diff --git a/iris/tab_ddpm/6_2/0/synth.csv b/iris/tab_ddpm/6_2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eb70a1053c4b77489085aacff97288f414bfe747
--- /dev/null
+++ b/iris/tab_ddpm/6_2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.701733158971299,2.6320477274698058,6.899998301188432,2.282449345004818,Iris-virginica
+1,6.167905255737315,2.6952989258676348,5.587849927200793,1.5540143686466112,Iris-virginica
+2,6.304842229317289,2.50398810659472,4.875376348018565,1.4878829876879225,Iris-versicolor
+3,6.536784754604936,3.0,5.797170551884767,2.2044736901355386,Iris-virginica
+4,5.583214606927078,2.6845360293666456,4.451888026680977,1.2453296897385722,Iris-versicolor
+5,5.772216535382131,2.6840839668676053,5.067544742885769,1.8950272193168212,Iris-virginica
+6,5.113034299107373,3.767420758582276,1.4965576700401506,0.2001868414792809,Iris-setosa
+7,5.626227767940852,2.525937519144027,3.9628771039281006,1.1212158126869975,Iris-versicolor
+8,6.939400297088444,2.810034965687033,4.832934575721851,1.4165498707985749,Iris-versicolor
+9,4.861909298519889,3.0485394094132063,1.485116395301452,0.1,Iris-setosa
+10,5.3626369857798615,3.0,4.484111765923584,1.5082828446176095,Iris-versicolor
+11,5.3625582888601455,3.7325448622540245,1.530343429448586,0.2018154207384897,Iris-setosa
+12,5.577684749983728,2.6042101490065703,4.410088763212109,1.205936037523926,Iris-versicolor
+13,5.101478259702123,2.4907492177759534,3.0906953330303715,1.092637089484218,Iris-versicolor
+14,5.543700032654713,2.4082234020374194,3.70594959528007,1.086533940811711,Iris-versicolor
+15,6.385655078059353,2.898904025416995,4.350371782198469,1.307392815624508,Iris-versicolor
+16,5.529314314765067,2.6456564727816447,4.332651872276764,1.2536334364934978,Iris-versicolor
+17,5.521364506208017,4.199999268328297,1.411524466681364,0.20098887009527097,Iris-setosa
+18,6.0033948130611945,2.7475076534905947,5.215687540361221,1.813674675720306,Iris-virginica
+19,6.794255111587518,3.0,5.465160972204355,2.110568842841771,Iris-virginica
+20,5.07614837128312,3.4048634366560813,1.401251025589425,0.2914576880572715,Iris-setosa
+21,5.81055847561057,2.706582889342806,5.097112512434629,1.8937297321969886,Iris-virginica
+22,4.976196046580339,3.407287747063465,1.489411640020293,0.3870371238898971,Iris-setosa
+23,5.388641117874898,2.4496441745959268,3.6632203698405665,1.1081666783317294,Iris-versicolor
+24,4.914341886439536,3.098188362168874,1.6356433839932851,0.1,Iris-setosa
+25,5.4315583581518325,3.0,4.5155107469462115,1.5022105701883777,Iris-versicolor
+26,5.882849797241747,3.166364497025614,4.752762924474949,1.7748649465454511,Iris-versicolor
+27,6.944585530961625,3.0936857194984695,5.102253880745806,2.2967835743904015,Iris-virginica
+28,6.265113113309764,3.402107347422605,5.539476354912693,2.4097058181990594,Iris-virginica
+29,5.120798651479992,3.3068607146495363,1.723616440112645,0.4967180726032884,Iris-setosa
+30,6.6958197009177995,2.5271300517306727,5.820213315335443,1.8052212625767152,Iris-virginica
+31,5.553585013320877,2.6199765445734147,4.3324565395004555,1.2365661503669694,Iris-versicolor
+32,4.7929827997474375,3.0,1.3901869990042663,0.4034416467163586,Iris-setosa
+33,5.123062306894802,3.311234503130844,1.7694597623725137,0.3780081038411575,Iris-setosa
+34,6.232858584945362,2.2,4.547431727381835,1.4667584404596758,Iris-versicolor
+35,7.9,3.829146549181691,6.37746885713846,1.9865942241231367,Iris-virginica
+36,6.811207423660312,2.7956644450132813,4.800737026086986,1.3922380347099148,Iris-versicolor
+37,6.253957253001555,2.2,4.58483824264052,1.5095324701183732,Iris-versicolor
+38,6.518851046012513,3.1742596556638616,5.115823696816167,1.9707159563843304,Iris-virginica
+39,6.21078522275557,2.200000517588723,4.489597301218585,1.5140475478425466,Iris-versicolor
+40,4.617472353812396,3.407366668050006,1.3999896452205873,0.2999298643708158,Iris-setosa
+41,5.363569092897255,3.3944274693632375,1.498610787246117,0.3437000845458844,Iris-setosa
+42,6.89617738611792,3.0853500629162256,5.097144919876465,2.2948917160357967,Iris-virginica
+43,6.311601035164939,3.311046291044507,4.670502161134737,1.5916267761908087,Iris-versicolor
+44,6.297997566646261,3.2787275699004415,4.7115108301240225,1.5931984519901063,Iris-versicolor
+45,5.630531703183941,2.7302339643295768,4.448904487771977,1.2835407225876616,Iris-versicolor
+46,6.29361310152838,2.6910351925645997,4.921686303225279,1.7972686879079427,Iris-virginica
+47,4.49059084014425,2.299169373421863,1.298565709989016,0.3075980825019052,Iris-setosa
+48,5.9780231571897735,3.0,4.966345080103125,1.8022136424375397,Iris-virginica
+49,6.710391064488039,3.3014699105616243,5.69830222299966,2.091633144175022,Iris-virginica
+50,7.6950462157286434,2.570354280613383,6.9,2.2949135826233618,Iris-virginica
+51,4.992898805540903,3.396896918895359,1.629765318076012,0.3993502844927969,Iris-setosa
+52,4.955375316862698,3.3911512253997658,1.4833655917979875,0.33812161268567364,Iris-setosa
+53,6.297946919761682,3.3961532591044032,5.574546396600661,2.394304915573279,Iris-virginica
+54,7.081239240083631,3.0,5.885555671974557,2.1232782831311665,Iris-virginica
+55,5.240731731816835,2.75709697756459,4.111417100237254,1.3971500339627345,Iris-versicolor
+56,6.182953544872659,2.2,4.512903496323367,1.4929197017516729,Iris-versicolor
+57,6.914838029596453,3.2048067267990636,5.790700342969363,2.2973298518617113,Iris-virginica
+58,5.097250122645186,3.5061606816356803,1.4017458659434674,0.33929718834524636,Iris-setosa
+59,5.6751180686079925,2.7727533039859096,4.511738589337084,1.298893967798168,Iris-versicolor
+60,5.013632453443841,2.4397422063365037,3.0288447918180648,1.0964115351974366,Iris-versicolor
+61,5.178130068831104,3.459744825341304,1.5472515868563954,0.199793962464549,Iris-setosa
+62,5.117844884242543,3.3093593409051634,1.6703499087579798,0.4328478827885691,Iris-setosa
+63,6.305181424304065,3.403594637649947,5.586639344733252,2.401350872774337,Iris-virginica
+64,5.609315697251388,2.6635933949007073,4.191190034176885,1.2800503592758745,Iris-versicolor
+65,4.593827510458996,3.2032346609784286,1.3906582324326349,0.20029316659694452,Iris-setosa
+66,5.5077943375015606,2.40432280512272,3.8622559341636293,1.1007703686965689,Iris-versicolor
+67,6.512930832923117,3.0,5.788153759337766,2.203512450291671,Iris-virginica
+68,4.804970664904354,3.0,1.40036407604183,0.30994650359876286,Iris-setosa
+69,5.714904980247318,2.503283704333091,5.011523013561703,1.9865718387241358,Iris-virginica
+70,6.7087684694938785,3.2941239408368492,5.733792058359648,2.1078121075423817,Iris-virginica
+71,6.695917446413328,3.3047249605228965,5.68747162584633,2.104344703634854,Iris-virginica
+72,5.865073619212928,3.2061152352961955,4.81134574867699,1.8102469344032652,Iris-versicolor
+73,6.734154271270127,3.2916895824404837,5.673590143978097,2.4999995348618413,Iris-virginica
+74,4.989194815928921,3.1821534586459,1.2000002427449583,0.2008346758356269,Iris-setosa
+75,4.975287535244113,3.3141518740162303,1.4028402102443327,0.26878677471935464,Iris-setosa
+76,5.278137050814576,3.7235173442910434,1.4969590478571462,0.19904646014587946,Iris-setosa
+77,4.490862920246773,2.2943665299108367,1.2984892520272493,0.2984824045405257,Iris-setosa
+78,5.5018301366999625,2.409013178012056,3.82964815013318,1.0689005993855973,Iris-versicolor
+79,4.897886478103563,3.1112953332272877,1.498837611204413,0.10000010349240865,Iris-setosa
+80,4.794483757383457,3.0,1.4046893168283827,0.3119297876238274,Iris-setosa
+81,5.941987966785768,3.2356647698168155,4.801470066032204,1.7951553484374196,Iris-versicolor
+82,6.192887717972363,2.2,4.524739201302522,1.4977261841166718,Iris-versicolor
+83,5.058497418829311,3.3808974523034006,1.480392591694299,0.20739346340347112,Iris-setosa
+84,5.927944933125433,3.184204727961295,4.792013093955687,1.7926840636333359,Iris-versicolor
+85,5.596094119912177,3.0,4.149693895050685,1.2913974836972573,Iris-versicolor
+86,5.080972612259937,2.4827781191399385,2.9695221990491807,1.1012413013743922,Iris-versicolor
+87,6.214646798633024,2.5627102858782047,5.020558915412319,1.5559113514642613,Iris-versicolor
+88,6.703244567016676,3.0,5.005575069502115,1.7078389083765655,Iris-versicolor
+89,5.375316194644882,3.702813683841293,1.5217724138089124,0.2011772520928593,Iris-setosa
+90,6.285050945018072,3.2901835913566595,4.671613448167383,1.5807963014850857,Iris-versicolor
+91,5.893463239162687,3.0,5.099272823730803,1.8023065591845244,Iris-virginica
+92,6.847752180415694,3.0,5.563709372336244,2.119862102714042,Iris-virginica
+93,5.2839529937564995,3.3949688224046843,1.6498168000600044,0.2060592037859072,Iris-setosa
+94,6.546808631489893,3.0,5.528937199117538,1.818760312371202,Iris-virginica
+95,4.824971663147719,3.0,1.40009280579394,0.29714926896380106,Iris-setosa
+96,4.89654526735612,3.0949340102780596,1.5786953604383047,0.10000009614903778,Iris-setosa
+97,4.8765757944049755,3.064348270272424,1.4709926595781906,0.1,Iris-setosa
+98,6.5332612048982295,3.0,5.335008175628675,1.851754651797367,Iris-virginica
+99,5.9870355540792906,2.8881073115036306,4.515472402236884,1.4793001569941642,Iris-versicolor
+100,5.072327028541553,3.686370889375238,1.5081427550821245,0.4471059599445013,Iris-setosa
+101,5.7621064259444,2.593396032774204,5.060685387848976,1.9206256949653582,Iris-virginica
+102,6.5213421972270655,3.2010951155178984,5.101779206760547,2.0162301892589776,Iris-virginica
+103,4.91757031641659,2.4274916615000013,3.274929307841578,1.07989416543313,Iris-versicolor
+104,6.048497811308741,3.0,4.573057234450915,1.4082510408140856,Iris-versicolor
+105,6.011667424262008,2.2,5.009119172159914,1.4996504504714827,Iris-virginica
+106,5.914305527842407,3.2099277301755085,4.792158738363201,1.791291863435829,Iris-versicolor
+107,6.964576037636246,3.1312168568848286,5.718520069941426,2.2507089951266557,Iris-virginica
+108,6.489513592914444,3.0,5.512530622191333,1.8037353471540662,Iris-virginica
+109,4.400000823005199,2.899057513753344,1.4025894157769048,0.20027198758936948,Iris-setosa
+110,6.386182992320959,2.695717029056588,5.2908910908995574,1.894385645953784,Iris-virginica
+111,6.118871073493818,2.809160481144314,4.731243033838861,1.2009278693345182,Iris-versicolor
+112,6.271059184272823,3.2989591583552818,4.736262702549726,1.6387409684033993,Iris-versicolor
+113,4.904023485250159,3.099786723099369,1.6098119343142352,0.1,Iris-setosa
+114,6.797762561239012,3.1871546456798,5.8664372025969875,2.2974365895740694,Iris-virginica
+115,5.401649121825568,3.3902375048508624,1.6966907478105946,0.19788742574058635,Iris-setosa
+116,5.215900192427338,2.724152687077995,3.987417275845682,1.4306346506742653,Iris-versicolor
+117,6.280407575314398,2.518665382106381,4.935397041021782,1.532696250073014,Iris-versicolor
+118,6.403951022638676,3.0,5.7561221173171715,2.1168997788251342,Iris-virginica
+119,5.095926799754567,3.543756977427963,1.3821157882659223,0.34183348769388777,Iris-setosa
diff --git a/iris/tab_ddpm/6_2/0/test.csv b/iris/tab_ddpm/6_2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/0/train.csv b/iris/tab_ddpm/6_2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/0/val.csv b/iris/tab_ddpm/6_2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/1/synth.csv b/iris/tab_ddpm/6_2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8dbd424685f623acaed53e6e0d2ae580e0d29717
--- /dev/null
+++ b/iris/tab_ddpm/6_2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.975749958237609,3.2593714884958866,1.4010559621964163,0.2010294016584561,Iris-setosa
+1,4.901617157297244,3.0,1.4015656410808905,0.20323300124269592,Iris-setosa
+2,5.654897326068847,3.801235946601523,1.7802131092189386,0.3662999356196248,Iris-setosa
+3,5.508601591327674,4.19999895737894,1.4024356057309795,0.20009657570859568,Iris-setosa
+4,5.621375226556431,2.7212473514910616,4.326812507326797,1.2924674005401566,Iris-versicolor
+5,4.892817269394469,3.0,1.3898130859334596,0.2297152140576792,Iris-setosa
+6,5.420711485043264,2.6409630525906858,4.208700945101343,1.3512694843656756,Iris-versicolor
+7,5.84072879463157,2.7585268058069583,5.125121421231281,1.8708886516585543,Iris-virginica
+8,6.330255526348083,3.3027393954117668,4.690002571605935,1.605208963957014,Iris-versicolor
+9,4.835559882024026,2.3984762976100984,3.2731598189374513,0.9057128749168968,Iris-versicolor
+10,6.647870159524144,3.0,4.981946645289501,1.6588184393374197,Iris-versicolor
+11,5.332776649901759,2.860090393218717,4.010502235067003,1.3934613478536766,Iris-versicolor
+12,6.507989761549775,3.0,5.512756447097219,1.8031376369392775,Iris-virginica
+13,6.67440934069244,3.0,4.998518259242832,1.7161498456926894,Iris-versicolor
+14,4.997333070721129,3.2094790222084257,1.2,0.19845671431020098,Iris-setosa
+15,4.400000607611109,2.889920918173523,1.3963807045225827,0.18713278644352244,Iris-setosa
+16,6.217282223168223,2.2000002944684622,4.474587734072174,1.5029829194593625,Iris-versicolor
+17,5.4419510305691805,3.4021174452220673,1.743435556904382,0.20252721175977326,Iris-setosa
+18,6.089122433097371,2.9533728979710245,4.648615636782248,1.4062874164485806,Iris-versicolor
+19,5.980468305984566,3.0,4.876388144604829,1.80546180746305,Iris-virginica
+20,6.84778754057011,3.2066470194039103,5.817154432861547,2.2935863543446726,Iris-virginica
+21,6.730934190457367,3.2878738881387206,5.680493101106218,2.5,Iris-virginica
+22,7.705120443265079,2.5954247323756,6.899998447600721,2.310214326048975,Iris-virginica
+23,6.526290348901885,3.0,5.521274966497463,1.801893849522562,Iris-virginica
+24,6.931831761061861,3.0,5.664406520975357,2.1290726227975485,Iris-virginica
+25,4.942135949887009,3.060680756837734,1.412799837158233,0.20426429970832022,Iris-setosa
+26,5.198584861340945,3.5534317410397604,1.517402057557207,0.20688333920356913,Iris-setosa
+27,7.004443483913204,3.163414219989993,5.8127880877367035,2.2816162855646747,Iris-virginica
+28,7.8999988659476905,3.828892439793648,6.443733523766983,1.9983093416278332,Iris-virginica
+29,5.881995094230129,3.0,4.265698717668663,1.5488536817936263,Iris-versicolor
+30,6.096505767521152,2.799370764072926,4.676752608806888,1.1853351730188981,Iris-versicolor
+31,5.608783950797781,2.707039580742603,4.20088808892411,1.291223441520187,Iris-versicolor
+32,6.731659851696438,2.5102209349474593,5.773859242369808,1.8010684626864533,Iris-virginica
+33,7.1412152999148875,3.0,6.005510595021185,2.0526946958780314,Iris-virginica
+34,6.708662891181268,3.3055998770506685,5.752993372258094,2.1088316516101817,Iris-virginica
+35,5.523784020079307,3.836476317379483,1.6773513874663852,0.3336109505645981,Iris-setosa
+36,6.702531843292839,3.2790604547661717,5.618235798860492,2.5,Iris-virginica
+37,5.495797252325812,3.8129386587322824,1.4925796004818939,0.44015299469063573,Iris-setosa
+38,5.990148511730317,3.0,4.474029067767806,1.4253991082077342,Iris-versicolor
+39,4.989539559363429,3.2030130928079426,1.2,0.19423341166373914,Iris-setosa
+40,4.6192394355536015,3.4001545278161225,1.3929688928360249,0.2953565930920101,Iris-setosa
+41,4.886517240265959,3.075464099522608,1.4948804611879893,0.10000012450992181,Iris-setosa
+42,5.994012848258265,2.7069209320259247,5.078625206900493,1.5758586725664931,Iris-versicolor
+43,6.784395459028313,2.7844877449898853,4.802899894426719,1.4048473605662237,Iris-versicolor
+44,5.649949181628345,2.7744591234109723,4.198626387404588,1.2967044944541406,Iris-versicolor
+45,5.666105572100387,3.794128324318856,1.768268177555463,0.30393953527513823,Iris-setosa
+46,6.3131233545715055,3.395763817415509,5.595415246114795,2.4022057711057543,Iris-virginica
+47,6.303833751920186,2.291155530897702,4.3871578627384356,1.3032242686137874,Iris-versicolor
+48,5.942315524619908,3.0,4.348151750191658,1.4509971119959688,Iris-versicolor
+49,5.154481806816158,3.4034550572995266,1.494556071558287,0.19860416686204205,Iris-setosa
+50,6.287777806908241,3.3982765522430998,5.617509825500176,2.403147868225591,Iris-virginica
+51,4.902555922323001,3.0,1.3990733320554152,0.1980049122887963,Iris-setosa
+52,5.592128279851076,2.686725937438725,4.235998673252581,1.287005148536057,Iris-versicolor
+53,6.109095312809723,2.6080305209996193,5.592234957535762,1.4312468615312934,Iris-virginica
+54,5.9762430596771505,2.980574640832514,4.891135457877578,1.8154633151049908,Iris-virginica
+55,5.095978496942798,3.685177052957398,1.4980310982828646,0.39656884716481466,Iris-setosa
+56,6.571710066573026,3.2322592605282665,5.462113188408041,2.0372727636055736,Iris-virginica
+57,5.718592050397,3.0,4.323559453700252,1.3409027682943593,Iris-versicolor
+58,6.340482055849609,2.967615351309564,5.551159434840598,1.8091008959775303,Iris-virginica
+59,4.510403962267209,2.344167505723514,1.307478880117854,0.32138186133397184,Iris-setosa
+60,5.974279894951802,2.9532711069379114,4.532037722120146,1.424840610828916,Iris-versicolor
+61,6.80534697574518,3.0824279294154624,5.096170571844789,2.2739971899286293,Iris-virginica
+62,5.092381133440501,3.465541403631045,1.5909886728569629,0.20671278524965278,Iris-setosa
+63,4.641520883467859,3.3877380686492433,1.4300839730973363,0.35394333736632105,Iris-setosa
+64,4.607431042261567,3.1924500967482867,1.4027550325491693,0.19426332424956874,Iris-setosa
+65,5.405969644270548,3.0,4.521694011318866,1.4943823180790778,Iris-versicolor
+66,5.137220739937967,2.465636948988501,3.2915973078043854,1.0961443129953838,Iris-versicolor
+67,4.846080552877134,2.3777269646068375,3.291598642901794,0.9622610612099005,Iris-versicolor
+68,5.144480123350463,2.4865763974660595,3.1127895220746016,1.081587100337992,Iris-versicolor
+69,4.8794776004506435,3.0,1.4010299220321056,0.20030243029078224,Iris-setosa
+70,5.398776536915408,3.3962485888722482,1.8285071815605873,0.20164429189471594,Iris-setosa
+71,5.554653539686016,2.4908160957773036,3.9406942617027108,1.1230619063333829,Iris-versicolor
+72,5.117593922332351,3.3015600417469964,1.5952638228515668,0.4869865825811408,Iris-setosa
+73,5.436192526007815,3.0,4.513902400194873,1.4956703911109142,Iris-versicolor
+74,5.5681525743858185,2.441622290308869,3.813844800707897,1.0806425385436822,Iris-versicolor
+75,5.593325758003957,2.917660288780989,3.702603659582418,1.3068714521553477,Iris-versicolor
+76,4.917494990077207,2.4105956829357513,3.2780086821815586,1.0147175124248633,Iris-versicolor
+77,4.4,2.8845779264078035,1.411618713576007,0.20079961260616835,Iris-setosa
+78,5.773456869020505,2.6806480541955495,5.084179439076442,1.9010978104735639,Iris-virginica
+79,7.703441230355928,2.6026144605521813,6.8999988226187865,2.3136785403418965,Iris-virginica
+80,5.063274905182124,3.3759904255471707,1.425046459302786,0.2675336122866926,Iris-setosa
+81,5.077112985357602,3.3890124448169856,1.4957612065840427,0.20183370893096841,Iris-setosa
+82,6.096931002417694,2.6099011538381185,5.5735137662822725,1.3905532287474938,Iris-virginica
+83,6.1413517076030075,3.1079000354777886,4.547434489599213,1.4254279116489283,Iris-versicolor
+84,6.939993836922049,3.089448927396078,5.098837040331245,2.311008435366087,Iris-virginica
+85,7.899998582652189,3.8163391824248274,6.331882055865687,1.9805519771435804,Iris-virginica
+86,6.714402197706803,3.3076218676761915,5.686784999271382,2.103322888665449,Iris-virginica
+87,6.694377220202659,2.4895498624237584,5.832893977275298,1.7990242294386696,Iris-virginica
+88,7.9,3.847726604523475,6.405601854193055,1.9867685202754315,Iris-virginica
+89,4.4,2.9144443469171746,1.387259778132947,0.19632312767581872,Iris-setosa
+90,6.110242063179692,2.595680681864852,5.602147199856449,1.395940812737091,Iris-virginica
+91,5.901019095486214,3.2056965852553256,4.795089664229856,1.8034217325637778,Iris-versicolor
+92,6.26476616070352,2.5331575834445044,4.9455595899186235,1.5304878701659077,Iris-versicolor
+93,6.406576420179238,2.902150085220063,4.264982016240115,1.301927342643158,Iris-versicolor
+94,6.675256527454804,2.5131995918751677,5.7363293068011325,1.8022943633091242,Iris-virginica
+95,5.402136806632113,3.0,4.493663550513097,1.4865323938341668,Iris-versicolor
+96,5.121708743569801,3.4973660147414813,1.395642290211989,0.29471028781769476,Iris-setosa
+97,6.8575170964299765,3.1056064959511884,5.103700443552862,2.305492161968301,Iris-virginica
+98,6.485160852871773,3.1988260789768708,5.108239681533205,1.990909015839122,Iris-virginica
+99,7.300522280752987,2.8955775394292664,6.303543339012138,1.7997678988780277,Iris-virginica
+100,7.726280253606255,2.6064743524068015,6.899998907294874,2.291881590398681,Iris-virginica
+101,5.392583318402023,3.0,4.541729023458094,1.4862455322530506,Iris-versicolor
+102,5.403801556373069,3.0,4.473449711215581,1.470622449105515,Iris-versicolor
+103,5.98951087412237,3.0,4.783826289219654,1.7960709779563553,Iris-virginica
+104,6.864713452216861,3.0,5.518499568963212,2.1142669770217357,Iris-virginica
+105,5.60657949824561,3.0,4.122441937214944,1.290340753653927,Iris-versicolor
+106,5.646112086540539,2.805872828633179,4.4032758790414865,1.282570174135027,Iris-versicolor
+107,5.6021133239676715,3.0,3.8010612343932695,1.3257178891281582,Iris-versicolor
+108,6.547835957971865,3.0,5.479331884355783,1.8121409549858059,Iris-virginica
+109,5.558118896370892,2.5147315624013515,4.103478722821886,1.109464454778646,Iris-versicolor
+110,5.734469587774719,2.594250341052676,5.064199621792522,1.9135744146285336,Iris-virginica
+111,6.312120478034619,3.4003835707251335,5.602813567490015,2.399037580241919,Iris-virginica
+112,7.687997281512833,2.5899978385757114,6.899998777701269,2.283061807666938,Iris-virginica
+113,4.777881241938906,3.0,1.377304613376631,0.1,Iris-setosa
+114,4.6012534602942035,3.389334372464945,1.3943966222453887,0.2995410964231661,Iris-setosa
+115,4.883196954328022,3.099331825419286,1.5973075092782103,0.1,Iris-setosa
+116,6.498255467739578,3.1286164026627543,5.140890104105436,1.9470918814498397,Iris-virginica
+117,6.794242042533827,2.7954971180009314,4.791370965282404,1.3737826685983117,Iris-versicolor
+118,5.713424002207617,3.791697670104283,1.5956828262726999,0.3491851230752959,Iris-setosa
+119,6.295518881900883,3.288398003965722,4.699509714859635,1.561300781098612,Iris-versicolor
diff --git a/iris/tab_ddpm/6_2/1/test.csv b/iris/tab_ddpm/6_2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/1/train.csv b/iris/tab_ddpm/6_2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/1/val.csv b/iris/tab_ddpm/6_2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/10/synth.csv b/iris/tab_ddpm/6_2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8ae8ea2e745febc444b12d13fca66f3fb6e0f0fb
--- /dev/null
+++ b/iris/tab_ddpm/6_2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.803759565337378,2.647692404380411,5.070909173744836,1.9219092958701032,Iris-virginica
+1,6.025326746529435,2.707856177253562,5.129835131930398,1.608954715752176,Iris-versicolor
+2,6.012089947782236,3.0,4.817140371927946,1.8039167866785961,Iris-virginica
+3,6.293327320673898,3.2920863772442353,4.677259038497448,1.5992595877399172,Iris-versicolor
+4,6.705204008941292,3.2936614491463234,5.7249418417874445,2.4999995699251416,Iris-virginica
+5,5.851674713422898,3.0,4.188402507800033,1.4435971664709712,Iris-versicolor
+6,4.858465920850268,2.4112739288941065,3.23555086332054,0.8628854365675191,Iris-versicolor
+7,6.1996085311912905,2.2000003018917056,4.501441914576186,1.4954041647234584,Iris-versicolor
+8,6.794177510581231,2.8219837985731537,4.769395264833816,1.3999247215147423,Iris-versicolor
+9,6.737173374340308,3.0,5.408615552945755,2.12679282822009,Iris-virginica
+10,6.224747343333352,2.2,4.559427159428379,1.4948705746536022,Iris-versicolor
+11,5.927595913536198,3.197070237499623,4.77134357565691,1.8130595735194563,Iris-versicolor
+12,5.085062174533715,3.2989496569244183,1.490626587955764,0.48637016859299953,Iris-setosa
+13,6.710620059614628,2.5150907462110395,5.862886243962687,1.8028796742458184,Iris-virginica
+14,5.083041817465612,3.639008008357225,1.480953531192959,0.4059021315113531,Iris-setosa
+15,5.497530648155318,2.3936954785013422,3.8393022597413538,1.1111861007993349,Iris-versicolor
+16,5.109780690735632,3.746369785215073,1.5658912234757136,0.20440814682148323,Iris-setosa
+17,6.002220235687991,2.2,5.011029456040456,1.4841521806470979,Iris-virginica
+18,5.703211425711131,3.0,3.954953325941009,1.382330381109088,Iris-versicolor
+19,5.84897741834562,3.0,4.267470975418529,1.4467380941389831,Iris-versicolor
+20,5.068502758108923,3.5237126678724344,1.4975821637253348,0.39642097180353686,Iris-setosa
+21,4.903757629729278,3.0,1.402755314555142,0.19961655672995593,Iris-setosa
+22,6.109307579302089,3.0,4.617205852264113,1.4103681173234426,Iris-versicolor
+23,5.971232545274703,2.8862782472415374,4.578541803834888,1.4685302500814206,Iris-versicolor
+24,6.8804794762886,3.1328863160527134,5.097770294787402,2.2907792639743625,Iris-virginica
+25,6.861896797648044,3.101857463347384,5.104754116935513,2.295207180429733,Iris-virginica
+26,4.8186697779283385,3.0,1.4001408117859904,0.10000012778418207,Iris-setosa
+27,7.9,3.7702846070307174,6.341716992326751,1.957196038648639,Iris-virginica
+28,5.335067075736477,3.395706540840449,1.4972263309764797,0.4928773132783795,Iris-setosa
+29,5.993878589216167,2.2,4.954403638736126,1.501071189374584,Iris-virginica
+30,4.491572122185488,2.296518828280833,1.2988424038282047,0.29704543400850875,Iris-setosa
+31,6.700601437164182,3.0,4.99387495671991,1.70781674993615,Iris-versicolor
+32,6.292538806869587,2.7063049189956594,4.880806154314168,1.7912092143217329,Iris-virginica
+33,7.061674737433932,3.0,5.804153332617307,2.139485474169663,Iris-virginica
+34,5.160985451175688,3.792707469226901,1.6174363350884788,0.20346516531905207,Iris-setosa
+35,6.298324171507632,3.404943241283198,5.603509973255564,2.408358053448802,Iris-virginica
+36,6.276419846408176,3.2976856053739594,4.7170285610147795,1.6436210592324496,Iris-versicolor
+37,5.2922077422563625,3.375639558869644,1.567685001319623,0.4100879950485275,Iris-setosa
+38,5.3982846009658205,3.3968343879939136,1.6915011818749652,0.20504279911837708,Iris-setosa
+39,5.520773973829259,2.611116537483121,4.351743569395625,1.202359246807506,Iris-versicolor
+40,5.720200989257832,2.7594087440343777,4.511291488707402,1.259931222500609,Iris-versicolor
+41,6.692925744167473,3.294989468390509,5.687508861114926,2.0945315074734245,Iris-virginica
+42,6.700599497472284,3.0,4.990810290433602,1.700433533260175,Iris-versicolor
+43,5.780896938974284,2.7973373094523346,5.091113465176531,2.409430346362595,Iris-virginica
+44,5.106587529627398,3.522094947319908,1.4073545057963353,0.29669339547174667,Iris-setosa
+45,6.194681651649371,2.2000003455766945,4.470432349484918,1.5085649897198812,Iris-versicolor
+46,5.232268624704817,3.802608157500316,1.570214383857304,0.4630585874319182,Iris-setosa
+47,4.998283668561205,3.2154732826023125,1.2000001904403668,0.20139195212133007,Iris-setosa
+48,5.60131793631978,2.6456027489459504,4.431402454769945,1.2018553303195987,Iris-versicolor
+49,5.99953754728914,3.0,4.781773341513888,1.7988577554266247,Iris-virginica
+50,5.737362274735337,2.5345888955390583,5.035441009543359,1.9635292323509301,Iris-virginica
+51,6.328172665977968,2.2822776713390014,4.346483232124421,1.3094581685644655,Iris-versicolor
+52,5.275972100420221,2.807684819830138,4.0252423361882945,1.4105286336053955,Iris-versicolor
+53,6.321392202573038,2.4711874197092873,4.872218208093932,1.4959997189919803,Iris-versicolor
+54,6.303512766633017,2.902154541977826,5.614555499679439,1.7995081570980949,Iris-virginica
+55,5.744741620752328,2.541094346823673,5.019497166082391,1.9889788069777075,Iris-virginica
+56,6.786356658140591,3.188001573561042,5.836407414189047,2.2929644995590954,Iris-virginica
+57,5.896789863181315,3.205873392163589,4.786782729422183,1.7897966234329143,Iris-versicolor
+58,5.744799788918466,2.5928412127591023,5.056346227724771,1.9601780172909715,Iris-virginica
+59,6.794761728219499,3.0,5.377169830556363,2.1542057973228106,Iris-virginica
+60,6.287396309339132,2.30023475383615,4.383992501942807,1.300127442353998,Iris-versicolor
+61,6.7252125327462675,2.496894069402254,5.862094812571633,1.7996040871965542,Iris-virginica
+62,5.868543914191878,3.0,5.1057346767006155,1.8018514418671179,Iris-virginica
+63,6.287280530619579,2.70807603456873,4.85943291447977,1.7979245622982782,Iris-virginica
+64,5.398202092295165,3.0,4.504086519242514,1.4919354757124625,Iris-versicolor
+65,5.1319601835241695,2.5697766003404228,3.3260008750890844,1.244296806552706,Iris-versicolor
+66,4.904166258246026,3.122881120848569,1.5188657720672831,0.1,Iris-setosa
+67,6.305217564613422,2.483009749380774,4.908629319101846,1.5060860470957818,Iris-versicolor
+68,5.097508332211128,3.3059476789926765,1.6969569374452593,0.5161562524075607,Iris-setosa
+69,6.8591561581495615,3.0,5.518884050251817,2.109746651858242,Iris-virginica
+70,6.6894232987047495,2.4863679611727254,5.7769386103014195,1.808097869344683,Iris-virginica
+71,6.083349399154245,3.0,4.587213927404836,1.406705888001637,Iris-versicolor
+72,6.592059118010592,3.0,5.849538392064234,2.1535396613829554,Iris-virginica
+73,5.570846419547311,2.9396787560198585,3.6764828324330896,1.2919216132702789,Iris-versicolor
+74,4.615493011616207,3.219953353001379,1.4012435599565127,0.19686405281526248,Iris-setosa
+75,4.817913367448798,3.0,1.4067248549688534,0.31609412604954984,Iris-setosa
+76,5.323055582776001,3.4070480031510644,1.5447958179205636,0.1989972824516068,Iris-setosa
+77,4.868965726069479,3.0,1.4103631149412683,0.20034508192211162,Iris-setosa
+78,6.37321005632005,2.907142079173515,4.318430314757563,1.2972645301521348,Iris-versicolor
+79,4.4000006407710375,2.899605986221978,1.3748002252882148,0.1985979054379165,Iris-setosa
+80,4.990969048595803,3.384909149139128,1.5844372478509037,0.4348904510539487,Iris-setosa
+81,5.696457648124111,3.0,3.7593465174206515,1.3575434769979848,Iris-versicolor
+82,6.007556240419677,2.7066032315778137,5.1003469748316,1.5964319070825648,Iris-versicolor
+83,4.607449352513472,3.2122529767355497,1.4007008035092583,0.20577040587042691,Iris-setosa
+84,4.859209974763833,3.0,1.3963821108067433,0.2525168472268998,Iris-setosa
+85,5.013671569641713,3.3096127293212256,1.3907758362514955,0.20037001172362465,Iris-setosa
+86,6.9926491726342155,3.088433702833082,5.090785324484298,2.3150133613331247,Iris-virginica
+87,6.31491014447348,3.3998705902822537,5.641030749499,2.402022229170746,Iris-virginica
+88,6.343866974667441,2.7122829403073787,5.0454193560582015,1.811039651690369,Iris-virginica
+89,5.007376094333053,3.4289411245163235,1.4981331342535642,0.4475036135080596,Iris-setosa
+90,4.987593223309726,3.2225259412310527,1.200000236648715,0.20320703445854926,Iris-setosa
+91,6.279243845409262,2.3040478868388545,4.435282186165279,1.2946873520631201,Iris-versicolor
+92,6.007454699220762,2.706045438056476,5.096969006128909,1.6279881223547934,Iris-versicolor
+93,5.205188398740659,2.717916309463825,3.9513514538325576,1.4239744381014565,Iris-versicolor
+94,6.462191576462339,3.0,5.813547987516748,2.1361579417576135,Iris-virginica
+95,7.143408695174777,3.0,5.973617380595868,2.0968647418348882,Iris-virginica
+96,5.1587153991260735,3.444421759064033,1.5220702912146273,0.20117815751402945,Iris-setosa
+97,7.9,3.862041961537359,6.39808545551989,2.0183038526098094,Iris-virginica
+98,6.806942569773389,3.0,5.515883234546343,2.1024994828362042,Iris-virginica
+99,5.547875368015307,2.4492985370678744,3.7941946607859123,1.1089741411327867,Iris-versicolor
+100,5.101182913394772,3.470022969877734,1.4009316686749418,0.2990883849365918,Iris-setosa
+101,7.011648003763669,3.0,5.692101142976572,2.1049350606142507,Iris-virginica
+102,6.296834709834466,3.308189490895748,4.667686970697079,1.5921593368007008,Iris-versicolor
+103,6.678565479235547,3.0,4.9455381119275605,1.685973855327741,Iris-versicolor
+104,5.019579573918544,2.4796451921047216,3.311084293681548,1.1046266413911219,Iris-versicolor
+105,5.7825621958131554,2.7913579540436304,5.116246775004979,2.4079019224239677,Iris-virginica
+106,4.400000840586187,2.9100746008067646,1.3962672319666931,0.20281771057702194,Iris-setosa
+107,7.140976428816555,3.0,5.8981128054874885,2.128087329164089,Iris-virginica
+108,4.983211825786945,3.2117197882876813,1.2000001971463712,0.19745842424085258,Iris-setosa
+109,5.611340557585318,2.5119208509500304,4.046324002444705,1.1150564545024375,Iris-versicolor
+110,6.719963601053965,3.091198327331442,5.937152934013317,2.2548585406941517,Iris-virginica
+111,5.089852342759985,3.5082431254986255,1.4025937236951262,0.29784630571726,Iris-setosa
+112,5.411151424796542,3.403232955292915,1.6241733428422611,0.20276701575152503,Iris-setosa
+113,4.885647159614822,3.0,1.4066275076617396,0.20958374015593667,Iris-setosa
+114,6.695389835076384,3.0,5.000622744048321,1.689696883108453,Iris-versicolor
+115,5.993904844302193,3.0,4.881980152433819,1.8016979126067691,Iris-virginica
+116,5.401169055273825,3.3948935055769907,1.7928115582685415,0.19754312490866677,Iris-setosa
+117,6.713665642877716,3.0,5.008513038872726,1.730083197374921,Iris-versicolor
+118,4.989152590629731,3.29581560154516,1.4063989539795299,0.1989686184850747,Iris-setosa
+119,4.903777074492952,3.0,1.3904695658986996,0.21597443342710299,Iris-setosa
diff --git a/iris/tab_ddpm/6_2/10/test.csv b/iris/tab_ddpm/6_2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/10/train.csv b/iris/tab_ddpm/6_2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/10/val.csv b/iris/tab_ddpm/6_2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/11/synth.csv b/iris/tab_ddpm/6_2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d098f0f5aa95e562909ed59a6ce225fce58017ed
--- /dev/null
+++ b/iris/tab_ddpm/6_2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.126112652495892,3.312378297843328,1.7051575152422749,0.503165059529426,Iris-setosa
+1,6.2902269529740655,3.397449971469968,5.611317549072575,2.3970314382299134,Iris-virginica
+2,6.695305992980972,3.293767662652896,5.754230354319746,2.4999996404984186,Iris-virginica
+3,6.3171156795556245,2.9406476974697893,5.5736448557089435,1.811539441386449,Iris-virginica
+4,5.067835338452233,2.4802570456632074,2.847291813480749,1.1133331625520724,Iris-versicolor
+5,4.9047922432653825,3.0998203926771506,1.623455907803637,0.10000012027454182,Iris-setosa
+6,4.870801684427251,3.0649740318461856,1.4953433012493003,0.10000010002485897,Iris-setosa
+7,4.7918750097408465,3.0,1.3880367989638012,0.1,Iris-setosa
+8,6.293983471438265,2.8861837289487355,5.595553341837664,1.7949255435879505,Iris-virginica
+9,5.414825202490433,3.0,4.508920781097402,1.4896627298034948,Iris-versicolor
+10,6.922525553792606,3.1894740331480858,5.751211179663786,2.296922976975722,Iris-virginica
+11,6.126373153625691,2.6076634474035942,5.5891825661332915,1.4007499440264959,Iris-virginica
+12,6.469735483039559,3.0,5.745788144170875,2.1717301086296814,Iris-virginica
+13,5.060133054631292,2.485328978207776,3.1556820729836437,1.0806692725725544,Iris-versicolor
+14,5.329018869016647,3.3870679798274717,1.534133243064912,0.44744172493654055,Iris-setosa
+15,5.329773674532034,3.7569434626211793,1.6743392621945432,0.20700466195147146,Iris-setosa
+16,7.8999985275824915,3.782406457544391,6.39176347665986,2.001996961627579,Iris-virginica
+17,4.8899422292085415,3.098228004198988,1.5027941577954185,0.10000010401703395,Iris-setosa
+18,5.696793571092576,2.5139955117353803,5.013181030920982,1.9929062945914557,Iris-virginica
+19,5.841589070600428,3.053746403232561,4.526071579236136,1.714551576563061,Iris-versicolor
+20,5.73058618168402,3.0,3.920262429149444,1.3831827125682787,Iris-versicolor
+21,7.697695321795532,2.617901860276673,6.8999984660317395,2.301105350376885,Iris-virginica
+22,6.682308990355943,3.2922656416235836,5.6608799136533925,2.4999995106581263,Iris-virginica
+23,6.504033285535221,3.206939649932996,5.175131450595587,2.0127149592260656,Iris-virginica
+24,5.785912642328555,2.811825054906281,5.097844920439534,2.4027729577799697,Iris-virginica
+25,6.59835072428773,3.0,5.904696050324009,2.240192427121082,Iris-virginica
+26,7.703528057580483,2.616372654332219,6.9,2.3262234892532803,Iris-virginica
+27,7.9,3.8336821297525256,6.389865209524481,2.0114319022422484,Iris-virginica
+28,4.896855609097,3.112668455446458,1.496744631976267,0.1,Iris-setosa
+29,6.154872188759111,3.0,4.642888013590919,1.357278107519082,Iris-versicolor
+30,6.292013684717767,2.306627922717512,4.430016536487426,1.2860123292581873,Iris-versicolor
+31,7.899998697290087,3.7832985173998397,6.4241831669025755,2.0091652209546584,Iris-virginica
+32,5.324121569722774,3.8789902057434027,1.4992521302231685,0.37309533029654934,Iris-setosa
+33,5.385411369143219,3.4055973603813743,1.6249402407283735,0.20086116993929515,Iris-setosa
+34,5.0835087538098,3.3014671044010084,1.641231927030055,0.5161675862968128,Iris-setosa
+35,6.419529697257705,3.0,5.442338206022093,1.8073954308276607,Iris-virginica
+36,6.067113936545482,2.6093416232470483,5.597443211795834,1.4193618290345928,Iris-virginica
+37,6.015988796827515,2.7024305917129423,5.082618804300249,1.6021302571289844,Iris-versicolor
+38,4.5930694787752895,3.4042168394035843,1.405393964826552,0.3682158565590874,Iris-setosa
+39,5.117552015754649,3.3883137228923212,1.4974993627659603,0.19914604958751153,Iris-setosa
+40,5.174288398652616,2.6900149472120547,3.8565161694203223,1.4071297520768358,Iris-versicolor
+41,6.687091162509838,3.3033905986195533,5.669203172519294,2.5,Iris-virginica
+42,5.578808743472407,2.6585756182197757,4.411010966696867,1.2359989399710822,Iris-versicolor
+43,5.123016684159664,3.502105802482643,1.5071658160114279,0.19703580102307683,Iris-setosa
+44,4.8903147955348905,3.079696674929585,1.5695684455340428,0.1,Iris-setosa
+45,5.513094454510714,2.3757503144881036,3.800738018273128,1.0398979396979728,Iris-versicolor
+46,5.286930236337902,3.8501429646160195,1.521726076453367,0.279678592293061,Iris-setosa
+47,4.889060424990026,3.1058325293262166,1.4960723449413351,0.1,Iris-setosa
+48,4.4,2.9042662306073566,1.402254054110303,0.20224193811184382,Iris-setosa
+49,6.201103939237444,2.2,4.479062874947676,1.483512006391476,Iris-versicolor
+50,5.9113459128145545,3.1873183085997594,4.8013495246355715,1.796835309305384,Iris-versicolor
+51,5.064378822117239,3.3778443665626146,1.478040000084214,0.20985139053044233,Iris-setosa
+52,6.87383106573241,3.0970271460486956,5.089416898666173,2.29671269497798,Iris-virginica
+53,6.079286930870764,2.7898071325322302,4.702253199398097,1.2079884647484336,Iris-versicolor
+54,6.690479601576915,3.2968108540368277,5.722556941155365,2.5,Iris-virginica
+55,6.693894840301808,2.4996027917132935,5.830065499664178,1.8048652557298897,Iris-virginica
+56,6.298854894485954,3.309752394069543,4.700322832748957,1.5969011524889116,Iris-versicolor
+57,4.4,2.869287528020074,1.3983142265816348,0.1852297434323184,Iris-setosa
+58,5.117634773192699,3.8346515536675496,1.6493282137254706,0.19668492057602843,Iris-setosa
+59,6.567864704727306,3.0,5.698368330010764,2.1736558084395936,Iris-virginica
+60,5.912771184538407,3.0,4.179234003693575,1.506458687134534,Iris-versicolor
+61,6.300602361082566,2.311536010710623,4.414490163151621,1.295069756267277,Iris-versicolor
+62,6.94612466367696,3.0855789270867104,5.086855977885626,2.3069909892797296,Iris-virginica
+63,4.610305555251635,3.391222888426515,1.4036040967312424,0.2887000847491966,Iris-setosa
+64,7.323567166072561,2.9079781586340716,6.245769004420265,1.8084513769166664,Iris-virginica
+65,6.334745048089193,2.8529779355425746,5.452294930574716,1.8087330093319918,Iris-virginica
+66,6.711708176043573,3.0,5.007498953185329,1.704365690538828,Iris-versicolor
+67,6.790127559273025,3.2197959179237343,5.71180864405993,2.2591563208484713,Iris-virginica
+68,4.829640176425588,3.0,1.4060750350619566,0.33154784151636457,Iris-setosa
+69,5.931838962178427,2.2,5.004190302754249,1.4802563758724654,Iris-virginica
+70,6.388163658317219,2.6889568396503685,5.214341081590865,1.889985784531397,Iris-virginica
+71,5.821302312043707,2.5580360279385457,4.956534668155363,1.904226953334484,Iris-virginica
+72,4.592338544423954,3.1906748698505436,1.3932550501317065,0.2053714596484101,Iris-setosa
+73,7.899998912491014,3.841059816190325,6.411203219296159,1.9979371030287032,Iris-virginica
+74,6.088819778135144,2.8144706474066714,4.71801281688353,1.2097615067066776,Iris-versicolor
+75,5.816898081986505,2.7849275111091423,5.091114231369848,2.401925420835984,Iris-virginica
+76,5.6809205818364745,3.7922104608078513,1.5442683651784184,0.36825830958529626,Iris-setosa
+77,6.372660200651342,2.9036295078257477,4.293442157260045,1.2898351881578956,Iris-versicolor
+78,5.985800674307434,2.6892060798329886,5.101812779149203,1.6052947427747937,Iris-versicolor
+79,5.768551647054608,2.7923042866788603,5.097043582922944,2.398403424942974,Iris-virginica
+80,5.125723836084218,3.302309126319762,1.6476414121263823,0.4601560170038795,Iris-setosa
+81,6.306939315834791,3.276311172986415,4.732639614203949,1.582873006701837,Iris-versicolor
+82,5.534173068925076,2.6498076294444237,4.298801389600781,1.2882926734057143,Iris-versicolor
+83,6.0172508604712265,2.7015709381684934,5.090629830237255,1.5810231303105646,Iris-versicolor
+84,5.992487888747154,3.0,4.815192761675862,1.8032983888140413,Iris-virginica
+85,4.789921450180344,3.0745259037888233,1.3937654906062606,0.1955583569668202,Iris-setosa
+86,6.098913236328003,2.7075222106766503,5.420085545076937,1.6561450273099387,Iris-virginica
+87,5.110453399102234,3.681000193560375,1.498137627019887,0.42477360950586257,Iris-setosa
+88,5.9721872451478575,2.2000002752464876,4.972671688689857,1.4918559406169252,Iris-virginica
+89,5.898975869769284,3.200486568706515,4.825832102652142,1.7906034806080444,Iris-versicolor
+90,5.513470038876416,4.2,1.3978597866606577,0.20770816312733784,Iris-setosa
+91,5.633805020278095,3.0,4.288238663549938,1.2799093361957643,Iris-versicolor
+92,5.071187053329046,3.7752952583663424,1.6409072412264532,0.20182740897751938,Iris-setosa
+93,5.103878828064586,3.704673511167667,1.4997750044472082,0.3628841274088154,Iris-setosa
+94,5.004670268803695,3.204030257896293,1.2,0.19438401274411832,Iris-setosa
+95,6.556823340053545,3.248957695013966,5.627008331737824,2.4999837065644743,Iris-virginica
+96,5.004054091609115,3.3861733459046377,1.6085398446979569,0.45238076119336645,Iris-setosa
+97,5.722042249939672,2.492023007666651,5.000011022199386,1.9898041277406022,Iris-virginica
+98,5.354600217809902,3.3902143334797556,1.6130278348723253,0.1994676998411527,Iris-setosa
+99,5.794803270159535,2.801806832839036,5.120779114296121,2.403775718637222,Iris-virginica
+100,6.675547521217575,3.0,5.001766289476722,1.679370804014575,Iris-versicolor
+101,5.576569954390081,2.818578069038894,3.7035759362268204,1.2827524393266436,Iris-versicolor
+102,5.052639374253035,2.560507925567813,3.5336032909407105,1.2634916150705982,Iris-versicolor
+103,6.307929321604061,2.893891078150527,5.633057730325621,1.795696571410081,Iris-virginica
+104,5.57090305590982,2.5702368587949502,3.9289423818276634,1.1560775240883823,Iris-versicolor
+105,5.086735548871204,3.3026937459975207,1.7076843276639802,0.48888322640089277,Iris-setosa
+106,5.935519675572324,3.0,4.29562913763315,1.4943323413916367,Iris-versicolor
+107,5.593119855505299,2.9313459208366006,3.5562644438453663,1.3004074212702257,Iris-versicolor
+108,6.710118009727897,2.505991373893827,5.8514479558629455,1.8050376160804915,Iris-virginica
+109,6.852074507899576,2.7761013102739502,4.8200691452410815,1.4069472549240807,Iris-versicolor
+110,7.693798070341227,2.5888807634705544,6.9,2.279200663375591,Iris-virginica
+111,6.815094373318723,2.7964905382254726,4.838170834852469,1.4055198248334881,Iris-versicolor
+112,6.067466537123687,2.8726529602771738,4.634257283505239,1.2960189452877482,Iris-versicolor
+113,7.899998900384852,3.7821862092633114,6.3837830263081505,2.016517258637852,Iris-virginica
+114,4.993357167652878,3.2178209341146666,1.2,0.2015132775120162,Iris-setosa
+115,7.135061916730778,3.0,5.974814570105504,2.08100574016394,Iris-virginica
+116,5.467124445211282,3.4411652339930647,1.5188832266504795,0.41413778427081094,Iris-setosa
+117,6.7087779865790855,2.493588630788839,5.8060469334329206,1.7980786222288576,Iris-virginica
+118,6.3699339412318015,2.7025987639804243,5.243686268663873,1.9028399504737927,Iris-virginica
+119,7.9,3.8506909840328585,6.364829554453637,2.0169145154179517,Iris-virginica
diff --git a/iris/tab_ddpm/6_2/11/test.csv b/iris/tab_ddpm/6_2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/11/train.csv b/iris/tab_ddpm/6_2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/11/val.csv b/iris/tab_ddpm/6_2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/12/synth.csv b/iris/tab_ddpm/6_2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5ef29b655c6e4cb2ec5a2ceee3a3f222408fb6ae
--- /dev/null
+++ b/iris/tab_ddpm/6_2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.53387047484496,3.1901720675415137,5.088862243108421,2.0112312148902407,Iris-virginica
+1,6.122645003474779,2.963824988829453,4.515602418505868,1.448059725057661,Iris-versicolor
+2,5.472881837745497,4.2,1.3875860810039071,0.19824494529649273,Iris-setosa
+3,4.9998128424593675,3.2038114005629748,1.2000002402433287,0.20135890391650285,Iris-setosa
+4,5.803343117919841,2.821733045670916,5.100302556765075,2.4032341209430683,Iris-virginica
+5,5.820204663428102,2.8119167181173492,4.576588851566899,1.3074847777329017,Iris-versicolor
+6,6.755419301644703,3.2463123049374367,5.817432560313669,2.3195285001003345,Iris-virginica
+7,6.355912294330713,2.88955883764678,4.337552396499244,1.2625147988334282,Iris-versicolor
+8,6.431396863400234,3.1371481573587734,5.088277933753969,1.9728228569304034,Iris-virginica
+9,4.9013338734510485,3.097722098477059,1.4931562424666576,0.1,Iris-setosa
+10,5.087891572919115,3.3852401200712485,1.494093988749638,0.20402278737129179,Iris-setosa
+11,5.3985533706264155,3.8633879798439406,1.5962479713457876,0.38468735527416004,Iris-setosa
+12,7.316614561126853,2.9211630951482537,6.3135872204026455,1.8066110833972346,Iris-virginica
+13,5.563463317327551,2.451228978164179,3.864930127712107,1.1192392952877523,Iris-versicolor
+14,5.383776502672671,3.0,4.484966704252612,1.485015083484404,Iris-versicolor
+15,5.618670230123498,2.510504611333986,3.8756206727313898,1.0837304816772695,Iris-versicolor
+16,5.900272365817288,3.197238596609986,4.809899343960355,1.79476362044162,Iris-versicolor
+17,4.809807253790163,3.0,1.4023280871706796,0.32615553992003143,Iris-setosa
+18,4.902874466773328,3.082562982011737,1.5640920361152635,0.1,Iris-setosa
+19,4.990926209303158,3.2142234745536786,1.2,0.19396592409343716,Iris-setosa
+20,6.597205257166082,3.0,5.8374753333690395,2.232235643115051,Iris-virginica
+21,6.102189695362478,3.0,4.610929477176023,1.407526409799947,Iris-versicolor
+22,6.395682925603145,2.668529848495415,5.281554483423732,1.8716123167998784,Iris-virginica
+23,4.8195389586278425,3.0,1.4032425061049867,0.10000009075556685,Iris-setosa
+24,6.660905947009978,3.289907031075296,5.661090575978936,2.499999356797742,Iris-virginica
+25,4.902886656822876,3.0973485903635196,1.4902972518856312,0.10000012987536494,Iris-setosa
+26,4.5836019045428635,3.4022688544127297,1.3898509413148097,0.29729165734337903,Iris-setosa
+27,6.097637672082282,2.7996382070925443,4.688388357931016,1.2037704480163607,Iris-versicolor
+28,5.174964191921609,3.5378724043492644,1.4899744746614765,0.20352733852999363,Iris-setosa
+29,5.673458411450145,2.7461554625906905,4.4121466333862305,1.3052466550307202,Iris-versicolor
+30,5.811725813901773,2.831145801361106,5.0948440993381965,2.405415888209601,Iris-virginica
+31,6.319254908165572,2.776914756179315,5.432996184178384,1.8348766970265196,Iris-virginica
+32,5.495606578667182,3.0,4.311597954961805,1.3723761971779984,Iris-versicolor
+33,4.911625543252027,3.0642549577728326,1.4112121837929614,0.36802085672554685,Iris-setosa
+34,4.886319763900364,3.245373345897899,1.3901952666038575,0.20015656703971982,Iris-setosa
+35,5.391299732931085,3.3922852113573474,1.666709908630086,0.1969668050393666,Iris-setosa
+36,6.677572933583894,3.2989863374415487,5.678224935588523,2.085108595603398,Iris-virginica
+37,6.419548316021214,2.8872584134628188,4.281396328213757,1.2819488935260475,Iris-versicolor
+38,5.896145058771564,3.0,5.129529249060016,1.7997250892939058,Iris-virginica
+39,5.346413184001968,3.6003005258726932,1.4998270359945112,0.19981235811780595,Iris-setosa
+40,6.010311708429013,2.6921764031838844,5.086274601473043,1.6065469243394845,Iris-versicolor
+41,5.267168219680723,3.361692803726548,1.6148788968015018,0.45813621261695125,Iris-setosa
+42,5.621888986862285,3.0,4.123984100345222,1.3107667336862285,Iris-versicolor
+43,5.207480534528554,2.740648794576465,3.90261912529225,1.4328938581563297,Iris-versicolor
+44,6.40427414979227,2.899411878198879,4.231068396324432,1.3354022538850516,Iris-versicolor
+45,5.011191208609824,2.4650600347525837,2.877497125694226,1.084905726616541,Iris-versicolor
+46,5.8757009874701165,3.0,4.283240253748279,1.488261081153214,Iris-versicolor
+47,5.558567055712958,2.496857532147623,4.062956021215607,1.091233091895428,Iris-versicolor
+48,5.85381131875196,2.8014410200761684,4.635443446866146,1.2471247005663244,Iris-versicolor
+49,5.121309459391583,3.7616236844380895,1.5272207023075242,0.378875253119198,Iris-setosa
+50,5.227916473697585,2.619870882965863,3.4550721128971893,1.2362846592404502,Iris-versicolor
+51,5.139269528814705,3.329339010167154,1.4890081113354776,0.3409732918461515,Iris-setosa
+52,7.899998406241022,3.781609661420785,6.384296862137812,2.0033316471422395,Iris-virginica
+53,4.999062203669825,3.38907589924647,1.5629415856111788,0.36662278974821433,Iris-setosa
+54,5.860374373195567,3.0,5.106410975309913,1.7914575353256554,Iris-virginica
+55,5.731970475171161,3.8276082470882438,1.8031388474548184,0.2995207721860972,Iris-setosa
+56,7.704210536624726,2.6078513069641387,6.899998741946542,2.2855383820469135,Iris-virginica
+57,6.2407709430175125,3.0,4.509324079214538,1.3774970393197725,Iris-versicolor
+58,6.291895612566631,3.4069936580772473,5.599695712709615,2.3978059995899006,Iris-virginica
+59,7.700464225976777,2.58511513046383,6.9,2.286087332934437,Iris-virginica
+60,4.904481098183465,3.0958053763883875,1.4979915847918284,0.1,Iris-setosa
+61,5.282663089088442,2.5959528601378548,3.8102480537229626,1.208086289712977,Iris-versicolor
+62,7.899998991007012,3.806522355166892,6.361006212672492,1.9923072826538704,Iris-virginica
+63,5.419561788078964,3.0,4.5443835651367115,1.5023732496466817,Iris-versicolor
+64,5.082995747247249,3.3972775452070985,1.5039285329089616,0.20278551410823614,Iris-setosa
+65,5.267385797197728,3.3940055789939425,1.5564677987047544,0.20288090485383295,Iris-setosa
+66,6.268424556000636,2.5151125306366735,4.929842189488147,1.4959052128339687,Iris-versicolor
+67,5.183153653312509,3.7509920769820564,1.5364609062233858,0.2022540918668914,Iris-setosa
+68,5.710023235813952,2.7247176306961,4.578485570372777,1.2627674639888888,Iris-versicolor
+69,5.545891669773147,3.0,4.582342268156867,1.6046467655410228,Iris-versicolor
+70,6.885098463505187,3.2068927945373313,5.888614050605464,2.310140567823753,Iris-virginica
+71,5.5438724192853455,3.820186816491138,1.643113180958609,0.43776951496173855,Iris-setosa
+72,5.676925128390878,3.7889860515196885,1.590629750394707,0.2989698143554385,Iris-setosa
+73,6.219898540940601,2.200000318134659,4.5188888051070455,1.5019308730379746,Iris-versicolor
+74,5.554208804970129,3.6056023048964945,1.6222433395410978,0.34715151675344846,Iris-setosa
+75,6.090995876528418,2.928159644111547,4.65836377150999,1.3262697689689238,Iris-versicolor
+76,6.175041701557369,2.2,4.479727707218243,1.502037869426873,Iris-versicolor
+77,7.714504076209484,2.609072324462326,6.899998831258358,2.3102975543835065,Iris-virginica
+78,6.392913001015776,2.7033893499858226,5.290264350756941,1.859501429591649,Iris-virginica
+79,5.370272335000168,3.0,4.457450072078744,1.4898034918629803,Iris-versicolor
+80,6.822475986054055,2.810185524704022,4.827934367662328,1.410207788192345,Iris-versicolor
+81,5.619110830438558,2.4905448585524494,3.8026718480076864,1.0863162453938537,Iris-versicolor
+82,4.905127246049467,2.400971916387582,3.287141350782056,1.0425568297749643,Iris-versicolor
+83,5.512349003526839,2.5053774368608486,4.040467674157275,1.1080907974211287,Iris-versicolor
+84,4.815911048168549,3.0,1.4065519372735558,0.3344439639468612,Iris-setosa
+85,4.7972822650052995,3.0,1.3933844424759938,0.1,Iris-setosa
+86,6.120435316850438,3.0,4.6075943377667326,1.3936393902961453,Iris-versicolor
+87,6.33263150974627,2.7090117421867737,5.002805591433491,1.8091607358222253,Iris-virginica
+88,5.097148771472444,3.461979465674378,1.4000780947997185,0.2981082768869655,Iris-setosa
+89,6.756435652938294,3.0,5.4832931660418485,2.090423904139713,Iris-virginica
+90,6.5061006710704845,3.189709143013711,5.08952644208321,2.0028859991209207,Iris-virginica
+91,5.88091987017241,3.194750576324447,4.779897386636303,1.7984694923287343,Iris-versicolor
+92,5.550255222477855,2.667810672874493,4.424966674630767,1.245332629584954,Iris-versicolor
+93,5.028051983625079,2.4739949687883236,3.004655429856025,1.088261269747543,Iris-versicolor
+94,7.234694987149342,2.9965875124518018,6.110448891355953,1.9776242819859322,Iris-virginica
+95,6.861152410141644,3.1026100912922043,5.098083040584984,2.2927847569567175,Iris-virginica
+96,6.702262927604364,3.0,4.9934711349142304,1.713091063518544,Iris-versicolor
+97,6.306473969443002,3.3916752029872614,5.622173476365481,2.3982443212267843,Iris-virginica
+98,4.49828435910399,2.298464944378323,1.2980315569904144,0.2974266267693963,Iris-setosa
+99,5.954386818654979,2.2,4.942736432442067,1.4696946750411553,Iris-virginica
+100,6.6860410165646735,3.3004697945544383,5.720158995581101,2.1131569917678337,Iris-virginica
+101,4.620075534800824,3.19194691117306,1.4028337480537723,0.19940835399136775,Iris-setosa
+102,5.803848544004395,2.769424460768458,5.115205759385774,2.3985854303240375,Iris-virginica
+103,5.340948207965793,3.8512850295347434,1.6471732446358516,0.39058617189566586,Iris-setosa
+104,5.4773361425277125,2.5864009223010833,4.231905811893683,1.2101507266333842,Iris-versicolor
+105,5.145527979639336,3.537716108178925,1.4035887409077752,0.3038495613172129,Iris-setosa
+106,6.827368794397009,3.017897566916748,5.134874496553543,2.2373535969585547,Iris-virginica
+107,5.629741213415836,3.0,4.064667023152301,1.324953015183469,Iris-versicolor
+108,7.326810518790204,2.90554091199265,6.322139397806781,1.806089517732985,Iris-virginica
+109,6.310567462987838,2.298613833025557,4.377281430418442,1.3082816584750971,Iris-versicolor
+110,6.659912258623763,3.2894770930660564,5.654558259391462,2.49999964477062,Iris-virginica
+111,5.354930149751187,3.839822974580528,1.5679463906621343,0.2806231074617428,Iris-setosa
+112,6.478369061802129,3.0,5.799829525061522,2.2250218248706,Iris-virginica
+113,4.90099338351328,3.0,1.3945078162659161,0.19606883185219637,Iris-setosa
+114,4.815949101457925,3.0,1.4048674526759497,0.28501161998567703,Iris-setosa
+115,5.115917065840754,3.79666105916902,1.4988747498752957,0.2002967281535633,Iris-setosa
+116,7.266011340448262,2.894167373687896,6.285893334423669,1.7992659460455187,Iris-virginica
+117,6.6858166191251405,2.5038341864929907,5.7614175673833525,1.7992120121301625,Iris-virginica
+118,5.398732611329656,3.391145052795432,1.689363032692441,0.19777254054055055,Iris-setosa
+119,6.313526210238483,3.3103496626863302,4.702561823269163,1.6013492375411655,Iris-versicolor
diff --git a/iris/tab_ddpm/6_2/12/test.csv b/iris/tab_ddpm/6_2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/12/train.csv b/iris/tab_ddpm/6_2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/12/val.csv b/iris/tab_ddpm/6_2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/13/synth.csv b/iris/tab_ddpm/6_2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..73e47102171767398a05986849d6a481bdde9df5
--- /dev/null
+++ b/iris/tab_ddpm/6_2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.695281876476796,2.466433967683287,4.9704589787863025,1.985080350043066,Iris-virginica
+1,5.599820005798038,3.0,4.084060052979118,1.270425996419564,Iris-versicolor
+2,4.90608897283172,3.083345380302962,1.498710498422364,0.1,Iris-setosa
+3,5.914194593236594,3.0,5.117936174349322,1.801365339494048,Iris-virginica
+4,5.678223309550768,2.4580654734985057,5.006887688448931,2.0205293946405236,Iris-virginica
+5,6.010245329579333,2.2,4.9855833392225914,1.495361194647898,Iris-virginica
+6,5.09836540026314,3.513075526864863,1.3986031706182158,0.3096120936399351,Iris-setosa
+7,5.364529327581446,3.5779123035587252,1.4841747376373369,0.3602948331786979,Iris-setosa
+8,4.503687757868446,2.293040798149585,1.2953623117722153,0.2919205493268522,Iris-setosa
+9,5.992887397811665,2.2,5.012301084926456,1.4851274529606542,Iris-virginica
+10,6.651687943885761,3.2806504033522446,5.64851496083491,2.0762093698466164,Iris-virginica
+11,4.816944366749347,3.0,1.4034926198079487,0.10000009429372002,Iris-setosa
+12,6.4750480197941265,3.0,5.5313005045174375,1.7954707398638305,Iris-virginica
+13,5.185081038661764,3.408301339920477,1.4985077362655344,0.19766784295379858,Iris-setosa
+14,6.291515334055017,2.296235034508328,4.382248514184963,1.2849131150847326,Iris-versicolor
+15,6.109856870953152,2.7912016979044996,4.6979181961522976,1.1870634296601,Iris-versicolor
+16,5.969472943555664,2.2,4.985143291732422,1.499116554594907,Iris-virginica
+17,6.676820136801204,3.30728959970225,5.659384319812377,2.5,Iris-virginica
+18,4.400000462772998,2.899837144593369,1.3926193044526913,0.19827049632233196,Iris-setosa
+19,7.690549876245707,2.607337988915195,6.899998249284954,2.2858059617805826,Iris-virginica
+20,6.8453169884694995,3.2057109913471047,5.6959956422213,2.293296883055267,Iris-virginica
+21,5.360379392628567,3.6231236809334013,1.4978776404458394,0.20061065175697504,Iris-setosa
+22,4.81228141475031,3.0,1.4055470478053538,0.10000009748042434,Iris-setosa
+23,6.687926485788501,3.0,5.013123419530914,1.7062687508503567,Iris-versicolor
+24,6.3070508009600434,2.3296464100331864,4.428448471798555,1.3163115829732857,Iris-versicolor
+25,5.098386373773501,3.3037085269164583,1.6884593758666087,0.5017743727504115,Iris-setosa
+26,6.853720046153109,3.0916655249199745,5.1068593726062375,2.2934144125552005,Iris-virginica
+27,5.194475946345517,2.6879304970113935,3.7539146118733226,1.3967710008153453,Iris-versicolor
+28,5.75515365211794,2.632845408011448,5.0583165544350575,1.9370250110021285,Iris-virginica
+29,7.73647161390921,2.599452644057833,6.9,2.3094890816916887,Iris-virginica
+30,6.492507718625083,3.1696065146996704,5.111300700650967,2.0199365802974403,Iris-virginica
+31,5.135387564580107,3.6730101478493355,1.4243049220580961,0.3618797158253301,Iris-setosa
+32,6.023651417501096,2.7121530710639377,5.103456465849244,1.6215896170477837,Iris-versicolor
+33,7.705627992533199,2.6015446703937903,6.899998658663739,2.295241452333655,Iris-virginica
+34,6.535536448270362,3.2353416769310055,5.2210831724989655,2.019604061470605,Iris-virginica
+35,4.7705825359337535,3.0,1.3952368842800138,0.2981574543376827,Iris-setosa
+36,4.90267342193967,3.1114151921926223,1.5227597954361654,0.1,Iris-setosa
+37,5.873495873010992,2.794349715097046,5.129880263101823,1.810014816134787,Iris-virginica
+38,6.3140556382494415,3.2882007151860084,4.704587336446925,1.6163210953980764,Iris-versicolor
+39,5.781878904029628,2.7164339667062642,5.098718208101558,1.8852627087387157,Iris-virginica
+40,4.807914760880545,3.0,1.395971041174592,0.2919147294563879,Iris-setosa
+41,5.320095748707272,3.8581271045820547,1.6348347236114142,0.4280046993805807,Iris-setosa
+42,4.895154441443546,3.0,1.4023597645115624,0.19895422204731472,Iris-setosa
+43,6.304457528738358,2.9060941829474065,5.630593246998634,1.7955987676562335,Iris-virginica
+44,4.491428720330568,2.299665398924219,1.2959670701664998,0.2977668403521685,Iris-setosa
+45,4.903614662711255,3.0795298286589285,1.5127758540108893,0.1000001132720539,Iris-setosa
+46,6.262439652753133,2.8832357761942067,5.554546725272464,1.7933873215876752,Iris-virginica
+47,5.138078648587258,3.402262316074615,1.4938218004779942,0.20283940171698187,Iris-setosa
+48,6.544126550668949,3.0679621887448123,5.402303540453637,1.8920085618130484,Iris-virginica
+49,4.584978836919217,3.402937351336536,1.4000141843004101,0.31411098790085373,Iris-setosa
+50,5.483770412080982,4.2,1.4026225176850688,0.210458431474771,Iris-setosa
+51,5.889098674758968,3.0,5.091285764500065,1.7964647808068368,Iris-virginica
+52,6.167838371278132,2.2,4.510359504422875,1.4810779361995738,Iris-versicolor
+53,5.43917404387724,3.466683091149069,1.8007254021814867,0.2041416294650634,Iris-setosa
+54,6.8063579988549305,3.0,5.557001074925263,2.1083545417690353,Iris-virginica
+55,6.316013143172119,3.4082427737476833,5.5948464023866675,2.3992584200454106,Iris-virginica
+56,5.993761258197025,2.9538196932091285,4.444325881558407,1.4959715031147605,Iris-versicolor
+57,7.694575473051915,2.5922150205051606,6.9,2.3025253089546722,Iris-virginica
+58,6.547695142265828,3.0,5.4506940824343415,1.812976133439232,Iris-virginica
+59,4.834035183254257,3.0,1.4044835202020938,0.2857477828755054,Iris-setosa
+60,5.770079537510467,2.669700217203044,5.087159078665498,1.9135216613219723,Iris-virginica
+61,6.619712808570024,3.202507746470731,5.113032561153228,2.1078344239112927,Iris-virginica
+62,5.999227236256399,2.2000002804371337,4.9841907407397406,1.5016613849171696,Iris-virginica
+63,5.083144130745985,3.653239280809783,1.5421775877628314,0.37584949002483786,Iris-setosa
+64,7.258065693626188,2.890759193592255,6.2629383980031,1.7968936610372972,Iris-virginica
+65,5.219817226658807,3.7442731324681384,1.599093350747778,0.200173635629534,Iris-setosa
+66,6.8479139375954885,3.196186153663605,5.804937652861833,2.317237903893636,Iris-virginica
+67,4.400000515703253,2.9105021219277405,1.3921555407860529,0.18776347544039698,Iris-setosa
+68,5.50917001160053,4.2,1.404685023281612,0.21255040726190494,Iris-setosa
+69,5.567862503112205,2.672030103972539,4.2570419489294515,1.2817498796256055,Iris-versicolor
+70,4.5022842823276665,2.3115007311955083,1.3017544017917169,0.3547985526165489,Iris-setosa
+71,5.708404764215312,2.4907601359634843,4.984179752202188,2.000582242880827,Iris-virginica
+72,5.007848423878318,3.3069530248007957,1.4033618539527377,0.19750045181684686,Iris-setosa
+73,6.111165358529559,3.0,4.590443239481259,1.376976711899662,Iris-versicolor
+74,4.882135022133651,3.0722659980476537,1.4900155726546167,0.10000011243270003,Iris-setosa
+75,7.054370419321691,3.0,5.668933827179675,2.1051690084969747,Iris-virginica
+76,4.5837159784665005,3.19412201352685,1.3953221184764981,0.2023302631702018,Iris-setosa
+77,4.59306936035552,3.1983895683476544,1.4018958195595452,0.20952761487155525,Iris-setosa
+78,6.281164837381951,2.5161260060623065,4.98139887327012,1.515426735254622,Iris-versicolor
+79,6.312189432544269,3.44104895520388,5.6130158920496935,2.3985807349279944,Iris-virginica
+80,6.04303428423591,2.2,4.994206277564334,1.5317504157017856,Iris-virginica
+81,5.289559237832235,3.3847805313644796,1.5742467768641173,0.2009658821591884,Iris-setosa
+82,4.799036155128917,3.0,1.3968540578581736,0.297161074353082,Iris-setosa
+83,5.147918003729418,2.5357024793711904,3.4664145557196533,1.173948048636672,Iris-versicolor
+84,6.910540824294003,3.115758349462646,5.736269669742275,2.251404737840167,Iris-virginica
+85,6.918493988327338,3.0846259689459616,5.104635220781993,2.3002203929916614,Iris-virginica
+86,4.902132577292253,3.0,1.4022647501375538,0.19678024636749186,Iris-setosa
+87,7.292867345086185,2.909484216663485,6.310259500369217,1.8012028461813114,Iris-virginica
+88,6.529905967307399,3.0,5.765438286474809,2.2079395840581193,Iris-virginica
+89,5.818537961451118,2.806107655034744,5.101934137834992,2.412271589904519,Iris-virginica
+90,7.306044932832217,2.9039123401711624,6.325431112362253,1.798277779767936,Iris-virginica
+91,6.303687864061333,2.702307669283362,4.958003233341542,1.7966109425042809,Iris-virginica
+92,7.666467090433377,2.6163222223241727,6.899998550569137,2.298426045793045,Iris-virginica
+93,5.8295137181334855,2.815876031051508,5.0948789822415534,2.395679788790774,Iris-virginica
+94,4.900063662075692,3.1242877874680466,1.4971796737892689,0.10000009439625965,Iris-setosa
+95,7.721680404283842,2.602645616189513,6.9,2.3071892124309734,Iris-virginica
+96,7.723335407610996,2.6101511383843854,6.9,2.320912247773808,Iris-virginica
+97,7.040482744275842,3.0,5.865940064599266,2.154141690047101,Iris-virginica
+98,4.903817367678684,2.4071233346935426,3.2217808176310503,0.9989428901383168,Iris-versicolor
+99,7.736494575249153,2.624300415875254,6.9,2.3041835324775244,Iris-virginica
+100,5.810894542298854,2.824877921330562,5.110619821267548,2.40195612467247,Iris-virginica
+101,5.98934023146211,3.2243889587117636,4.784146348839691,1.7735852832235242,Iris-versicolor
+102,6.855295704004712,3.2021041549263654,5.806357942788488,2.2950465512003877,Iris-virginica
+103,5.88997970954285,3.2074606274786235,4.805734748952258,1.7998056118543466,Iris-versicolor
+104,7.007840977316425,3.104978751470079,5.71080661169787,2.232217162174654,Iris-virginica
+105,4.805836719224691,3.0,1.3980479751619181,0.3363167364491909,Iris-setosa
+106,7.07015244996469,3.0,5.769766051324447,2.12369998294532,Iris-virginica
+107,5.210788375457522,2.645006753337026,3.8608035205389712,1.3535522671619846,Iris-versicolor
+108,7.276859010150355,2.931259982463513,6.2239401700816686,1.8756897686384981,Iris-virginica
+109,6.017827411859894,2.9197958586245627,4.438499183065858,1.5327991034972572,Iris-versicolor
+110,6.490327349937672,3.0,5.8657529015532335,2.2302221015647743,Iris-virginica
+111,5.842381842887596,2.8100811222529223,5.104778505441446,2.4045238391409187,Iris-virginica
+112,5.617512893711188,3.0,3.997670131107928,1.3190242112650037,Iris-versicolor
+113,5.576905479116048,2.871883889742364,3.6675358445387984,1.252782960366483,Iris-versicolor
+114,5.807826983096182,2.8722080152099685,4.544884376453652,1.317356831241875,Iris-versicolor
+115,5.065078185290607,3.5448576167607593,1.484767161132107,0.38543475461802723,Iris-setosa
+116,5.450787566139847,3.4091347226973556,1.7884701329434667,0.2004410281740446,Iris-setosa
+117,7.695056121944252,2.5967573324078392,6.9,2.276334717620231,Iris-virginica
+118,5.037190924193259,3.51859530736346,1.5884018690204436,0.4212566210544982,Iris-setosa
+119,6.553007566894023,3.0,5.510717388818893,1.798063479602956,Iris-virginica
diff --git a/iris/tab_ddpm/6_2/13/test.csv b/iris/tab_ddpm/6_2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/13/train.csv b/iris/tab_ddpm/6_2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/13/val.csv b/iris/tab_ddpm/6_2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/14/synth.csv b/iris/tab_ddpm/6_2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7f160a0abd74f3792c33a91cb9c4f9632ee7f7bb
--- /dev/null
+++ b/iris/tab_ddpm/6_2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.547476040798352,2.440886242946156,3.793968811903837,1.0932026753867317,Iris-versicolor
+1,6.396230548209697,2.91052994952098,4.305184955545901,1.3007300371503019,Iris-versicolor
+2,5.953733409260076,2.692501655322291,5.080289910733436,1.5592145699730762,Iris-versicolor
+3,6.169309248897445,2.2,4.438444479006535,1.496286449073479,Iris-versicolor
+4,5.453467843027302,2.931730587415452,3.933446163436404,1.4148424855484265,Iris-versicolor
+5,5.008543245155601,3.2007220290692824,1.2,0.19909317588613995,Iris-setosa
+6,6.505635645691121,3.0,5.50147231858121,1.8004300600774972,Iris-virginica
+7,6.126465143856822,2.6056587957698394,5.583068085397617,1.4278124173270264,Iris-virginica
+8,4.596262379265003,3.183270238665186,1.4003019069632583,0.19598793950178134,Iris-setosa
+9,5.031403622777591,3.3482280682255054,1.4329180858956427,0.2322416407691288,Iris-setosa
+10,6.503493634017919,3.0,5.514898567075384,1.8045417109252226,Iris-virginica
+11,6.359249986319005,2.717720887082989,5.083116299631445,1.8118971323622375,Iris-virginica
+12,6.030598416847045,3.0,4.5582284538791304,1.3622780232661416,Iris-versicolor
+13,4.9337260478551155,3.050100675935577,1.406745792957347,0.20319296400941747,Iris-setosa
+14,5.57016351107039,2.5354459350765355,4.12182839712206,1.0998079519870188,Iris-versicolor
+15,4.888800687504969,3.0,1.3995442835707848,0.19343357234515543,Iris-setosa
+16,7.312790551373453,2.913330566856589,6.284811972362948,1.7980397566991906,Iris-virginica
+17,6.175191062495429,2.2000002926916964,4.454819116326461,1.4850905901878868,Iris-versicolor
+18,6.559448555553777,3.2093327665423677,5.08440857101416,2.0429113239543386,Iris-virginica
+19,6.699499045774886,3.0,5.5569738219584774,1.9933166789867567,Iris-virginica
+20,6.713865882804431,3.3049677845645697,5.708108359853004,2.103584360402903,Iris-virginica
+21,4.882327363650614,2.3913912284111722,3.2048914710210834,0.9988677789057099,Iris-versicolor
+22,6.2010508919229945,2.200000305388316,4.512453008148837,1.495416880515398,Iris-versicolor
+23,6.763394056800085,3.0,5.00855632657252,1.682332862722612,Iris-versicolor
+24,5.422364664998563,3.4339623591258404,1.5618196512273608,0.4297682400205064,Iris-setosa
+25,6.301758424051279,2.3069055669248133,4.419728895516579,1.3028626448316432,Iris-versicolor
+26,6.640705519064049,3.25520005293461,5.591514010594095,2.0789975721184413,Iris-virginica
+27,6.004524232491645,2.7087913789794653,5.107595021582787,1.6052120624533015,Iris-versicolor
+28,6.689140025112033,3.295915457758656,5.771318167695325,2.0828318597632505,Iris-virginica
+29,6.094322191518577,2.8049985757703473,4.713684513255521,1.1958358959501574,Iris-versicolor
+30,6.7824985259587,3.0,5.488221811456568,2.1179628403463244,Iris-virginica
+31,6.715126323704563,2.510372885321158,5.831075706862326,1.8033626781501362,Iris-virginica
+32,5.749881114594865,2.5943802955476847,5.05445862073226,1.9398939173048921,Iris-virginica
+33,6.515512980624833,3.0,5.431663103190035,1.8045337331307172,Iris-virginica
+34,4.592145687655696,3.2127370069428918,1.3971871108322356,0.19871400546627688,Iris-setosa
+35,6.714979902651671,2.4852762393733836,5.765285126626689,1.8029552353515763,Iris-virginica
+36,6.301078651990645,3.298982027133321,4.692500509575431,1.5958220900296438,Iris-versicolor
+37,6.785381461373402,2.819172324224695,4.819428344223841,1.4438370649289527,Iris-versicolor
+38,6.857174135254681,3.208843466680359,5.735533263214236,2.3032456993769093,Iris-virginica
+39,6.793790437074953,3.101467187336439,5.101630055192152,2.3244739732485917,Iris-virginica
+40,5.032661073823068,3.2085814809022435,1.2000002276318362,0.1987018413313585,Iris-setosa
+41,6.468244658395515,3.0,5.566270559734438,1.7971877722240264,Iris-virginica
+42,4.8842475568471,3.083878720271276,1.7107747482998934,0.10000009858300414,Iris-setosa
+43,5.957851214912573,2.2,5.002362758642713,1.490826695568483,Iris-virginica
+44,5.382209948658012,3.879937304072016,1.665866894046093,0.3944296956006438,Iris-setosa
+45,5.508401188393642,2.5934988122872977,4.401313585515621,1.173055341944977,Iris-versicolor
+46,6.314827996928913,2.305771407551918,4.425947781230671,1.311284114706296,Iris-versicolor
+47,6.9377076295187425,3.0,5.624659902124342,2.083814206555819,Iris-virginica
+48,6.88071297138943,3.104123217393915,5.110185548927383,2.29117369562602,Iris-virginica
+49,5.98934379833787,2.2000002972253316,4.976868770997817,1.5266864054259823,Iris-virginica
+50,4.5975719051705175,3.396480035781344,1.3965297123100542,0.29841164291146854,Iris-setosa
+51,4.588129593582942,3.419214150132563,1.4031312304779118,0.3235120896445501,Iris-setosa
+52,4.50134433488832,2.303631182204234,1.3108709842057922,0.29464713659592917,Iris-setosa
+53,6.177460969169665,2.8346583832438794,4.669096709232529,1.206188517789407,Iris-versicolor
+54,4.598878166652677,3.4130804834492987,1.4015761053409799,0.29340723839628996,Iris-setosa
+55,5.473279736488976,4.1999992246125455,1.408272394013336,0.20108627123266512,Iris-setosa
+56,5.908774893465903,2.7726308569594336,4.612227109352633,1.185710887146787,Iris-versicolor
+57,6.507055335246418,3.0,5.7941299243918145,2.2069183101249368,Iris-virginica
+58,4.981878512685157,3.2963904222288893,1.405676361036176,0.20145558690159632,Iris-setosa
+59,5.285538569200847,3.377281595295151,1.5668310812808255,0.40492831341898594,Iris-setosa
+60,6.460570904924084,3.0,5.498813598269824,1.7950415915910138,Iris-virginica
+61,6.009431091357893,3.0,4.784572692099865,1.8010874883609127,Iris-virginica
+62,6.780223051758864,2.8077770379039766,4.818152056057706,1.4000694658671133,Iris-versicolor
+63,5.386754924325222,3.0,4.420594263780046,1.4946468884037571,Iris-versicolor
+64,5.90910571220939,3.2056838797335736,4.780591938706776,1.806611168415619,Iris-versicolor
+65,5.590169910884813,2.553066353159029,4.032270385200333,1.1377542010266954,Iris-versicolor
+66,6.2729981843169975,2.9008762100074996,5.536075799069939,1.802070712103107,Iris-virginica
+67,6.693564973800963,3.2985764218232982,5.711252708010931,2.0937885645778613,Iris-virginica
+68,5.526653774206558,2.48150759561181,3.924920256026593,1.1240416349441449,Iris-versicolor
+69,7.71326215774373,2.601291064117866,6.899998701458636,2.3138582934924954,Iris-virginica
+70,7.686735761537377,2.60092924362892,6.899998780367399,2.3022853148894944,Iris-virginica
+71,5.498206218694786,2.3854093125422287,3.78951257546428,1.1025505076146171,Iris-versicolor
+72,6.187329026918404,2.2,4.490577031163272,1.5038457345745617,Iris-versicolor
+73,4.883193183858561,3.0944958383736285,1.5398446168322106,0.10000009707510442,Iris-setosa
+74,7.729179046078027,2.595589396639102,6.899998788075918,2.3159207683589194,Iris-virginica
+75,4.968059401583585,2.4398106566610975,3.0720014770535955,1.0681502129443161,Iris-versicolor
+76,4.490709073480943,2.2831445941612882,1.3069666405463054,0.29099340660821077,Iris-setosa
+77,4.637744803331245,3.3986401088105573,1.402508370627378,0.3230082090674613,Iris-setosa
+78,4.814725749191308,3.0,1.4394547790466585,0.1,Iris-setosa
+79,6.815052871251678,3.1932548032330534,5.835853157877823,2.2972939816022544,Iris-virginica
+80,5.111834799517874,3.847802390047424,1.6217369017835586,0.20889720010075824,Iris-setosa
+81,4.988273951953274,3.202528351802821,1.2,0.20125582128834438,Iris-setosa
+82,5.586997822817285,2.7159237798122327,3.9761729268801576,1.2886954465088631,Iris-versicolor
+83,5.926139948622769,3.0,5.100952625311539,1.8003575550257578,Iris-virginica
+84,4.904499692871227,3.0921489101610096,1.6312469642116492,0.10000010066584239,Iris-setosa
+85,5.93051804356442,3.0,4.261478122016575,1.5235699408335048,Iris-versicolor
+86,6.956907833248097,3.0,5.687562192319938,2.1171849264318903,Iris-virginica
+87,4.8537869498368424,3.0,1.40688223551929,0.1,Iris-setosa
+88,4.4,2.8770084534762312,1.4074769303723669,0.20351961225577905,Iris-setosa
+89,5.983027579239767,3.0,4.355231301438055,1.544674869205319,Iris-versicolor
+90,5.733021095896667,2.50083917566672,4.9491210913310075,1.9948453177707153,Iris-virginica
+91,6.267391465425179,3.403564117936474,5.594179311315551,2.396088570356711,Iris-virginica
+92,5.551879834251876,2.5902697873403784,4.02067005598921,1.1977427475277376,Iris-versicolor
+93,4.590983745031833,3.400893260931209,1.4025375876158386,0.290968129953144,Iris-setosa
+94,6.0355297755880235,3.0,4.502002517512936,1.4983286598666221,Iris-versicolor
+95,5.076908328896625,3.6393207774022,1.6971779785797605,0.36400404736060593,Iris-setosa
+96,6.316696751171697,2.2915612217002916,4.426606242529527,1.292153384796359,Iris-versicolor
+97,7.705765173465957,2.6210862068722878,6.9,2.3087911721671674,Iris-virginica
+98,5.9957181602774545,2.7019917677372263,5.106042971030072,1.597346867867723,Iris-versicolor
+99,7.3110119653862595,2.895524123703627,6.29860854040037,1.7971622225231083,Iris-virginica
+100,4.902405411552775,3.1144564307992946,1.5729130624925287,0.1,Iris-setosa
+101,5.333262572849867,3.8631848655810286,1.730477904724968,0.39300650558838623,Iris-setosa
+102,5.367834130816279,3.392460198227944,1.6021171122220952,0.198747426298591,Iris-setosa
+103,5.512169694621942,3.0,4.529691096458752,1.5419616577044446,Iris-versicolor
+104,6.492228884066404,3.190764818204247,5.090343550591592,2.0128341128791187,Iris-virginica
+105,6.777996779975499,3.0,5.455731228916517,2.1064197030631604,Iris-virginica
+106,4.810915704453777,3.0,1.383809041790571,0.29709086785000427,Iris-setosa
+107,4.8585631854123825,3.068736291361863,1.4664771677124775,0.1,Iris-setosa
+108,5.248676011539541,2.666531422516185,3.9255779394104224,1.3587834714288243,Iris-versicolor
+109,5.9230668292700175,3.1892172262924414,4.781529652516368,1.7918054959746728,Iris-versicolor
+110,5.659034193868067,2.9517604945470097,3.8893668330849303,1.3140947610744225,Iris-versicolor
+111,6.36076633357906,2.9693073446252396,5.701836484489813,1.9305129063943178,Iris-virginica
+112,7.021407999207403,3.0,5.687139753867372,2.1049626816847264,Iris-virginica
+113,4.597892154154235,3.403379780681362,1.3990431352206762,0.29563748750018565,Iris-setosa
+114,5.153585248002682,3.740387861136494,1.4978452929106854,0.20611519727320549,Iris-setosa
+115,5.125852932246956,2.64864363338135,3.7850608268185315,1.3794344991561318,Iris-versicolor
+116,4.619065539714855,3.2016142814902033,1.402705775247359,0.20139004927571807,Iris-setosa
+117,4.579934288105485,3.221651837788791,1.3878943562521855,0.20877171139468967,Iris-setosa
+118,6.900883969261156,3.1858942623152204,5.697820638552618,2.3091397398855418,Iris-virginica
+119,5.807926144101034,2.8025517677544314,5.089235349897969,2.4109569932146386,Iris-virginica
diff --git a/iris/tab_ddpm/6_2/14/test.csv b/iris/tab_ddpm/6_2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/14/train.csv b/iris/tab_ddpm/6_2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/14/val.csv b/iris/tab_ddpm/6_2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/15/synth.csv b/iris/tab_ddpm/6_2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f2111693761114bcdc029c494780c21971bb7273
--- /dev/null
+++ b/iris/tab_ddpm/6_2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.641545755179601,2.733645096601455,4.465953615278759,1.2772602596705336,Iris-versicolor
+1,6.048353449372589,2.920202945221283,4.407364303498025,1.4142915294930918,Iris-versicolor
+2,5.622953443537151,3.0,4.120474420440493,1.3176567820299505,Iris-versicolor
+3,6.208428918630761,2.200000289485494,4.548688010655237,1.473026358998212,Iris-versicolor
+4,4.79975552897219,3.0,1.392106335097416,0.100000094480345,Iris-setosa
+5,5.571364829501452,2.680426778156762,4.289675489786035,1.285370951089259,Iris-versicolor
+6,5.948216273534508,3.0,4.422113247639928,1.5197013317648111,Iris-versicolor
+7,6.158507711562155,2.2,4.465894474886551,1.4943743711851103,Iris-versicolor
+8,6.863083397755793,3.0970234664422955,5.101162972697092,2.284504826883009,Iris-virginica
+9,7.699660295431017,2.589355026551844,6.9,2.301258464580462,Iris-virginica
+10,5.074637195279118,3.5976846335864154,1.5036340244761828,0.44389652864475004,Iris-setosa
+11,5.977905997002702,3.0,4.784989606094694,1.799995853120379,Iris-virginica
+12,4.8857960523346495,3.1009489025463246,1.49839519983562,0.1,Iris-setosa
+13,6.809855740477478,3.200213786046514,5.8750724088752575,2.276275800462301,Iris-virginica
+14,7.899998905260047,3.7768342163176687,6.451226376240297,1.9913935333085877,Iris-virginica
+15,5.0556161393669665,3.3872319882730797,1.3921923653333081,0.2436729191991863,Iris-setosa
+16,6.190872983287592,2.2,4.476729656954972,1.4745341438875732,Iris-versicolor
+17,6.33785849318865,2.9133462365520626,5.509814349797867,1.805165483492785,Iris-virginica
+18,6.266733251219379,2.6742473942724243,5.573921012774491,1.634035904583839,Iris-virginica
+19,4.904992179003026,3.094599164830861,1.4991237059317508,0.1000001045028944,Iris-setosa
+20,5.6496422829071555,3.7972335487364206,1.858737577242733,0.39984094125592673,Iris-setosa
+21,5.986515350702496,2.7075964665535652,5.091452265576729,1.5846765768533035,Iris-versicolor
+22,5.667931636046481,2.5173970831767036,3.8490761521205177,1.1275489526294387,Iris-versicolor
+23,7.899999009747049,3.7900303870873344,6.400751794761491,2.009802241726271,Iris-virginica
+24,6.286708750154668,2.670504108509889,4.903230402188179,1.7936182971184678,Iris-virginica
+25,5.528147281293734,2.384724110748594,3.7169954664049514,1.1162068252597095,Iris-versicolor
+26,4.596844048895645,3.192414429582926,1.4016518712056236,0.196403913206048,Iris-setosa
+27,6.012950240927305,3.0,4.5476514295236585,1.4661506284102683,Iris-versicolor
+28,6.9126492178602374,3.1831352484272535,5.747384568092043,2.295428816397862,Iris-virginica
+29,5.862586905359031,3.2039587857866887,4.761227941304676,1.807560408136796,Iris-versicolor
+30,6.791818758981046,2.811133583337108,4.797685400431472,1.399116872021437,Iris-versicolor
+31,4.50576515095847,2.298115902678941,1.3026793585788843,0.32931829386358796,Iris-setosa
+32,5.35209618497846,3.9026561634665713,1.5932154322741585,0.39764715973991543,Iris-setosa
+33,4.894004549992894,3.109464468881856,1.4932227554489819,0.10000015230660275,Iris-setosa
+34,6.702649105214618,2.4918005499246196,5.801799075897209,1.8062077134308128,Iris-virginica
+35,4.997137384069866,3.1990362045991936,1.2000002375602596,0.19588758495712771,Iris-setosa
+36,5.04057894428701,3.342617240849485,1.4105278855505081,0.20169696775194926,Iris-setosa
+37,7.166885826194544,3.0,6.020384508900695,2.037076661169658,Iris-virginica
+38,5.153209957911266,2.6583405996877696,3.8222087092384127,1.3892762314322062,Iris-versicolor
+39,6.496480690946127,3.0,5.468675286155839,1.8047626585111023,Iris-virginica
+40,4.9006282056352175,3.0,1.391732845684999,0.20239608820497096,Iris-setosa
+41,4.88371830107822,2.3933984147226326,3.5158697681493356,1.0245289358453091,Iris-versicolor
+42,6.079654413245511,3.0,4.599569886077853,1.4063039712682506,Iris-versicolor
+43,7.713233656808036,2.6156309021416972,6.899998794759091,2.303326149845361,Iris-virginica
+44,6.6999945892690675,2.5130630948918955,5.8388315519761695,1.805597861289336,Iris-virginica
+45,6.681352730097747,3.2911181424095375,5.682700128905404,2.5,Iris-virginica
+46,6.393017588010919,2.906621872647285,4.2937885245704335,1.3165858566974347,Iris-versicolor
+47,5.806135732705616,2.800463557472774,5.109015618037479,2.4028222239034855,Iris-virginica
+48,6.670146064343771,3.2729087975062114,5.513918943446954,2.0900725213602396,Iris-virginica
+49,5.045071655150022,2.4660788714269843,3.019430501050512,1.0722959423526803,Iris-versicolor
+50,7.685220954346853,2.618744049463263,6.899998837428351,2.303895294359207,Iris-virginica
+51,4.925857760067492,2.413379041066862,3.3662889578029342,1.0829109317647423,Iris-versicolor
+52,5.442505682837782,3.4086673628850597,1.673437191211611,0.20403570991848366,Iris-setosa
+53,7.696364451280892,2.60651034886083,6.9,2.3100382624847127,Iris-virginica
+54,5.492053752727734,4.2,1.3841207971229004,0.19554981928967644,Iris-setosa
+55,4.639145080845605,3.401767805648444,1.4011335291904534,0.30892171468663987,Iris-setosa
+56,6.11772066536416,3.0,4.592022363104933,1.4002467600792443,Iris-versicolor
+57,5.414423581734588,3.4000169976370445,1.6936174332222775,0.200425022188936,Iris-setosa
+58,5.596192795665138,2.5429716996316682,4.070052639161151,1.133351636398077,Iris-versicolor
+59,6.795643464223947,3.0710094694757775,5.096969311057364,2.3048445610188857,Iris-virginica
+60,5.550356030302883,2.5989025401006303,4.302654312921764,1.1981727924167866,Iris-versicolor
+61,4.894171242752474,3.0983185108811457,1.5680553998502842,0.10000010047849518,Iris-setosa
+62,6.322446583616051,2.787259884723853,5.357415786909934,1.847973032444124,Iris-virginica
+63,6.701154152234266,3.2917637957717085,5.6987274166337585,2.1074221576577843,Iris-virginica
+64,5.70308789593945,2.4965387502235306,5.011130543098105,2.0098506741407967,Iris-virginica
+65,5.997805414550012,3.0,4.776653813213022,1.8011890029666004,Iris-virginica
+66,6.897890044424059,3.201174684568593,5.817042062552067,2.291206934263344,Iris-virginica
+67,6.599070576676641,3.324964625599621,5.664772577616998,2.1706611902242448,Iris-virginica
+68,5.427926839378895,3.400054736525543,1.7103476538755618,0.19926074650884434,Iris-setosa
+69,5.624351773004544,2.947032948241101,3.843393902956343,1.3209740279962976,Iris-versicolor
+70,6.113540284743363,3.0,4.566602693109679,1.3985343873043101,Iris-versicolor
+71,6.027228531126725,2.696946730734678,5.114040219157693,1.605969499331452,Iris-versicolor
+72,6.318242180379362,3.402155936430211,5.6193161489440575,2.3996266578101766,Iris-virginica
+73,6.300253668345451,2.4519503272702017,4.834171522606597,1.4767409480368479,Iris-versicolor
+74,6.303826817799455,3.4019952215584826,5.595091746706403,2.4030549177854175,Iris-virginica
+75,6.7339346807984,3.30725094387993,5.66522065500869,2.5,Iris-virginica
+76,4.5983597224465775,3.4049280989327917,1.4006106512661627,0.3588233870511665,Iris-setosa
+77,5.64576349157542,3.0,4.211651443977347,1.3360354829440617,Iris-versicolor
+78,7.2503535588320185,2.895897543573634,6.268502334237471,1.8081046663711597,Iris-virginica
+79,6.693798501434505,3.0,4.975266261706656,1.7152357480087788,Iris-versicolor
+80,4.8968386308158145,3.1085796648985107,1.5196203528904657,0.1,Iris-setosa
+81,6.485593150642315,2.6314826051316063,5.4466315557535045,1.8712648710271085,Iris-virginica
+82,6.78322577269209,3.0,5.431584970043959,2.1094918110522736,Iris-virginica
+83,6.314651493014879,2.4602191797810757,4.821665208037375,1.4847660716109465,Iris-versicolor
+84,5.4120594639338595,3.0,4.489793858417219,1.4885417515794803,Iris-versicolor
+85,6.318409917170747,3.3953925309497768,5.626595619428366,2.3878516331657016,Iris-virginica
+86,6.710250705249345,3.3001413268589594,5.692390307391468,2.1043059250975733,Iris-virginica
+87,5.4573967993637424,4.199999025059668,1.3829073682230402,0.19751383968895642,Iris-setosa
+88,6.0334317238353385,2.200000288220203,5.006939445119687,1.523371005407337,Iris-virginica
+89,6.014468837857522,2.697624751648121,5.110630170625554,1.6126285920202326,Iris-versicolor
+90,6.69197817021885,3.0,4.984369562407692,1.6944169558714008,Iris-versicolor
+91,6.74931478013692,3.0,5.680601719015891,2.1257908460838624,Iris-virginica
+92,5.45024088490795,3.905962348560106,1.738552785340093,0.394834761993862,Iris-setosa
+93,6.419047214040152,3.0,5.48993291743888,1.8111200729078165,Iris-virginica
+94,5.004681106307395,3.2196803395349063,1.2000002634380202,0.1992359861188185,Iris-setosa
+95,5.507203741979761,4.199999151272461,1.4037292807484352,0.19676317812015115,Iris-setosa
+96,4.639752978183406,3.3593042238201916,1.4001800105750524,0.28910486770559296,Iris-setosa
+97,6.2834426786541515,2.323187850199674,4.4094548856782785,1.3212310664025821,Iris-versicolor
+98,5.498366917431715,4.199999278423631,1.39741480195083,0.2040598734747581,Iris-setosa
+99,4.603730596024109,3.1516164892491103,1.4080590353266127,0.2026853962237916,Iris-setosa
+100,5.837362626939475,2.807839620627114,5.110816707969242,2.3853279020502867,Iris-virginica
+101,5.609771239101264,2.6776744991990795,4.133958097452526,1.2811256999419613,Iris-versicolor
+102,6.346696658548519,2.438233330702377,4.848015663104019,1.463038558969776,Iris-versicolor
+103,5.994374672332783,2.7006297724298003,5.076324981925236,1.5861012406319541,Iris-versicolor
+104,5.498474669638685,4.199999206480372,1.3990062563549885,0.19463361780039828,Iris-setosa
+105,6.051093516792521,2.869781690385109,4.613443277150952,1.509092986476546,Iris-versicolor
+106,6.799588497784692,3.200387311713455,5.794164672415188,2.3017386366059123,Iris-virginica
+107,4.986476899597308,3.2222489640512797,1.2,0.2000001312855509,Iris-setosa
+108,4.904797882273151,3.1061549785153293,1.5520132685054548,0.10000011595123312,Iris-setosa
+109,6.79048772009326,3.2007925544856457,5.9310293531046305,2.302906603843017,Iris-virginica
+110,6.392109939528156,2.8860327269315396,4.234999904403293,1.2762441532449216,Iris-versicolor
+111,5.791625137382833,2.813222515834145,5.093234915536009,2.402938844954586,Iris-virginica
+112,7.211850497955945,2.906358461390332,6.258749474173827,1.8281065617415218,Iris-virginica
+113,6.3082285345886095,3.3077550041764745,4.732941934054889,1.61325099803968,Iris-versicolor
+114,5.553051535273698,2.4773480269073587,4.059688358655611,1.0795633495076977,Iris-versicolor
+115,5.472146483760296,2.370408497749165,3.7546785387283963,1.0976901872915372,Iris-versicolor
+116,6.884322601822909,3.0,5.483199527735197,2.1459969676030775,Iris-virginica
+117,6.098385826891318,2.6011287980182507,5.630009114587843,1.3914168698970892,Iris-virginica
+118,5.079660129377113,3.6187006870304814,1.520327291880687,0.4502626577021151,Iris-setosa
+119,4.498266647587613,2.3068207051688643,1.3033272463486876,0.2985766067834176,Iris-setosa
diff --git a/iris/tab_ddpm/6_2/15/test.csv b/iris/tab_ddpm/6_2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/15/train.csv b/iris/tab_ddpm/6_2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/15/val.csv b/iris/tab_ddpm/6_2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/16/synth.csv b/iris/tab_ddpm/6_2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2910c6e43640b64b04dadf15045d5a11281fcd86
--- /dev/null
+++ b/iris/tab_ddpm/6_2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.896431448577577,3.0,1.391934284896659,0.19445330163387586,Iris-setosa
+1,5.400024227662162,3.0,4.490441831931459,1.5323096146981963,Iris-versicolor
+2,6.791264309788853,3.1894869593584647,5.843680008894487,2.2997920673494643,Iris-virginica
+3,5.98143160692519,3.0,4.263740196622888,1.4825730426695696,Iris-versicolor
+4,6.6730326407547205,3.2746286687005046,5.6819823992968335,2.1022659834525372,Iris-virginica
+5,6.076963272512276,2.6044333760573948,5.602269808146977,1.4076301955872628,Iris-virginica
+6,6.679817238779022,3.0,5.008928106937476,1.704138609603011,Iris-versicolor
+7,5.455908121949748,2.3781995038168526,3.809084649930097,1.1111034508761126,Iris-versicolor
+8,5.006128065458303,3.430916043229489,1.499550601116538,0.4799576114971916,Iris-setosa
+9,5.209892443572444,3.4017235872566034,1.4943023554471293,0.20205562388969459,Iris-setosa
+10,5.04555519847032,2.4716715725369154,2.949684103513033,1.0673949928678796,Iris-versicolor
+11,6.29432780930881,2.697359317714154,4.897264024050544,1.793085400868052,Iris-virginica
+12,6.021234260720791,2.200000307606819,4.954685143827935,1.5099679801146413,Iris-virginica
+13,5.580913414343955,3.0,4.060028271366481,1.2980466611273809,Iris-versicolor
+14,4.900934312892307,2.392591551852546,3.245643266287638,0.9312010679089804,Iris-versicolor
+15,5.015050008784706,3.304866711722353,1.4030755381001503,0.2017725963968402,Iris-setosa
+16,6.004228656642663,3.0,4.815119870303851,1.7972515692227788,Iris-virginica
+17,5.766996850920629,2.7868520597237256,5.099104419726803,2.383182988216801,Iris-virginica
+18,5.5640444167390655,2.6709330639099624,4.2386714987193885,1.2747710738443565,Iris-versicolor
+19,4.4,2.8995133209239157,1.3944253076626492,0.19585077088060296,Iris-setosa
+20,5.591777135511017,2.4741392656139487,3.7747002522166087,1.1061680301244443,Iris-versicolor
+21,5.047464254991891,2.4738996671416906,3.2336854896001315,1.0782524195538856,Iris-versicolor
+22,5.167893094740227,3.7247268964869775,1.4987298391674972,0.4130058850565853,Iris-setosa
+23,6.397884423270849,2.70369693321605,5.309521742682702,1.886844087268115,Iris-virginica
+24,5.448430328476207,3.4471856824092395,1.6344631898047746,0.2016066839207092,Iris-setosa
+25,5.939775253345101,3.0,4.294605338085258,1.4986218228918315,Iris-versicolor
+26,4.400000458776439,2.915146170376604,1.3943644649696214,0.19763414515259797,Iris-setosa
+27,6.805093427371846,2.808765943145913,4.788367236561643,1.39635285969796,Iris-versicolor
+28,4.907623623120662,3.0,1.3957378007127352,0.19292678643590233,Iris-setosa
+29,6.593550459761207,3.2332591719389825,5.429040113962016,2.0693893425446452,Iris-virginica
+30,6.003402883758246,3.0,4.847113188563423,1.8066979091226902,Iris-virginica
+31,5.088102468389259,3.7817797939207187,1.614298912780691,0.21280091280480948,Iris-setosa
+32,4.400000456365285,2.9110664035134954,1.3976633477220481,0.2006603427175238,Iris-setosa
+33,6.789095227220885,3.2008343101563024,5.831854916715115,2.2862781588955596,Iris-virginica
+34,5.855571215484299,3.0,5.0991089822543785,1.7957193758884729,Iris-virginica
+35,5.4970744201584525,2.596570102399832,4.35959966175555,1.1977701396028186,Iris-versicolor
+36,5.961073142673744,3.0,5.130936256055545,1.7933620656584885,Iris-virginica
+37,4.982601929115087,3.2075017302022566,1.2000001891895382,0.1965601072619346,Iris-setosa
+38,4.80645443788227,3.0,1.4241851539361434,0.10000010161649353,Iris-setosa
+39,5.136819454547598,2.4914460738087336,3.3700019513031996,1.1496210544563585,Iris-versicolor
+40,5.18791805090207,2.546343351884626,3.4282619068378812,1.1770869595881648,Iris-versicolor
+41,5.631043453844972,2.8764006879791624,3.6720194550122587,1.3238791687214828,Iris-versicolor
+42,6.535749681889369,3.0,5.712156215332743,2.1876339516370162,Iris-virginica
+43,6.799199756577794,3.18628567601684,5.886410738148436,2.2981215792631366,Iris-virginica
+44,7.9,3.7158851913509228,6.411874661757482,2.0338613741711433,Iris-virginica
+45,6.114489452369073,3.0,4.612650864754074,1.4276708224494938,Iris-versicolor
+46,7.8999985919406095,3.795542118275129,6.487412018515755,1.9785924803778403,Iris-virginica
+47,4.978381204087471,3.4073684022475637,1.4934269561670428,0.3856046044056076,Iris-setosa
+48,5.515659693193227,2.4647667581928383,4.063573971151221,1.1192366897926884,Iris-versicolor
+49,5.269198625776963,3.3565401789362896,1.574417767390881,0.4633132418636412,Iris-setosa
+50,6.282773832884873,2.896352235529543,5.596713368225707,1.79634292406685,Iris-virginica
+51,6.009052536033949,2.200000295591761,5.0023355493196515,1.4735753813393864,Iris-virginica
+52,4.984982478410231,3.278900670970146,1.3870829500132729,0.197511579116482,Iris-setosa
+53,6.287172839364474,2.7149525413505904,4.913317762036532,1.795257144903574,Iris-virginica
+54,5.569483800546367,2.53681734385822,3.9390516663475106,1.1182005366933938,Iris-versicolor
+55,6.715551574384058,3.0,5.0136052075908815,1.7149677466776236,Iris-versicolor
+56,5.771196117335079,2.795463464188058,4.501061679871652,1.3063100791586648,Iris-versicolor
+57,5.974003129827463,3.236777616142057,4.818928798925115,1.7693275865125768,Iris-versicolor
+58,6.012980146487221,2.2,5.002474582954765,1.5094745946331392,Iris-virginica
+59,5.867549923172939,3.0,5.098785276149103,1.7982398438355192,Iris-virginica
+60,6.806716636597353,3.0,5.528331458410369,2.093737338700174,Iris-virginica
+61,5.465502998408558,2.4062673811344397,3.72924223088864,1.0861900010077037,Iris-versicolor
+62,5.966503015316809,3.0,5.007157381410969,1.7984328833279277,Iris-virginica
+63,6.36643718159708,2.711356445240028,5.229254326265386,1.8546639261853046,Iris-virginica
+64,6.489158436677001,3.182300248853649,5.095029145444736,2.0413377007367517,Iris-virginica
+65,4.989975786942177,3.206343321840176,1.2000001910050038,0.19221101997884976,Iris-setosa
+66,5.0208535984942255,3.3200126740907656,1.4044117697081817,0.2034674340813203,Iris-setosa
+67,6.28232204328098,3.301053654051077,4.696672526543354,1.5666733250461462,Iris-versicolor
+68,6.307121339249371,2.7166271156033033,4.833767285931991,1.792813733279951,Iris-virginica
+69,6.683870845830165,3.3015627684947395,5.71816871412467,2.4999994855317436,Iris-virginica
+70,5.072876043202124,3.3935754646813376,1.502413474497863,0.20725352942867786,Iris-setosa
+71,6.237232265831175,3.4359529871768,5.620290195868074,2.4039034177670815,Iris-virginica
+72,5.149782514502111,3.7351695086737142,1.699378412606042,0.199799912563852,Iris-setosa
+73,5.475544089845639,2.412686465316761,3.7219969884197965,1.097994045399697,Iris-versicolor
+74,5.569710478407609,2.4865476239933826,3.870583539601918,1.1068504117541758,Iris-versicolor
+75,4.907470315236212,3.0944250307701635,1.565268853737148,0.10000009477590796,Iris-setosa
+76,5.904432961671531,2.819972771145803,5.1111666282924695,2.4032317481931877,Iris-virginica
+77,5.454373850684257,3.404223664829999,1.7435166884620004,0.21269059212586086,Iris-setosa
+78,5.824297457855233,2.805880496391168,5.106024870203763,2.3998035907158486,Iris-virginica
+79,5.78892462547435,2.6740841379244893,5.075765474333339,1.858406272293251,Iris-virginica
+80,4.9033931891715445,2.4132650685439017,3.2243641637684073,0.9931426853827494,Iris-versicolor
+81,6.739955129862308,2.8278991453703415,4.796075559284792,1.4269632724131205,Iris-versicolor
+82,7.9,3.8445270029337455,6.369419372247441,2.009420712322481,Iris-virginica
+83,4.983952303444846,3.2789930112755368,1.3978842061041419,0.20135444858325774,Iris-setosa
+84,5.170963990292691,3.593310092225557,1.4047858217743745,0.3598137146075686,Iris-setosa
+85,6.085749648785206,2.8205837956248545,4.671192012633112,1.2138996561550262,Iris-versicolor
+86,6.017760432924137,2.9536163963874125,4.535718495110564,1.4683097905699003,Iris-versicolor
+87,5.705404440872764,3.8072272330800105,1.7991689271637448,0.340054405028356,Iris-setosa
+88,5.8826406740114825,3.0,5.101289900361747,1.808534947988858,Iris-virginica
+89,5.673655947136003,3.764128046741011,1.6983668217971324,0.331654162613134,Iris-setosa
+90,6.035301406435644,3.0026624528532726,4.3687704391780064,1.4293033834157647,Iris-versicolor
+91,4.745211514381663,3.0,1.3942259918787097,0.2606243336889619,Iris-setosa
+92,5.478596831377002,4.2,1.400625122307118,0.19589636630953533,Iris-setosa
+93,5.592732515624939,3.0,4.203499661096996,1.2941978116498722,Iris-versicolor
+94,6.88789067115608,3.2012150268168442,5.861750318649252,2.3055785437870733,Iris-virginica
+95,5.912674183745897,3.224704183941689,4.835589435725539,1.809047520665959,Iris-versicolor
+96,6.68944805125,2.4928769960602297,5.770051058789083,1.7996221880831647,Iris-virginica
+97,5.598945428671677,2.69169583583554,4.282560385331847,1.2888146976522261,Iris-versicolor
+98,4.91163731728864,3.0,1.4019990740134933,0.1921830620465059,Iris-setosa
+99,4.901842131410702,3.118460607037913,1.4980238846632952,0.10000009339339214,Iris-setosa
+100,5.757309948133256,2.59186705669141,5.051969014324783,1.9423102249964637,Iris-virginica
+101,4.909890526064873,3.083756663166817,1.4927480212563857,0.1,Iris-setosa
+102,6.1781090833220755,2.2,4.504726508079388,1.4677866397340091,Iris-versicolor
+103,5.095599699578853,3.3098758022897687,1.7306760982579852,0.4676214162078114,Iris-setosa
+104,4.911794829545872,3.096035721262055,1.4927832002376238,0.1,Iris-setosa
+105,6.695894885006056,3.0,4.983085269619027,1.6904064220340276,Iris-versicolor
+106,6.032927437433602,2.8095168505044743,4.680741705510607,1.1809155139139773,Iris-versicolor
+107,5.49331398729522,3.0,4.500689171816138,1.5215321011113645,Iris-versicolor
+108,6.790642784719797,2.8045626634775616,4.788400065057023,1.405586973554871,Iris-versicolor
+109,6.110836767032913,2.806772404731273,4.703140972355033,1.218816887779185,Iris-versicolor
+110,6.288015791935243,2.8977514979649412,5.606401709979949,1.8036873689955526,Iris-virginica
+111,5.470078067836145,2.6166821109099523,4.384959661900675,1.2221577650580386,Iris-versicolor
+112,7.6786197759853545,2.6028824246017854,6.899998869643257,2.302792144141874,Iris-virginica
+113,6.279042430889057,3.404087800928326,5.629354406483016,2.404263433353747,Iris-virginica
+114,4.4,2.895762451620093,1.4026336848817433,0.19733932047293226,Iris-setosa
+115,5.544601004694863,3.5890981011781493,1.7785862240422308,0.4192446463244358,Iris-setosa
+116,4.608346278379542,3.200340601804415,1.4004987929908108,0.2022026915372504,Iris-setosa
+117,6.899120081955748,3.205067404212798,5.833389722780127,2.3003192210891124,Iris-virginica
+118,5.134665796810869,2.64943652001781,3.6556807913521157,1.3420218743210195,Iris-versicolor
+119,6.2730799551919745,2.9761009043496847,4.390191426987165,1.3938530300500196,Iris-versicolor
diff --git a/iris/tab_ddpm/6_2/16/test.csv b/iris/tab_ddpm/6_2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/16/train.csv b/iris/tab_ddpm/6_2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/16/val.csv b/iris/tab_ddpm/6_2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/17/synth.csv b/iris/tab_ddpm/6_2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f6e0c2bbd6de5e22c77347b4dc986b4c67486882
--- /dev/null
+++ b/iris/tab_ddpm/6_2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.111376518869887,2.517287940068551,3.159035587813209,1.1234014762994367,Iris-versicolor
+1,6.694733353710556,3.0,5.013227666480156,1.6905493788840997,Iris-versicolor
+2,5.526646629217892,3.59286081824806,1.5356834271035484,0.3348723556973565,Iris-setosa
+3,5.084585855332085,3.522715873407052,1.4850944609366803,0.40850705342212434,Iris-setosa
+4,6.9742224350218525,3.0,5.675870744119755,2.153103635175899,Iris-virginica
+5,4.9890963036089735,3.205016705059265,1.2000003351563138,0.20083108585720585,Iris-setosa
+6,5.284904883509172,2.4908061790906384,3.3036700805425387,1.110648437428334,Iris-versicolor
+7,6.279363056345577,2.9120685923212766,5.599195980906333,1.8039937253656377,Iris-virginica
+8,5.020260777706131,3.4195390113973962,1.553131587902074,0.3939070785404015,Iris-setosa
+9,6.344253353361271,2.949107006713173,5.582828169624521,1.799082238786219,Iris-virginica
+10,6.101467753854407,2.6104770791831244,5.605894807025127,1.4121965384359325,Iris-virginica
+11,6.527819558351327,3.0,5.556801766637743,1.8154110565491635,Iris-virginica
+12,6.135628000484572,3.0,4.628469746065405,1.3912156969666323,Iris-versicolor
+13,5.933449566990705,3.0,5.0974325642181055,1.7919469639557573,Iris-virginica
+14,6.491672828807889,3.0,5.469462822726383,1.8000933123828906,Iris-virginica
+15,4.928734900173128,3.137463280976762,1.4016895558643434,0.2082266321704137,Iris-setosa
+16,6.266503082217027,2.6972148890333894,4.935109884298703,1.800837957024999,Iris-virginica
+17,5.768183784801411,2.798646347881023,5.093157217006222,2.4147608858411553,Iris-virginica
+18,5.502601902934744,4.2,1.403972166024261,0.2043747974475384,Iris-setosa
+19,5.226545376998009,2.7156850915730137,3.9141400842075305,1.4142790990438039,Iris-versicolor
+20,6.719649574912467,3.310678676989595,5.6541715765030975,2.5,Iris-virginica
+21,5.813115551982312,2.822093960421672,5.100069257526794,2.411328332450671,Iris-virginica
+22,5.127686695768357,3.720658089021634,1.5148686263037519,0.4479363348072537,Iris-setosa
+23,4.991883006586085,3.2133433879875883,1.2,0.19872886455748978,Iris-setosa
+24,5.475250707972431,4.199998670710884,1.3982223617721448,0.19957497790725484,Iris-setosa
+25,5.814814858171879,2.8155135376601437,5.104720729506904,2.3927652679029796,Iris-virginica
+26,4.983256850782558,3.3930672319938897,1.5855669394242908,0.4654561920901088,Iris-setosa
+27,5.403773190551376,3.4015287905908713,1.7258945506388188,0.19949357747159374,Iris-setosa
+28,5.4954041752101865,3.0,4.286100993829992,1.3336900621756773,Iris-versicolor
+29,6.767706619515957,3.0,5.634733261968112,2.139052092534002,Iris-virginica
+30,5.6908493761062955,3.798489830964904,1.7351277311586357,0.29884635438765134,Iris-setosa
+31,5.772847159742441,3.04154401363935,4.768463319030178,1.7461659645746739,Iris-versicolor
+32,5.438480724585826,3.405974318557507,1.7853510063717908,0.2048419553648504,Iris-setosa
+33,5.689660856309087,2.9942371584507237,3.8644461828239853,1.3724191872948748,Iris-versicolor
+34,5.012953645478458,3.310118710360751,1.402056678034861,0.20164957885130746,Iris-setosa
+35,5.627557528882107,3.0,4.255781834436198,1.3064109871859746,Iris-versicolor
+36,5.631437848296259,3.750720152166808,1.6072616766318628,0.28887597053475433,Iris-setosa
+37,6.690568575759969,3.0,4.993044061108214,1.7133116313622916,Iris-versicolor
+38,5.905836320789108,3.0,4.187149968948538,1.4642696875925245,Iris-versicolor
+39,6.001616035877957,2.7164115504767636,5.10384397883335,1.5898297935625458,Iris-versicolor
+40,6.892169722620028,3.1958718960573793,5.723874113923391,2.2916851127906024,Iris-virginica
+41,5.0961045034348444,3.296138426040943,1.7760891947577444,0.4582501793807334,Iris-setosa
+42,7.739540031462986,2.5816273845123034,6.9,2.323954399672553,Iris-virginica
+43,5.251386637808677,3.715216198900156,1.4936710802417081,0.2025619376292632,Iris-setosa
+44,5.190797149040002,3.349406296547407,1.4998782279855025,0.43361689630690226,Iris-setosa
+45,7.098358757194984,3.0,5.97847802858949,2.0652188300197603,Iris-virginica
+46,4.586262454214703,3.3970106617304427,1.3902283209842694,0.3126338164136842,Iris-setosa
+47,6.279446735544527,2.5205004305829832,4.905927130764943,1.4946765557479456,Iris-versicolor
+48,4.888152552471466,3.0972571265411935,1.4993403726243768,0.1,Iris-setosa
+49,4.997019694188177,3.1746783214882477,1.2,0.1997078529937971,Iris-setosa
+50,6.290003888533008,3.2455391661091184,4.66123915083092,1.556651027853339,Iris-versicolor
+51,5.99505768449048,2.2,4.9907366591783795,1.5063023607763244,Iris-virginica
+52,4.98507020369653,2.4589497714582667,3.138106180487039,1.070155441995394,Iris-versicolor
+53,5.630752128556858,2.5116221107326098,3.7821341176277548,1.0760483000849987,Iris-versicolor
+54,5.491096763317488,4.2,1.4042514981180927,0.1991048832012039,Iris-setosa
+55,5.8681688294650085,2.930347007752259,4.4312979480797905,1.4266171305111008,Iris-versicolor
+56,5.271608157642734,3.7304380260910692,1.5287672351305688,0.20863684471970118,Iris-setosa
+57,5.161360938662937,3.739309243496361,1.594325528655957,0.20032125579625648,Iris-setosa
+58,5.557548937622033,3.0,4.212873876929083,1.2825878370989843,Iris-versicolor
+59,6.018865238790989,2.701570579466745,5.073211223852372,1.604626088905411,Iris-versicolor
+60,6.05893676931827,3.0,4.42397361953442,1.4957616465147725,Iris-versicolor
+61,6.049674541347563,2.883166018666728,4.636649739637574,1.3018225858066044,Iris-versicolor
+62,5.2360682265482605,2.7159927672000186,3.8508245901561393,1.353260703116796,Iris-versicolor
+63,6.473005411647086,3.0,4.879078202140249,1.6197381374600806,Iris-versicolor
+64,5.096343797352585,3.3061112529515593,1.6224982315094987,0.5757206974234541,Iris-setosa
+65,5.6757525441964685,3.7836196773273487,1.6099253128561497,0.29996806146435184,Iris-setosa
+66,6.061360358121122,2.3233287555816022,4.287383472113853,1.2631845869613474,Iris-versicolor
+67,4.993493059311371,3.218036625608086,1.2000002258619398,0.19729086234491938,Iris-setosa
+68,6.827096388479199,3.2156352213237382,5.656344866578704,2.3003188630741818,Iris-virginica
+69,4.810419936476594,3.0,1.4048595624964144,0.3934170838250972,Iris-setosa
+70,6.008122034611545,3.0,4.845048384311308,1.803391057206552,Iris-virginica
+71,5.380805242573444,3.879351300247382,1.618235039711971,0.4188368286065016,Iris-setosa
+72,6.6811045365696415,3.2869753912785233,5.764712408156069,2.1000490541562113,Iris-virginica
+73,5.841526958956598,3.167007617080491,4.760066856522305,1.780204061867568,Iris-versicolor
+74,6.21505870329994,2.2,4.521729306805271,1.5015777378549913,Iris-versicolor
+75,5.59048457669101,2.491448651434108,3.8265322568086213,1.0724787564594795,Iris-versicolor
+76,4.837817425466957,3.0,1.397224828883916,0.2882548613640501,Iris-setosa
+77,4.904868642626667,3.0,1.4000503184959316,0.2011354480180046,Iris-setosa
+78,6.089276477192829,2.605958919165561,5.6014031006870155,1.3827874504208255,Iris-virginica
+79,5.577025724688788,3.0,3.9974287418637333,1.327833352027974,Iris-versicolor
+80,6.507717502658659,3.0,5.463493649926613,1.7987834647518404,Iris-virginica
+81,5.257384659392019,2.804429928688672,4.176281899483064,1.4469510063205782,Iris-versicolor
+82,5.669933534499978,2.487596978090348,4.9733277960704,1.99797476426231,Iris-virginica
+83,5.866295904320117,3.1804919521214186,4.805850078219555,1.790521142022318,Iris-versicolor
+84,4.916912654986961,3.0,1.4015087006839009,0.2033913425124,Iris-setosa
+85,6.071781507338396,2.589946602469333,5.623645966633591,1.4290529716009206,Iris-virginica
+86,5.5289513180934025,2.9214222668395413,3.8036747980681693,1.3512327887278175,Iris-versicolor
+87,5.983726092346442,2.720707352313066,5.0977163327278365,1.6096851957460647,Iris-versicolor
+88,6.620452422555619,3.0,5.639564768625767,1.8119642614336133,Iris-virginica
+89,7.118068120379404,3.0,5.907360029298185,2.093412604818818,Iris-virginica
+90,4.599964751975586,3.207062663754564,1.4061635498677705,0.2021709290545238,Iris-setosa
+91,5.025728939003148,3.3940043610088613,1.6113862842777669,0.3744963190228079,Iris-setosa
+92,5.609422494231305,2.818744371835608,3.797400257124534,1.308779288480566,Iris-versicolor
+93,6.839499043156567,3.0883622377204314,5.088465280307359,2.29549691152535,Iris-virginica
+94,5.2532517176064895,3.371379261568566,1.4950898872175238,0.41163813839400254,Iris-setosa
+95,5.186610488626435,3.7879819546726465,1.4962297320601101,0.2037113777637146,Iris-setosa
+96,6.367596996977487,2.927579100673346,5.540055772713109,1.7947304417726935,Iris-virginica
+97,6.223554776776238,2.830784785797208,4.570569617812358,1.2277327355654861,Iris-versicolor
+98,5.057339395877205,2.4454276368187737,3.217027547255097,1.0806016180941578,Iris-versicolor
+99,5.753303218210143,2.5415570465344124,5.037006253441259,1.9838312386536587,Iris-virginica
+100,5.788428464558981,2.809550259541764,5.113241142447222,2.4065512306928887,Iris-virginica
+101,6.134470619742548,2.607570712574059,5.617465392781521,1.3978386707004085,Iris-virginica
+102,5.518630164322839,4.199998523862504,1.4008820821303754,0.20615907918336715,Iris-setosa
+103,7.3345636151098565,2.889124893556622,6.331135168605012,1.8036333622991705,Iris-virginica
+104,6.9270277153234945,3.097679045591485,5.113664126651921,2.2999585811175756,Iris-virginica
+105,6.8589303997365,3.114303608665635,5.092817551781439,2.3004817524587664,Iris-virginica
+106,5.397921646268376,3.0,4.507856678871025,1.5107870028146857,Iris-versicolor
+107,7.899998842608372,3.812738415265299,6.379304809460805,2.0263428308469322,Iris-virginica
+108,5.4727094554647735,2.8975846487082,4.299201889443235,1.392334759536044,Iris-versicolor
+109,4.904426312180547,2.384592184419299,3.309696924300656,1.0400428910651913,Iris-versicolor
+110,5.71269501546361,2.4907918653018304,5.001864826865879,1.9926217968260214,Iris-virginica
+111,4.578613577373835,3.4036476006781142,1.3969511915752642,0.29816780366838497,Iris-setosa
+112,6.674469939504753,3.3006396229719437,5.701700963447555,2.11520687671519,Iris-virginica
+113,5.403799796345348,3.0,4.484506453826385,1.4951567385406321,Iris-versicolor
+114,6.089959719858655,3.0,4.61202036240343,1.4082203591167342,Iris-versicolor
+115,5.405740947653086,3.4092525160335296,1.7074939676205396,0.4149757735078474,Iris-setosa
+116,5.806782593013696,2.72910458245109,5.101784386774569,1.8645848561637266,Iris-virginica
+117,6.037617524517281,3.0,4.514525388977556,1.4128258959449438,Iris-versicolor
+118,6.864112970095692,3.203318330272926,5.796884386549857,2.3076447770075297,Iris-virginica
+119,6.312544081811002,3.3983906320532355,5.584668739037767,2.380977680021815,Iris-virginica
diff --git a/iris/tab_ddpm/6_2/17/test.csv b/iris/tab_ddpm/6_2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/17/train.csv b/iris/tab_ddpm/6_2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/17/val.csv b/iris/tab_ddpm/6_2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/18/synth.csv b/iris/tab_ddpm/6_2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..02d803cb7afbcdc3d67892905254bab3cb3e8648
--- /dev/null
+++ b/iris/tab_ddpm/6_2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7812010708332267,6.367137589038429,2.0089523226729966,Iris-virginica
+1,5.101048903828965,3.3915816618060437,1.4881124474641139,0.19920038577803173,Iris-setosa
+2,5.216433385835768,2.7061331153404264,3.9604435633683424,1.3839690758948169,Iris-versicolor
+3,6.327803822609547,3.245102856241488,4.706864145049784,1.5173149212435326,Iris-versicolor
+4,5.035496069466334,2.4799642601869047,3.022277421100412,1.0883552874308906,Iris-versicolor
+5,4.983049523415558,3.271940853131714,1.3820313944607696,0.20161503144511575,Iris-setosa
+6,5.677124142016305,3.808495826723979,1.6280690202037775,0.29693083862090275,Iris-setosa
+7,5.028990679780134,3.330021418469868,1.4259973431584576,0.2017153793286972,Iris-setosa
+8,5.004240896271418,3.2082754995418203,1.2000002070650206,0.1973760294654884,Iris-setosa
+9,6.535127754433949,3.1896264936584897,5.104089731323352,2.0010233372423407,Iris-virginica
+10,7.0297264699868975,3.207766640546973,5.771795320436575,2.3048354082432305,Iris-virginica
+11,5.382187004161775,3.3974186765262675,1.6786076056126578,0.20638232227770342,Iris-setosa
+12,7.899998513919046,3.7794808224833565,6.360383924416422,1.9925858987182132,Iris-virginica
+13,5.574279736609854,3.0,4.148259538557249,1.3125329985691834,Iris-versicolor
+14,5.505517871003979,2.3925573795596975,3.7596517829896325,1.1085943374602951,Iris-versicolor
+15,6.507948437456493,3.0,5.804498421045658,2.2153657673980436,Iris-virginica
+16,7.316078382062085,2.9084365824792413,6.335068021864257,1.7911049078011312,Iris-virginica
+17,6.277634209866284,2.5153337334764534,4.851071147669595,1.4948050955733523,Iris-versicolor
+18,6.829692459387089,3.1975862941469844,5.745864330324712,2.2868855958032634,Iris-virginica
+19,7.115987365193361,3.0,5.785762485478599,2.1535218632346025,Iris-virginica
+20,5.709674443852919,2.484834294188833,4.994423090979327,1.9953747188368602,Iris-virginica
+21,6.699265770892971,3.3104194696254585,5.691690966472544,2.1075108734412034,Iris-virginica
+22,6.710322504415216,3.292317225764836,5.660793044761439,2.49999950592367,Iris-virginica
+23,5.413689607427647,3.8904226849384536,1.6949018830433493,0.3904498858602097,Iris-setosa
+24,4.905030334100755,3.0,1.4006042463621369,0.19853494762220963,Iris-setosa
+25,6.399622245995622,2.9137510047713966,4.3193225015532395,1.312297071619937,Iris-versicolor
+26,5.257929317772838,3.355656888834866,1.494902552461482,0.44077574760987304,Iris-setosa
+27,5.23492545217186,3.606224095144096,1.5286447529919143,0.19956339133867781,Iris-setosa
+28,7.682142255731831,2.5963298554713075,6.899998765465704,2.2918206215430326,Iris-virginica
+29,7.338080567953472,2.92301339892882,6.311808417773253,1.805848641162564,Iris-virginica
+30,6.328098261544124,3.400733756725056,5.582324239637834,2.395666847020848,Iris-virginica
+31,6.684747131152841,3.308448330641588,5.742897953097433,2.5,Iris-virginica
+32,5.919155699992623,3.186103029651929,4.7939209614956395,1.7965671998439756,Iris-versicolor
+33,6.3029340479085985,2.4993576507871658,4.903048664011588,1.5172481654308447,Iris-versicolor
+34,5.834384570091879,3.0,4.204266730308426,1.4517323321546773,Iris-versicolor
+35,5.4930863043306,2.5887934091696425,4.421525070705189,1.1804465329053841,Iris-versicolor
+36,6.558317547061747,3.2180452060285423,5.1209520344833885,2.062770901039128,Iris-virginica
+37,6.182624270992059,3.0,4.6366256697448245,1.3906708262794707,Iris-versicolor
+38,4.995071190358245,3.3991180783669823,1.658090419329778,0.40477969126528707,Iris-setosa
+39,5.386563449459475,3.0,4.473993464448091,1.4847832228509688,Iris-versicolor
+40,5.081402398958483,3.3914011887888273,1.6107546125842163,0.21190344554416177,Iris-setosa
+41,5.915103341883164,3.0,5.113653495227713,1.8040476473653277,Iris-virginica
+42,6.327333613885338,3.3929198843673984,5.61424599779528,2.3918179502877646,Iris-virginica
+43,4.836430201347088,3.268347190054278,1.4033125125592507,0.19696467252793995,Iris-setosa
+44,6.506243685170843,3.0,5.463167352230121,1.8030775116402895,Iris-virginica
+45,5.0643981603359975,3.5912554768421234,1.5122198112341094,0.35918382803029636,Iris-setosa
+46,5.619878717297493,2.7495728404104227,4.457671716328768,1.2574855261256244,Iris-versicolor
+47,4.789526267698724,3.0,1.4013047860983492,0.29069605446689917,Iris-setosa
+48,4.611625152106336,3.196249723539992,1.4021645247148757,0.200261779817226,Iris-setosa
+49,6.296441533595735,3.296246648391645,4.691931899895043,1.605312025060979,Iris-versicolor
+50,5.739211155988093,2.5165839568005755,5.015639919192919,1.9815710289590267,Iris-virginica
+51,4.995734250723326,3.275729751750366,1.417663970739145,0.20133930015707718,Iris-setosa
+52,5.235124049897342,3.7887878113221913,1.7306580690445759,0.42371138387266505,Iris-setosa
+53,5.003478757831366,3.1950276131648105,1.2,0.20328775299111698,Iris-setosa
+54,6.167533732490136,2.2000002912533767,4.5179332510165935,1.5213961293634828,Iris-versicolor
+55,5.5620258916013245,2.882228029452783,3.562572722421829,1.29796492464608,Iris-versicolor
+56,6.814415397859395,2.799738202725005,4.795821855473925,1.4071969109016502,Iris-versicolor
+57,5.610134069054376,2.8997617150174464,3.5776273703234414,1.3159227180713697,Iris-versicolor
+58,4.995851184718685,3.2206580320822504,1.2,0.19539011821826718,Iris-setosa
+59,5.198546326285857,3.8519723285791234,1.6205691884384728,0.38703767515662624,Iris-setosa
+60,6.8309654405032205,2.8176318878831235,4.83360248608532,1.408641191991196,Iris-versicolor
+61,6.085141018587081,2.8523042444425717,4.658884377192568,1.2576704251806938,Iris-versicolor
+62,5.463147657527622,3.4065055365852954,1.7658277560987568,0.1998237270665113,Iris-setosa
+63,6.721702625071089,3.304200203234944,5.725596052319318,2.5,Iris-virginica
+64,4.904588255335238,3.0,1.4020745936958183,0.2027347842305562,Iris-setosa
+65,4.80438479899197,3.0,1.4038747233047817,0.10000010874530599,Iris-setosa
+66,4.400000453278121,2.904290557929642,1.3982723769623684,0.20149735625168233,Iris-setosa
+67,6.399543333852418,2.8884079849683477,4.330549015686759,1.3219900365356179,Iris-versicolor
+68,6.851474989677767,3.175949932544781,5.836102847756619,2.3060003463948404,Iris-virginica
+69,5.155592008501711,3.7693360236918796,1.4971427607751866,0.40008595906126926,Iris-setosa
+70,6.409479376161876,2.7005753193717825,5.290001576521302,1.9018923572329551,Iris-virginica
+71,6.7070008053027514,3.0,5.003018696553795,1.7103231427976424,Iris-versicolor
+72,6.664991859858467,2.4988559390657508,5.804592141649106,1.7891784205093544,Iris-virginica
+73,6.4179556401990645,2.9056268754138523,4.333063916966813,1.3168467187307156,Iris-versicolor
+74,5.756376266764654,2.6459790578546754,5.065569992310239,1.9405818613876265,Iris-virginica
+75,5.983432901722576,2.200000309543931,5.017908135011589,1.4953749155562241,Iris-virginica
+76,6.896713700893301,3.1946632964386197,5.689762449770638,2.299922853338922,Iris-virginica
+77,7.314270336375046,2.901618280232172,6.292163068168037,1.8095900252753765,Iris-virginica
+78,5.100099961915172,3.438649326261386,1.3933210677889474,0.2994354714969501,Iris-setosa
+79,5.953093832084311,3.0,4.967140636438296,1.793088901457035,Iris-virginica
+80,6.309568401017841,2.316584935200449,4.446717243608316,1.288066132306355,Iris-versicolor
+81,4.400000744943367,2.902550580692418,1.3709972019578784,0.19740371372275667,Iris-setosa
+82,5.975951964364349,3.0,4.787574727976393,1.8023338319673938,Iris-virginica
+83,5.803599674341779,2.705244839135467,5.127382509288009,1.924388882023053,Iris-virginica
+84,5.187779334904568,2.57533745155409,3.771879430180916,1.2309206662305172,Iris-versicolor
+85,5.001251331675126,2.468124094936282,3.226467817569904,1.0711404504881727,Iris-versicolor
+86,5.2626254041613985,3.7882752658368113,1.4973682472255294,0.19600808136930303,Iris-setosa
+87,5.881923290713715,3.0,5.077476132695669,1.807903120814738,Iris-virginica
+88,6.5333100758580365,3.1726933992182147,5.129292760196239,2.00040242301543,Iris-virginica
+89,4.875218839569706,3.0958335138191395,1.5117064401138647,0.1,Iris-setosa
+90,5.522877688372734,2.5517948261254455,4.149109973509273,1.1766447876241688,Iris-versicolor
+91,5.785535171229967,2.812788975826574,4.544133395376808,1.3543727574813365,Iris-versicolor
+92,5.1382755150598705,3.399120625669902,1.5178940244819605,0.19643433820588158,Iris-setosa
+93,4.605614434383737,3.1951241971000055,1.393469235855402,0.19612241707032918,Iris-setosa
+94,5.099488194971804,3.4992392915388377,1.4071351190617762,0.3103092464047619,Iris-setosa
+95,5.118554128953689,2.5004221999420664,3.077193588263634,1.091829944758038,Iris-versicolor
+96,6.0637787118676005,2.800984070202407,4.683319169768056,1.182527979788902,Iris-versicolor
+97,4.856984364808247,3.0,1.4355242468028921,0.1000000974895118,Iris-setosa
+98,5.614795058296188,3.0,3.956944490963207,1.2962929302097688,Iris-versicolor
+99,4.76500021565935,3.0,1.3857553037511543,0.1,Iris-setosa
+100,4.888672235912021,3.1276361756417006,1.4933547291472606,0.10000010712588281,Iris-setosa
+101,6.0025626588975225,2.2000003097940173,4.959184190702209,1.487725277531453,Iris-virginica
+102,5.756871839956444,2.7747448884775605,5.0878352643207805,2.3861901325706816,Iris-virginica
+103,6.282795307181679,2.902851973036431,5.598524249653531,1.8026431901655053,Iris-virginica
+104,6.407620127149381,3.0,5.685251393679669,2.128791604189185,Iris-virginica
+105,5.565260553350183,2.665105914356071,4.430179614061591,1.2226770432013612,Iris-versicolor
+106,5.580211934449241,2.963899820637768,3.791716393196398,1.3050493154284564,Iris-versicolor
+107,6.2894722441022735,2.718569251053072,4.990795324195166,1.816755947790664,Iris-virginica
+108,5.637127441411876,3.7769646576324996,1.7872625077049076,0.3276284252829884,Iris-setosa
+109,6.931627795682857,3.191352175952116,5.797257422748837,2.3125757148314445,Iris-virginica
+110,4.4,2.9155507924833355,1.38816588725841,0.1995756200357665,Iris-setosa
+111,5.784798390028685,2.671391522225647,5.090980570207252,1.9041408341575188,Iris-virginica
+112,4.887916554786737,3.0416536819880493,1.4823537755073326,0.1,Iris-setosa
+113,5.983874233992069,3.0,4.790254087587981,1.8013901321807289,Iris-virginica
+114,6.6845312372459835,2.4814472190864514,5.7274371498821814,1.794357207636574,Iris-virginica
+115,6.305501537319862,2.894693764389499,5.594289182158687,1.8041490314545117,Iris-virginica
+116,5.6103251937138285,2.670488482454958,4.457036903403431,1.2445005088234085,Iris-versicolor
+117,4.593679158726515,3.3935019203344043,1.4043894155565166,0.32855986315386587,Iris-setosa
+118,5.988626060620064,2.2,5.009991730587339,1.5217629115814395,Iris-virginica
+119,5.099062116428747,3.3894421639583268,1.4967224927115226,0.19984684838623323,Iris-setosa
diff --git a/iris/tab_ddpm/6_2/18/test.csv b/iris/tab_ddpm/6_2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/18/train.csv b/iris/tab_ddpm/6_2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/18/val.csv b/iris/tab_ddpm/6_2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/19/synth.csv b/iris/tab_ddpm/6_2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9663f940a24eb8ebbe1043f98a16a2902c1b955d
--- /dev/null
+++ b/iris/tab_ddpm/6_2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.03315826920272,3.0,4.847760534899733,1.7993714217613979,Iris-virginica
+1,5.105842331366031,3.5236254982279314,1.3891183808303063,0.332802474215856,Iris-setosa
+2,6.714295091652663,2.481923358337005,5.784689502089533,1.794959547967773,Iris-virginica
+3,5.88823391239655,3.0,5.099801678095437,1.796899668907848,Iris-virginica
+4,7.682175924729718,2.612250689375181,6.9,2.3014253549342514,Iris-virginica
+5,6.4688838601603,3.0,5.495585046183154,1.8054309790711536,Iris-virginica
+6,4.995942279671955,3.2913673079603254,1.4076454064733186,0.20336130625251939,Iris-setosa
+7,6.480235043534943,3.0,5.47998752463692,1.8029291308537234,Iris-virginica
+8,7.1425483860267605,3.0,6.078512408396754,2.0589199300620518,Iris-virginica
+9,6.421135422723507,2.6928194328010266,5.363649628189957,1.9041896382467103,Iris-virginica
+10,4.903950010393411,3.098918138503017,1.640999720404881,0.10000010214804969,Iris-setosa
+11,6.305843618995771,3.29300953757507,4.683982674026324,1.6157251487595203,Iris-versicolor
+12,4.904014736691822,3.077260636140659,1.4899781603690228,0.10000011759893386,Iris-setosa
+13,6.028880646550622,2.6865352816431645,5.099826364374567,1.5826574061832321,Iris-versicolor
+14,7.71943072390185,2.5976120447250515,6.9,2.3229994989826306,Iris-virginica
+15,5.462819519970855,3.560612992416728,1.498869889626132,0.3609102962905804,Iris-setosa
+16,6.098028017962259,3.0,4.611840039719501,1.4142906814773661,Iris-versicolor
+17,5.667653165230065,2.531223571235936,5.017204205955456,2.007353199104142,Iris-virginica
+18,6.3938092907375,2.8906641507849744,4.32770681525967,1.3039503978412676,Iris-versicolor
+19,6.356714675626881,2.7488989194808187,5.338093007951283,1.8470539147719636,Iris-virginica
+20,6.377256240690669,2.712445679624801,5.293540225525458,1.8902156659070364,Iris-virginica
+21,6.093170743064254,2.5922105698379108,5.6184772232496405,1.4002805347583107,Iris-virginica
+22,5.527485241798324,4.19999908709001,1.4049546464245075,0.20016853780349006,Iris-setosa
+23,4.910421768331571,3.0,1.3971449227346349,0.1972766733085744,Iris-setosa
+24,6.693673459623218,3.2996248808165345,5.752973331660799,2.499999460802421,Iris-virginica
+25,6.018787171644782,2.200000359072262,4.953099338716797,1.526350295079908,Iris-virginica
+26,5.803963337138102,2.8087859979676866,5.089833347878179,2.3990508592206203,Iris-virginica
+27,5.538619350475645,2.617877756144093,4.4202214540764935,1.200272639979883,Iris-versicolor
+28,5.61571775311812,2.6827267622318884,4.201819366200696,1.2844136041375767,Iris-versicolor
+29,6.696218060126632,3.3149617477405324,5.6963757561179165,2.5,Iris-virginica
+30,6.669491568609045,3.295095356871898,5.664941285195483,2.128255449411181,Iris-virginica
+31,7.671850300728507,2.6101537993665067,6.899998706844453,2.2829568450130804,Iris-virginica
+32,6.009410546461271,2.200000319169487,4.982901905846343,1.508356535072563,Iris-virginica
+33,5.17631854501341,3.6508547906152904,1.4966526659643644,0.1992482528137811,Iris-setosa
+34,6.9439849931535,3.109755925952388,5.103452719835002,2.3067042065668755,Iris-virginica
+35,5.087354632261552,2.5008830995728464,2.9257285465630423,1.091546287000722,Iris-versicolor
+36,6.79958486116455,3.0,5.378954600011462,2.1708554251542203,Iris-virginica
+37,5.103228222608715,3.515582815598256,1.4022572136133815,0.30320730361718007,Iris-setosa
+38,6.29723788131852,2.9263363206715187,5.560796227476527,1.8027909868518395,Iris-virginica
+39,5.421803387552298,3.865774082814371,1.6481601304690325,0.33561254000124463,Iris-setosa
+40,5.517611328880358,2.633102414018453,4.425289063971534,1.248381937169091,Iris-versicolor
+41,6.290067313121159,3.3967991226585794,5.619362159789876,2.398628791766652,Iris-virginica
+42,5.035425809772854,3.40744682276089,1.4018368195875268,0.2944671818558928,Iris-setosa
+43,5.470526009125981,3.0,4.506507328462983,1.5290154218551866,Iris-versicolor
+44,6.531238254356183,3.1996289436518732,5.123197833785508,2.0084270615660986,Iris-virginica
+45,5.305000196159826,3.4090717596651734,1.6080561153982433,0.19864656619529575,Iris-setosa
+46,5.117226976028269,3.301901616136298,1.8450778173984757,0.44112142897662343,Iris-setosa
+47,5.417163013850721,3.4063788469161382,1.7261904687592142,0.1984412714147032,Iris-setosa
+48,4.61120767390796,3.3958666653933003,1.4063409320656117,0.3152784150069673,Iris-setosa
+49,5.653193524053726,2.7334082553332184,4.304719040760117,1.2887358640222413,Iris-versicolor
+50,6.7939089660322445,3.0027123371783775,5.258998570070215,2.258655095737699,Iris-virginica
+51,6.930182396860571,3.0,5.586596474899133,2.079115781452185,Iris-virginica
+52,5.363266788143928,3.384225931054667,1.5774959145639098,0.4522498597560079,Iris-setosa
+53,5.501301476020671,3.0,4.332154635734995,1.3832947393730834,Iris-versicolor
+54,6.814886891813546,2.7864456698035402,4.836481312693393,1.3948790849886674,Iris-versicolor
+55,6.708586076483591,2.5065431780457335,5.794311539115253,1.7993522772936201,Iris-virginica
+56,4.49827871453416,2.3072312508309456,1.2969735253162065,0.2989908647258419,Iris-setosa
+57,6.011129054470145,2.8847070259691288,4.616388232944122,1.3584519440668184,Iris-versicolor
+58,5.527469050779906,2.6074192417468915,4.385844293005864,1.215275467049082,Iris-versicolor
+59,5.00197528310854,3.3662734778458936,1.6883476299606026,0.37074200017300485,Iris-setosa
+60,6.400720050604444,2.8994686445691973,4.290106399719426,1.3016754830416857,Iris-versicolor
+61,7.9,3.846476519443928,6.430047667205209,2.031987597421815,Iris-virginica
+62,6.299495635251306,3.305250943918894,4.713984020746625,1.6152947585344064,Iris-versicolor
+63,5.073791038788122,3.521760494449339,1.4917530279979136,0.3649113542089338,Iris-setosa
+64,7.106471709096197,3.0,5.903629325168197,2.0969886857258793,Iris-virginica
+65,7.723805983861003,2.55231668737778,6.9,2.313611298203057,Iris-virginica
+66,5.011671310402466,2.4428594191795447,3.1383498879991576,1.0272491700148219,Iris-versicolor
+67,5.08967479684506,3.4544175266044057,1.4028851623434848,0.297201047459394,Iris-setosa
+68,5.890760938727309,3.1715384028117084,4.809177373870018,1.801680847976778,Iris-versicolor
+69,5.9163366596592155,2.8760943820480818,4.5870229421263895,1.405034909246216,Iris-versicolor
+70,6.926462945446289,3.106014688790329,5.0922068291480995,2.3029567738310917,Iris-virginica
+71,5.738371833759601,2.506751040123095,5.011940630036624,1.9934470352696525,Iris-virginica
+72,5.497037827267283,4.2,1.4008789657848908,0.19931901380805916,Iris-setosa
+73,7.1674838092864865,3.0,5.979285128258079,2.1107967277253152,Iris-virginica
+74,6.71121393400654,2.4983381605129606,5.728485914626184,1.7984282736162958,Iris-virginica
+75,4.899073509432826,2.3993768739591532,3.2211119501589773,1.014513549573218,Iris-versicolor
+76,5.890161149176547,3.0,4.261654547198166,1.4877530604514788,Iris-versicolor
+77,7.295922434238711,2.8889591175978193,6.26133678114956,1.7967543652908613,Iris-virginica
+78,5.410838202585068,3.0,4.426523846578711,1.4647176311270171,Iris-versicolor
+79,5.591096738007147,2.8409246831205714,3.6731703757614804,1.2868397375127938,Iris-versicolor
+80,5.810672589454994,2.794385691775736,5.0961751894410785,2.3984546027757796,Iris-virginica
+81,6.106264613296711,3.0,4.608042653946448,1.411337473442003,Iris-versicolor
+82,4.9013138330208195,3.0974781064363874,1.6265328319847558,0.10000010445828297,Iris-setosa
+83,5.041065713653113,2.4756474915720394,2.8964779729288117,1.080600931802437,Iris-versicolor
+84,5.735799383127504,2.8150624256495607,4.492349776774957,1.2971619084438553,Iris-versicolor
+85,5.378285707597422,3.882244051269103,1.6644901601596904,0.3833616164369079,Iris-setosa
+86,5.302063059238104,3.709771905497671,1.5122826186895133,0.20161628673187965,Iris-setosa
+87,5.812486944370046,2.8130873897735618,5.107849776959767,2.404899610160144,Iris-virginica
+88,5.981475130944406,3.0,4.3962683657601085,1.5125152482188267,Iris-versicolor
+89,5.609049695717131,2.4931686170828575,3.9150825176384414,1.105448466083781,Iris-versicolor
+90,6.717252290478064,3.3067247802903714,5.699147894321637,2.5,Iris-virginica
+91,5.04635599516531,3.608165567315275,1.4991781557126211,0.4159539542908191,Iris-setosa
+92,5.437516700193373,3.0,4.488908152890778,1.4683839228614817,Iris-versicolor
+93,5.593388522870486,2.6687941459802755,4.308007933390342,1.2628113196616209,Iris-versicolor
+94,6.312070998779839,3.407936642267314,5.576181868289412,2.4054211955591716,Iris-virginica
+95,6.3096850745985575,3.2832193507297966,4.688673251566989,1.581528509417466,Iris-versicolor
+96,5.7243663753314635,2.6719777012253316,5.089839068125295,1.9108940212596197,Iris-virginica
+97,4.794064662698611,3.0,1.4008485480645507,0.1000001019845517,Iris-setosa
+98,5.5283027179511794,2.4319002857392356,3.7644250531048438,1.1021796375569648,Iris-versicolor
+99,4.878174290614744,3.0897767746149882,1.544942557220632,0.10000009151598167,Iris-setosa
+100,5.108742123642828,3.535625341953553,1.4000012402675301,0.29784173886803555,Iris-setosa
+101,5.810866309268294,2.817839456315884,4.482609342979495,1.408512900649995,Iris-versicolor
+102,5.240769776931902,3.7543626889732704,1.6472859640171593,0.20116962606678684,Iris-setosa
+103,6.093624746884704,2.615173895101651,5.599011893339685,1.3759664841558192,Iris-virginica
+104,5.559507339207672,4.2,1.3974445229246784,0.2063024601215895,Iris-setosa
+105,5.860531242299731,3.0,4.018946322746955,1.4819753265919398,Iris-versicolor
+106,5.217800193556639,3.82845040893188,1.5873891324138851,0.4143209775209191,Iris-setosa
+107,7.053357824290146,3.0119162300645,5.887465122815253,2.145217361952392,Iris-virginica
+108,6.44650795129718,3.0,5.535663901183955,1.798065535729572,Iris-virginica
+109,5.535720430471407,2.5095171382006747,3.854967073516079,1.097875015255004,Iris-versicolor
+110,4.914337129594092,3.0997610867602488,1.4976228739549728,0.10000010387197601,Iris-setosa
+111,5.096800695919558,3.3983558701342664,1.4969378408222058,0.20070281589150357,Iris-setosa
+112,7.031956206555174,3.0,5.823468810222998,2.115122824250525,Iris-virginica
+113,6.316999696008486,2.2978979219493385,4.388874842673959,1.2999424597304565,Iris-versicolor
+114,5.141997324929851,3.7904801901911203,1.5293831251118446,0.20026286669879306,Iris-setosa
+115,7.9,3.790783538916856,6.404535832002429,2.0072548957082823,Iris-virginica
+116,6.478202750810805,3.0,5.7907751054964205,2.2024296512335853,Iris-virginica
+117,6.685007971382818,2.4852484983896668,5.799954983668935,1.793783645752049,Iris-virginica
+118,4.606560734560969,3.190984197189672,1.4004544593069668,0.19934477385109783,Iris-setosa
+119,4.79385911333083,3.0,1.4002833507464558,0.298999454264054,Iris-setosa
diff --git a/iris/tab_ddpm/6_2/19/test.csv b/iris/tab_ddpm/6_2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/19/train.csv b/iris/tab_ddpm/6_2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/19/val.csv b/iris/tab_ddpm/6_2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/2/synth.csv b/iris/tab_ddpm/6_2/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a35051e3b6934d49ed3a18b90288e0e15c5362ba
--- /dev/null
+++ b/iris/tab_ddpm/6_2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.993901782558733,2.200000322620527,4.967001287979258,1.5208523180062827,Iris-virginica
+1,4.9998536812683145,3.2163549349504343,1.2000001957111248,0.20203114143022535,Iris-setosa
+2,6.537003331022306,3.0,5.507631536318247,1.8014081466482876,Iris-virginica
+3,6.885380552955313,2.7887203089324166,4.807287446500039,1.3856747969143548,Iris-versicolor
+4,6.296190442812356,3.3992951811530703,5.628460465097162,2.3910030518621923,Iris-virginica
+5,6.310620895860293,3.28947554031989,4.703669944418037,1.5947591585501484,Iris-versicolor
+6,4.902951190262175,3.0,1.4005000953896547,0.1995585617349872,Iris-setosa
+7,5.094126817699709,3.385765229721491,1.4890473706322087,0.19851238305025581,Iris-setosa
+8,6.708644973384645,3.2898947681480704,5.67249239971011,2.499999540426445,Iris-virginica
+9,5.796852621923397,2.875395406362922,4.521289691373179,1.3734637939788932,Iris-versicolor
+10,5.54359318082971,4.199998809423494,1.4054036910833205,0.20563455869479833,Iris-setosa
+11,6.519312155840195,3.0,5.52021545456642,1.7974197242109526,Iris-virginica
+12,5.9105097687035295,3.0,4.158852178977683,1.504220742312969,Iris-versicolor
+13,5.926134747357879,3.0,5.097678197773772,1.8008752252976041,Iris-virginica
+14,5.975334687230548,3.0,4.81898210565054,1.8039719992134575,Iris-virginica
+15,5.635757584832545,2.71581594439458,4.269758708216445,1.3057589742632003,Iris-versicolor
+16,6.689684617589248,3.2845852060142424,5.699976761063331,2.4999994874898688,Iris-virginica
+17,4.906894093815322,3.0978212323034913,1.531768974374307,0.1,Iris-setosa
+18,7.720401921202748,2.611777617867519,6.899998806423071,2.3086189442684253,Iris-virginica
+19,5.078122061773915,3.333673313076938,1.7085095614113976,0.4801504075589801,Iris-setosa
+20,7.73339048287364,2.60205778249896,6.9,2.3124410683083467,Iris-virginica
+21,5.912681725582535,2.770301029087773,5.123064886718247,1.8543954426963678,Iris-virginica
+22,6.012675306178206,2.2,4.9822369361545205,1.5412755413948707,Iris-virginica
+23,5.793949126653779,2.7873778346076037,5.096359857653411,2.4082331377234354,Iris-virginica
+24,5.5107587044069115,2.649300756866891,4.216583194468889,1.243051276494757,Iris-versicolor
+25,5.209283166864618,3.863176337470434,1.6627060467106642,0.3742895956945625,Iris-setosa
+26,7.300387454586654,2.8956059265410254,6.276926458899135,1.809875336402167,Iris-virginica
+27,5.098451117342088,3.3974134313371693,1.6213158495436113,0.2023116026605706,Iris-setosa
+28,5.047571281770272,3.5145665232873804,1.5408061114448035,0.3186090591917765,Iris-setosa
+29,5.402760790809139,3.0,4.492932762871986,1.4813959894680917,Iris-versicolor
+30,4.400000591031768,2.9207511411028046,1.3880746066364957,0.18678137271527112,Iris-setosa
+31,4.590104154098396,3.3920135094812323,1.3950672605152814,0.3056774092216386,Iris-setosa
+32,5.540973329334246,2.419162300301491,3.887760506619596,1.0931382404540253,Iris-versicolor
+33,4.901681542132768,2.4194699082970685,3.279655824880053,1.0439681134176324,Iris-versicolor
+34,7.707637667714625,2.5837420502803594,6.9,2.2964831741788387,Iris-virginica
+35,5.639547230490486,2.9695232404675025,3.7681674509228715,1.3308952658946187,Iris-versicolor
+36,4.912292715175274,2.4055909077079756,3.3036188466959833,1.0009976194007302,Iris-versicolor
+37,7.899998384260115,3.7747111772587503,6.370800824436818,2.017532254595326,Iris-virginica
+38,6.1479013590552265,3.0,4.615522233647027,1.3881768877882512,Iris-versicolor
+39,5.422376618036407,3.4074202846265673,1.4977515660047895,0.3739652136498425,Iris-setosa
+40,5.608110370135855,2.9153443008434334,3.772867230039444,1.321094935799419,Iris-versicolor
+41,5.1373172436814345,3.7648965022641834,1.5193416269215774,0.34770464575088644,Iris-setosa
+42,7.103455644257901,3.0,5.944935052246035,2.0358920418147752,Iris-virginica
+43,6.101744622733911,3.0,4.608665245565001,1.389915409706655,Iris-versicolor
+44,5.58866166814278,2.8666793665057497,3.559607794116839,1.3116793927597816,Iris-versicolor
+45,5.007079860527347,2.4558939034922886,3.2367232369430314,1.0950718121208058,Iris-versicolor
+46,5.998047311083671,2.6761534015015,5.107397928406852,1.5923427773094145,Iris-versicolor
+47,5.941780033421731,3.216437863357255,4.805450109407241,1.8129859171937017,Iris-versicolor
+48,6.890084430916864,3.1129335807417253,5.113737823039452,2.299833894999699,Iris-virginica
+49,4.791921055453254,3.0,1.4010255958239524,0.30104262431049655,Iris-setosa
+50,5.62015014425759,2.7263694644661327,4.041991273903788,1.3097402935394349,Iris-versicolor
+51,5.657434166694747,3.7831688477472927,1.6177062932428088,0.2908737577480939,Iris-setosa
+52,5.014814869374707,3.458188005826905,1.5445643271239102,0.4101569946338419,Iris-setosa
+53,5.809798650995786,2.8318703657603304,4.53514859700729,1.3549238312979586,Iris-versicolor
+54,5.1295910728120795,3.3103474003206346,1.6536590597980283,0.4392360360568409,Iris-setosa
+55,6.537060677807708,3.0,5.855741069997704,2.2124961407007295,Iris-virginica
+56,5.433263341617451,3.3992982787487036,1.73313050934967,0.199273193461525,Iris-setosa
+57,5.497676498548299,2.6009798692910624,4.396980623633726,1.216151185909856,Iris-versicolor
+58,5.20146425776264,2.7029046315797145,3.888926871876984,1.4057385581279498,Iris-versicolor
+59,6.830925301374756,3.216072663046885,5.874886495089991,2.3111382470223543,Iris-virginica
+60,6.777081590343713,3.191588313728778,5.896004258077819,2.2902918936301733,Iris-virginica
+61,5.935438998970587,3.0,4.255681285082963,1.50156652514461,Iris-versicolor
+62,6.0343966628652455,3.143720482620375,4.708729489320114,1.7362330596624833,Iris-versicolor
+63,6.003843373462013,2.709635575103932,5.097698975901597,1.5963520711010797,Iris-versicolor
+64,5.414358683187791,3.415761942910278,1.6892748485594686,0.20725013927356262,Iris-setosa
+65,4.4,2.9206750063510385,1.4028626330851646,0.20261751542023745,Iris-setosa
+66,5.472411107061367,3.0,4.564135321876676,1.569098367293076,Iris-versicolor
+67,5.622440277880535,2.730372573167399,4.382697517161011,1.3174758268752977,Iris-versicolor
+68,5.905462798615065,3.1979625284812108,4.815409020514718,1.789033629478053,Iris-versicolor
+69,6.853949912960279,3.204639698746885,5.694322604646145,2.3144544028346283,Iris-virginica
+70,5.117709787545954,3.3031159872213536,1.6882280106510024,0.469612659133902,Iris-setosa
+71,6.288956299086667,3.293855338848657,4.6754072262034025,1.6242404830312178,Iris-versicolor
+72,5.820498307480478,2.784600618341412,5.09794243917605,2.3950271311375184,Iris-virginica
+73,5.331171837222072,2.7203777293182405,3.7790756986521155,1.380506465324402,Iris-versicolor
+74,6.7197871306610955,3.3058355253622755,5.65226253615245,2.5,Iris-virginica
+75,5.79369238055281,2.7020530627929134,5.111499188963978,1.8982833100148453,Iris-virginica
+76,5.082367353673494,2.503564120595771,3.072322859346456,1.1001650572130264,Iris-versicolor
+77,6.018441766411535,3.0,4.773098257587447,1.8022609766129276,Iris-virginica
+78,4.500253177688475,2.297389150535485,1.2948261982314517,0.291849939771404,Iris-setosa
+79,5.765993223043751,2.620568661339149,5.055891098326611,1.93304097135383,Iris-virginica
+80,4.898466773330136,2.404422511335913,3.2335110975546275,0.9830860084098942,Iris-versicolor
+81,6.672495456881497,3.0,5.004736919511428,1.69018758818213,Iris-versicolor
+82,4.805954251608859,3.0,1.4000723517171048,0.31541709089150993,Iris-setosa
+83,5.530584291242287,2.4065817945760344,3.8084022598270586,1.1228982430803158,Iris-versicolor
+84,4.60901454553784,3.395214217204853,1.3927370830566854,0.31693255987217966,Iris-setosa
+85,5.881995572206758,3.0,5.092487034371237,1.8015722079724674,Iris-virginica
+86,5.400234541075053,3.0,4.493712500446666,1.5049166501896936,Iris-versicolor
+87,5.231013950692423,2.7155223981375114,4.027804027547071,1.4232039963879233,Iris-versicolor
+88,6.850230219520554,2.7871530006320624,4.7837380078277665,1.3964611962343436,Iris-versicolor
+89,6.6920327013162115,3.2936065281896143,5.665962911103348,2.098379894145753,Iris-virginica
+90,5.501021711564803,2.6027972298300615,3.9140935339859615,1.2031635207029467,Iris-versicolor
+91,4.908482700937555,2.3997600282887173,3.3933206684889075,0.9954066069390834,Iris-versicolor
+92,5.003958639252158,3.2978648949492624,1.393416420768157,0.20201386212505626,Iris-setosa
+93,5.974776714993476,2.693696415783109,5.08971034019869,1.5629707923905058,Iris-versicolor
+94,6.835720297921801,2.8099069192874313,4.771586287521637,1.3931169286498442,Iris-versicolor
+95,6.019301511869467,2.6956490560047595,5.081588189948916,1.587654676578262,Iris-versicolor
+96,5.97587339595589,2.980954495557028,4.434185459794552,1.517584382519977,Iris-versicolor
+97,6.081737288638246,2.6032515077477796,5.622164525849153,1.389189641735873,Iris-virginica
+98,5.008304226932045,3.206689478984359,1.200000183499049,0.1861612250365995,Iris-setosa
+99,5.184986814885885,2.4826608606455998,3.257874406330431,1.110638608351465,Iris-versicolor
+100,5.665970692330704,2.7963204551765393,4.3752162196643045,1.314976417377796,Iris-versicolor
+101,5.5168394051505745,2.482904057366311,3.977526985370372,1.1128475844321186,Iris-versicolor
+102,5.392404248992763,3.0,4.502947575043577,1.4965936471968362,Iris-versicolor
+103,6.780512259928121,2.9025604113197505,4.895112937604217,1.4891117291084945,Iris-versicolor
+104,6.083119094787801,2.806023090105876,4.684962676866611,1.2186944376879063,Iris-versicolor
+105,5.769177202275427,2.8207558235398795,5.100294841868218,2.402555285292327,Iris-virginica
+106,4.4000005237626185,2.926209796922922,1.4009531515260767,0.19589402889519925,Iris-setosa
+107,5.096039406713541,3.723177797561094,1.497324220595629,0.4155158145613852,Iris-setosa
+108,5.7188449783545385,2.732491791706508,4.253895541082588,1.3480552315294174,Iris-versicolor
+109,5.368610791288975,3.389675170993435,1.4972686128396024,0.43057783915905057,Iris-setosa
+110,5.714810521912309,3.803839021310698,1.6822112629038197,0.30809762040368177,Iris-setosa
+111,7.721620497216365,2.60507190323938,6.9,2.3077650672393135,Iris-virginica
+112,6.027789006510747,2.9399583140469345,4.490873470420122,1.5015065294152685,Iris-versicolor
+113,4.606470020643395,3.1995436661378642,1.4024843076988662,0.2034362219422184,Iris-setosa
+114,4.496843334450355,2.293595955886199,1.3019034064613992,0.3308927191277831,Iris-setosa
+115,4.4,2.8842309139564843,1.395074340258807,0.20023033330154894,Iris-setosa
+116,4.989294970132246,3.2791326558685365,1.3989523949372338,0.2022310245704811,Iris-setosa
+117,6.695521307343088,2.5194481230454517,5.719696055111008,1.7945393324943266,Iris-virginica
+118,6.124050891487502,2.652430420459946,5.57789814667162,1.495950420568823,Iris-virginica
+119,5.309909552445007,3.624387360492654,1.521698837939651,0.19912569991757667,Iris-setosa
diff --git a/iris/tab_ddpm/6_2/2/test.csv b/iris/tab_ddpm/6_2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/2/train.csv b/iris/tab_ddpm/6_2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/2/val.csv b/iris/tab_ddpm/6_2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/20/synth.csv b/iris/tab_ddpm/6_2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8f0ae5753fda1cc0b19ee07c0a3cbfd155925398
--- /dev/null
+++ b/iris/tab_ddpm/6_2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.91482149448801,3.201625134295829,4.802455851259808,1.8081253139935272,Iris-versicolor
+1,5.352422244753893,2.885027769734851,4.287832110265387,1.455204285090175,Iris-versicolor
+2,6.333023857093119,2.960849027810579,5.591240192323068,1.7985478453216188,Iris-virginica
+3,6.806605632658348,3.0,5.5023840881094745,2.1042437172388166,Iris-virginica
+4,5.26445536773024,2.704052306084367,4.008953575627848,1.3853832337851342,Iris-versicolor
+5,7.708003537524006,2.623771900338489,6.9,2.3095642263429927,Iris-virginica
+6,5.634225950206225,3.0,4.148956537003838,1.3389918984459015,Iris-versicolor
+7,6.691274828599102,3.3028557666474843,5.68892250388368,2.5,Iris-virginica
+8,5.597580130517153,3.0,4.109893081098264,1.3108704536175009,Iris-versicolor
+9,5.113600868391796,3.3058408705385887,1.6462665634400127,0.5116709361668843,Iris-setosa
+10,6.691854443006211,3.2849362232085313,5.661720359377684,2.1034514699267968,Iris-virginica
+11,6.506550268100347,3.2044495910067523,5.109568264217379,1.9732816564118794,Iris-virginica
+12,6.171526275216268,2.2000002796827736,4.498451813921472,1.5187538685450361,Iris-versicolor
+13,5.738906050403829,2.840555160524955,4.465314071447069,1.3311094418915792,Iris-versicolor
+14,5.915143712672141,3.0,5.097088011434153,1.7993819073685,Iris-virginica
+15,4.499411903707754,2.302495550450043,1.2954848621490933,0.3033994470369805,Iris-setosa
+16,5.71137826100616,2.5071191538955966,4.995213537739756,1.995028482049988,Iris-virginica
+17,5.825615918700832,2.867857549089765,4.65401576913527,1.4609081185591484,Iris-versicolor
+18,6.796576219000423,3.2042092768977293,5.858967890648653,2.290704053451633,Iris-virginica
+19,6.291736128643837,3.397485444120976,5.6102536463840815,2.4029967270074786,Iris-virginica
+20,5.6309476385912465,2.72129521712053,4.199675601064369,1.3121290124261495,Iris-versicolor
+21,5.6828239527670705,3.8083303183361634,1.7079384012948313,0.3413170897398416,Iris-setosa
+22,5.6474501277338325,2.4567248228296643,3.875809722015439,1.1008253077127046,Iris-versicolor
+23,4.898057681857219,3.0936512668858276,1.4920775817350986,0.1,Iris-setosa
+24,4.912964092193234,2.429772893075217,3.3081014560576842,0.9873801789736409,Iris-versicolor
+25,6.045257991732112,2.807780626903912,4.665365210863255,1.2175011917957486,Iris-versicolor
+26,6.765635936517631,3.0,5.453201708925595,2.1402454151857206,Iris-virginica
+27,5.114557410065968,3.4053148284509174,1.4981570650530267,0.20002594852241884,Iris-setosa
+28,4.900753951650911,3.095521230166944,1.5301831209371042,0.10000010652474696,Iris-setosa
+29,5.883182215920689,3.0,5.102678689876736,1.8005915268326567,Iris-virginica
+30,5.9077674891121665,3.176049081531174,4.791939917946577,1.7927722279003755,Iris-versicolor
+31,6.00968141016974,3.0,4.813570016626351,1.7998179351587895,Iris-virginica
+32,6.300174010677465,2.294534606255349,4.411598033640855,1.3001180863812107,Iris-versicolor
+33,6.445732994196281,3.206524205462465,5.080378541800479,1.9764621174080288,Iris-virginica
+34,6.893794229084184,3.17545104152184,5.721679945720309,2.301181236952023,Iris-virginica
+35,5.102607119423515,3.7647179729660323,1.5463219267095611,0.2103628942571617,Iris-setosa
+36,5.4875513050831195,4.2,1.392021159946749,0.19792574338396918,Iris-setosa
+37,7.6840344868366675,2.5974792057721263,6.89999854561199,2.3105022982696157,Iris-virginica
+38,6.060475351184026,3.0,4.7597445589947105,1.789323653527094,Iris-virginica
+39,6.309154332018109,3.399397328983258,5.592555490733428,2.4069766981654914,Iris-virginica
+40,6.700856316351885,3.300607012792539,5.792617372704229,2.5,Iris-virginica
+41,6.3843713098119865,2.707882516260964,5.1110143953120275,1.8445134392183395,Iris-virginica
+42,5.982009267930491,2.9142182536919825,4.484888556576298,1.4878241765181917,Iris-versicolor
+43,5.801251649462626,3.0,4.094579424506671,1.4236448725516322,Iris-versicolor
+44,6.648052440892434,2.71888677553904,4.729277462075991,1.4204587046044699,Iris-versicolor
+45,5.913216185827647,3.219485285784499,4.819384495427338,1.7995951162987458,Iris-versicolor
+46,5.015820641360047,3.346046459631559,1.4129228941872072,0.20594851108539206,Iris-setosa
+47,6.007793917069977,3.0,4.870174229458529,1.8020963825506218,Iris-virginica
+48,4.583719050014966,3.225646551572285,1.3992598359226291,0.1976960001961255,Iris-setosa
+49,5.1061617730467646,3.303869071655898,1.6732712630274515,0.4967304168971596,Iris-setosa
+50,5.9204832767546804,3.0,5.114589021677091,1.8025446881651428,Iris-virginica
+51,7.694468172153123,2.6078782315723372,6.9,2.306035931081909,Iris-virginica
+52,6.525905198564293,3.187491200414628,5.102430215027008,2.0310189881019034,Iris-virginica
+53,6.005537109332371,2.703252054543542,5.0860208392799215,1.5986872099771516,Iris-versicolor
+54,5.793191716142338,2.72509877021397,5.110360445184955,1.889740086604578,Iris-virginica
+55,4.588003967845877,3.3976830590638754,1.4004133512484465,0.2925236175903597,Iris-setosa
+56,6.115608921206098,2.605881276340247,5.604106763354506,1.4276748751327966,Iris-virginica
+57,5.456725661865018,3.402689148013691,1.6514273298012574,0.20135558038527734,Iris-setosa
+58,7.355109630616584,2.902241942854399,6.243955936050572,1.7903679736865807,Iris-virginica
+59,6.706445286137348,3.299295996789996,5.722044475842654,2.0992457766303825,Iris-virginica
+60,6.295636166803236,2.83715886915501,4.515740876324382,1.2548323338649252,Iris-versicolor
+61,6.70025799757685,3.2987530968632193,5.726914949536269,2.4999996355368372,Iris-virginica
+62,5.0358389178296985,3.387705258903017,1.5057969354718912,0.4223547406009459,Iris-setosa
+63,5.920715735751198,3.2185764037318827,4.827900957787813,1.7985781792535935,Iris-versicolor
+64,6.142870746124926,2.639524581475667,5.578341376282582,1.4618160065842005,Iris-virginica
+65,6.080213716633374,2.6021750669749926,5.581122362522355,1.3894894417459878,Iris-virginica
+66,6.837519611977302,3.0506811385415236,5.489399872477426,2.225522650805497,Iris-virginica
+67,6.834060968029836,3.0,5.552874079770101,2.1210934310633323,Iris-virginica
+68,4.9394195840318105,3.150651076339697,1.3958047875277362,0.19917546497907468,Iris-setosa
+69,5.464157336676572,2.3839458357020233,3.7622055104435077,1.1016546318009572,Iris-versicolor
+70,7.701917797236638,2.5581882207059805,6.9,2.3057303629869077,Iris-virginica
+71,5.603097581829143,2.8738560098501065,3.6449845165974426,1.296171459574563,Iris-versicolor
+72,4.902343436683533,3.0988494007752703,1.4943206020282627,0.1,Iris-setosa
+73,6.138151012714717,2.972181019737455,4.647054698983874,1.345646808273279,Iris-versicolor
+74,5.10593417918097,3.283164295175633,1.6089717650666926,0.4706677256066355,Iris-setosa
+75,6.271782303113578,2.920327630018967,5.626802979610698,1.8030879709825478,Iris-virginica
+76,6.6158939808792265,3.0,5.877987903199103,2.209693037473146,Iris-virginica
+77,4.801182965091716,3.0,1.3842628088487536,0.1,Iris-setosa
+78,5.549023255039921,2.7385599076021525,4.241358891100988,1.3313572831370406,Iris-versicolor
+79,6.8980175665861765,3.1219453031947344,5.100776861508892,2.317562368533801,Iris-virginica
+80,6.686697382480617,3.0,4.985416591177229,1.6811626042820478,Iris-versicolor
+81,5.613242285799972,3.0,4.031467411785824,1.3105887680780013,Iris-versicolor
+82,5.717973645076525,2.521004341492887,5.007638029655216,2.0186363902823112,Iris-virginica
+83,5.659849110782255,3.7477218834924955,1.5432237759447498,0.2993524499900164,Iris-setosa
+84,5.602582982976451,2.6835128841522393,4.491668274465924,1.2338755073458199,Iris-versicolor
+85,7.264068107836159,2.883377647205982,6.273644126653942,1.7969386117680821,Iris-virginica
+86,4.891917947920025,3.102581912115058,1.503714145587732,0.10000010338393156,Iris-setosa
+87,5.994928461702726,3.0,4.780307451179438,1.80289045104274,Iris-virginica
+88,4.9044116171522,2.4134359644987597,3.39596071975293,0.9800217837061831,Iris-versicolor
+89,5.570784174435846,2.5460457357890554,3.908742951564016,1.1341671102893436,Iris-versicolor
+90,4.9885519572181245,3.285407749090412,1.3921483987844228,0.20118037359780164,Iris-setosa
+91,5.471538271159732,3.4999816956716505,1.7413124910795375,0.1947080979032188,Iris-setosa
+92,6.655509492901029,3.281536804983948,5.724951107653878,2.4999996097796084,Iris-virginica
+93,7.201474176522265,2.9184487090512397,6.194806937771926,1.806997010125897,Iris-virginica
+94,7.103220826724332,3.182113159219299,5.5435258028866965,2.3002236918750123,Iris-virginica
+95,6.571691337668815,3.1968425521589254,5.096736716553876,2.0609217899704992,Iris-virginica
+96,4.604724418147958,3.3749172501353177,1.3829910381411128,0.273078731714802,Iris-setosa
+97,5.91377742100354,3.2121870497799803,4.79778895405228,1.8012168342431047,Iris-versicolor
+98,5.6241786467087325,2.733678573420401,4.327948899950411,1.3162036440693012,Iris-versicolor
+99,5.883209190101392,3.0,4.1272857483707925,1.4927998138945273,Iris-versicolor
+100,5.629386441353933,3.0,4.078370102813983,1.326080425738914,Iris-versicolor
+101,5.023238607044286,3.449247468892849,1.600722366090543,0.4282286756199271,Iris-setosa
+102,6.352012618726607,2.830165053152743,5.438684565105348,1.8623274480649943,Iris-virginica
+103,6.133261402636385,2.5872763943925245,5.578996141468613,1.4282592664110803,Iris-virginica
+104,5.101232908105546,3.3008801732751785,1.7125610171550163,0.4835551010224477,Iris-setosa
+105,6.126414994103211,2.5846154822702565,5.603168195540289,1.4060932053972175,Iris-virginica
+106,6.181025607749205,2.200000303717364,4.5118934605535985,1.5052838600478644,Iris-versicolor
+107,7.899996040295806,3.7142012679533507,6.343808796132391,2.0194368431601095,Iris-virginica
+108,5.95691273137757,3.0,4.8932469867165205,1.8027681104722684,Iris-virginica
+109,5.098065029483529,2.4574179746281426,2.935473075871908,1.0754270262566648,Iris-versicolor
+110,6.132209401990836,3.0,4.615231229039853,1.4305524569170345,Iris-versicolor
+111,5.759358328144417,2.5864672501185315,5.052408847706753,1.9510099045342177,Iris-virginica
+112,5.234620122451507,2.715574417141742,4.0110255364939436,1.3955501794222374,Iris-versicolor
+113,5.571626580287505,2.7541583572049864,3.9568337278828336,1.2816234993436983,Iris-versicolor
+114,5.38508744112953,2.685668034349564,3.8588229870623914,1.345073805095458,Iris-versicolor
+115,6.317482206181956,3.491164556519944,5.619170183178387,2.358302975341522,Iris-virginica
+116,5.44690288416804,2.387966232038893,3.677091899410907,1.0880025043097654,Iris-versicolor
+117,5.350123244468295,3.8593979719709517,1.7652476716197458,0.40964315618208735,Iris-setosa
+118,5.824174149033894,2.757899379272185,4.607538121306932,1.2252357826757394,Iris-versicolor
+119,5.607291450928345,3.0,4.180232917973734,1.3047212601860199,Iris-versicolor
diff --git a/iris/tab_ddpm/6_2/20/test.csv b/iris/tab_ddpm/6_2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/20/train.csv b/iris/tab_ddpm/6_2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/20/val.csv b/iris/tab_ddpm/6_2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/21/synth.csv b/iris/tab_ddpm/6_2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8e1d6cf16d49c1177a002fe5f09abede5dbfb4e9
--- /dev/null
+++ b/iris/tab_ddpm/6_2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.080974033941573,3.0,4.876636446901526,1.8179949714303663,Iris-virginica
+1,5.720370051354,3.771019696190181,1.5152387755380086,0.2958036010039866,Iris-setosa
+2,6.010314763249573,2.6940077719355053,5.090415238251017,1.5962239654521357,Iris-versicolor
+3,4.4,2.8965580311162804,1.398336842300418,0.2014960691138042,Iris-setosa
+4,7.288377597263857,2.8824930669977005,6.348359433063646,1.8146892812597295,Iris-virginica
+5,6.697524568878384,2.556142837003319,5.797013550361342,1.8042406843529448,Iris-virginica
+6,4.618046489028073,3.1677915125824954,1.396869465611465,0.20037097732305956,Iris-setosa
+7,6.695073450005071,2.491263545285932,5.793150491891697,1.804552325051325,Iris-virginica
+8,4.912560634664716,3.0,1.3800497191306804,0.1970397257455459,Iris-setosa
+9,5.1407989632964295,3.326233708388142,1.7462540315432662,0.4664504411542282,Iris-setosa
+10,5.5815238547406105,2.746518805236513,4.437250883278624,1.2815395342852043,Iris-versicolor
+11,5.969982443625423,2.8729404938862286,4.566705887788576,1.3780855544719135,Iris-versicolor
+12,6.586928413551155,3.2410287508815676,5.171486159357806,2.096990679310295,Iris-virginica
+13,5.98586834239513,3.0,4.865174963911107,1.7960319791527548,Iris-virginica
+14,6.783876208189556,3.0,5.392074874804094,2.122727416049075,Iris-virginica
+15,6.593476293318632,3.0,5.535022787717427,1.8144583913471128,Iris-virginica
+16,5.355700425898211,3.6563141230951826,1.4951633705606988,0.2013041419558822,Iris-setosa
+17,4.895087737943541,2.4005136759077166,3.3876631887380206,0.9616481487297623,Iris-versicolor
+18,4.778465033079705,3.0,1.3839860421513939,0.1,Iris-setosa
+19,6.817941761274931,3.2192686721161428,5.820601673284333,2.2671397760212293,Iris-virginica
+20,4.887025971803185,3.103317254386456,1.5740479648733225,0.10000011396571774,Iris-setosa
+21,6.497867991429165,3.18743082528279,5.102267275080745,2.0000569258715704,Iris-virginica
+22,5.974869083110773,2.9080384673262643,4.5071883435277185,1.5151126151728913,Iris-versicolor
+23,4.794578745153107,3.0,1.3910292029933227,0.2993883515538115,Iris-setosa
+24,5.5155672357445,4.2,1.398386624687499,0.19563477111463354,Iris-setosa
+25,5.133181119943805,3.713230995517677,1.6112601055349534,0.46639806921046434,Iris-setosa
+26,4.889136905608459,3.1084174525119277,1.49502382429884,0.1,Iris-setosa
+27,5.807016147149351,2.7169485974781025,5.104209396161885,1.8649916789517593,Iris-virginica
+28,5.930212005435603,3.0,5.120020697601005,1.8027915253622917,Iris-virginica
+29,5.86105525766089,3.2052324045382927,4.777542484567968,1.8025268476222716,Iris-versicolor
+30,4.400000533750214,2.9048919079104403,1.3880747523207955,0.19878146935494184,Iris-setosa
+31,5.355240522956868,3.0,4.47014993400547,1.494537563666701,Iris-versicolor
+32,6.54530057829229,3.0,5.814655746209416,2.2522113696988777,Iris-virginica
+33,5.059641664530387,3.388881791381512,1.4975051469710716,0.18745595130483947,Iris-setosa
+34,5.1372695956442085,3.392161690492739,1.4712151061299075,0.3515834483222285,Iris-setosa
+35,4.989931015583124,3.2026425193326378,1.2,0.19760743568654637,Iris-setosa
+36,6.093566876410672,2.7961306573677525,4.687747972639442,1.187171177178071,Iris-versicolor
+37,5.88832429065452,3.0,5.086266827810768,1.8064220191599618,Iris-virginica
+38,5.229524174474243,3.7789467663981107,1.5969075488997726,0.2023001436287884,Iris-setosa
+39,6.908452190807569,3.201709901458147,5.784044311014488,2.2887725955755,Iris-virginica
+40,4.8885201271213665,3.0942909776075966,1.4982582265757796,0.10000010727078505,Iris-setosa
+41,6.193116875910183,2.2000002785781834,4.52288326797036,1.4900094628956686,Iris-versicolor
+42,5.68111721368846,3.793091217074874,1.637003775884359,0.2967119237799475,Iris-setosa
+43,5.574950766819818,2.4876365249850143,3.827332034868958,1.098532582006026,Iris-versicolor
+44,5.815777754726559,2.7955218424166706,5.109107776777797,2.3917617151798685,Iris-virginica
+45,6.132162363736817,2.809745964586915,4.68267088581713,1.230708754272086,Iris-versicolor
+46,5.2147282107977535,2.466573862961112,3.228474196412405,1.0753000031996263,Iris-versicolor
+47,5.161473871389826,3.7643687806525956,1.5932609358033987,0.20275303846864454,Iris-setosa
+48,7.289731374335121,2.907817074092784,6.288972569348439,1.8153523826813895,Iris-virginica
+49,5.797843777181435,2.8037579226549036,5.100191644706775,2.4045819426961597,Iris-virginica
+50,4.863947904104666,3.0,1.400906293784017,0.202623376491233,Iris-setosa
+51,5.665622987398154,2.7786288631106566,4.457496869672962,1.298951652932473,Iris-versicolor
+52,5.652817808745832,2.77440015343677,4.454804693539006,1.3018833489782575,Iris-versicolor
+53,6.306973169170838,3.3028039927832293,4.686408181040446,1.5660111498007774,Iris-versicolor
+54,4.996903696241247,3.1865213910405963,1.2,0.20233283798717505,Iris-setosa
+55,7.304635725780791,2.882646541151711,6.305241656933791,1.7907149262836475,Iris-virginica
+56,4.904426963805747,2.396153108074781,3.2589119623790106,0.998864460605658,Iris-versicolor
+57,4.506099258395564,2.293832611282151,1.3027139225394428,0.3591161350041562,Iris-setosa
+58,4.495337944628807,2.3129146476209868,1.2979746763344593,0.29644534521243804,Iris-setosa
+59,5.1521940008461335,3.7829546198324775,1.4968312040017455,0.42849580226432715,Iris-setosa
+60,5.7847461875144415,2.817047695805986,5.10759900259142,2.4128783858747354,Iris-virginica
+61,4.894466983026483,3.0,1.404619986436502,0.20201360776257687,Iris-setosa
+62,4.909630222073427,2.420953043549341,3.3616874060484405,0.967879891173516,Iris-versicolor
+63,6.354414968490755,2.690650498455225,5.037630101404168,1.823273947264114,Iris-virginica
+64,5.086133167265465,3.597905132636417,1.4971393826589765,0.43410474920509506,Iris-setosa
+65,5.5250406498814,2.4010089208827563,3.7443339672845593,1.1036129625595668,Iris-versicolor
+66,6.701312107014135,3.295103411950893,5.6979928476671295,2.5,Iris-virginica
+67,5.898037270461568,3.1879764147734795,4.772990260307184,1.7935844365726055,Iris-versicolor
+68,5.915450122748264,3.1994323063498222,4.807661152407179,1.805808608205569,Iris-versicolor
+69,4.899688886149571,3.097066797879186,1.6547545493092328,0.1,Iris-setosa
+70,5.1984747652487195,3.592996920916793,1.5278589063237582,0.20896634191383745,Iris-setosa
+71,5.012285455689326,3.407394495779219,1.7390979681721015,0.3759881381361382,Iris-setosa
+72,6.277836930564125,2.313390189219917,4.443726003139822,1.341534775969516,Iris-versicolor
+73,5.864974514430347,3.0,5.095023550179867,1.7949004898026735,Iris-virginica
+74,6.304942372153603,3.293810875267171,4.704162466844053,1.6098650719765277,Iris-versicolor
+75,5.91189123448774,3.0,4.569340668518442,1.3700636660571728,Iris-versicolor
+76,6.663856628968812,3.298723704264369,5.7334858255369605,2.4999995489259748,Iris-virginica
+77,6.99493917815038,3.2199280766883733,5.694574963435172,2.307162163981716,Iris-virginica
+78,6.550188995269851,3.0,5.461801226373343,1.8069354333506,Iris-virginica
+79,6.551486106487226,3.209895945989175,5.0928158991088734,2.054865440770799,Iris-virginica
+80,7.068105292996592,3.0,5.880033300583185,2.071083357394162,Iris-virginica
+81,5.7798236405102275,2.8005394569093327,5.0942842091955605,2.416767889061372,Iris-virginica
+82,6.864935520434318,3.1122879117744033,5.094901085178634,2.2770505513022656,Iris-virginica
+83,7.701239918014026,2.59551781600048,6.899998918604288,2.307933114234457,Iris-virginica
+84,7.899998069020558,3.7841385893689803,6.307829458212205,2.0083894878895387,Iris-virginica
+85,5.825162511211714,2.7908387356964908,5.092373978964238,2.395683673722569,Iris-virginica
+86,5.594281508478141,3.0,4.170456088943684,1.3042067328489555,Iris-versicolor
+87,6.292263331465795,2.304239821228486,4.394670355677862,1.2967222090864712,Iris-versicolor
+88,5.662738751608743,3.0,3.8661341207069517,1.3343245563491497,Iris-versicolor
+89,6.403027677546155,2.8176653969303094,5.4423900759762756,1.9380634971178752,Iris-virginica
+90,6.394548100085675,2.892118745164942,4.314510268536418,1.2978531470565329,Iris-versicolor
+91,4.825514406838184,3.0,1.4009339401552692,0.3312605079208023,Iris-setosa
+92,5.2145114582161085,2.7061474128832828,3.9444330580745426,1.4009702741059404,Iris-versicolor
+93,4.894991706012401,3.1107204608216628,1.4980044887479487,0.1,Iris-setosa
+94,5.51746571839814,2.5177917380612107,3.9266571618733463,1.1147368207954007,Iris-versicolor
+95,4.902553887088194,3.1082503666843815,1.6269649676452183,0.10000010435389232,Iris-setosa
+96,5.017369764546463,3.446017971647238,1.5849763071181155,0.39582600270632945,Iris-setosa
+97,6.7602956795522005,3.1748439666760784,5.974457857107973,2.3001552735499424,Iris-virginica
+98,5.469379156240418,2.3759385835520694,3.7930492796321755,1.1019815241584952,Iris-versicolor
+99,6.095172715251835,3.0,4.599009140854323,1.3940126421245498,Iris-versicolor
+100,4.795273728451836,3.0,1.3866319575119919,0.34315355932890335,Iris-setosa
+101,6.701812929364823,2.499079493872193,5.8483673163546745,1.799730782543908,Iris-virginica
+102,6.677095058707384,3.2867627426736106,5.672897712741641,2.5,Iris-virginica
+103,6.318107404713428,3.4092107522963597,5.578085877357144,2.39808707024551,Iris-virginica
+104,6.717735384090159,3.2884000041191532,5.667880301084676,2.4999995917919575,Iris-virginica
+105,6.046447900849133,2.2000003529602274,4.9775717558307875,1.4778594629900694,Iris-virginica
+106,7.093190307001177,3.0,5.971470069752981,2.099450921204896,Iris-virginica
+107,5.491028046918482,4.199966670327198,1.4285915764789145,0.2128410251139214,Iris-setosa
+108,6.546976637735215,3.0,5.494312742066482,1.8061572765606613,Iris-virginica
+109,5.611874252323313,2.492433721999394,3.940595320970691,1.1168998913689818,Iris-versicolor
+110,6.020209632296357,2.70986341609909,5.074464167201166,1.578333141840183,Iris-versicolor
+111,6.3106739227203805,2.4823521468050163,4.9462229526016674,1.49217616244729,Iris-versicolor
+112,5.500234517776445,4.2,1.404271866533222,0.20284848543854783,Iris-setosa
+113,5.976381926527737,2.7516703986648827,5.073425630757084,1.8228181887020802,Iris-virginica
+114,5.9056450681350405,3.0,4.329860680472534,1.4925760872022251,Iris-versicolor
+115,5.412954905874751,3.4065476176117504,1.6788594446370588,0.20241083859278083,Iris-setosa
+116,4.8161926156123895,3.0,1.4009592449427788,0.2987699575348588,Iris-setosa
+117,5.642818985497955,3.7668221911299224,1.7027559886858261,0.35666427769153325,Iris-setosa
+118,4.8017302774499955,3.0,1.3993552236539533,0.32096064185582807,Iris-setosa
+119,4.806916750002488,3.0,1.3949701049666918,0.2842977408754549,Iris-setosa
diff --git a/iris/tab_ddpm/6_2/21/test.csv b/iris/tab_ddpm/6_2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/21/train.csv b/iris/tab_ddpm/6_2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/21/val.csv b/iris/tab_ddpm/6_2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/22/synth.csv b/iris/tab_ddpm/6_2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ec5a49a881cdf2f0a9cc682d222e171a974da044
--- /dev/null
+++ b/iris/tab_ddpm/6_2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2970773132802575,2.70291176961997,4.883911568406662,1.799832453142495,Iris-virginica
+1,5.862364263769658,2.866921021323142,4.551650960173561,1.35266873472206,Iris-versicolor
+2,5.108511075738917,3.2956714640926714,1.7563083233041217,0.5984394916261584,Iris-setosa
+3,5.835182817830863,3.190363118764606,4.842109401470467,1.7923156986920765,Iris-versicolor
+4,6.27656766298576,2.3101816663355823,4.36895325271177,1.2935892216425506,Iris-versicolor
+5,6.570983267491814,2.5790262794166887,5.60750360975987,1.8101813514675575,Iris-virginica
+6,5.411718373975123,3.909757941718752,1.6836061836842986,0.4396325697791861,Iris-setosa
+7,5.688346561803331,3.7955485459491647,1.7816332172334952,0.34823536872183675,Iris-setosa
+8,6.132947717132993,2.8197894277477755,4.672349275474938,1.1885021172988501,Iris-versicolor
+9,6.669125239119545,3.2987560379807888,5.69813184896364,2.0982500974457854,Iris-virginica
+10,5.8986724239165484,2.8405000869658275,4.534229613748141,1.3835806614522184,Iris-versicolor
+11,5.894020174271489,3.0,4.297411406033589,1.5192306979063912,Iris-versicolor
+12,5.395074017643166,3.0,4.483042471585041,1.4939230543251065,Iris-versicolor
+13,6.118423119926404,2.6033600862493684,5.6065662215288885,1.3844329745456165,Iris-virginica
+14,5.119782784024262,3.511012123744349,1.39474771125517,0.2997603964334979,Iris-setosa
+15,5.999767219306565,2.6879872440297152,5.128272788199606,1.5936286957075008,Iris-versicolor
+16,4.88134124809335,3.0821243062988626,1.4909361363072173,0.1000000944439187,Iris-setosa
+17,6.720541163518101,3.0,4.986657763695696,1.7144175187654596,Iris-versicolor
+18,6.758704308957375,2.8059422712333943,4.763963102774883,1.4031727612865945,Iris-versicolor
+19,5.539368957183708,2.5923330270770015,4.176784034716681,1.1999712026956941,Iris-versicolor
+20,6.5071637562965625,3.0,5.483215957972574,1.7981351416168698,Iris-virginica
+21,5.192393134520168,2.699177407083962,3.923375075826741,1.4127026119997939,Iris-versicolor
+22,6.7926786526623175,3.195747438008848,5.8469221889910505,2.3107760402403437,Iris-virginica
+23,6.520659579025896,3.1947251318927656,5.1008571107232905,1.9973672727018914,Iris-virginica
+24,5.297849420919737,2.463799862927655,3.363090057231373,1.1049797112986446,Iris-versicolor
+25,6.0198687116401945,2.697308538916408,5.063529103516968,1.502952385347314,Iris-versicolor
+26,6.706121211735427,3.288976203425291,5.74310114966414,2.5,Iris-virginica
+27,4.810068518590828,3.0,1.389656977880833,0.10000014629302764,Iris-setosa
+28,6.7133603464869305,3.2988700683841583,5.847357642635114,2.5,Iris-virginica
+29,4.580057696696226,3.400854024550221,1.3890020881502823,0.2992093477447233,Iris-setosa
+30,6.678653129558481,3.0,4.9885616275541125,1.703115560691458,Iris-versicolor
+31,5.746186652301988,2.822925406903974,4.443379858756663,1.3843995324669909,Iris-versicolor
+32,6.002392263302541,2.688976179951993,5.10213677408178,1.6073647772138224,Iris-versicolor
+33,5.365240796561396,3.397058794904623,1.6007883271511685,0.202752191453685,Iris-setosa
+34,6.714284072622467,3.296293986501027,5.700287472958328,2.092898730455256,Iris-virginica
+35,5.574724465998874,3.0,4.129573250844906,1.2845224998213882,Iris-versicolor
+36,5.605029758008872,2.9400083357372417,3.610995449580735,1.3378661875249882,Iris-versicolor
+37,6.443028325499925,2.649344903703354,5.389796712127045,1.8932287608920557,Iris-virginica
+38,6.8869019282550505,3.0905129866876537,5.09563832685449,2.2997170505010898,Iris-virginica
+39,4.607783703199357,3.4009643228458115,1.3976797534044005,0.29900730018238075,Iris-setosa
+40,5.597373763032858,2.540133203124667,4.116475683082661,1.128220318140496,Iris-versicolor
+41,5.682102688552184,2.8065974400253375,4.442777804895979,1.3016301656891192,Iris-versicolor
+42,6.654850238991376,3.0,4.974449872906058,1.7257398242981665,Iris-versicolor
+43,6.017202957161266,2.932861557935027,4.482659957330808,1.4745827668212537,Iris-versicolor
+44,5.99787076477104,2.7082409207316482,5.0907471745329085,1.584418268105334,Iris-versicolor
+45,5.475621005988415,3.0,4.404001526966665,1.4735240155070268,Iris-versicolor
+46,5.29427479657237,3.6801556092905536,1.525043563347547,0.20077783623802883,Iris-setosa
+47,5.525063559845861,2.423219846507911,3.8755545482197333,1.0890950932504753,Iris-versicolor
+48,6.315384178799467,2.4863681521108583,4.912265868845964,1.4996087992766407,Iris-versicolor
+49,6.303077969804482,2.9043710597743306,5.569788931212987,1.792722267285167,Iris-virginica
+50,5.903131957937301,3.200039482623462,4.818844596607783,1.7970650899070095,Iris-versicolor
+51,6.278119981396898,3.389007846290723,5.622319587578419,2.392949547995889,Iris-virginica
+52,5.666974322227364,2.4744110525542515,4.998790808981099,1.971444739346637,Iris-virginica
+53,4.99386959425868,3.399083887365927,1.803714496950613,0.3716718746792326,Iris-setosa
+54,4.9906204433957795,3.2807176383772423,1.3865353311579776,0.19566076455503556,Iris-setosa
+55,5.7372084986622784,2.5379299904246073,5.023124247838565,1.985790618515209,Iris-virginica
+56,5.911913187288059,3.0,5.10283321557477,1.8001807964977983,Iris-virginica
+57,4.897757442377662,3.0,1.3977944524540926,0.20056285106876212,Iris-setosa
+58,6.0283263598667975,2.8402378491027442,4.550471528123412,1.396137861226048,Iris-versicolor
+59,6.677934500469643,3.306071770059045,5.689004190106358,2.5,Iris-virginica
+60,6.310069593809066,2.7124453159352564,4.88933022403882,1.7968340050777765,Iris-virginica
+61,5.653007388652929,3.0,4.1073454309007085,1.3412157706838501,Iris-versicolor
+62,5.162249433822835,3.7782663212962637,1.4979589396414825,0.2010964466188033,Iris-setosa
+63,7.690716885970054,2.593785690461132,6.8999987400168905,2.3013019641088808,Iris-virginica
+64,6.719349435405548,3.29819232779221,5.7008868294692725,2.08575272513389,Iris-virginica
+65,5.685418546350011,2.474739184602709,4.976049061831839,2.0146453536550393,Iris-virginica
+66,6.677056846934444,2.4934200145456726,5.789435937399542,1.7919037253525534,Iris-virginica
+67,5.647604563943925,2.7464255692275916,4.46169721546501,1.2932257344111415,Iris-versicolor
+68,4.9236097947547535,3.0213745902553137,1.4088765605251852,0.21367458029681327,Iris-setosa
+69,5.384254386138392,3.7238213912903637,1.524452718125577,0.2088829737371622,Iris-setosa
+70,5.97178661698775,2.705354271988121,5.108058729486026,1.5984090994825704,Iris-versicolor
+71,4.508359666711198,2.318461202959239,1.299172962964005,0.29941706601580953,Iris-setosa
+72,5.79655558091636,2.802424259116961,5.123008817126113,2.3991640724775642,Iris-virginica
+73,4.497818407579127,2.308685667774725,1.293947068995704,0.29587894029737394,Iris-setosa
+74,5.551680172205126,2.461740742117443,3.8721362791129903,1.096267709375427,Iris-versicolor
+75,4.862642414854467,3.0,1.4437439525244504,0.10000010395432098,Iris-setosa
+76,6.7689700831442705,2.8097969923922816,4.830826802362816,1.411224027093321,Iris-versicolor
+77,6.8588062463104125,3.20359108174246,5.7666576772961635,2.304157365263368,Iris-virginica
+78,5.318199369499363,3.399070201861259,1.716246305853712,0.19891463661489134,Iris-setosa
+79,4.4,2.8965961656691093,1.372935677625547,0.19615016491914636,Iris-setosa
+80,5.108486678735018,3.518357617581831,1.408867770538358,0.32083643733553663,Iris-setosa
+81,5.543386793012047,2.7207263945116296,4.367882451695888,1.3069243345767465,Iris-versicolor
+82,6.810450303623866,3.1653225837401693,5.825452439555052,2.29998959839435,Iris-virginica
+83,4.794783585786668,3.0,1.4066667651879363,0.1,Iris-setosa
+84,6.797213144978984,2.788961936196185,4.826427182789887,1.3918031549657999,Iris-versicolor
+85,7.899998356592512,3.7358645820256724,6.401130900786043,2.000249674336482,Iris-virginica
+86,5.699201009884175,2.7957319628863777,4.397445590622405,1.3185244277871113,Iris-versicolor
+87,6.916390009116778,3.2064342389717986,5.740289528944835,2.2963694766242893,Iris-virginica
+88,6.036830185033363,2.2,5.005948587856831,1.4928074351634675,Iris-virginica
+89,5.5685206570887225,2.7487407823944743,3.8690223415712666,1.3054604830214263,Iris-versicolor
+90,4.8252646753441475,3.0,1.38929837518734,0.10000009850881614,Iris-setosa
+91,6.314301626946903,3.3131491110409796,4.699058109121485,1.5987641855234684,Iris-versicolor
+92,5.88261504940041,3.0,4.194761393638323,1.4977760234524298,Iris-versicolor
+93,4.8242749162650505,3.0,1.396033518059671,0.36984215651582636,Iris-setosa
+94,5.938562037452325,3.0,5.041059789470458,1.8055184765092103,Iris-virginica
+95,6.285853299763073,2.688239156290699,4.899914159300325,1.7894338246320698,Iris-virginica
+96,4.847872119053879,3.0,1.4024166618910514,0.20389964584573567,Iris-setosa
+97,4.607636683829619,3.395161137746948,1.3990509006875642,0.33691032068010457,Iris-setosa
+98,6.782028018782125,3.0,5.364644287889976,2.157080591366442,Iris-virginica
+99,6.062834663768976,2.94662651410396,4.617504711277712,1.358205732431689,Iris-versicolor
+100,6.871338384144568,3.0,5.497178698907643,2.115754544599429,Iris-virginica
+101,4.808200083373706,3.0,1.401174260166384,0.1,Iris-setosa
+102,5.004708843584185,3.1698957401048204,1.2000001911644629,0.20796224310559566,Iris-setosa
+103,5.88539755734755,3.0,4.260130292773828,1.49839839472174,Iris-versicolor
+104,5.140287304666429,3.7706813622606883,1.4997018368172919,0.1947570942744747,Iris-setosa
+105,5.586655865927259,2.6874149563838925,4.452682732821404,1.227863465152716,Iris-versicolor
+106,6.309909664194408,2.476652278095063,4.888596991961326,1.4944988954662466,Iris-versicolor
+107,6.67120146087685,2.4593699941809857,5.783197239756428,1.8070828736648195,Iris-virginica
+108,5.582129957008516,3.0,4.067718977587362,1.302488939781704,Iris-versicolor
+109,4.907624679510115,2.3957593642351425,3.3046303576719303,1.033235086696845,Iris-versicolor
+110,6.528453882747707,3.0,5.807586821055753,2.216444133466809,Iris-virginica
+111,5.49648082667495,4.2,1.3964872832174133,0.2032227015301321,Iris-setosa
+112,6.001732136402953,2.2000002876027387,5.01394249160415,1.5095795601023703,Iris-virginica
+113,6.860869040911266,3.1978593533928397,5.826145025423583,2.2897805176264505,Iris-virginica
+114,7.899998410670868,3.8152367559463163,6.340565819503306,2.0319312225704245,Iris-virginica
+115,6.705408355501611,3.2909832983658833,5.68088936463223,2.4999996110028,Iris-virginica
+116,6.643036415064871,3.333305698666122,5.684824884360176,2.106873496593417,Iris-virginica
+117,5.531506504519674,2.6494271695983893,4.413871550901889,1.2234251820660544,Iris-versicolor
+118,5.789291627642582,2.7344759617162557,5.114487068733548,1.87841266271028,Iris-virginica
+119,4.891969519089737,3.0938560302570033,1.4950008516944095,0.10000009894555278,Iris-setosa
diff --git a/iris/tab_ddpm/6_2/22/test.csv b/iris/tab_ddpm/6_2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/22/train.csv b/iris/tab_ddpm/6_2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/22/val.csv b/iris/tab_ddpm/6_2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/23/synth.csv b/iris/tab_ddpm/6_2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5a0ef857b1ed442098706a181f9978577a0e562e
--- /dev/null
+++ b/iris/tab_ddpm/6_2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.031140486533226,2.702521394589048,5.096073758754279,1.6079784154554353,Iris-versicolor
+1,6.020422458687102,2.978037276183648,4.404312862869786,1.4928563025972172,Iris-versicolor
+2,6.73011335877174,3.3054923532545377,5.687329774996058,2.5,Iris-virginica
+3,5.276825935308748,2.540026925665701,3.635094793555967,1.2027809632619744,Iris-versicolor
+4,7.331184684375641,2.8945134200670233,6.3395781648115,1.798339901944139,Iris-virginica
+5,5.9176164847877715,3.2124108703723357,4.796326799769078,1.8054826818478766,Iris-versicolor
+6,5.436405145293059,3.88477166516522,1.707312404460021,0.3566647303578483,Iris-setosa
+7,6.492222070283649,3.1849601823299265,5.096210080995742,1.9840951462558185,Iris-virginica
+8,5.681252430390477,2.4843196956721805,5.016952848287625,1.9975197967376617,Iris-virginica
+9,5.441698194004611,2.4066839824037674,3.7857121189087075,1.0637759026064297,Iris-versicolor
+10,5.228855635591446,3.350944544609192,1.4995787248192407,0.4578675870959007,Iris-setosa
+11,5.397825930732588,3.0,4.567730500346698,1.4811043044085388,Iris-versicolor
+12,6.297816449121233,2.292615379162389,4.385872704785326,1.2976447502582875,Iris-versicolor
+13,5.17763696081496,3.4083083232169678,1.6926916871029187,0.1986505075884043,Iris-setosa
+14,6.7697054369732825,2.7805276466463456,4.80019094712808,1.399449085117292,Iris-versicolor
+15,6.054728814690596,2.200000304173831,5.007011597244348,1.5183207830106984,Iris-virginica
+16,6.6857826943932634,3.2976438919016022,5.692676551447956,2.09604013029848,Iris-virginica
+17,4.905563032783183,3.2735932987175804,1.3899807010083134,0.19745621383627412,Iris-setosa
+18,6.69213719860616,3.0,4.9913204904941475,1.7124198068522138,Iris-versicolor
+19,6.406394318125515,2.699635577062146,5.19210089734287,1.8875543706587263,Iris-virginica
+20,6.797931245587805,2.8016157681459286,4.799397080641034,1.4042726379151464,Iris-versicolor
+21,5.697289162113041,2.772057435455669,4.395449093927709,1.3388991080489918,Iris-versicolor
+22,4.810430357711835,3.0,1.4006097459370028,0.29234256444192586,Iris-setosa
+23,5.214338246406336,3.475873006150053,1.49245498707782,0.1949482888438724,Iris-setosa
+24,5.140894517872562,2.559226654179543,3.337565374581184,1.2209449580487017,Iris-versicolor
+25,6.675019042422359,3.291121780971077,5.68941402881679,2.093631459697097,Iris-virginica
+26,6.690387008161332,3.0,4.97269201425766,1.6837378792446953,Iris-versicolor
+27,6.784628044915208,2.815980089233617,4.767970166082521,1.3833703985156576,Iris-versicolor
+28,6.060706238172737,2.823240171369582,4.605584042643974,1.2740839222804825,Iris-versicolor
+29,6.584853955395871,3.0,5.719025715371249,2.1735143411806592,Iris-virginica
+30,4.4,2.8866606258244283,1.3945382708057652,0.2054622741754775,Iris-setosa
+31,5.103530486857814,3.4940768119280063,1.3926814731740838,0.3293264917677055,Iris-setosa
+32,4.596868839811331,3.3166578675015654,1.4120992035398348,0.2603676940478462,Iris-setosa
+33,6.414318470103519,2.903084215903141,4.263791067976497,1.292669270864555,Iris-versicolor
+34,6.704732179067415,3.2955628254224743,5.7298696537894145,2.4999995278758136,Iris-virginica
+35,6.896232131968749,3.1147861295475927,5.095203385862441,2.3115150867542735,Iris-virginica
+36,5.024157459821096,3.500743251681449,1.5332428320537306,0.40687286671358147,Iris-setosa
+37,4.988654620504835,3.2060246448881524,1.2000001947874421,0.19955200555864883,Iris-setosa
+38,6.900273246191628,3.1959318298829844,5.671063051550084,2.301082344283755,Iris-virginica
+39,4.888678156185787,3.0831999571648927,1.4996423792741789,0.10000009089662615,Iris-setosa
+40,5.499714803966342,4.2,1.386865679320836,0.19441738022579325,Iris-setosa
+41,5.649219062022291,2.7362780886786426,4.407332983625576,1.2988995628355389,Iris-versicolor
+42,5.2249736707300425,3.8295420622698617,1.5580181387103422,0.43519386566838514,Iris-setosa
+43,5.127189064016565,3.549539186626708,1.5372136196966102,0.19901136207511072,Iris-setosa
+44,4.602558800691136,3.397027421705523,1.4025763364779162,0.2991622218003559,Iris-setosa
+45,5.996544323869959,3.0,4.882592151948458,1.7947535222536095,Iris-virginica
+46,5.881411663856281,3.196974328946374,4.806086589515589,1.801783886855025,Iris-versicolor
+47,5.4464638753266374,2.6973322520321936,3.631118565896689,1.257883191992852,Iris-versicolor
+48,4.500752934731622,2.3056071497469417,1.3063619397273898,0.3065876948175805,Iris-setosa
+49,6.695893938258029,3.0,4.99374548605531,1.6715668835755686,Iris-versicolor
+50,5.934661207342318,2.8423974645872057,4.433247362418799,1.4205286001424304,Iris-versicolor
+51,6.3139990361599505,3.3961797704557033,5.5989705306803295,2.4014144668615653,Iris-virginica
+52,6.395023061722379,2.7175736154821286,5.289487097611586,1.8843692832352426,Iris-virginica
+53,4.4993982510116455,2.293364409486364,1.2955563715120124,0.29748277303055637,Iris-setosa
+54,6.704628764985968,3.2798172716117464,5.810061280693208,2.499999593409619,Iris-virginica
+55,5.925433294460202,3.0,4.851233389521878,1.7966581928820082,Iris-virginica
+56,5.736697438247024,2.6138485754065504,5.071236269486261,1.9218507248006254,Iris-virginica
+57,4.595679405961359,3.2070322542626166,1.4003987581773945,0.20601270959319753,Iris-setosa
+58,4.50276334484568,2.309785934280053,1.2972853893595067,0.294680440092686,Iris-setosa
+59,5.9750891677858915,2.700659740838465,5.082036105684738,1.6196210920998795,Iris-versicolor
+60,6.026271479114494,3.0,4.816020599169518,1.8023132972113507,Iris-virginica
+61,6.026964834390302,2.7077943025100972,5.101686455865199,1.6109349218520663,Iris-versicolor
+62,6.512652392378168,3.0,5.468831498113257,1.7924148550349384,Iris-virginica
+63,6.684700923355134,2.5019219728316826,5.7256970951156525,1.7997674485939636,Iris-virginica
+64,6.26496720977412,2.5535473488736855,4.977924936517927,1.5613901703001047,Iris-versicolor
+65,6.0039535827673465,3.0,4.773540438528767,1.7969698119489765,Iris-virginica
+66,5.109274371060843,2.4919616870065187,2.8838133902054057,1.0821592960313666,Iris-versicolor
+67,5.103678903579692,3.801459438358635,1.567380108278697,0.20280333614082607,Iris-setosa
+68,7.696925779564313,2.6183377601557947,6.8999987196082095,2.2920543392414006,Iris-virginica
+69,4.608044626527646,3.4021094216885968,1.3993182777533324,0.34115572970555974,Iris-setosa
+70,7.337476939899561,2.8900476614875883,6.319528187326419,1.8090099985383556,Iris-virginica
+71,5.692599689840236,2.512414737233876,5.007532949167626,1.9970014796550952,Iris-virginica
+72,6.024188506826883,2.883985890394607,4.550535249918008,1.5074383180326814,Iris-versicolor
+73,6.128908284988311,3.0,4.590610068081067,1.4169088920416504,Iris-versicolor
+74,4.873149084664834,2.3835661984035044,3.343674501282477,1.0489511318975249,Iris-versicolor
+75,5.844334683561628,2.815399970845115,4.571842700673593,1.346969572492261,Iris-versicolor
+76,6.796071572918493,3.192560643763375,5.909709129919592,2.307164325038457,Iris-virginica
+77,4.796100008315002,3.0,1.3939190415939429,0.3485108166043208,Iris-setosa
+78,6.411439179531456,2.902937216465549,4.2890986112438165,1.3048028427929121,Iris-versicolor
+79,5.423151441732053,2.735260747290116,4.237582676564315,1.35039587419335,Iris-versicolor
+80,6.112551308108477,3.0,4.633814862378172,1.406268978558251,Iris-versicolor
+81,6.096791098077192,2.608537692289316,5.58056453603116,1.414321434472029,Iris-virginica
+82,6.485033781747615,3.0,5.825524971137486,2.2075270761660786,Iris-virginica
+83,5.545325646283157,2.6449493655819687,4.353314554551829,1.2615466011071077,Iris-versicolor
+84,5.560706139809939,3.0,4.261628058821365,1.3023941611310221,Iris-versicolor
+85,6.685044249161533,3.3069484932125723,5.626768011258799,2.1578195351996188,Iris-virginica
+86,4.790846000668196,3.0,1.4009463747583968,0.2959955697664264,Iris-setosa
+87,4.870713536403147,3.2784805036582085,1.4056338395701047,0.199659277006902,Iris-setosa
+88,5.884258094997833,3.1956897997050304,4.830698760846677,1.8014918387656813,Iris-versicolor
+89,6.864069394383053,3.197993150922107,5.7998038460603425,2.2898108447275805,Iris-virginica
+90,6.7204301438149265,2.501032270356762,5.83089080765171,1.800012741553373,Iris-virginica
+91,6.771082821378793,3.0,5.580478681732014,2.082446001311369,Iris-virginica
+92,5.990176023543688,2.9101949772110443,4.49506098819366,1.4970573494037824,Iris-versicolor
+93,6.01141876615233,2.2,5.0268918787323935,1.4966757644711322,Iris-virginica
+94,5.192935860398514,3.8023555196716816,1.5092250658507242,0.4959194432714834,Iris-setosa
+95,4.796218755587242,3.0,1.3946962084664336,0.1,Iris-setosa
+96,5.752020477486333,3.0,4.274385016392728,1.3566672027886055,Iris-versicolor
+97,5.61389505464066,2.699679811332459,4.436658650452874,1.266983054673204,Iris-versicolor
+98,5.969571693466306,3.0,4.813688702480797,1.8033827037431809,Iris-virginica
+99,6.880444546465813,3.0,5.52878637977203,2.0890357966583752,Iris-virginica
+100,6.553497345410685,3.1896648856573204,5.143230980582952,1.9633310628203702,Iris-virginica
+101,7.090855835273661,3.0,5.8991938819395715,2.0890829850951227,Iris-virginica
+102,6.689682413157535,3.296847254192835,5.662428611188623,2.5,Iris-virginica
+103,6.000947787096039,2.8773977823668524,4.647912171898637,1.4919351860596235,Iris-versicolor
+104,5.493208436145556,3.8890837868000254,1.7484301106412157,0.3205455649266359,Iris-setosa
+105,6.707994540719199,3.2899179021422875,5.700665002777246,2.0815125791610805,Iris-virginica
+106,6.746399811232756,3.3285027855168106,5.7633208143310215,2.5,Iris-virginica
+107,5.240387047683694,3.7786258775537895,1.5609807214806712,0.20868970744255397,Iris-setosa
+108,7.358759083730069,2.896036565527079,6.323456770649632,1.8039032543157478,Iris-virginica
+109,6.303538413499732,2.689387023451172,4.90248900127587,1.7982141748257445,Iris-virginica
+110,5.007158891263693,3.3101692199932446,1.4012585059045186,0.20470873430436246,Iris-setosa
+111,5.961801923107225,3.2177391772702975,4.809082183442974,1.7929850136240233,Iris-versicolor
+112,5.029861628952987,3.3306128558643775,1.4044490886421022,0.20554906245056437,Iris-setosa
+113,6.013231958600102,2.6989440813639325,5.107414157103423,1.6012682710463033,Iris-versicolor
+114,6.774631839574936,3.046246243326845,5.322754279672995,2.233448471414882,Iris-virginica
+115,5.0677260883424395,3.3979341241605985,1.508369849085481,0.20254464134495215,Iris-setosa
+116,5.774287183763159,2.807629849191343,5.076809304257311,2.397532346722818,Iris-virginica
+117,5.656305908865502,3.7195663109698485,1.6487667359432445,0.28765561046040916,Iris-setosa
+118,5.221397775696765,2.700908721635654,3.8893078391032274,1.4050108025987411,Iris-versicolor
+119,5.453791091613782,3.0,4.398246791481063,1.4464375630339315,Iris-versicolor
diff --git a/iris/tab_ddpm/6_2/23/test.csv b/iris/tab_ddpm/6_2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/23/train.csv b/iris/tab_ddpm/6_2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/23/val.csv b/iris/tab_ddpm/6_2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/24/synth.csv b/iris/tab_ddpm/6_2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5b9aaf439e783b3fb2339418d0d22686e3d89cb1
--- /dev/null
+++ b/iris/tab_ddpm/6_2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.597510378663983,3.403179742524383,1.403309036093191,0.29695947147335655,Iris-setosa
+1,5.414178598779982,3.0,4.476717937583956,1.469689440709561,Iris-versicolor
+2,6.796972400156039,3.1693011467694228,5.76510517682167,2.2961929023066916,Iris-virginica
+3,5.711701152371274,2.5063837660264907,4.9937748412245275,1.9772909193274602,Iris-virginica
+4,5.386420862543299,3.0,4.4929811178547086,1.4987364815848239,Iris-versicolor
+5,4.99095306774392,3.28588226742426,1.3979929132636886,0.19934197094847086,Iris-setosa
+6,5.704394085489246,2.5127731492366525,5.006444389177212,1.9804719033539329,Iris-virginica
+7,7.899998780261155,3.827361515582749,6.412688186405512,2.0162603296420025,Iris-virginica
+8,6.785041777647608,2.8037904962940554,4.7543387311005825,1.4051890793684103,Iris-versicolor
+9,5.878389717864059,2.910489568654028,4.4901472948279215,1.3945568712723526,Iris-versicolor
+10,5.5227492527140205,2.456283491184236,3.8112915451835097,1.096194323641987,Iris-versicolor
+11,5.596681883824526,2.8987530986477608,3.5699695649582677,1.2915960781229532,Iris-versicolor
+12,6.083733501650408,2.6191617332529495,5.070990932264702,1.5852124450691245,Iris-versicolor
+13,5.6573482060489795,3.0,4.059407808108523,1.3285191395181803,Iris-versicolor
+14,7.676455957188957,2.6103772647590597,6.89999865561794,2.279980407678047,Iris-virginica
+15,5.768879345452574,3.0,4.253961466982611,1.4080139834783836,Iris-versicolor
+16,6.590744619143846,3.0,5.53407840441971,1.9397763096459664,Iris-virginica
+17,5.514028389061709,2.606620318825984,4.119136585754369,1.217270657180237,Iris-versicolor
+18,4.968708119102906,3.2813814744709457,1.4011422750798321,0.2047008691328073,Iris-setosa
+19,5.996122209764376,3.0,4.816854483735894,1.7954669586796705,Iris-virginica
+20,4.992022992579696,3.2089789087704688,1.2,0.19611698881335327,Iris-setosa
+21,5.784333080408755,2.78707522183721,5.09418771242602,2.3981998974611907,Iris-virginica
+22,6.1063745331474575,3.0,4.60162964945353,1.4098864700097973,Iris-versicolor
+23,4.788913124079754,3.0,1.400934791030104,0.3327494394591297,Iris-setosa
+24,5.266537287622135,2.4153636615257223,3.3906480378951587,1.1088599854239116,Iris-versicolor
+25,5.543279646753166,3.6715962065296788,1.5633683793243116,0.3073213168573929,Iris-setosa
+26,4.867327914281462,3.0,1.3868282739138045,0.21577371171864973,Iris-setosa
+27,5.139344659163635,3.6462443023824007,1.4969655416301504,0.324380917230152,Iris-setosa
+28,6.705989528842498,3.305512992230911,5.689814140092641,2.4999995402373596,Iris-virginica
+29,4.4,2.9205046266818266,1.389059431355079,0.20280959571286902,Iris-setosa
+30,5.147324187938398,2.616460864497905,3.5253025380956076,1.3016460356386224,Iris-versicolor
+31,4.900472762263468,3.0917893904363685,1.4931941257768795,0.1,Iris-setosa
+32,6.545970850916341,3.0,5.4730028646856095,1.8054082007726269,Iris-virginica
+33,5.086928037956096,3.7945131287737097,1.504294345974012,0.20420873284523736,Iris-setosa
+34,6.707437435524251,3.3091866160074628,5.7844707895929615,2.5,Iris-virginica
+35,5.594430208376606,3.0,4.078222055190638,1.3066084497285289,Iris-versicolor
+36,5.553676612778212,2.4996206961422303,3.880899501913573,1.1136192497213797,Iris-versicolor
+37,5.476438641556934,4.199999137675644,1.3958019162532276,0.20350260164145878,Iris-setosa
+38,5.92823293353973,3.0,4.227616473406737,1.5414619564312606,Iris-versicolor
+39,6.003882818509735,2.6911857561839856,5.100005597063199,1.608478445656983,Iris-versicolor
+40,7.117076753180602,3.0,5.9269163982375925,2.0711499627926435,Iris-virginica
+41,5.962610842297956,3.0,5.0970008121268915,1.803068379779465,Iris-virginica
+42,6.014276299520325,3.0,4.768268407518558,1.8006449200504797,Iris-virginica
+43,5.523661103545709,2.436625317972638,3.7844394357125766,1.0861858875330765,Iris-versicolor
+44,6.022659358579049,2.2,4.988182917926725,1.537194506520404,Iris-virginica
+45,5.948412934708009,3.0,4.313259090321635,1.5339418664604592,Iris-versicolor
+46,4.888126880828642,3.107719377582769,1.6000761088933668,0.1,Iris-setosa
+47,4.902100503855611,3.0,1.396487332596309,0.2033947885911369,Iris-setosa
+48,6.306393384146937,2.907980545693575,5.581060400849399,1.795419308848047,Iris-virginica
+49,7.688421858953406,2.601715208567767,6.8999987591228065,2.2949915752422663,Iris-virginica
+50,6.28230219638413,2.5186376135319346,4.97246141662204,1.5026336962352351,Iris-versicolor
+51,5.105182441804995,3.475050968194119,1.40060673581424,0.30181965098932506,Iris-setosa
+52,5.078483658326142,3.5386413434858555,1.4390554789170866,0.30786803969625637,Iris-setosa
+53,6.938650978966805,3.1232330997659417,5.0922693976669295,2.3093179085127082,Iris-virginica
+54,5.903153480794222,3.182316765234951,4.8102226466108835,1.8014302122461008,Iris-versicolor
+55,6.790740645247052,3.0,5.509839401475333,2.0951836327309117,Iris-virginica
+56,5.534967318937941,2.4286268212078523,3.85680013928323,1.0872066650457886,Iris-versicolor
+57,5.6669231507358075,2.8727316464838775,4.342035870068097,1.2766577402102999,Iris-versicolor
+58,6.0135949384301695,2.200000395288907,4.976542818342758,1.4968579270162299,Iris-virginica
+59,6.004668458248097,2.700095399429326,5.10901551584412,1.599923870713075,Iris-versicolor
+60,5.097025398092062,3.4900204879577577,1.3969278279494282,0.2988569853004805,Iris-setosa
+61,6.296138590429053,3.3085325805702186,4.693867960859966,1.6282151726319585,Iris-versicolor
+62,6.293838763034265,2.6866678783511473,4.900171869187378,1.8024060387801633,Iris-virginica
+63,6.304281298599415,3.302100662773347,4.72539725877957,1.6186568511330357,Iris-versicolor
+64,4.879541141493329,2.423066614721033,3.281196438831318,1.0269395437254134,Iris-versicolor
+65,5.9965402210392185,2.9348126395011427,4.4696099632489865,1.4916155845814774,Iris-versicolor
+66,4.898814617462777,3.116232691447605,1.4968417319624898,0.10000010939960273,Iris-setosa
+67,5.561876026247194,2.5780159932211673,4.131998148463481,1.229294868681246,Iris-versicolor
+68,6.258440177041363,3.0,4.675979512474144,1.4480059313423292,Iris-versicolor
+69,4.777712011539425,3.1668230830676265,1.3930195182931335,0.19671087133721657,Iris-setosa
+70,5.5808822878540285,2.46634815736314,3.922629650370186,1.0829911959576244,Iris-versicolor
+71,4.7955835571085395,3.0,1.4023611741382729,0.3272352880183227,Iris-setosa
+72,5.624423111587476,3.7481047121610653,1.6618577721928587,0.35013084282690715,Iris-setosa
+73,6.684505019712039,3.300169927327136,5.6681762348305345,2.5,Iris-virginica
+74,6.712182288262048,3.2969813132006793,5.734704106952558,2.5,Iris-virginica
+75,6.271147488102127,2.895121577610103,5.586857903733329,1.7999692252562007,Iris-virginica
+76,6.443703903394928,3.1645568079766218,5.131277411756836,1.974430091484625,Iris-virginica
+77,5.91061651743462,3.2040718434740776,4.806895029413162,1.8028747667164475,Iris-versicolor
+78,5.347563359091672,3.391644573338422,1.5236690747386419,0.4742049122718824,Iris-setosa
+79,6.436231020097756,3.0,5.733886603844314,2.154659827331884,Iris-virginica
+80,4.903835740140154,3.0,1.4002531185621294,0.19761309536589028,Iris-setosa
+81,6.815745410586559,3.2062952903940953,5.900748138375428,2.302809113716172,Iris-virginica
+82,5.03343492393252,3.49357318035152,1.5534616512186092,0.3937378251699264,Iris-setosa
+83,5.586119121484615,2.4754748200540484,3.752038799168143,1.1222331176502036,Iris-versicolor
+84,5.707820210110918,2.5592853071305535,5.036032390369911,1.9668616293805645,Iris-virginica
+85,5.574861776334011,2.6519834664525974,4.289733402561185,1.284752802547058,Iris-versicolor
+86,4.971526977256889,3.2956049142329213,1.3875866244953323,0.1968497457387508,Iris-setosa
+87,5.170633907108803,2.678482664394072,3.9400215820056874,1.383824505591109,Iris-versicolor
+88,5.393840727759699,3.0,4.446189364392598,1.4751927105260207,Iris-versicolor
+89,6.30335037267376,2.3012701338732353,4.385259046827971,1.2988157674288057,Iris-versicolor
+90,6.024556885487375,2.700362284823022,5.1008546594174735,1.5853213689224708,Iris-versicolor
+91,5.460666584275784,3.4221514779691313,1.578283080825768,0.40795487501392463,Iris-setosa
+92,6.573910989230316,3.1839391353088655,5.106799681925842,2.0223455938195816,Iris-virginica
+93,5.099730642162183,3.2973961947830976,1.6632705943665356,0.4556128067405071,Iris-setosa
+94,5.895877193846159,3.0,5.112487852921462,1.7934514897367564,Iris-virginica
+95,5.24846936740376,2.6994200817173555,3.6086219938040025,1.3855368938422379,Iris-versicolor
+96,6.4803472909261695,3.186464679800943,5.101695223050286,2.014464328077093,Iris-virginica
+97,5.138698030955585,3.3026524264629376,1.6004189818769297,0.4764591059863608,Iris-setosa
+98,5.59655646670983,3.0,3.9121292231823435,1.286029712941342,Iris-versicolor
+99,6.688774951090358,3.286917970293529,5.682402300899156,2.499999615615084,Iris-virginica
+100,4.896196952740805,3.1090013600992004,1.5307505641049248,0.10000009591388684,Iris-setosa
+101,6.666177495106361,2.5155149730562734,5.880077538313682,1.796699742019777,Iris-virginica
+102,4.667121213769898,3.0979272060870917,1.3969126294692806,0.19906411295552123,Iris-setosa
+103,5.714574870886165,2.4775541726627415,5.003691149481139,2.008879847249324,Iris-virginica
+104,6.725759614470144,3.3040409280451115,5.759988332624416,2.5,Iris-virginica
+105,6.384251028073858,2.899652264769712,4.293492288591335,1.2804505401770687,Iris-versicolor
+106,5.775565316279807,2.79242933577688,5.087895900064405,2.4013380152947126,Iris-virginica
+107,6.293980199953801,2.299380154146686,4.386208141480962,1.2803749809589289,Iris-versicolor
+108,6.7139486722412105,2.4968803940457205,5.782895969266857,1.814619853623363,Iris-virginica
+109,5.012051790264047,3.4390997750452614,1.6168666319670593,0.40811769204830795,Iris-setosa
+110,5.158924134122198,2.5145079603081313,3.0441411748841425,1.0826805390203749,Iris-versicolor
+111,5.604500316979131,3.0,4.000027541525784,1.3130955778337277,Iris-versicolor
+112,7.695516762710181,2.5996900166877928,6.89999861519588,2.2846379622125004,Iris-virginica
+113,4.878051390273969,2.381775520940996,3.2724934735196936,0.996793409000944,Iris-versicolor
+114,4.4,2.901871248896641,1.4075535898535452,0.2025995592461557,Iris-setosa
+115,5.557457818667486,2.647098679377031,4.3840389258552435,1.2243206085798763,Iris-versicolor
+116,6.303276082177167,3.312482844827607,4.705856106167819,1.5901495893601347,Iris-versicolor
+117,4.4,2.8992349699541413,1.4032389506796976,0.20515605220736874,Iris-setosa
+118,5.193140145243153,2.485943231872516,3.20994580667733,1.1308638987145747,Iris-versicolor
+119,5.5907847407219515,2.6806198941475965,4.421517239213774,1.246471819693683,Iris-versicolor
diff --git a/iris/tab_ddpm/6_2/24/test.csv b/iris/tab_ddpm/6_2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/24/train.csv b/iris/tab_ddpm/6_2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/24/val.csv b/iris/tab_ddpm/6_2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/25/synth.csv b/iris/tab_ddpm/6_2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd118628f2295100ba7291807a75415af35602dc
--- /dev/null
+++ b/iris/tab_ddpm/6_2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.425138556391644,3.40505677660025,1.6980128415834495,0.192094457411069,Iris-setosa
+1,6.325874116381104,2.2730952574656658,4.423123829315535,1.3058921500536091,Iris-versicolor
+2,4.987207177954938,3.202004921431969,1.2,0.19780321473569853,Iris-setosa
+3,7.9,3.80350495632458,6.37973557082235,2.005372516675697,Iris-virginica
+4,6.756721297930351,3.0,5.398259207333403,2.0901819481702026,Iris-virginica
+5,6.022325032015123,2.794517200550512,4.643595083785033,1.2416870492998884,Iris-versicolor
+6,7.668750645177047,2.6208754405411967,6.899998303428847,2.2962927606439902,Iris-virginica
+7,4.90503759632785,3.0,1.3755312269724143,0.20057158723192614,Iris-setosa
+8,5.198523413117871,3.8350591654517645,1.6183206325236297,0.4390822311906242,Iris-setosa
+9,5.790996245996032,2.7864504329106787,5.0873843615853716,2.410582729301769,Iris-virginica
+10,5.4094082322850925,3.40859785619883,1.7777548099026044,0.19933622886821306,Iris-setosa
+11,6.193744731554383,2.2000003161651622,4.49607944311996,1.482221467724494,Iris-versicolor
+12,6.41230933442247,2.906399330533005,4.31408587502394,1.3047801878734,Iris-versicolor
+13,5.70967544279411,2.5131479006880433,5.0162422011176355,2.0018891658870106,Iris-virginica
+14,6.809729630759849,3.1974287298745176,5.8783268082785725,2.304038622947063,Iris-virginica
+15,6.683147632216197,3.0,4.965296865382761,1.698508000986777,Iris-versicolor
+16,6.837483810554093,3.202087218480335,5.755858961632103,2.3043181105485817,Iris-virginica
+17,6.904178839632628,3.1912778561609825,5.855347535520548,2.3080095932669193,Iris-virginica
+18,6.820017240501668,2.8170016404090155,4.7915657196134855,1.375164258377871,Iris-versicolor
+19,6.898126172798013,3.093122709628399,5.1073987536856125,2.287138805574501,Iris-virginica
+20,6.687844553861292,3.2945916471040615,5.7122612995813125,2.109880140132348,Iris-virginica
+21,6.848819767888777,3.21527542860789,5.823832410999502,2.2882786657400636,Iris-virginica
+22,5.6061868946281646,2.7557772135050556,4.319213201166616,1.2863463190498996,Iris-versicolor
+23,5.942810346077699,3.0,5.028034969768859,1.805927157991658,Iris-virginica
+24,4.5677988988165685,3.387356735235908,1.398289733500301,0.3271116152810875,Iris-setosa
+25,7.713386967293127,2.6171243777463933,6.899998749042507,2.302514473337158,Iris-virginica
+26,5.415924080943708,3.0,4.497054742978312,1.5061888563547128,Iris-versicolor
+27,5.468597249677095,2.3950729267260287,3.7981440842802567,1.0869920981600039,Iris-versicolor
+28,5.092212376755051,3.7173366548191544,1.5315804329456328,0.198638678960334,Iris-setosa
+29,7.711816212623958,2.6114606717208853,6.899998360519065,2.295340154772882,Iris-virginica
+30,7.2825618264748675,2.893037949588008,6.252522150528656,1.7988469485553233,Iris-virginica
+31,6.355923104905589,2.971307539788219,5.505385353499363,1.8007530346219565,Iris-virginica
+32,6.386358769969413,2.9100145264785504,4.288740965795242,1.3017802461426644,Iris-versicolor
+33,5.113387465269681,3.394577001694029,1.4980618508213017,0.20334924382435499,Iris-setosa
+34,6.295810937610407,2.298351686745136,4.426501630359808,1.3181442850214329,Iris-versicolor
+35,6.791941744403201,3.0,5.67597956125463,2.1949177065853656,Iris-virginica
+36,6.121706654119791,3.0,4.584186801036555,1.376682875443942,Iris-versicolor
+37,6.325319362584947,2.501267540149182,4.929007984071489,1.5001602192571994,Iris-versicolor
+38,6.230369993489058,2.2000002709687774,4.483157980307441,1.4936440932756283,Iris-versicolor
+39,5.934307946963735,3.0,5.004631794932134,1.7948752387466071,Iris-virginica
+40,7.254918032507266,2.893721524467396,6.300872113260104,1.8096618725560822,Iris-virginica
+41,6.301518766118364,2.7031120624490934,4.903242862153969,1.801494253821238,Iris-virginica
+42,5.7010896164981935,2.8091592306128548,4.453115450491037,1.27757856917045,Iris-versicolor
+43,7.310866448276603,2.9106749001010246,6.302453685317755,1.80862425926682,Iris-virginica
+44,5.341150350087919,3.6881057117956044,1.534196512616122,0.19834899589232993,Iris-setosa
+45,6.090635561923682,2.610209214947167,5.5814980317366825,1.4212974784240924,Iris-virginica
+46,4.866127223086546,3.0894353978244977,1.6743258941582317,0.10000013958582091,Iris-setosa
+47,5.548720695553993,2.5879280438095495,4.3561443087587675,1.1863065539846933,Iris-versicolor
+48,7.899998829100254,3.8251427971279526,6.393230481468036,2.0031077092185763,Iris-virginica
+49,5.640997347901242,3.7680358101085236,1.717615450188187,0.3324841811557475,Iris-setosa
+50,4.99815840031569,3.407872883371803,1.5085158312376388,0.3613387558697847,Iris-setosa
+51,6.378662828654236,2.702292244119239,5.157252494216207,1.8960368017218072,Iris-virginica
+52,4.8826620448452385,3.073576517288814,1.4973612971948582,0.10000010980275723,Iris-setosa
+53,6.678160290887325,3.284754468932369,5.6731682912457835,2.1053556210021225,Iris-virginica
+54,5.5152514353002635,2.5722708363928266,4.331577309919517,1.1643446356337113,Iris-versicolor
+55,7.704859274669309,2.594744845937626,6.899998730248406,2.2933557453896825,Iris-virginica
+56,6.960208427208058,3.0,5.707930502590031,2.099387054125075,Iris-virginica
+57,5.379872538438308,3.921670105833475,1.5752489587970748,0.35158981229514386,Iris-setosa
+58,6.108641435477071,3.0,4.599919814043477,1.4152544763566224,Iris-versicolor
+59,6.398866751538051,2.9046475879135403,4.304276720188676,1.3011796928867834,Iris-versicolor
+60,5.038692262274072,3.4651699029808,1.5377711779120287,0.4020349602057302,Iris-setosa
+61,6.662567203897862,3.2881214838044635,5.614108986406942,2.0756759327957,Iris-virginica
+62,5.645110461688266,3.78366254985865,1.5457754755705786,0.30202141080003936,Iris-setosa
+63,6.690442063155413,3.0,4.994089144717837,1.7125609124863852,Iris-versicolor
+64,6.472790934352138,3.0,5.469035791727103,1.802328546541166,Iris-virginica
+65,6.71781652208182,3.3040658681458743,5.754804333926096,2.4999994895284834,Iris-virginica
+66,6.497344984639612,3.2014374095436184,5.09733933828932,2.0053790425206888,Iris-virginica
+67,4.830429767655292,3.0,1.4025167572139121,0.10000011340520497,Iris-setosa
+68,7.165479893310479,3.0,5.9244796818743115,2.084055719095237,Iris-virginica
+69,6.406929034427688,2.6966432585341784,5.308876308705844,1.8893143921388944,Iris-virginica
+70,5.274579413793541,3.624080103812204,1.4979757112301715,0.1992753060031202,Iris-setosa
+71,6.306277397170222,3.2917746324279986,4.706819683808153,1.612073446787006,Iris-versicolor
+72,4.904480335866847,3.092193263384656,1.5056800070621774,0.10000011646193042,Iris-setosa
+73,5.469548969003352,3.427453258442448,1.539096165563816,0.36764292036341145,Iris-setosa
+74,4.843854014197724,3.0,1.4526047541068556,0.10000013444077532,Iris-setosa
+75,6.251420852706828,2.5162537118273174,4.97649385273654,1.5195694645630464,Iris-versicolor
+76,5.183123421002111,3.5754160138556794,1.4069099338800974,0.2996949116746,Iris-setosa
+77,6.519915492903536,3.206763415134227,5.14072579410746,1.9584754557856447,Iris-virginica
+78,6.358953493407703,2.8720074337401664,5.443208986697767,1.811761122179645,Iris-virginica
+79,6.106343395928873,3.0,4.618834629019965,1.393946347077256,Iris-versicolor
+80,6.276106298898096,2.502681024521073,4.906367171139261,1.5058343858390324,Iris-versicolor
+81,6.704258056362745,3.295547780219199,5.718780108367826,2.5,Iris-virginica
+82,6.678430980530871,2.516900011838734,5.682086888267597,1.8177056181050428,Iris-virginica
+83,4.919354015292599,2.391733640268703,3.2032318229398697,1.007806384537487,Iris-versicolor
+84,6.101185823505778,2.6008577597278264,5.621233458337955,1.3672073397745876,Iris-virginica
+85,6.099560791988525,2.8128272786291983,4.6619811369925745,1.2173583168198918,Iris-versicolor
+86,6.053029509624469,3.0,4.590382898727416,1.4233364744666355,Iris-versicolor
+87,4.822241385232654,3.0,1.4007047241324375,0.2923052475226221,Iris-setosa
+88,6.499295395465291,3.0,5.39814070954313,1.8917709637061992,Iris-virginica
+89,6.921853895340929,3.106217211659003,5.088403679475409,2.2911615181342473,Iris-virginica
+90,5.907226226893872,3.1710649517246523,4.845120387107567,1.7998391063273482,Iris-versicolor
+91,4.616242096621662,3.394237191639766,1.4038698595849526,0.36738240091364943,Iris-setosa
+92,6.721585607875103,3.3000510724004575,5.732089299631781,2.5,Iris-virginica
+93,5.67845102179538,3.7819103736234654,1.760628756804345,0.2938883316952553,Iris-setosa
+94,7.7013071883165525,2.6084346314705122,6.899998607771867,2.2977907497313113,Iris-virginica
+95,5.507974124164308,4.2,1.384588605140372,0.1901260277012059,Iris-setosa
+96,6.024657463589938,2.6791075600771665,5.108428277499601,1.5837967712683882,Iris-versicolor
+97,4.499286081047868,2.305686691984072,1.2998090404816862,0.2993710445301021,Iris-setosa
+98,5.938228151317907,3.0,4.901760675005841,1.8071205968516666,Iris-virginica
+99,5.242583867485428,3.4063172122905536,1.555360896968841,0.19541310282268945,Iris-setosa
+100,6.84339457115444,3.0241746883279226,5.196098346743063,2.195607318538786,Iris-virginica
+101,5.600732975364788,2.978979232922752,3.776759357060728,1.3214152546298572,Iris-versicolor
+102,5.587999929711892,2.566113298325881,4.061846069070732,1.1460765439987055,Iris-versicolor
+103,5.982123676836574,2.7264253150248425,5.099020605975932,1.595964117096316,Iris-versicolor
+104,5.304134417281758,3.8477540905868413,1.5694807307865315,0.3488825342189759,Iris-setosa
+105,7.265114310354177,2.9116318604176263,6.234774074529246,1.8016367098876425,Iris-virginica
+106,4.896369115527154,3.1025030205841064,1.4975208090969385,0.1,Iris-setosa
+107,5.078732250263053,3.2851734974616655,1.671083668858377,0.4526399437831137,Iris-setosa
+108,4.902387959188188,3.0,1.3986839398076494,0.1935467260807655,Iris-setosa
+109,5.278423563130667,3.768142714694687,1.4991070380393199,0.20683401239234955,Iris-setosa
+110,6.289960310444293,2.3208151920027595,4.432063879444664,1.326507624259391,Iris-versicolor
+111,5.148115340830707,3.4935240055043604,1.4007257767851449,0.2960231750061868,Iris-setosa
+112,5.438030136363337,3.0,4.4938061185656855,1.4880748872224407,Iris-versicolor
+113,5.749194194152898,2.590845588513677,5.055026125233786,1.9656054247471668,Iris-virginica
+114,6.491922764220373,3.0,5.526731597919669,1.801222546139122,Iris-virginica
+115,6.2190859577607505,2.2,4.494378072623547,1.5364435494162967,Iris-versicolor
+116,5.906868156029736,3.0,5.09562329261006,1.7953472441354397,Iris-virginica
+117,5.273755756662517,2.7355788442739675,4.060781792737317,1.403604645016965,Iris-versicolor
+118,5.628716571157688,3.0,4.218617423953772,1.3096899211942885,Iris-versicolor
+119,5.881176983422675,3.0,5.076958290704353,1.8023922024473615,Iris-virginica
diff --git a/iris/tab_ddpm/6_2/25/test.csv b/iris/tab_ddpm/6_2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/25/train.csv b/iris/tab_ddpm/6_2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/25/val.csv b/iris/tab_ddpm/6_2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/26/synth.csv b/iris/tab_ddpm/6_2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..94756ed0020857178776d23d775d6a0c59a9464e
--- /dev/null
+++ b/iris/tab_ddpm/6_2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.304682668048443,2.4552450668144803,3.359151197141759,1.1075234472358986,Iris-versicolor
+1,6.688263345686571,3.304370908791962,5.723334473907174,2.105776105992788,Iris-virginica
+2,5.384947770160872,3.0,4.497370937123477,1.499275606349828,Iris-versicolor
+3,4.955501669682601,2.433352380653565,3.263239182409907,1.0680607255138799,Iris-versicolor
+4,6.351672094758103,3.3891471932149173,5.6066723499629685,2.3949785099063794,Iris-virginica
+5,6.688371428224121,3.305381007428669,5.714795607286223,2.4999995141325577,Iris-virginica
+6,6.3102444235213335,3.3951522935764293,5.592334359489056,2.394055118514557,Iris-virginica
+7,5.163574642928221,3.748361903854998,1.6433421812364706,0.20234293233930498,Iris-setosa
+8,6.302311618761506,3.403270367251238,5.65060176758433,2.3942339930218712,Iris-virginica
+9,5.009612572717815,3.3994976008783553,1.6661555524113252,0.3701025466457033,Iris-setosa
+10,4.8884090713745,3.081500071770799,1.4973791177076983,0.10000009281859137,Iris-setosa
+11,6.282964163408313,2.297805575652269,4.3995252349921445,1.3229248837997596,Iris-versicolor
+12,4.992794270952127,3.399646257095873,1.5880808192104752,0.38125916096537416,Iris-setosa
+13,4.975982481492222,2.432045454392485,3.258604205116692,1.077097070693514,Iris-versicolor
+14,6.367124370426566,2.8898644246933642,4.296320910196505,1.3109228795114796,Iris-versicolor
+15,5.49414598328247,3.5923533824991893,1.6099770796930841,0.21278934207818598,Iris-setosa
+16,5.0897405890014715,3.293023388424299,1.555401084858014,0.4777620216200928,Iris-setosa
+17,4.996587527778344,3.3871576977308004,1.5849738341885047,0.44998192229983935,Iris-setosa
+18,5.467452573882088,2.909024390594137,3.8017113668228575,1.3935837314688206,Iris-versicolor
+19,4.60870939491984,3.1884229801765414,1.404095794096136,0.2039618477116487,Iris-setosa
+20,6.0120110468807795,3.0,4.716624238584713,1.7998197445281492,Iris-virginica
+21,5.054767288006567,3.5605819501200373,1.5464525537460296,0.266998833985708,Iris-setosa
+22,5.1006923044726085,3.462330017156142,1.390699074799967,0.2954182539195571,Iris-setosa
+23,6.701831606911802,3.3017343451430707,5.677922614613692,2.102979862039009,Iris-virginica
+24,6.1012998806581775,3.0,4.645362045142242,1.3500607463208634,Iris-versicolor
+25,6.903240410912485,3.1157118271245463,5.104920534267349,2.3102342374111897,Iris-virginica
+26,6.287847079115444,2.2985668478679218,4.373076403185721,1.3033229501370345,Iris-versicolor
+27,4.777607791956494,3.0,1.4033770170671862,0.2934838348674714,Iris-setosa
+28,5.7221658584966075,3.7851516042245614,1.6292384676105265,0.29864422973117566,Iris-setosa
+29,5.008841989784442,3.2058817439609264,1.2,0.20082448751874304,Iris-setosa
+30,6.2193582384264605,2.6082440781898355,5.014754009286686,1.5269109080777985,Iris-versicolor
+31,6.326477836480876,2.873989570991379,5.570688580868878,1.8110783716955783,Iris-virginica
+32,5.5278121537787355,4.199999221775397,1.4026606159236479,0.2117478989231372,Iris-setosa
+33,4.846099892366953,3.0,1.3917940873992962,0.26830912930838713,Iris-setosa
+34,6.06718860611416,2.845642171126632,4.672837677227804,1.2508331129440213,Iris-versicolor
+35,6.083355540069174,2.5997575997008204,5.595652787433169,1.414293715462574,Iris-virginica
+36,4.815609762070782,3.0,1.39724441469159,0.29369181600089,Iris-setosa
+37,5.8330017261034,2.822299060249672,5.105806193205334,2.409335266992117,Iris-virginica
+38,5.121828846004583,3.4959740965815826,1.397947323624848,0.2942628652339648,Iris-setosa
+39,6.705658990119565,3.3092058662079897,5.671805958486228,2.1233555763875107,Iris-virginica
+40,6.736752196113384,3.266495226466105,5.6965722843375435,2.1797511362256863,Iris-virginica
+41,5.975177272972033,2.2,4.9914145894922015,1.4734548855394571,Iris-virginica
+42,4.902784489745977,3.0979456496389637,1.4965850022902984,0.10000011886298887,Iris-setosa
+43,6.676873461313553,2.4835271071847766,5.666949605559195,1.7819504354122713,Iris-virginica
+44,6.460300573440967,3.0,5.484115067794372,1.7945422439037855,Iris-virginica
+45,5.094836235958844,3.7852585019652922,1.5149090411018111,0.2047780137317191,Iris-setosa
+46,5.740194350821323,2.5663085478108236,5.040096556593026,1.9178550063284736,Iris-virginica
+47,6.194416542081294,2.2,4.492463366092375,1.4927213635880578,Iris-versicolor
+48,6.297836648500399,3.3039404140455053,4.7261429136725175,1.630274572623055,Iris-versicolor
+49,5.86355779060322,3.0,5.1140485135067975,1.8027879810975695,Iris-virginica
+50,6.737949332220838,3.3033808317666895,5.738883257581471,2.5,Iris-virginica
+51,5.097048780131168,2.4967519362298263,3.0104976629694153,1.1019171448946454,Iris-versicolor
+52,6.291509360857169,2.2963486574007734,4.4038472682305505,1.3029115289414228,Iris-versicolor
+53,6.8031602453663185,2.7915155778712193,4.780858170372733,1.3710986291168756,Iris-versicolor
+54,4.908173957931903,2.40206683979922,3.2749282337576693,1.0605313706129504,Iris-versicolor
+55,4.988608075675105,3.409354385954201,1.5087442197816303,0.3562330643398272,Iris-setosa
+56,4.876533155253018,3.0995435704386907,1.5146642135339976,0.10000010539351226,Iris-setosa
+57,6.3050697417216925,2.9138321602348434,5.551025014286047,1.7995091358475606,Iris-virginica
+58,6.7978055269909925,3.154852145082848,5.798049208402207,2.3036462448028705,Iris-virginica
+59,5.49906768862366,2.3767684595795475,3.7136064274059777,1.0818549117985583,Iris-versicolor
+60,4.808124467516058,3.0,1.396270618608821,0.1,Iris-setosa
+61,6.029562902034637,3.0,4.787142929585116,1.801608077896486,Iris-virginica
+62,6.046631718768435,3.0,4.591652957230342,1.4731932249074604,Iris-versicolor
+63,7.288510566253611,2.9297595936432574,6.208880852772895,1.8165045658251593,Iris-virginica
+64,4.865787480942586,2.395933308075603,3.2422104726222996,0.884368809079638,Iris-versicolor
+65,7.007625555050738,3.0,5.794689757598385,2.085195699580467,Iris-virginica
+66,6.684922949185891,3.3020629321958843,5.677353701614545,2.5,Iris-virginica
+67,4.495103437286637,2.307296694615907,1.3037782323907776,0.3201627670335003,Iris-setosa
+68,4.799526492647181,2.3848134529492357,3.3350666798195974,0.9621492825051658,Iris-versicolor
+69,6.463992833745204,3.0,5.753902740273482,2.185836474321454,Iris-virginica
+70,7.291841211764838,2.9084028656469387,6.2734716346149915,1.803979464224722,Iris-virginica
+71,5.100034527109486,3.299307379620592,1.6681988272825872,0.5885139483967485,Iris-setosa
+72,6.766402917219342,2.8421857566781483,4.848994312930906,1.47248375605177,Iris-versicolor
+73,6.3042508304505755,3.3078007709373174,4.704029797696783,1.6031969706132558,Iris-versicolor
+74,4.993667803386439,3.2071327011697996,1.2000003039187208,0.19591473254667205,Iris-setosa
+75,4.902567140698091,3.0,1.4014553107059458,0.19947988341202566,Iris-setosa
+76,5.093336188676277,3.306746213777436,1.7291438712894602,0.4666190008089807,Iris-setosa
+77,5.609623498359522,3.0,3.9324051021982918,1.3232522810837093,Iris-versicolor
+78,4.770501875336146,3.0,1.4027345689774724,0.2996717036327441,Iris-setosa
+79,4.903119542496811,3.114252894694843,1.568693533065308,0.10000011127808184,Iris-setosa
+80,6.716626525338684,3.307969565363408,5.765355992447264,2.5,Iris-virginica
+81,5.158818442584691,3.6171071193491113,1.6276685832841131,0.19869613356975008,Iris-setosa
+82,4.900035939213553,3.092441033715425,1.4954633795848262,0.10000012218442794,Iris-setosa
+83,6.134635328523657,3.0,4.631675750766471,1.4746359494158146,Iris-versicolor
+84,5.457991402663848,3.41882507296509,1.6863915793821274,0.20135704924989956,Iris-setosa
+85,6.083578163569019,2.5966003059855445,5.600567883718736,1.4220193520664992,Iris-virginica
+86,6.312118333292178,2.7013502567058523,4.901582776230642,1.7978092598245325,Iris-virginica
+87,6.3020957910258755,2.3076740878707507,4.4507980599757975,1.3167847703957272,Iris-versicolor
+88,5.433100939442534,3.0,4.556941678326908,1.5180976573670113,Iris-versicolor
+89,5.70731696874569,2.5843717072768344,5.040761489805106,1.9452949551512668,Iris-virginica
+90,6.382584482242418,2.7020883739725603,5.335424924914349,1.9105847955287003,Iris-virginica
+91,4.802287125071216,3.0,1.3881891676834868,0.1,Iris-setosa
+92,7.717300296858894,2.5665788700131453,6.899998692267525,2.3051421632990654,Iris-virginica
+93,5.025529665386301,2.4649675811353755,2.934341236257664,1.0858091438084765,Iris-versicolor
+94,6.798815075929963,3.0,5.689207516486267,2.183178420151508,Iris-virginica
+95,7.899997883628737,3.7265161516355807,6.399065209186138,2.0052060481965084,Iris-virginica
+96,5.913076354592545,3.0,5.10597342203641,1.8013427198855163,Iris-virginica
+97,5.882495119173898,3.0,4.496696326923224,1.3611823098287192,Iris-versicolor
+98,5.382997261362595,2.697339142828889,3.7601811837542884,1.2918268376050968,Iris-versicolor
+99,6.286317143032106,2.881227314084476,5.61159823712714,1.8011011987815204,Iris-virginica
+100,6.637049631589085,2.5468312622347025,5.687337036867965,1.804396223358056,Iris-virginica
+101,5.5511592795984965,2.4415876798679705,3.864353785868185,1.1050840911434066,Iris-versicolor
+102,7.652495321019529,2.5892823136070215,6.9,2.3005327252616445,Iris-virginica
+103,5.713632757356392,2.5067410962139616,4.997988986349545,2.0091468089919977,Iris-virginica
+104,6.304148493242074,2.493109635131182,4.901872640643857,1.481205719211009,Iris-versicolor
+105,6.078701721204401,2.615611171966672,5.599545207290784,1.4047938784133285,Iris-virginica
+106,6.034069675336366,2.6839199006882124,5.095466285805346,1.576483779006453,Iris-versicolor
+107,5.621303700892675,2.70251079284629,4.428118807811042,1.2583030659358947,Iris-versicolor
+108,5.9176807686183475,3.0,5.064372534719949,1.7945054643873717,Iris-virginica
+109,5.41891627632013,3.403349232013127,1.7507326795865552,0.19986753603834262,Iris-setosa
+110,5.0124615483538495,3.39627582359122,1.5946544514400192,0.4103437196668382,Iris-setosa
+111,6.217135552588068,3.1274762262278855,4.62287924783894,1.450809033726583,Iris-versicolor
+112,6.2904751330508,2.308634410250962,4.426983122606078,1.288722854419759,Iris-versicolor
+113,6.303089849100766,3.298065584458074,4.686183930148497,1.6028148411507426,Iris-versicolor
+114,6.319092599279562,2.9187098615195084,5.6079864307519,1.8083521446393307,Iris-virginica
+115,5.519846428459217,2.4074313964939438,3.82816242398522,1.0977929974993927,Iris-versicolor
+116,6.313640051868116,2.8444758404254578,5.488034639780195,1.8180804763403398,Iris-virginica
+117,5.125824303519947,2.4810272698231173,3.166884516282585,1.1022265961711761,Iris-versicolor
+118,6.691478516554081,3.308509385098373,5.661659569323696,2.4999994961310796,Iris-virginica
+119,5.077157589784627,3.395628329837,1.4995010394305948,0.20638702506606965,Iris-setosa
diff --git a/iris/tab_ddpm/6_2/26/test.csv b/iris/tab_ddpm/6_2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/26/train.csv b/iris/tab_ddpm/6_2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/26/val.csv b/iris/tab_ddpm/6_2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/27/synth.csv b/iris/tab_ddpm/6_2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0346939e4f3b67dbd37ece09c3cf712c56b13925
--- /dev/null
+++ b/iris/tab_ddpm/6_2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899997948328256,3.7688600776439363,6.430536138136937,1.988268131547232,Iris-virginica
+1,4.883402515219265,3.10834647669412,1.577214820424089,0.1,Iris-setosa
+2,5.158624228076094,3.4483046321259017,1.5131200388245365,0.1955715482392159,Iris-setosa
+3,5.933197848239613,3.0,5.093042244313445,1.805062770799822,Iris-virginica
+4,4.906850342583322,3.0942149406518418,1.4990242961253997,0.1,Iris-setosa
+5,7.113390929374648,3.0,5.913747699572901,2.0875020099772716,Iris-virginica
+6,4.799080511018835,3.0,1.3953558301349174,0.3187365730635498,Iris-setosa
+7,6.2825150498167535,2.2991510257565153,4.440238349479155,1.3108645048695016,Iris-versicolor
+8,4.999733108123223,3.405827196907091,1.7033582406391579,0.39005062559729686,Iris-setosa
+9,4.8961989557344445,3.087999927667205,1.4992583379403734,0.10000010608295666,Iris-setosa
+10,4.597184735278438,3.2038630433063453,1.398709318675471,0.20211670711456964,Iris-setosa
+11,5.002411991914276,3.2103129730317543,1.2000002229497966,0.19668942011636992,Iris-setosa
+12,5.39869244010405,3.0,4.515372216343238,1.4829726447649563,Iris-versicolor
+13,4.608798983513795,3.1869708013550015,1.4028751703954085,0.20063951554418513,Iris-setosa
+14,6.183132212336154,2.8052856942652253,4.656187570436605,1.2037167861180837,Iris-versicolor
+15,6.315505393641435,2.9174867465534935,5.6568672405995635,1.819106388370383,Iris-virginica
+16,6.303237401552253,2.696519484037026,4.8794738971360525,1.8067869392859672,Iris-virginica
+17,5.743196717911871,3.0,4.1694654755046106,1.4118594692079245,Iris-versicolor
+18,4.875039709099104,2.391082669855442,3.4158584348093495,1.0292601547649716,Iris-versicolor
+19,5.088996496440375,3.300512359995283,1.539610695854244,0.4456386540909204,Iris-setosa
+20,5.112791753299533,3.8126408747630056,1.65210932399477,0.208358462495714,Iris-setosa
+21,6.706510551539225,2.487569193478539,5.81441581073159,1.8036085215595161,Iris-virginica
+22,5.272849179774626,3.564514111033192,1.5767977237107647,0.19997951777115985,Iris-setosa
+23,5.887968267211779,3.189262888807407,4.777224796023243,1.7951949230202517,Iris-versicolor
+24,6.349565745130428,3.394456302192251,5.581171298922837,2.391879839636095,Iris-virginica
+25,5.715198358937592,2.5134150364473338,5.010808921137706,1.9867171632774638,Iris-virginica
+26,6.001686349632826,2.930910169058628,4.442212757478269,1.4902517014480459,Iris-versicolor
+27,4.853333096148156,2.4032883423346,3.3262691855905104,0.9868145569518818,Iris-versicolor
+28,5.6241981624432436,3.0,4.203092473856513,1.2828268306274282,Iris-versicolor
+29,6.711574483650253,3.297971303598323,5.731931640923345,2.5,Iris-virginica
+30,6.289827688705132,3.40178417614513,5.575757837189138,2.395899265091192,Iris-virginica
+31,6.908578170759068,3.1679091170846134,5.526262358691411,2.305802569740378,Iris-virginica
+32,5.594044661442409,2.862957073006453,3.4881529308124932,1.3056402312423834,Iris-versicolor
+33,5.245506769711452,2.795799811808619,4.190671973074254,1.4566165397954858,Iris-versicolor
+34,5.106184722193622,3.8120042926796587,1.6520145115112896,0.20151641202880638,Iris-setosa
+35,5.651513794783757,3.787465881897848,1.6529952758279889,0.2957235759268698,Iris-setosa
+36,5.53062266829626,2.8233830472820203,3.647924293199514,1.3148654449200596,Iris-versicolor
+37,5.569369712450823,2.447701570667888,3.87570757917365,1.0759168962540668,Iris-versicolor
+38,6.733868379257526,3.311668720712415,5.699306658704332,2.1024542243022903,Iris-virginica
+39,6.766460353832832,2.8029724244982366,4.756760189293388,1.4041671104958058,Iris-versicolor
+40,5.67618135885482,2.7684954714887473,4.520542773453796,1.2869579085650704,Iris-versicolor
+41,6.103091888317458,3.0,4.606252719418309,1.391650019034558,Iris-versicolor
+42,4.9994786281920485,3.4358946749191652,1.587438235158999,0.40989726258984444,Iris-setosa
+43,6.276515347920655,2.7169858206259994,4.911559766871444,1.7994334882073717,Iris-virginica
+44,4.565911727337504,3.179318068297738,1.3806588390078205,0.19916871812224018,Iris-setosa
+45,6.301506158339209,3.3007677384485987,4.685127172829171,1.5920817265253366,Iris-versicolor
+46,6.798673166118045,3.189644293214929,5.77599476356618,2.3023148643872617,Iris-virginica
+47,5.99677809539966,2.694459620621582,5.095606179597036,1.5915316422440782,Iris-versicolor
+48,4.887567456836794,3.087344007466012,1.4882253030593569,0.10000011304268457,Iris-setosa
+49,7.686444802130406,2.5887811431636147,6.89999880635443,2.310789080347008,Iris-virginica
+50,4.813151389494732,3.0,1.3966559748522482,0.1,Iris-setosa
+51,6.929183134460184,3.1826868858167354,5.817678438002685,2.291620680189124,Iris-virginica
+52,5.124143283198221,2.611052452412921,3.5641645345920008,1.317135861949095,Iris-versicolor
+53,7.262636431327309,2.911202455804214,6.2722154617695836,1.8082955128058773,Iris-virginica
+54,4.6077146008947025,3.2019749564735984,1.3994697665318838,0.20764624196610804,Iris-setosa
+55,5.693986808662848,2.5214287393605916,5.005001527102041,2.018345528976679,Iris-virginica
+56,4.8878313309071,3.0529328191525873,1.4864841430000606,0.1000000918445171,Iris-setosa
+57,4.87030274284972,3.0023410369268038,1.434631229028298,0.10000023447440562,Iris-setosa
+58,4.990084992751792,3.213799116957543,1.2,0.19995616577822184,Iris-setosa
+59,6.515982645808839,3.0,5.471571360076726,1.8070372391075316,Iris-virginica
+60,6.799701692182586,3.19235994413779,5.845722300161395,2.2928726775635315,Iris-virginica
+61,6.695079982642878,2.4799120161698323,5.784341522128825,1.7970936839818776,Iris-virginica
+62,6.682511457807212,3.302920991315579,5.673450021182022,2.099521875631362,Iris-virginica
+63,5.452221188582863,4.199999210618747,1.4005297053115693,0.19529934164436802,Iris-setosa
+64,5.338572719867888,3.3715455113292707,1.6556941826892568,0.2048244465986331,Iris-setosa
+65,5.984203231414216,3.0,4.818158735107004,1.809174328123023,Iris-virginica
+66,6.60670478223171,2.569843095130917,5.604759359115301,1.8183789930930223,Iris-virginica
+67,7.7038616216549,2.599285108430414,6.899998790776003,2.294387250677719,Iris-virginica
+68,4.80880796926194,3.0,1.3972846059133195,0.29056749856196196,Iris-setosa
+69,5.152630997314449,3.6197683239626035,1.440361965000102,0.30107709564702134,Iris-setosa
+70,6.692639968777127,3.0,5.008785625385833,1.7094811542494315,Iris-versicolor
+71,5.900816178631949,3.1959692264874175,4.770374061871807,1.79321322247771,Iris-versicolor
+72,5.158239242403291,2.6559336971481984,3.800274134262386,1.3724414756752124,Iris-versicolor
+73,6.6865985479419034,3.305032856619561,5.676654848511893,2.5,Iris-virginica
+74,5.804293157599575,2.687302914005183,5.120199773554052,1.86778708526272,Iris-virginica
+75,6.293059772600473,3.4016222622770864,5.6126904416425845,2.3797715383163123,Iris-virginica
+76,6.473722815825064,3.0,5.806492337539071,2.1688706140555185,Iris-virginica
+77,5.667057394254752,3.803433310332537,1.8409719854349234,0.3335872773483805,Iris-setosa
+78,6.8342679773410735,3.0,5.506484608746071,2.0999136593139225,Iris-virginica
+79,4.400010058983908,2.9375673033986573,1.4053797482766481,0.22238497344043112,Iris-setosa
+80,5.467522754386536,3.4104849702514217,1.580525131769632,0.3970022616631287,Iris-setosa
+81,5.764091089828166,2.850433168719917,4.561884195985317,1.249357047639862,Iris-versicolor
+82,5.520119392899587,2.568051880195239,4.3188810952670575,1.1947029779855942,Iris-versicolor
+83,5.494916343796118,4.199999059084408,1.4014508684356195,0.20159733768932045,Iris-setosa
+84,6.40472894841072,2.8977061904461023,4.291945789477401,1.3018718561884763,Iris-versicolor
+85,6.120613192340331,2.80978608268496,4.684049862230379,1.1979098107013224,Iris-versicolor
+86,6.253818239067567,2.9033017460614152,5.602967192030054,1.7940550736639076,Iris-virginica
+87,4.856437903721342,3.0,1.395241371511947,0.23410018704038416,Iris-setosa
+88,4.4,2.9243925840658385,1.401292309652747,0.19485010283605197,Iris-setosa
+89,6.791373540793419,2.8085469880552543,4.787241241956606,1.407412086185785,Iris-versicolor
+90,6.9109757216695,3.185978284875161,5.787512546807072,2.302890055868574,Iris-virginica
+91,6.690042525910651,3.2992011340575362,5.687398791378861,2.4999987922505538,Iris-virginica
+92,6.261294555721837,2.5075165245387017,4.961616039949106,1.5017466201746525,Iris-versicolor
+93,6.479610865519705,3.199587836629225,5.087291025126652,1.9926119705905494,Iris-virginica
+94,4.983651219633628,3.1527098972131995,1.2000003487425954,0.1991957122440567,Iris-setosa
+95,4.68258045252646,2.8074704754500273,1.3619612703493895,0.30796783618231305,Iris-setosa
+96,6.294108885393026,2.3014949390444728,4.378574347401731,1.3081930043958276,Iris-versicolor
+97,6.683085735981297,3.2894504302000276,5.650258894915888,2.4999993107438065,Iris-virginica
+98,6.308459432331189,2.398945333402619,4.746695405897156,1.4548404996754678,Iris-versicolor
+99,5.4468701572897755,3.5030782651351045,1.7146554031198296,0.20600998082769004,Iris-setosa
+100,7.710500144483017,2.6019775518103856,6.8999988064786955,2.2947851795281506,Iris-virginica
+101,5.612076089892868,3.0,3.643342955702484,1.289938962897578,Iris-versicolor
+102,6.386203845828206,2.896060190048469,4.27624839599363,1.2993339176954608,Iris-versicolor
+103,5.112244964862097,3.672636958163854,1.4950347363931498,0.2813197321581481,Iris-setosa
+104,6.916531631119663,3.0,5.606201992747576,2.079032930002536,Iris-virginica
+105,5.805908904479538,2.7701387507588207,5.095371864362653,2.3747031628919313,Iris-virginica
+106,5.3777585215928685,3.905123417018049,1.772281338762096,0.41319504745652486,Iris-setosa
+107,6.325189271667838,2.9354600519531266,4.290828638461262,1.3161777428015482,Iris-versicolor
+108,6.295778008947589,2.5163493610042504,4.908942556927455,1.4970033377620737,Iris-versicolor
+109,5.984884501527578,2.6950657630654855,5.102458776093556,1.5971234765345925,Iris-versicolor
+110,6.843127181846132,3.0,5.7096519140673605,2.1430475314591524,Iris-virginica
+111,6.702821391565145,3.0,4.997055366094225,1.7195833565228298,Iris-versicolor
+112,6.7180614523029005,3.2659365042491166,5.757088398127124,2.1506522278175972,Iris-virginica
+113,5.507669775752448,4.2,1.397981925217271,0.1992402008617799,Iris-setosa
+114,4.60432038049193,3.1852219594208746,1.4050531787432596,0.2012302538767512,Iris-setosa
+115,6.201306673604624,2.2,4.528754814083063,1.507778734207379,Iris-versicolor
+116,6.17981147969842,2.2,4.518038071570056,1.4918559368651305,Iris-versicolor
+117,5.371120022634839,3.3932038469526056,1.6199113078803955,0.20945146373819837,Iris-setosa
+118,6.309607771775828,2.5082655636858453,4.899883715303702,1.5186056071826939,Iris-versicolor
+119,5.387402693794985,3.0,4.521051933082042,1.525486046449353,Iris-versicolor
diff --git a/iris/tab_ddpm/6_2/27/test.csv b/iris/tab_ddpm/6_2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/27/train.csv b/iris/tab_ddpm/6_2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/27/val.csv b/iris/tab_ddpm/6_2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/28/synth.csv b/iris/tab_ddpm/6_2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..84de64884c55d933223efdef2e8113464b6b1b9a
--- /dev/null
+++ b/iris/tab_ddpm/6_2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.501435840733689,3.8918595288678666,1.7705675749086789,0.3594456462487396,Iris-setosa
+1,6.097157185886891,2.9522750971820604,4.497691287458883,1.5231218411440026,Iris-versicolor
+2,5.957122165152193,3.0,5.00124340480299,1.7976707188458692,Iris-virginica
+3,5.099213468584729,3.4008186638418407,1.4967449240003945,0.20033098787490325,Iris-setosa
+4,5.502937991856055,3.5294572235384694,1.4998594551142863,0.37223109599191656,Iris-setosa
+5,6.318697297686028,2.306999314649097,4.364454339759004,1.304353885082486,Iris-versicolor
+6,5.3725643042797655,3.3882890129984737,1.6649816847461283,0.1998024956089755,Iris-setosa
+7,6.542299674019926,3.0,5.49515266292671,1.7990557514916994,Iris-virginica
+8,5.927677883184271,3.1688686826201415,4.818151629540352,1.7987141773126258,Iris-versicolor
+9,6.006502434430694,3.0,4.889560964686344,1.79981117931421,Iris-virginica
+10,5.9194109074868075,3.165076616967378,4.844249052164198,1.7962388367711655,Iris-versicolor
+11,5.41081626097107,3.8819945716947037,1.6736652576860038,0.3304294074273154,Iris-setosa
+12,5.997666953326031,3.0,5.045431573095387,1.7989172126184576,Iris-virginica
+13,6.726216881306163,3.3141867848762994,5.687074609058966,2.5,Iris-virginica
+14,5.691713741853713,3.0,4.222062572865807,1.3607324897723625,Iris-versicolor
+15,6.032495113555637,3.0,4.861490220968756,1.799754394373429,Iris-virginica
+16,4.9023533183279655,3.1067993961792757,1.4962525734827217,0.1,Iris-setosa
+17,5.021427676021798,2.4648732383514877,3.277520706205538,1.092193334548181,Iris-versicolor
+18,6.123300862167029,2.612538383027236,5.580537298906519,1.3891413899155656,Iris-virginica
+19,6.573199914368754,3.0,5.532812584156128,1.8323565881563602,Iris-virginica
+20,6.02160413676977,2.2000002846653324,4.970474370937017,1.4749591192551943,Iris-virginica
+21,7.358921831294333,2.9052540991581366,6.289838498545614,1.7937376710945594,Iris-virginica
+22,7.089765414756806,3.0,5.879183250993443,2.115222414537585,Iris-virginica
+23,7.899998707576643,3.761644673417868,6.439951033906228,1.9975799079038283,Iris-virginica
+24,6.320084593819822,2.920894833978135,5.633547923025053,1.8017508417233825,Iris-virginica
+25,5.745743909631578,2.6289568440797706,5.0576357268773915,1.9239956828818432,Iris-virginica
+26,5.0950941280203965,3.3992575766699344,1.5105387866122373,0.2053329526257483,Iris-setosa
+27,5.1414575734025565,2.4920034705911887,3.2199214622669405,1.0854566708964073,Iris-versicolor
+28,5.749192841922369,2.5081624521491785,5.005769546194321,1.9919528739528969,Iris-virginica
+29,6.3028339785334815,3.402584806613501,5.620507291802081,2.395809861382461,Iris-virginica
+30,6.303331250577513,2.513078771661641,4.927546751230833,1.5069908041988258,Iris-versicolor
+31,4.626032054655179,3.3928032127688255,1.4149587018202088,0.3248923363946118,Iris-setosa
+32,7.233975809614794,3.0,6.12291659249877,2.0322424300159794,Iris-virginica
+33,6.513651451322662,3.0,5.4750482857212,1.7958057495393374,Iris-virginica
+34,6.323954845768444,2.3032061976255243,4.377601714064346,1.2984101277624196,Iris-versicolor
+35,4.99811828699227,3.4113195654240807,1.5162668595075686,0.3961471207412664,Iris-setosa
+36,5.153902056529384,3.78280551998572,1.5998601496499198,0.21205209515898352,Iris-setosa
+37,5.3744536725765935,3.5081246488202353,1.5872880316832423,0.20312045043350876,Iris-setosa
+38,5.581307250418951,2.9610613426058245,4.097550044127893,1.3045100101102998,Iris-versicolor
+39,5.996479905073242,3.0,4.799875941966807,1.8027035119378743,Iris-virginica
+40,6.191080037040577,2.200000288557348,4.535072456311967,1.5330312558711483,Iris-versicolor
+41,5.896798114442168,2.965109526202244,4.33844851229505,1.4932647982391805,Iris-versicolor
+42,5.9495990219895,2.943672874523901,4.334852021636709,1.5210704107206607,Iris-versicolor
+43,5.392307942547245,3.9054848993526114,1.6158837135142854,0.4238536952619987,Iris-setosa
+44,5.666903930769637,2.5614599297285205,4.058618555632099,1.0935983056091498,Iris-versicolor
+45,5.020602254227005,3.1961577292103787,1.200000217027342,0.1948278440840136,Iris-setosa
+46,4.606042031832374,3.3935733958681773,1.401695241238004,0.3122981990587353,Iris-setosa
+47,5.552196244071433,2.5036228375087597,3.870700615922733,1.0958260592799944,Iris-versicolor
+48,5.965122858726298,2.6909257900550587,5.097478071618326,1.586942339277377,Iris-versicolor
+49,5.8835368883036185,3.1970475051345626,4.750729825409256,1.8054995076621811,Iris-versicolor
+50,5.387395261143378,3.394742908423992,1.5453504913463902,0.20246257542989568,Iris-setosa
+51,4.4,2.893021892557615,1.4028407684998383,0.19999821464398365,Iris-setosa
+52,4.901782882868114,3.0831788358518457,1.5050612241672483,0.1,Iris-setosa
+53,4.400000469683611,2.899073098647974,1.4011801099729195,0.2062748451457915,Iris-setosa
+54,6.318141093152048,2.296235522367921,4.409048143276655,1.2996578943924189,Iris-versicolor
+55,6.382715370354158,2.893407034933926,4.310466324017309,1.2773253962871707,Iris-versicolor
+56,5.206278707481223,2.7081278986588453,3.8458582479303844,1.4063312560520906,Iris-versicolor
+57,6.861976100187522,3.1984317133396245,5.742712856576691,2.292600389530692,Iris-virginica
+58,5.688491100693738,2.5026349680318694,5.000091416700177,1.9889217211484163,Iris-virginica
+59,6.693888299873023,3.2991162380997445,5.695915096991851,2.0847523761701723,Iris-virginica
+60,6.309469198289296,3.4048101123150127,5.604322558502077,2.4010090004941333,Iris-virginica
+61,6.6600687944669605,3.2417676237207567,5.601883314688843,2.083738655596354,Iris-virginica
+62,5.046823076719729,3.5314074390253896,1.4974930446272925,0.34811710341284857,Iris-setosa
+63,6.309239636642667,2.8760547273612698,5.596253607185017,1.796546398772107,Iris-virginica
+64,6.696877948375143,3.3063222059407185,5.6897185790250235,2.5,Iris-virginica
+65,5.5504779691178765,4.199999078935635,1.388185218025841,0.20347563555881207,Iris-setosa
+66,6.301866889756998,2.3063131891479873,4.385765540280033,1.306079449456861,Iris-versicolor
+67,6.696860201402932,3.2950428826113254,5.663086330483467,2.5,Iris-virginica
+68,7.281492769592719,2.904062633352184,6.285176395827727,1.8079737852010758,Iris-virginica
+69,4.891119675298227,3.086976769874241,1.4849761742834435,0.1,Iris-setosa
+70,4.4,2.9080892823633646,1.39577834368885,0.19703597692079755,Iris-setosa
+71,5.48798997647683,4.199998711464534,1.4038606490354377,0.1994898393576236,Iris-setosa
+72,6.291317738494748,3.40410549466118,5.613076663139685,2.4020983528662976,Iris-virginica
+73,5.1094206517272704,3.4997902268723298,1.4024900203948933,0.37529118614205326,Iris-setosa
+74,5.384185255803393,3.3935562477428776,1.598558355782557,0.21473886167362044,Iris-setosa
+75,4.812694647503628,3.0,1.4024312952182332,0.34254123156421173,Iris-setosa
+76,5.322154915203623,3.445909753458905,1.4956066912473276,0.19314313536543826,Iris-setosa
+77,5.616576015650633,3.0,4.061508632455391,1.3048096555973627,Iris-versicolor
+78,5.919308113643793,3.0,4.260675043370154,1.5076441652312107,Iris-versicolor
+79,5.089165840873782,3.561241293722604,1.4843786809954862,0.37071954184818945,Iris-setosa
+80,4.907740281452164,2.4157917939171547,3.3828077631813502,1.0477602738557612,Iris-versicolor
+81,4.596131716316188,3.175740641162346,1.4004961068508435,0.20151577689596487,Iris-setosa
+82,5.753667871362903,2.586009918328663,5.047410439255655,1.9416426546702286,Iris-virginica
+83,5.599443190627645,3.0,4.119829707800516,1.281538486226711,Iris-versicolor
+84,4.847979336998329,2.3845551761101773,3.300714666320305,0.9342227444053346,Iris-versicolor
+85,5.600321476934723,2.742825985349727,4.311426863506555,1.2556847314412858,Iris-versicolor
+86,5.458924289291381,3.408845997654995,1.6871545895165985,0.2139995635594385,Iris-setosa
+87,5.419522867350412,3.4125000752785284,1.4992627885722631,0.20403353401225957,Iris-setosa
+88,5.411301209537722,3.40280768229193,1.6412215640211874,0.19929706189675572,Iris-setosa
+89,5.0874543588563546,3.3899024345241484,1.5252139218721794,0.19510532080285545,Iris-setosa
+90,6.286469879472764,3.2827609529800332,4.724339658513123,1.5898024198273653,Iris-versicolor
+91,6.691531539311334,3.3015656704464607,5.715751366620393,2.5,Iris-virginica
+92,5.56482547537317,2.6167819149840406,4.320804080432859,1.2118243630139212,Iris-versicolor
+93,4.400000543719183,2.8987801070069215,1.4033633251770148,0.19683230248934852,Iris-setosa
+94,6.675073347436672,3.283554310615901,5.657285601114247,2.4999995079499464,Iris-virginica
+95,7.663134385103897,2.587513711241727,6.899998863799861,2.2913647798036445,Iris-virginica
+96,5.186386754749386,2.6983123886121,3.816208954837651,1.400979697621653,Iris-versicolor
+97,4.661075834387658,3.1820704103422255,1.396474596117129,0.20050951385059887,Iris-setosa
+98,6.001220005539076,3.0,4.847704954726426,1.8061882801590308,Iris-virginica
+99,6.698032728578462,3.2762067402613626,5.646619862342896,2.5,Iris-virginica
+100,4.6152690742601825,3.398216482312558,1.3940272662069693,0.3349652159976385,Iris-setosa
+101,6.221137298509807,2.867558522241817,4.542919595859253,1.265375469723002,Iris-versicolor
+102,6.3111855840171724,3.4008997346736907,5.596173394990741,2.397239034938448,Iris-virginica
+103,4.40000077232449,2.9110044414853546,1.4046121527502333,0.20082843364437689,Iris-setosa
+104,6.078395692963164,2.6194668715594713,5.050708433251745,1.6176180753500555,Iris-versicolor
+105,5.641544208874268,2.4951201721334657,4.976263535274687,1.9978215045006562,Iris-virginica
+106,4.50391905125279,2.296926283965138,1.3007624534913533,0.2950533069324216,Iris-setosa
+107,5.015944249905561,3.29849464523754,1.406545265990437,0.19952899111752093,Iris-setosa
+108,5.007223307908791,3.2096931726589504,1.2000002387378224,0.19583335333759133,Iris-setosa
+109,6.837983315721277,2.7991562581471054,4.775442407585213,1.412534061124877,Iris-versicolor
+110,5.0536905425603065,3.35748220440604,1.4285412449821986,0.2050944544962074,Iris-setosa
+111,5.050189168988091,2.464413832078934,2.9457757910900333,1.0815489813090202,Iris-versicolor
+112,4.8290619544242475,3.0,1.4170324620834036,0.1,Iris-setosa
+113,6.000677516130069,3.0,4.836180093446431,1.8006714518820974,Iris-virginica
+114,5.782377027152192,2.793680546445542,5.112037832199245,2.4083687774664675,Iris-virginica
+115,6.707791016338524,3.3015467144780537,5.67970575567626,2.1206653503123527,Iris-virginica
+116,6.83452972768457,3.203552917301683,5.807525800610235,2.297619037854718,Iris-virginica
+117,5.508163739865333,2.4226184509892206,3.78871506198569,1.0949001445945143,Iris-versicolor
+118,6.48463360760462,3.0,5.797409928907,2.176258662353396,Iris-virginica
+119,5.894807360341412,3.0,5.102631196093772,1.7970418390786163,Iris-virginica
diff --git a/iris/tab_ddpm/6_2/28/test.csv b/iris/tab_ddpm/6_2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/28/train.csv b/iris/tab_ddpm/6_2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/28/val.csv b/iris/tab_ddpm/6_2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/29/synth.csv b/iris/tab_ddpm/6_2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4e3b351dad2b0bbe353d020a03ca0c8fd48c2c45
--- /dev/null
+++ b/iris/tab_ddpm/6_2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.502906060800959,3.0,5.337704372260554,1.8593970263051869,Iris-virginica
+1,5.5287205030357836,2.623434761136366,4.429725118372621,1.2196366092174031,Iris-versicolor
+2,4.912197617365577,3.0,1.3876396991964854,0.20266760409979678,Iris-setosa
+3,5.020615216219566,3.313380215533587,1.4032940386226134,0.2061297804559229,Iris-setosa
+4,5.55348200485671,4.2,1.4020263558791264,0.20322056024454488,Iris-setosa
+5,5.595419047223767,2.6840054225958605,4.426032904507909,1.2499530543754913,Iris-versicolor
+6,4.497720015358598,2.3058184241649116,1.2989152900783665,0.2915430327824301,Iris-setosa
+7,6.261303247469758,2.5142154472204696,4.949592966874771,1.5304668400414736,Iris-versicolor
+8,4.794133590312805,3.0,1.4007436505043953,0.1,Iris-setosa
+9,6.813044157451716,2.8191254764954885,4.817734460705294,1.4124534739210202,Iris-versicolor
+10,5.623896278791616,3.0,4.13115148269239,1.2812757452516155,Iris-versicolor
+11,5.078513990501483,3.391455672462155,1.6167235530411639,0.2012518682754699,Iris-setosa
+12,5.213344587927067,2.6871927097737305,3.9120721628913815,1.366596853817796,Iris-versicolor
+13,5.588215619163269,4.2,1.412117498603624,0.1994553828894921,Iris-setosa
+14,6.734748313377354,2.526768944072936,5.838193923999306,1.8077845247850877,Iris-virginica
+15,5.025855624872789,3.4697743389668756,1.4995788151034661,0.4264133129945459,Iris-setosa
+16,4.818436521200532,3.0,1.3823630696796263,0.1,Iris-setosa
+17,6.9083142437007945,3.2057649933986556,5.690123401322569,2.2995230029278133,Iris-virginica
+18,5.1600341075571405,3.4023535937608513,1.5191738486386908,0.1978914453694262,Iris-setosa
+19,4.400000461026915,2.8900073524443517,1.4052940981397595,0.2013582614406964,Iris-setosa
+20,5.292702178497479,3.599377361096812,1.4966976265168341,0.19903757431962332,Iris-setosa
+21,5.905668635932368,3.2055822620362577,4.81134528396411,1.8058594754462034,Iris-versicolor
+22,7.899998297690013,3.7647162373109473,6.449900700893462,2.021173934224717,Iris-virginica
+23,6.493459804457378,3.190881261675858,5.102083983799296,1.9996711159712972,Iris-virginica
+24,6.886749823222702,3.1026059973358695,5.102107307622247,2.3167163015238077,Iris-virginica
+25,7.022172320414975,3.0,5.669925041847483,2.1521698682233077,Iris-virginica
+26,6.277383158121453,2.6912674885314196,4.838173704131199,1.795322714136809,Iris-virginica
+27,5.752978428730627,2.806295783981156,4.542597759759082,1.335478723415138,Iris-versicolor
+28,6.303445719101136,2.294606114274554,4.411407357624063,1.311943349421916,Iris-versicolor
+29,6.854888691051118,3.1829208258153265,5.738882534171098,2.291335972447931,Iris-virginica
+30,5.093022444363244,3.397740105522163,1.4950455252634816,0.20172738630043288,Iris-setosa
+31,5.627203628360941,3.8178430966381134,1.71860695431983,0.3120639559956784,Iris-setosa
+32,5.242689801038633,3.519250594602372,1.4791868232003225,0.1951356745605968,Iris-setosa
+33,7.262533844898359,2.908567800396289,6.293886610498429,1.8019253779196907,Iris-virginica
+34,6.853315098748249,3.2097834100297877,5.833949275419157,2.3028831051536205,Iris-virginica
+35,4.891255667758669,3.1072962128614883,1.5729804483476006,0.1,Iris-setosa
+36,5.885670269352295,3.198302612913761,4.808250860131193,1.8050166130737122,Iris-versicolor
+37,6.486982659522809,3.0,5.771126281945886,2.1893823060286266,Iris-virginica
+38,4.852458661527621,3.0,1.4004484373136052,0.20913782662736538,Iris-setosa
+39,6.190021568058909,2.2,4.4643512656551785,1.5026037478201568,Iris-versicolor
+40,5.875384687879394,3.0,4.1030901528872965,1.471401385730129,Iris-versicolor
+41,4.872499593094409,3.050778262314148,1.4612369473413143,0.1000001131921774,Iris-setosa
+42,6.907482656991294,3.0983967697372474,5.089799038546869,2.304882761252875,Iris-virginica
+43,5.110610940997054,3.6786927513293146,1.4862849924611914,0.39435036535663004,Iris-setosa
+44,6.290340718263352,2.9004303372311435,5.605221014924754,1.7993293460501356,Iris-virginica
+45,6.37460951076269,2.8941828462081864,4.324002417307655,1.3136806968744796,Iris-versicolor
+46,5.739337092400391,2.8051442201252272,4.325924680601177,1.3903706429341962,Iris-versicolor
+47,7.336735303040596,2.934690933801323,6.31987985650875,1.805717603753454,Iris-virginica
+48,5.586289978051369,2.9804186053123245,3.8121072960173468,1.2761063082301214,Iris-versicolor
+49,5.564069123581488,4.1999992814060025,1.3909968515886963,0.2022708669737206,Iris-setosa
+50,6.154337036514365,3.001392951965782,4.615376361929426,1.4342418930726144,Iris-versicolor
+51,5.8459299654917904,2.767454795627282,5.13120546619614,1.8405595685652505,Iris-virginica
+52,4.710501970538494,3.406955248312434,1.421434332323513,0.2988849818798689,Iris-setosa
+53,6.4037841329317295,2.8985472002139794,4.307691805618089,1.2996358806686876,Iris-versicolor
+54,6.085497508117813,2.6166401903103518,5.5879434679501365,1.4276611120927423,Iris-virginica
+55,5.5426868182756115,2.3646629183811596,3.8990568921138413,1.1227901160434686,Iris-versicolor
+56,6.308416221389705,2.301219176262679,4.3873927595481454,1.302421856374472,Iris-versicolor
+57,5.999359810174086,2.7030772540726935,5.105687106798983,1.5842599637313493,Iris-versicolor
+58,6.073555065668262,2.5869607804409376,5.637946117772693,1.4398631825274324,Iris-virginica
+59,5.363138833122058,3.403021835373874,1.5324927023725594,0.37795450574802597,Iris-setosa
+60,5.812346327255546,2.8115945432785647,5.096749719772036,2.3990217667851383,Iris-virginica
+61,5.159465257435926,3.5296556514681625,1.4960043158628633,0.20044994654400128,Iris-setosa
+62,4.771147724622405,3.0,1.3854238890851205,0.1,Iris-setosa
+63,5.072726552712127,2.469886246411484,3.1232527658564746,1.0901381656498428,Iris-versicolor
+64,6.785945059432608,2.788364105451384,4.779009136202909,1.387833463375952,Iris-versicolor
+65,6.926406323843176,3.1061770728487597,5.093506543873212,2.31060585517934,Iris-virginica
+66,6.529301159521397,3.0,5.484947793353549,1.8084489173422904,Iris-virginica
+67,5.194047572914957,3.328816008809573,1.723256457304586,0.5371192983991914,Iris-setosa
+68,5.102240816856693,3.2991646323453687,1.7727956554647557,0.5163550433775989,Iris-setosa
+69,6.004117335143922,2.696859414381513,5.098809061042872,1.5920568479706718,Iris-versicolor
+70,6.396869529217145,2.9021696090834097,4.277724112085241,1.3307037449940435,Iris-versicolor
+71,5.670924367049403,3.780869835027652,1.8380400457091448,0.32215138068171717,Iris-setosa
+72,6.884489251936165,3.1338725319179206,5.148951833149293,2.2997992850848537,Iris-virginica
+73,6.176030726011362,2.585999819100534,5.029371265767383,1.5481969299016707,Iris-versicolor
+74,6.750867073875183,3.118939890965381,5.125480108948758,2.233959832064845,Iris-virginica
+75,6.302753865060221,2.933300638796774,5.6315559975596425,1.8024999862172841,Iris-virginica
+76,5.971167255454702,2.8699037387067357,4.60571854882522,1.491477071724434,Iris-versicolor
+77,5.486716077444779,3.888388434121818,1.6243638487424021,0.39130223668762043,Iris-setosa
+78,5.864089754023614,3.195670239931934,4.781268968576575,1.7960775520850853,Iris-versicolor
+79,5.942536346839284,2.940540323497333,4.551465269213889,1.327571135510658,Iris-versicolor
+80,5.899354381709136,3.0,4.182221649321695,1.4593083272958474,Iris-versicolor
+81,6.317351264180674,2.287357799323618,4.407495273551483,1.3226941080713117,Iris-versicolor
+82,6.91556570635282,3.101357312469672,5.120857153275604,2.284455461392851,Iris-virginica
+83,5.016048884417107,3.3884024790969596,1.7644961568939133,0.39585473255258985,Iris-setosa
+84,4.972565074642278,2.454733726517105,3.321997154661236,1.0813430379058375,Iris-versicolor
+85,6.398440870378108,2.9053006666774785,4.302590333620135,1.302616026348764,Iris-versicolor
+86,6.304829140020503,2.303290734863052,4.391505728765754,1.3059972811502196,Iris-versicolor
+87,6.30975470267447,2.296360602378039,4.376966778536388,1.2940080923277315,Iris-versicolor
+88,5.406608768141589,3.0,4.524907042839449,1.5116687709633336,Iris-versicolor
+89,6.018862046712893,2.2,5.003817224489813,1.5067087026645387,Iris-virginica
+90,6.311327363960249,2.297134194677769,4.426229981009097,1.2947850093995674,Iris-versicolor
+91,6.7070390819126295,2.493992129042966,5.851180214658083,1.7969585709519458,Iris-virginica
+92,5.664809980095998,2.4947161536421874,4.9906932204854915,2.008929131200912,Iris-virginica
+93,4.998705779974163,3.3907867423356746,1.5712922123309303,0.37387800928938586,Iris-setosa
+94,6.925062315105044,3.0,5.642844245807581,2.103240099563355,Iris-virginica
+95,6.742369453417738,3.3097165200850824,5.733733366459832,2.095756346724243,Iris-virginica
+96,5.667863510547675,3.8105829791684633,1.7469172728045488,0.2974585649540983,Iris-setosa
+97,5.781916991644639,2.7071825135378322,5.102950445165433,1.8940089792969086,Iris-virginica
+98,5.155371404068806,2.6691331438447263,3.834720779005609,1.3590644822842106,Iris-versicolor
+99,6.819656391130892,3.2041665293645996,5.767593228377001,2.2922626555412866,Iris-virginica
+100,4.631584651344186,3.1657487069311694,1.3893295236302663,0.20006377354808647,Iris-setosa
+101,4.904619287774677,3.0,1.3973451013742473,0.20057899132106582,Iris-setosa
+102,5.71333291384145,2.81795381584343,4.497739128351099,1.305056308618066,Iris-versicolor
+103,6.159612835388667,3.0,4.93110122906883,1.8384808605436482,Iris-virginica
+104,5.637127897283109,3.0,3.7675592064077326,1.3279011531021876,Iris-versicolor
+105,7.899998991630262,3.8224105260393264,6.400003717631176,1.9840731754758798,Iris-virginica
+106,6.2054526195318385,2.200000335728325,4.558394679679131,1.5199274756307477,Iris-versicolor
+107,6.514458672491514,3.0,5.838497616646017,2.2137085679403827,Iris-virginica
+108,5.329860429440176,2.5899029306130092,4.164013484857836,1.227860173594501,Iris-versicolor
+109,5.805045692017057,2.7963106913582094,5.114781938654954,2.4039691604516644,Iris-virginica
+110,4.890708771207007,3.0925504142957125,1.4983781829728184,0.1,Iris-setosa
+111,6.705836078388112,2.484661227918469,5.769515371246456,1.799058960393262,Iris-virginica
+112,5.544532339944702,2.9086961842856147,3.764114413315279,1.309461029329201,Iris-versicolor
+113,4.984589213599705,3.2907138285652295,1.3976840411759768,0.20479684584993396,Iris-setosa
+114,6.508324380336153,3.0,5.48010951837747,1.8077804298372113,Iris-virginica
+115,5.532079642507134,2.435581070067515,3.7354874105636644,1.0855743321459232,Iris-versicolor
+116,6.814379924538879,3.1630812156258514,5.901246475593195,2.297511144317209,Iris-virginica
+117,6.0095336787568,3.0,4.813402973334697,1.7955983165326992,Iris-virginica
+118,5.999922093343612,2.8984670966566557,4.438497227382525,1.516804652411577,Iris-versicolor
+119,4.816746559070861,3.0,1.4050190984975373,0.10000009858938011,Iris-setosa
diff --git a/iris/tab_ddpm/6_2/29/test.csv b/iris/tab_ddpm/6_2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/29/train.csv b/iris/tab_ddpm/6_2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/29/val.csv b/iris/tab_ddpm/6_2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/3/synth.csv b/iris/tab_ddpm/6_2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..49f76eacbe875a8c44e4277af9363454eb40a19e
--- /dev/null
+++ b/iris/tab_ddpm/6_2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.617444286606335,3.2059618887137993,1.4027029907891067,0.20009766270366214,Iris-setosa
+1,4.504418803608572,2.3049817796737924,1.3004802241949651,0.3101067086319897,Iris-setosa
+2,6.709687796602032,3.3009919419495404,5.673914158665793,2.109120118887238,Iris-virginica
+3,4.400000694589738,2.896009047468233,1.3808286165370454,0.19837454016009975,Iris-setosa
+4,6.377170182087725,2.970620971547853,5.596475361246991,1.8021922938990338,Iris-virginica
+5,5.540682709630893,2.4993969550225636,3.759222191340373,1.0903381539807688,Iris-versicolor
+6,4.4,2.9011321693691574,1.394993739514113,0.20370912822264334,Iris-setosa
+7,6.076557312438268,3.0,4.587259258989267,1.4149838685454605,Iris-versicolor
+8,6.20173440159395,2.2,4.532166490225273,1.4861588223659978,Iris-versicolor
+9,7.899998571995019,3.768520963201139,6.363187120482604,1.980312455862949,Iris-virginica
+10,5.491592383732846,4.199998926298112,1.4005339704325777,0.20604611927315794,Iris-setosa
+11,6.016913612572738,2.711694061529224,5.084865655872811,1.6030102302908906,Iris-versicolor
+12,5.6050660674191075,2.4782622112621113,3.8901361116973368,1.0913649256401285,Iris-versicolor
+13,5.361126150216302,3.0,4.4717271226621085,1.489534164913542,Iris-versicolor
+14,6.113360281693431,2.648448780534193,5.602073023038292,1.5309553718113915,Iris-virginica
+15,5.098855204229807,3.5276937193333286,1.397463000665764,0.3140790903518192,Iris-setosa
+16,4.635782019719018,3.1754619130425956,1.3979737111212867,0.20362641896450592,Iris-setosa
+17,5.607898000422795,2.8446789141783775,3.61218569008245,1.319015147207126,Iris-versicolor
+18,6.531854589048655,3.211825326902233,5.127417944051835,2.0321661666727877,Iris-virginica
+19,5.128722412280834,3.8172984205331195,1.7875833832077983,0.20280392226565433,Iris-setosa
+20,6.997835714132674,3.0,5.682738873185079,2.118985588567205,Iris-virginica
+21,6.3142298466660645,2.4364735917006186,4.848375621350385,1.4896892626383067,Iris-versicolor
+22,5.002026301569409,3.189764136389438,1.2,0.20121568782069232,Iris-setosa
+23,5.465882559391641,3.4127439891604556,1.7071706971599137,0.20509449857966203,Iris-setosa
+24,5.164478981367952,2.665470825132977,3.689985632672533,1.3592852080917965,Iris-versicolor
+25,5.640781375048131,3.738374255365044,1.8243334168525775,0.3456814291302597,Iris-setosa
+26,6.796947102029245,2.8073226153176227,4.802261288429154,1.392085993373569,Iris-versicolor
+27,5.4081326882371705,3.0,4.457508670089706,1.4791115383245899,Iris-versicolor
+28,5.399806919732288,3.0,4.489936355120865,1.5225799989443871,Iris-versicolor
+29,6.304466820905403,3.4026733204358015,5.576852586567277,2.400844643187035,Iris-virginica
+30,6.887445858527763,3.109600900660593,5.113452828108384,2.3191770449184257,Iris-virginica
+31,4.886978882986654,3.098886409543158,1.5267434642090825,0.10000009081323216,Iris-setosa
+32,5.090098350679965,3.5277891083745407,1.4024547037498962,0.3096010643628514,Iris-setosa
+33,5.219483641747127,3.384473305949753,1.5234205888416605,0.20074286674845987,Iris-setosa
+34,5.33512992161444,3.3909797725236372,1.4953889089551617,0.3829811113079937,Iris-setosa
+35,6.708897437980129,2.525120546697553,5.833433824941872,1.8056947550896003,Iris-virginica
+36,5.003928357371038,3.1864698248995094,1.2,0.19432500558190813,Iris-setosa
+37,6.0372036232116075,2.834812661124302,4.5894389984446695,1.319466719640644,Iris-versicolor
+38,5.581851535525616,2.514792929289579,4.1030674081814205,1.1404471072204114,Iris-versicolor
+39,6.854724309277896,3.2099324208410778,5.8972791108147655,2.298104153255805,Iris-virginica
+40,5.4173133866826255,3.0,4.492021641104494,1.5128017129202413,Iris-versicolor
+41,5.910842817726364,2.8704050164494452,4.5350685206201025,1.420384097854244,Iris-versicolor
+42,5.612990524207939,2.909746669783459,3.643946211310114,1.2821460090782004,Iris-versicolor
+43,5.608154713425247,3.0,4.122378168146942,1.3007748863263193,Iris-versicolor
+44,5.991385972149824,2.9073580336490186,4.466783582540299,1.5079163940953229,Iris-versicolor
+45,5.619152551868455,2.693184216141505,4.290950785557151,1.3049192517963193,Iris-versicolor
+46,6.080295538327025,2.7920330634959236,4.694521398166902,1.2023452503961227,Iris-versicolor
+47,5.522855596943133,3.032261728406707,4.630675169662352,1.6641835963511156,Iris-versicolor
+48,5.449847144364037,3.4692752882606372,1.4963115976207682,0.3991835311476687,Iris-setosa
+49,4.4,2.893139386408887,1.3840685295049524,0.1991136713779973,Iris-setosa
+50,6.709337887940213,3.3071716901595014,5.683432776113639,2.5,Iris-virginica
+51,6.010998056753285,2.729606978069143,5.02941468334907,1.4986484937474165,Iris-versicolor
+52,7.1200702756803675,2.955333696925596,6.098073423747248,1.8754349922180793,Iris-virginica
+53,6.706260634411571,3.0,5.004029697244607,1.6920749890301339,Iris-versicolor
+54,5.700114648705172,2.7603132473922813,4.508503286828709,1.2925937987339027,Iris-versicolor
+55,6.392147493774021,2.7378141842500807,5.340110006708996,1.8779845017347745,Iris-virginica
+56,5.849286276033163,3.1874219226933347,4.764141013071904,1.7801842844098081,Iris-versicolor
+57,6.190113030601718,2.2,4.500092992718765,1.4915585597172463,Iris-versicolor
+58,5.770955544601127,3.0,4.187008528414955,1.4265614988630801,Iris-versicolor
+59,6.389569717862853,2.90543467421035,4.289980325986598,1.2759295208827754,Iris-versicolor
+60,5.409258729125032,3.3991932554125794,1.6569949780767468,0.19837817996872595,Iris-setosa
+61,6.289698611574507,2.494724107301418,4.883659851765523,1.5372809530557578,Iris-versicolor
+62,5.125424956173402,3.4232266803739404,1.4997630989311748,0.1963168414778128,Iris-setosa
+63,5.090135877111478,3.6767454908210424,1.5435601653973097,0.3923082579774957,Iris-setosa
+64,5.109699914279196,3.7983320645635894,1.6834615305286706,0.2003756916854237,Iris-setosa
+65,6.30433388993095,2.910534392620491,5.607189423184833,1.7996450205056596,Iris-virginica
+66,5.373798317093348,3.3908466773706647,1.5544025759026776,0.19727786452915128,Iris-setosa
+67,6.70796119738418,3.3038041534889206,5.671451010494024,2.103702982381665,Iris-virginica
+68,6.8636645807083045,3.0,5.549723181186992,2.1042329189394273,Iris-virginica
+69,5.334076475446928,3.912478520064049,1.6810473531741503,0.3597773178707117,Iris-setosa
+70,4.957912160466031,3.1812633519463773,1.2,0.2051601270333485,Iris-setosa
+71,5.007799706846844,3.4042154637470383,1.6393361477067923,0.39761961571266263,Iris-setosa
+72,6.299633852029394,2.3178350012020807,4.376154453252442,1.314065279106032,Iris-versicolor
+73,7.697534244304997,2.5834089596902667,6.9,2.3164714242491984,Iris-virginica
+74,6.697149649650539,2.4739038210985265,5.79008945342325,1.7895407186228798,Iris-virginica
+75,5.496900334440885,4.199999187994091,1.39416369818746,0.2071941232261108,Iris-setosa
+76,6.044392819527992,2.7925719555837585,4.690656531901118,1.2177587812414914,Iris-versicolor
+77,5.940897282632825,3.2071047799903116,4.781155851892248,1.803686788304755,Iris-versicolor
+78,4.5881053025362935,3.398943216925794,1.3980160984238745,0.34663533793571544,Iris-setosa
+79,5.08496358398334,3.5162378002323287,1.402200942181507,0.2963353935718892,Iris-setosa
+80,6.799819490760639,3.0,5.451908281879952,2.1024212211291013,Iris-virginica
+81,4.500970086367065,2.2920260227074474,1.300888677348669,0.2962792771673196,Iris-setosa
+82,6.306517557645691,3.298073151269024,4.696289025903625,1.5931574373404231,Iris-versicolor
+83,6.672797136066848,3.0,5.517787471910093,1.9470845266463557,Iris-virginica
+84,7.727404326524784,2.613107545757075,6.89999844594698,2.314872723301876,Iris-virginica
+85,4.905680193366824,3.1117466405601633,1.496484829775872,0.10000012804527525,Iris-setosa
+86,5.330392946133472,3.3929931927909176,1.4987395113944346,0.41410831828287925,Iris-setosa
+87,6.182029769324844,2.2,4.482214608202842,1.4874965597493264,Iris-versicolor
+88,7.700263307634941,2.6232173627478472,6.899997482519219,2.320764351039798,Iris-virginica
+89,6.7203079738972615,2.4898488745018916,5.870916561842522,1.7919925896377267,Iris-virginica
+90,6.307798528872384,2.2979606636632717,4.4164407885372645,1.2809852149061431,Iris-versicolor
+91,5.5508682102546,2.673798271039895,4.358868218039566,1.254917288170311,Iris-versicolor
+92,5.531152529846379,2.6105891845018356,4.29998492653718,1.2427556495796281,Iris-versicolor
+93,4.802935230521147,3.0,1.3981861485661198,0.1,Iris-setosa
+94,6.290441631292315,3.0,4.617000197042515,1.4341590180658144,Iris-versicolor
+95,6.11203636260976,2.595468441312268,5.5928083592787035,1.378045523004228,Iris-virginica
+96,6.949725202033637,3.1240267880946084,5.109466925894954,2.2971912762347966,Iris-virginica
+97,5.9056769752612235,3.0,4.2646508321748735,1.491709418784019,Iris-versicolor
+98,4.85163837898976,3.0,1.3948491286340352,0.22106620709586544,Iris-setosa
+99,4.912506573216928,3.0,1.3981941422910782,0.19736746790303816,Iris-setosa
+100,5.655046038981338,3.0,4.302390499185757,1.3278976551018868,Iris-versicolor
+101,5.373075494197361,3.3972636002961623,1.4954086110859761,0.43899745307135357,Iris-setosa
+102,6.288349252446979,2.498815990844713,4.919458054498988,1.5113029095089023,Iris-versicolor
+103,7.136222373893112,3.0,5.91456451871737,2.0951676818834017,Iris-virginica
+104,6.905567808599019,3.0930252999456993,5.090805747934324,2.3028958771839654,Iris-virginica
+105,4.794486786824237,3.0,1.4007585105150324,0.33860990355505977,Iris-setosa
+106,6.302501273334638,2.891612063464988,5.615269717226021,1.7959439503570986,Iris-virginica
+107,4.798364165794071,3.0,1.3961305245762659,0.2958457151428153,Iris-setosa
+108,5.624047761823946,2.707455287039127,3.993027591729637,1.3037492824358308,Iris-versicolor
+109,5.08358629202997,3.393443164078581,1.504080996702518,0.20029654101288794,Iris-setosa
+110,5.467552282777473,2.575728556320584,4.392623837143078,1.1626216026044316,Iris-versicolor
+111,6.297373628208158,2.4594477466389577,4.8669783451161575,1.4849869292342406,Iris-versicolor
+112,6.097379662001384,3.0,4.569059930758971,1.409424297918409,Iris-versicolor
+113,6.48509566733227,3.2082099191957942,5.085679453859397,2.0202004596266745,Iris-virginica
+114,6.877885980087246,3.1967319452269334,5.890325954935324,2.2907148999045366,Iris-virginica
+115,6.369799272683695,2.917346333886403,4.222008853489737,1.2720963785819819,Iris-versicolor
+116,4.90406606446453,3.103164703603793,1.4964786542467814,0.1,Iris-setosa
+117,5.142864616209569,2.629872209802199,3.5839830104542214,1.3022718610777348,Iris-versicolor
+118,4.4,2.924754853491584,1.3936289758429246,0.21185107276724494,Iris-setosa
+119,6.293717340634363,2.302324247245372,4.363825597844405,1.2695363879724226,Iris-versicolor
diff --git a/iris/tab_ddpm/6_2/3/test.csv b/iris/tab_ddpm/6_2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/3/train.csv b/iris/tab_ddpm/6_2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/3/val.csv b/iris/tab_ddpm/6_2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/4/synth.csv b/iris/tab_ddpm/6_2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4dbe70c776c45afffbc20498924783937765738e
--- /dev/null
+++ b/iris/tab_ddpm/6_2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.987652479245074,3.0,4.495336922440163,1.4187736735188345,Iris-versicolor
+1,7.717782972788639,2.6035437868512856,6.9,2.276914655981184,Iris-virginica
+2,5.018572299872484,3.1996705441650093,1.2000002707447566,0.20385523797164312,Iris-setosa
+3,6.779294022133154,3.0,5.3486003097740324,2.1661161594410556,Iris-virginica
+4,5.933029116913886,3.0,5.115961959797592,1.7989913764404837,Iris-virginica
+5,6.246511644107587,2.5334316141268465,4.96154274271149,1.5207618361907385,Iris-versicolor
+6,6.347858808331173,2.5041365223947576,4.917222868775562,1.5139346906489446,Iris-versicolor
+7,5.66622222409092,2.490633761314906,4.955248915260692,2.015594154054468,Iris-virginica
+8,4.614908976060131,3.4026116140653206,1.3968649068118593,0.3640335432520785,Iris-setosa
+9,5.895577631440314,2.8735839111512216,4.537074442471282,1.3638831136484468,Iris-versicolor
+10,5.120769739550208,3.532382998502133,1.4076130471580648,0.2985477539449965,Iris-setosa
+11,7.717796438393519,2.5808099809455975,6.9,2.269783160575814,Iris-virginica
+12,6.318507719345736,3.3041024417236606,4.715060279961924,1.6079510812531423,Iris-versicolor
+13,4.809599290987241,3.0,1.4015589344350479,0.29671371005479197,Iris-setosa
+14,5.61072984310937,3.0,3.9523197160554115,1.2763569554849346,Iris-versicolor
+15,5.5303324203532815,2.6914374055239234,3.9808713944240424,1.3128196418135059,Iris-versicolor
+16,5.981149235654909,2.6991065268237064,5.080891372819814,1.59399449156664,Iris-versicolor
+17,6.6906716743954355,3.295599907490275,5.716492172150763,2.101426599179958,Iris-virginica
+18,5.618983023152601,2.707038505533001,4.166402347567411,1.2993745036709188,Iris-versicolor
+19,4.9033181983009495,3.106499068203913,1.497828972320947,0.1,Iris-setosa
+20,4.822863436807596,3.0,1.4033164046820814,0.1,Iris-setosa
+21,6.188722064951786,2.2,4.505000348386666,1.496693271902255,Iris-versicolor
+22,6.296297541926473,2.5060801006953275,4.884694885128494,1.498248190679849,Iris-versicolor
+23,5.173122303666326,3.3379505873522666,1.602841774500865,0.4703125359761571,Iris-setosa
+24,6.158541239212377,2.20000036263906,4.524578172017591,1.5532770010055277,Iris-versicolor
+25,5.878843988821834,3.19728261357428,4.75728544388103,1.7898878175285076,Iris-versicolor
+26,5.586302052533799,2.5526015931615293,4.319842553472081,1.1921417742984137,Iris-versicolor
+27,4.992231274542946,3.217479745649019,1.2000001892383305,0.19766481599132796,Iris-setosa
+28,6.691022333042259,2.509103443272399,5.793587181392294,1.8075342071131906,Iris-virginica
+29,6.331882775916132,2.4493136890242946,4.858775410921747,1.4712521870999204,Iris-versicolor
+30,4.800547646172333,3.0,1.4040095295159312,0.1,Iris-setosa
+31,4.50248495478932,2.300460603339767,1.3092534216087388,0.305193482139292,Iris-setosa
+32,6.468057865018028,2.881729780074511,4.384355801545404,1.327502845658579,Iris-versicolor
+33,6.196720868869895,2.2,4.490400380783162,1.489313969089294,Iris-versicolor
+34,4.886005492704233,3.0,1.406260509726048,0.20006145238903564,Iris-setosa
+35,6.298151220983026,2.5022060415407656,4.823074311804354,1.482773028851676,Iris-versicolor
+36,6.9249110620431145,3.1743033295996304,5.653138224209097,2.2864009347401093,Iris-virginica
+37,6.326802429501816,3.408556184203645,5.610499346234666,2.4020946020151914,Iris-virginica
+38,4.599356508826899,3.1970743815004505,1.398716729094239,0.19791229005481775,Iris-setosa
+39,6.350900273349622,2.714405500812234,5.10352485997852,1.8174544564670103,Iris-virginica
+40,7.108534927340625,3.0,5.914185821583266,2.095804318200286,Iris-virginica
+41,6.515150232695821,3.0,5.47950289873897,1.8057792982838672,Iris-virginica
+42,6.2937304506596625,2.3062151079424873,4.403933135337335,1.3017706335228962,Iris-versicolor
+43,5.586395971878422,2.8725109123095214,3.688383862801428,1.298815194450268,Iris-versicolor
+44,5.232656765197372,3.8673328703149914,1.5257212141452106,0.3718492483059617,Iris-setosa
+45,5.119574255499108,3.7347152968265314,1.4969954644128982,0.20023104622832838,Iris-setosa
+46,4.493306686309773,2.3017567442457327,1.302619540485373,0.31771893522915823,Iris-setosa
+47,6.140354421888879,3.1147536281692862,4.509562193476972,1.4304864785062112,Iris-versicolor
+48,5.282006239025532,3.4060519129174978,1.4982787336736096,0.1963151535426979,Iris-setosa
+49,7.061534718401702,3.0,5.954506970808218,2.0972145088294702,Iris-virginica
+50,6.313419091821383,2.713281950662699,4.919891339592178,1.8077612391173425,Iris-virginica
+51,5.690678334032722,3.780177354229564,1.7502084638318554,0.338329782822944,Iris-setosa
+52,6.515381025331544,3.2019324193790752,5.088791270216901,2.014928876030563,Iris-virginica
+53,5.523111611343841,4.199999065258532,1.4046933409751718,0.20276790228497898,Iris-setosa
+54,6.292297653619044,2.298665354606175,4.412254795776127,1.3096735031205458,Iris-versicolor
+55,5.897208508039087,3.0,4.145563757616675,1.501749396763304,Iris-versicolor
+56,6.529208374766267,3.1840744828010075,5.107673491906413,2.0009530184396715,Iris-virginica
+57,5.537131513592554,2.9034377991324,3.7953233628005743,1.339184334481904,Iris-versicolor
+58,4.90414827475209,3.087237843388637,1.4988448392115428,0.10000009644411435,Iris-setosa
+59,6.302088891819861,2.303908488593737,4.337837427280901,1.313084735667287,Iris-versicolor
+60,5.720590045827608,2.5156271668530565,5.01524437117679,2.008273887807845,Iris-virginica
+61,5.700513479334534,3.782227360707601,1.6326451364880927,0.2947409738445228,Iris-setosa
+62,4.636137978380547,3.4006766332892795,1.3962353838344588,0.3452753934513108,Iris-setosa
+63,5.806774235405919,2.6911925617440375,5.11287042731946,1.9316367709167295,Iris-virginica
+64,5.5707495238477,2.4772981410938986,3.862154639691551,1.111475309521247,Iris-versicolor
+65,6.805532698351726,2.787706242213702,4.869551378792366,1.4251551006645142,Iris-versicolor
+66,6.290444763013948,2.7062724303531827,4.884619933761507,1.797016615721463,Iris-virginica
+67,6.290646319191846,2.312195503897767,4.436349418231546,1.31067236831299,Iris-versicolor
+68,5.693292054554154,3.7868113758753807,1.8066220776639856,0.33440646362533516,Iris-setosa
+69,5.786233380343608,2.800118195042647,5.0907115597261114,2.3972662567824816,Iris-virginica
+70,6.682327296073467,3.0,5.009736868688131,1.706108003933456,Iris-versicolor
+71,5.737803500680829,3.80593753941369,1.7259469802337541,0.2982802689230246,Iris-setosa
+72,4.64726182381815,3.3772691215600545,1.4052503579896316,0.2887176947792139,Iris-setosa
+73,4.615689950262858,3.192921571475318,1.3956511194290064,0.19946274435443367,Iris-setosa
+74,5.377231954445922,3.388620113868143,1.4964792903471464,0.36105631893321394,Iris-setosa
+75,5.164657741000917,3.730154553552519,1.6569399276374934,0.4076331776225092,Iris-setosa
+76,6.408340276616296,2.898300413759237,4.263887019178769,1.305866567571925,Iris-versicolor
+77,6.203297690884175,2.2000002991887846,4.504022168001798,1.508229064738728,Iris-versicolor
+78,7.718049324641492,2.610524238530924,6.899998852686493,2.2836767630688666,Iris-virginica
+79,6.280856301365448,2.3057868480683377,4.390476599327678,1.3088674903927962,Iris-versicolor
+80,5.675738118516384,2.735373287645366,4.511803382963635,1.2704409003807475,Iris-versicolor
+81,7.068851043127089,3.0,5.904400256140613,2.0948985805137625,Iris-virginica
+82,6.289717684757358,3.4023089151204964,5.577396047739498,2.4003101600582517,Iris-virginica
+83,5.406723352005983,3.3969438690295193,1.640523766411091,0.19903342014119746,Iris-setosa
+84,6.8493969411967175,3.203897944894732,5.882759798926819,2.311426584658448,Iris-virginica
+85,6.3108739641708125,2.713913055505487,4.8999477349553615,1.8019027732897304,Iris-virginica
+86,7.70377768088236,2.589432836226385,6.89999886664383,2.298617820632032,Iris-virginica
+87,5.1090133406877385,3.805051269259173,1.600505463801587,0.19293697288505676,Iris-setosa
+88,6.565923611975776,3.0,5.849371558367302,2.233018903556765,Iris-virginica
+89,6.3951063913318364,2.6861918123787385,5.342531893751213,1.9067518306756879,Iris-virginica
+90,5.756908564062567,2.628043943760704,5.084801087089173,1.9337123574465704,Iris-virginica
+91,5.464476696138763,2.3742685620795356,3.8419061679188364,1.1186515129776047,Iris-versicolor
+92,5.9385939139949375,2.7972230731039116,4.626469024630427,1.172141975294959,Iris-versicolor
+93,5.379088246530074,3.819120267199846,1.5626247226176442,0.21998494985372324,Iris-setosa
+94,5.6176676300002475,2.5312159014392104,3.9764125680657494,1.124151239015023,Iris-versicolor
+95,5.0899192376431435,3.3034457386267992,1.49815885121289,0.5928745217411502,Iris-setosa
+96,6.942355045634265,3.2011459187548827,5.836622556433375,2.2867510916016793,Iris-virginica
+97,5.5461042529033255,3.0,4.4810451134463545,1.5634551288659684,Iris-versicolor
+98,5.075625365270876,2.521370361030047,3.3213620196561826,1.1325532770461284,Iris-versicolor
+99,5.549290607061645,2.564069885402691,4.099884973344261,1.1490273109347662,Iris-versicolor
+100,5.235674087470556,2.689688171527425,4.037704505400398,1.3721822320059365,Iris-versicolor
+101,6.0805848150419735,2.6085022403025104,5.576634925435288,1.455048300808404,Iris-virginica
+102,4.603426884094582,3.2076919095907424,1.3967572962827521,0.2011792012771058,Iris-setosa
+103,5.1019085325711,3.5128080006996845,1.405372036270395,0.29398852624531335,Iris-setosa
+104,5.385399985556732,3.911618284800552,1.5650736119145672,0.38180488391703093,Iris-setosa
+105,4.4,2.882662882683251,1.403977755408221,0.19853907150652556,Iris-setosa
+106,5.9689772705123305,2.8884895735503813,4.43872733742305,1.4923371403137615,Iris-versicolor
+107,4.889268020333373,3.0972565134276038,1.4987316441482592,0.10000011056081554,Iris-setosa
+108,5.695825218228055,2.498833938749822,4.997574483677873,2.0074665019221354,Iris-virginica
+109,6.703478261658951,3.304537750580787,5.707713980296593,2.1073192117112214,Iris-virginica
+110,5.880043485611143,2.661235149217004,4.5860861222582585,1.2760481810928448,Iris-versicolor
+111,6.761882700387517,2.8285173780644715,4.8237966004087,1.4327169104911475,Iris-versicolor
+112,4.8559239473206155,3.0,1.4051638373506246,0.1987407293106912,Iris-setosa
+113,6.0152544378943436,2.2000003263047523,4.98853467502132,1.4903174830559325,Iris-virginica
+114,6.174705156452046,2.200000339276155,4.491792873732007,1.528287414637692,Iris-versicolor
+115,6.13045430385136,2.596201771567557,5.628473521259512,1.420702468209722,Iris-virginica
+116,6.634034058461181,2.5195271490857114,5.750955434172359,1.7963486178536567,Iris-virginica
+117,6.782586614816,3.0,5.526106050302977,2.0899880771133117,Iris-virginica
+118,7.713664606887308,2.610271212610919,6.9,2.3159387929824677,Iris-virginica
+119,5.558322547221071,2.4632241324219524,3.871777518267524,1.102641364975382,Iris-versicolor
diff --git a/iris/tab_ddpm/6_2/4/test.csv b/iris/tab_ddpm/6_2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/4/train.csv b/iris/tab_ddpm/6_2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/4/val.csv b/iris/tab_ddpm/6_2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/5/synth.csv b/iris/tab_ddpm/6_2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d94294d4f04ba0fbef300f42b5157eea9553863d
--- /dev/null
+++ b/iris/tab_ddpm/6_2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.595499292431272,2.910959008764724,3.567845713454469,1.3149980405713468,Iris-versicolor
+1,4.900750605344072,3.0884233927719147,1.5433513721991154,0.10000009447347612,Iris-setosa
+2,6.310282161309831,2.508417613344216,4.9222004379882724,1.5049954281353248,Iris-versicolor
+3,4.9893346837271535,3.3967562293088625,1.5272888553069335,0.43366413025253664,Iris-setosa
+4,4.786229292468345,3.2602912769805816,1.4079953763099524,0.20614792166345677,Iris-setosa
+5,6.708004693573498,2.4904521091759806,5.802781841645291,1.8036951205896283,Iris-virginica
+6,5.654120289997373,2.731043816020427,4.449436353036967,1.2764941144212827,Iris-versicolor
+7,6.887588892648116,3.0999961968527114,5.099824488463882,2.3094531390072732,Iris-virginica
+8,6.761420291181573,3.1522042813132742,5.797813327235571,2.2851532207876057,Iris-virginica
+9,5.881857063708454,3.223998590681365,4.807703861106451,1.8053102469380804,Iris-versicolor
+10,5.534708486844625,2.3964613975656244,3.9258786030206236,1.1252951367753339,Iris-versicolor
+11,4.912232851245214,2.4037601935243513,3.2388763449003486,1.017012943265293,Iris-versicolor
+12,6.699326597912862,2.4750683102969284,5.820838019051807,1.7991684595952246,Iris-virginica
+13,5.166785124242479,3.75751770171497,1.5559141445657756,0.20140696804860575,Iris-setosa
+14,5.320261404179628,3.6305444172644687,1.5115960848966097,0.2028498625253158,Iris-setosa
+15,5.591789355666347,2.9930277315534792,4.170106966439772,1.3369898244237597,Iris-versicolor
+16,6.295595554893164,3.306317248507225,4.688840828932383,1.5954163983999272,Iris-versicolor
+17,6.003186672626463,2.6995933351180854,5.1058866850860465,1.5931573489765154,Iris-versicolor
+18,6.976600556678918,3.0,5.781253540395287,2.0836550541795456,Iris-virginica
+19,6.316357052156531,3.3106750883184892,4.720153405826122,1.5809648429523768,Iris-versicolor
+20,7.8999987783165055,3.7893248004603937,6.390002848205087,2.0175019023985294,Iris-virginica
+21,5.660493376212706,2.773474293595148,4.313249841000134,1.292334044384777,Iris-versicolor
+22,4.4,2.886766859453408,1.4030403702033276,0.1982117448837465,Iris-setosa
+23,6.037963838755824,2.650339375283169,5.040086945541851,1.5536498037269448,Iris-versicolor
+24,6.057274930488027,3.0,4.78037849767424,1.800961136591822,Iris-virginica
+25,5.129316692553889,3.530009961306081,1.3928134947034188,0.3174727765830362,Iris-setosa
+26,5.265391084926749,3.82312234938922,1.5687526703413028,0.38117012282699775,Iris-setosa
+27,4.6978807164646295,3.2578580724874073,1.4064050959506333,0.1993601586016438,Iris-setosa
+28,6.293232292913397,3.2958401824272086,4.665021941842964,1.5995809222509636,Iris-versicolor
+29,5.81825283094818,2.800627416092673,5.100565876560553,2.4000086141943275,Iris-virginica
+30,6.331905489603571,2.9723145153124615,5.525757888170068,1.7990870681549678,Iris-virginica
+31,6.323237463246564,2.71035764980745,5.010848334516389,1.8201393408192832,Iris-virginica
+32,5.075232409176972,3.480256307243257,1.4026343413787041,0.29954116506962264,Iris-setosa
+33,5.8940806605434855,3.0,4.074669045606183,1.4846444955614133,Iris-versicolor
+34,6.687640901542295,3.0,5.646125455981727,2.136052168685508,Iris-virginica
+35,4.400000550362876,2.9056880123539193,1.4064010512419447,0.2054991507625037,Iris-setosa
+36,5.121977241559658,2.6286762375969897,3.7501581777443445,1.351028599516054,Iris-versicolor
+37,6.7631175179315575,3.2001111159330353,5.8587579605388855,2.290079110935284,Iris-virginica
+38,4.618521024257189,3.3855499652086416,1.4088659053011185,0.2957562733294439,Iris-setosa
+39,5.498842510217614,2.3743757203913503,3.82665346561307,1.1167054111441048,Iris-versicolor
+40,5.578290385462132,2.596263341274454,4.149111076437369,1.1596458260727274,Iris-versicolor
+41,6.214338711169406,2.2,4.5238751197806915,1.5024954417073528,Iris-versicolor
+42,6.617665110597162,2.559477109046587,5.6510632284935935,1.8093905208128485,Iris-virginica
+43,6.684754072010883,3.292144669693527,5.734997210882922,2.127068034604186,Iris-virginica
+44,6.69715587898556,3.0,5.005448118059538,1.7122147780793062,Iris-versicolor
+45,6.034155476639355,2.9083603361774557,4.51792809264391,1.5178614534690857,Iris-versicolor
+46,5.451002636616887,3.410530604466738,1.588207617530186,0.29650448060859474,Iris-setosa
+47,5.037000295859419,3.314585958128427,1.3971368210130293,0.1977376705915153,Iris-setosa
+48,5.116650816212253,2.5127385640949016,3.0245303699184367,1.1281715504051755,Iris-versicolor
+49,4.980328348939588,3.182905197687134,1.2,0.1980581128326101,Iris-setosa
+50,5.778515082712959,2.6174349437589726,5.065328966129159,1.888516567216599,Iris-virginica
+51,5.699880348692357,3.7865157101446094,1.6914799415363617,0.32196026142057643,Iris-setosa
+52,5.624822500706948,2.7347114079512895,4.263335118916766,1.338696813840705,Iris-versicolor
+53,5.378884410824834,3.886574371797022,1.565150687870835,0.46495921755820313,Iris-setosa
+54,5.713382940886146,3.801833056194468,1.6625379612195326,0.29495816915393047,Iris-setosa
+55,6.026131292344247,2.7008815889534845,5.108371168204802,1.6188567163269765,Iris-versicolor
+56,4.9981125621932145,3.3995716574640378,1.6299159976775934,0.37394197917268535,Iris-setosa
+57,6.963724360725254,3.1047570542980183,5.084753398707708,2.3098944084157322,Iris-virginica
+58,6.226527409277064,2.551530967284182,5.001581035110514,1.5238309553156077,Iris-versicolor
+59,5.528152998772496,2.409628404235278,3.6680988262326424,1.07855745549708,Iris-versicolor
+60,4.902376210292242,3.0,1.4038539585121108,0.20502816458954087,Iris-setosa
+61,7.89999855813184,3.808348634044188,6.403234175884867,1.9937959069646454,Iris-virginica
+62,6.640502476294935,3.012989396376898,5.837426812054982,2.2464735203592534,Iris-virginica
+63,4.903053766783649,3.1087020831982755,1.520706342945043,0.10000012645970992,Iris-setosa
+64,4.996321057138276,3.180175426228631,1.2,0.19992407581070842,Iris-setosa
+65,6.302383197724936,2.7224990002857257,4.918044346767813,1.7942505888889695,Iris-virginica
+66,6.055737747733531,2.6805271091217535,5.098968809075883,1.5920511899060352,Iris-versicolor
+67,5.925878501673155,3.0,5.118527109748879,1.7993346493839102,Iris-virginica
+68,6.118169873839117,2.6174398169299287,5.555134992169969,1.4273028888279427,Iris-virginica
+69,6.111595656623902,2.8073942838588297,4.691565807546528,1.1852773048612153,Iris-versicolor
+70,5.79896440622718,2.8112399657732854,5.097077756037759,2.3991493698037485,Iris-virginica
+71,5.835108141687413,3.1843660193154353,4.78337587878102,1.7970588656302138,Iris-versicolor
+72,6.276150599253961,2.289108390123214,4.407417083073259,1.3165350450862472,Iris-versicolor
+73,4.800033469309443,3.0,1.3868511530203462,0.1,Iris-setosa
+74,6.413882304827442,2.899546388419672,4.299208334308898,1.3118582001444068,Iris-versicolor
+75,4.400000715826941,2.897226050836653,1.386874204215359,0.19714672159561386,Iris-setosa
+76,5.682906535303635,2.795014728249403,4.460515766732507,1.3090818074794446,Iris-versicolor
+77,6.712046148567877,3.0,5.002527661980765,1.7017504698346118,Iris-versicolor
+78,5.082914888180363,3.7575719261797165,1.597916805229112,0.202692787182587,Iris-setosa
+79,6.405157519730722,2.693842115683517,5.3363830053804024,1.873071104408143,Iris-virginica
+80,6.385027619303288,2.847716424212124,4.101449429230189,1.257558943258561,Iris-versicolor
+81,6.636644226750048,3.2840579602202724,5.68423644760977,2.4999996178601607,Iris-virginica
+82,5.582056791051941,2.677713226279366,4.442042136693948,1.2714948755988593,Iris-versicolor
+83,6.308581966588379,3.3940039885361473,5.533741182389739,2.368906505882214,Iris-virginica
+84,5.62241517494746,3.0,4.014329042790587,1.3019666456073966,Iris-versicolor
+85,4.995503121083954,3.2924000948166223,1.4076745144966736,0.19502903855418507,Iris-setosa
+86,5.10405445699804,3.3100414764325587,1.7814627274911838,0.5067718062015729,Iris-setosa
+87,5.6162582778510615,2.948636318903072,3.6832784166424415,1.2946398724164316,Iris-versicolor
+88,6.843993035400086,3.205804401607233,5.748142532818933,2.3004993798463174,Iris-virginica
+89,5.563799737508997,2.6286446206809564,4.276193569450945,1.2264873922710637,Iris-versicolor
+90,6.690795935463619,3.2882027793223276,5.784399509468978,2.5,Iris-virginica
+91,6.2723781679031285,2.9459927880380965,4.387105358776757,1.3904356590725888,Iris-versicolor
+92,6.6434934427719226,2.8319934683431995,4.690220341923031,1.3665884564023902,Iris-versicolor
+93,6.251403716586604,2.6921232811816096,4.873805902992911,1.7989649453209335,Iris-virginica
+94,4.818716509488021,3.0,1.4008205965693923,0.3451094946363603,Iris-setosa
+95,5.732549070390267,2.5640383811709397,5.0346868996409375,1.987560383858579,Iris-virginica
+96,5.686345513258143,2.770366210121798,4.457808040412903,1.3082146338099236,Iris-versicolor
+97,6.359617673221905,2.715163151936015,5.234253436219706,1.94657557087278,Iris-virginica
+98,6.557170955511908,3.0,5.459720202591074,1.812703824282375,Iris-virginica
+99,6.138637233284372,2.8158917517219537,4.696476117982084,1.2003004258638867,Iris-versicolor
+100,5.613660178470692,2.8781530383108436,3.6592279672446044,1.3037244462998216,Iris-versicolor
+101,5.365955721314148,3.761848507984021,1.4887098869089654,0.3427836290978019,Iris-setosa
+102,5.487475762664729,2.5743512118366594,4.3402866779769225,1.1885393677294043,Iris-versicolor
+103,5.079636288116032,3.3509362578505053,1.8070384032044906,0.3775038942578473,Iris-setosa
+104,6.323794080606421,2.438917163286564,4.780577801982972,1.465738077691897,Iris-versicolor
+105,6.810310404537342,2.7921003622832674,4.786544081408093,1.3880581039042335,Iris-versicolor
+106,5.303813641765105,3.7430286514468705,1.5389460983835916,0.20240826091308958,Iris-setosa
+107,5.50976247276398,4.199999056517151,1.3856060508161834,0.19468001802990187,Iris-setosa
+108,4.4000007786790905,2.898036898407243,1.4016365665864075,0.20596950790903748,Iris-setosa
+109,5.090990993557576,3.2954880512690576,1.6424038972526112,0.4711249583825005,Iris-setosa
+110,6.504952868585908,3.1859647122109154,5.108407937950064,2.00645950730975,Iris-virginica
+111,5.1349400526096565,3.3258938146089676,1.6698316673688416,0.453520397958132,Iris-setosa
+112,6.784087077225478,2.7973945254146457,4.800399811978284,1.3908181742117338,Iris-versicolor
+113,5.602426674201865,2.5041977209312147,3.9299806343205717,1.1232174661675771,Iris-versicolor
+114,5.911523342684379,3.0,5.103414187525508,1.8033162251831447,Iris-virginica
+115,6.214894970005771,2.2,4.519081372868903,1.5351030819030114,Iris-versicolor
+116,6.691192994552791,2.5038442655550415,5.764873697828129,1.8028015797516161,Iris-virginica
+117,6.318320327361132,3.315050360067431,4.6899461637320625,1.5830106797958519,Iris-versicolor
+118,7.065028931618788,3.0,5.89653099641584,2.0620527144373195,Iris-virginica
+119,5.884851534589665,3.0,4.101517487236524,1.4883272754462535,Iris-versicolor
diff --git a/iris/tab_ddpm/6_2/5/test.csv b/iris/tab_ddpm/6_2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/5/train.csv b/iris/tab_ddpm/6_2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/5/val.csv b/iris/tab_ddpm/6_2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/6/synth.csv b/iris/tab_ddpm/6_2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9dff0a4a50a32c4d7320ee20f2d32eeef8f215a2
--- /dev/null
+++ b/iris/tab_ddpm/6_2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.577885611418763,2.5934950551367932,4.29205538183055,1.2110530949069416,Iris-versicolor
+1,6.852352301528747,3.1925444153028155,5.738076930391322,2.297590917664433,Iris-virginica
+2,6.259976804694172,2.7055876412910824,4.916407584693748,1.7896152441722772,Iris-virginica
+3,5.40575996386326,3.0,4.487582428097754,1.4924073292456208,Iris-versicolor
+4,6.297532011308258,2.296026318439378,4.412850293266377,1.2719721600022122,Iris-versicolor
+5,7.717936967109015,2.6091374837977455,6.9,2.3125927479820225,Iris-virginica
+6,5.186416779327497,3.698494454419727,1.4991857662067958,0.19941077593015358,Iris-setosa
+7,7.708044529518455,2.5989268863212147,6.899998873702918,2.301634423073935,Iris-virginica
+8,6.288289218868613,2.8967412437412614,5.590085168654719,1.7979476911834178,Iris-virginica
+9,6.718778498575546,3.297157185416806,5.6959848561938085,2.1016790189748,Iris-virginica
+10,5.62387526956784,3.7834098014538724,1.6988320497851093,0.34476965676409904,Iris-setosa
+11,4.7700078675896815,3.0,1.3891280926787308,0.1,Iris-setosa
+12,6.900783859349235,3.1130026104216695,5.100491828630088,2.301788198911338,Iris-virginica
+13,6.121067171519131,3.0,4.659688482169898,1.383661083652511,Iris-versicolor
+14,7.899998710067816,3.809636374897888,6.407409795571567,1.9991874664161415,Iris-virginica
+15,6.29562089678322,2.9161935368247676,5.5878560219758775,1.8036734298242847,Iris-virginica
+16,5.150633041821236,3.3234335335908454,1.5286410557963768,0.5129242658742699,Iris-setosa
+17,4.907342720361763,3.1016995553207667,1.5666562359909384,0.10000010590539404,Iris-setosa
+18,6.297709163018503,2.495063017158607,4.896738436819919,1.4992041194093502,Iris-versicolor
+19,5.4680444940053174,3.899042591854358,1.7780253083329427,0.3331612893953022,Iris-setosa
+20,6.676340103701506,3.0,5.001910997847651,1.7048480746487367,Iris-versicolor
+21,7.6973649360616125,2.595013883900121,6.9,2.305096639915458,Iris-virginica
+22,6.540941713965726,3.0,5.867103034870222,2.22448164124421,Iris-virginica
+23,4.80083478358328,3.0,1.4049335688689428,0.2961611316452624,Iris-setosa
+24,4.791275470106968,3.0,1.395630212640766,0.2966892462302301,Iris-setosa
+25,7.3392395409189115,2.9097736511705454,6.319708088066525,1.782829985724201,Iris-virginica
+26,6.29533130418903,2.5049700968592807,4.924054913224329,1.497893012978259,Iris-versicolor
+27,4.802162957324221,3.0,1.3973074481107939,0.10000010693420328,Iris-setosa
+28,6.502607151395555,3.19596382803689,5.090764975107616,1.9910420149916648,Iris-virginica
+29,5.098440138842959,3.3079451642724877,1.7090596503894173,0.4889548564079371,Iris-setosa
+30,6.063096750440155,2.612815348366938,5.624051079816191,1.412919506244387,Iris-virginica
+31,5.036645186142386,3.3616442316494326,1.552639249020933,0.41493685928925617,Iris-setosa
+32,5.991727554615115,2.9927133768398417,4.424896389834357,1.5510800936978515,Iris-versicolor
+33,6.402548733337911,2.7134117699771227,5.3102535794789585,1.8908116497923286,Iris-virginica
+34,5.803053938098881,2.7989890726046216,5.104864645741959,2.4079375264051706,Iris-virginica
+35,5.027184624311653,3.3414919621539707,1.4073962621376213,0.27471167177812555,Iris-setosa
+36,6.6479588144787725,3.282472059592307,5.595968021765508,2.08299667038263,Iris-virginica
+37,6.088725665192852,2.627756351794867,5.057542922453889,1.5648501776643993,Iris-versicolor
+38,6.394699144588372,2.890645004685912,4.288912433647023,1.3053478933371883,Iris-versicolor
+39,4.823165088582698,3.0,1.4016453988612902,0.3160973435245342,Iris-setosa
+40,6.502313412787049,3.0,5.419196196171502,1.8040397694003634,Iris-virginica
+41,6.727404247430632,3.3094766860516005,5.6877826142802315,2.5,Iris-virginica
+42,6.135992429369703,2.595108800868327,5.6000907004236185,1.440104989602482,Iris-virginica
+43,4.889577440060938,3.112116175040718,1.525025832207064,0.10000009794843416,Iris-setosa
+44,6.685644328811733,3.0,4.985261284028808,1.73283073034652,Iris-versicolor
+45,5.692274505959373,2.7991920921088504,4.454195901663644,1.324906437915508,Iris-versicolor
+46,5.343882403174887,3.676181493425635,1.5386651577858903,0.20911961438796645,Iris-setosa
+47,6.295792014013748,2.6944081889628153,4.853715143496287,1.8089516365300766,Iris-virginica
+48,7.9,3.8472237702331524,6.400047776686922,1.9768417303594046,Iris-virginica
+49,6.2917380541116055,3.4023360996785916,5.601055568478063,2.3994605637017377,Iris-virginica
+50,4.4000004831486015,2.9140191249617193,1.4016379428941603,0.20557626672819146,Iris-setosa
+51,5.8783343607115395,3.0,4.211550992564945,1.473756620467133,Iris-versicolor
+52,5.212500395582789,3.7712360463431205,1.6117126521308531,0.4199354759678189,Iris-setosa
+53,5.2779300576007575,3.7214772019946833,1.5509284397873229,0.201725992633589,Iris-setosa
+54,5.7789812681057935,2.794962959320783,5.105909346941937,2.396656703716607,Iris-virginica
+55,5.8001650671542,2.7739465005469524,5.095422948144538,2.3920159005929746,Iris-virginica
+56,5.491756023876555,4.2,1.3909426915507022,0.20287110043318402,Iris-setosa
+57,5.166273601502114,3.8094779809795445,1.5516707332568747,0.3585165218124091,Iris-setosa
+58,6.10349867778489,2.608176925289042,5.587792908089013,1.4341326210542535,Iris-virginica
+59,5.246565386050585,2.6956279685195756,3.997024271559622,1.3863609276971134,Iris-versicolor
+60,5.250048358227547,3.3494706075728637,1.680525848275714,0.40305376213455857,Iris-setosa
+61,5.775907455986298,2.6513507349409715,5.058018178447955,1.9398835207709912,Iris-virginica
+62,6.674480153253649,3.292716154744968,5.689406689188348,2.106079542271429,Iris-virginica
+63,6.085954920307536,2.7972573749695124,4.688129845996999,1.2190776982014147,Iris-versicolor
+64,5.8741081857529025,3.2012018684935355,4.797914344492619,1.8033114865747957,Iris-versicolor
+65,4.4,2.890394461808809,1.4054541259111355,0.19454506292564683,Iris-setosa
+66,6.4773572779933835,3.0,5.424626601525747,1.800426941224251,Iris-virginica
+67,5.5553262243813695,3.0,4.074603342887268,1.2911128915530583,Iris-versicolor
+68,5.584533063380997,2.4558641682993954,3.8783637554686203,1.0941991609668167,Iris-versicolor
+69,5.658958447310384,3.7664738573460017,1.6902945691156936,0.29929998235128896,Iris-setosa
+70,4.899360600909048,3.0,1.3925009471249705,0.19415392952950788,Iris-setosa
+71,6.255019969968486,3.081146783673231,4.667256046531415,1.473878989827851,Iris-versicolor
+72,5.395236881308802,3.0,4.506442942263299,1.4925953781502088,Iris-versicolor
+73,6.202946096253504,2.200000343730613,4.496563279959345,1.485405497368276,Iris-versicolor
+74,7.118214642441105,3.0,5.935842427877835,2.1030611221233517,Iris-virginica
+75,4.907068186750934,2.404355995663162,3.1501868312026224,1.0102291304557818,Iris-versicolor
+76,6.778451534252749,3.0,5.479738869885905,2.080802978457332,Iris-virginica
+77,5.928185833549279,3.220654473259838,4.849157318032949,1.814777151165214,Iris-versicolor
+78,6.025130425507976,3.0,4.811303796807679,1.798714605227623,Iris-virginica
+79,6.079581681520133,3.0,4.52713476638406,1.45775564618512,Iris-versicolor
+80,4.894091236020948,3.1011483525012324,1.6712666045308868,0.10000010310993021,Iris-setosa
+81,6.509117208563791,3.0,5.810306449776848,2.214714380736232,Iris-virginica
+82,5.210222563344292,2.7190209173376934,3.9288883079750963,1.4167595003205782,Iris-versicolor
+83,6.307471108104563,3.2932351682964685,4.68473023600546,1.5877994009594056,Iris-versicolor
+84,5.158796106208381,2.648021770246776,3.799423474159931,1.3455399022623353,Iris-versicolor
+85,5.803237874005365,2.723012812010438,5.110081729424214,1.8717568754455058,Iris-virginica
+86,7.132598457897978,3.0,5.95130940860312,2.122861094539166,Iris-virginica
+87,5.249920649133626,2.7008746639642442,3.886066002404479,1.3790650756000036,Iris-versicolor
+88,6.944949119369135,3.0,5.677504856134163,2.0969182853858976,Iris-virginica
+89,5.995836915192963,2.90060416131771,4.463506172873386,1.4873204602733003,Iris-versicolor
+90,6.40084818926723,2.695905849209583,5.21719228426517,1.882123100868732,Iris-virginica
+91,5.699758888529686,3.7759495168045545,1.7421696452267856,0.2946823947901458,Iris-setosa
+92,6.553978864197048,3.0,5.86951037861038,2.22519907177868,Iris-virginica
+93,4.809553857427393,3.0,1.4056513480671848,0.10000011813251153,Iris-setosa
+94,6.997183775273372,3.056063199387779,5.87422503052842,2.0905477495184335,Iris-virginica
+95,7.71729023617653,2.5829939948232954,6.9,2.3214252358824017,Iris-virginica
+96,6.061383294228024,3.0,4.562001082498129,1.424600804897255,Iris-versicolor
+97,6.497775245494087,3.0,5.768155324783712,2.1858548137530227,Iris-virginica
+98,6.694194762684399,2.486851360626914,5.79024930442198,1.7985572131169627,Iris-virginica
+99,5.168641811333109,3.3444271906183975,1.496845695238832,0.21233575206035799,Iris-setosa
+100,5.13659291259716,3.3068559269988524,1.7890653678090724,0.550747954608863,Iris-setosa
+101,6.107242523489663,2.5979521454098617,5.629744829791086,1.4299402566211958,Iris-virginica
+102,6.202454551414413,2.5413815824525314,5.005059341456055,1.5351229888628728,Iris-versicolor
+103,6.1118431602974015,2.9991940159427886,4.613627562746252,1.3932625484054584,Iris-versicolor
+104,5.924664408792623,3.0,4.2625183377709535,1.50807693901608,Iris-versicolor
+105,5.495769851156221,4.2,1.3995783659722787,0.1939645790116437,Iris-setosa
+106,5.153563385344157,2.5153628381678,3.1481285810111386,1.0907497855211543,Iris-versicolor
+107,5.126839739066516,3.3118460497789406,1.8158995461865868,0.4380539437575288,Iris-setosa
+108,5.304771137334099,3.6852987466753078,1.4996815187240324,0.202105555450924,Iris-setosa
+109,6.29249935004663,2.2863800054199674,4.398053196130587,1.2961645943809461,Iris-versicolor
+110,5.5796441914639185,2.9230711760440484,3.6745288319401297,1.3021626831262474,Iris-versicolor
+111,6.701884870110739,2.7594983082775113,4.838632788960685,1.4440168639853839,Iris-versicolor
+112,7.699196644748982,2.598159237972294,6.899998740009632,2.3098527164331344,Iris-virginica
+113,6.022979313418204,2.2,5.01121812213847,1.5006547749016377,Iris-virginica
+114,7.294535078144723,2.9065713886874054,6.264340932178186,1.8050080903117856,Iris-virginica
+115,6.515705487454036,3.2042857263641156,5.103675367476847,1.995696756815867,Iris-virginica
+116,6.244032719160563,2.2,4.515661991593374,1.5185537870760502,Iris-versicolor
+117,6.773051015156991,3.0,5.422482053320697,2.0846211590791377,Iris-virginica
+118,6.505939793924332,3.0,5.529774948906494,1.820784531257159,Iris-virginica
+119,5.986946429249345,2.853598691358159,4.6088233499261415,1.4973649240839952,Iris-versicolor
diff --git a/iris/tab_ddpm/6_2/6/test.csv b/iris/tab_ddpm/6_2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/6/train.csv b/iris/tab_ddpm/6_2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/6/val.csv b/iris/tab_ddpm/6_2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/7/synth.csv b/iris/tab_ddpm/6_2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6077532b8f0ce89cb1014ba6aaf759b36cee79bd
--- /dev/null
+++ b/iris/tab_ddpm/6_2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.500511974320013,2.296524844043472,1.299628490068207,0.2967211569922468,Iris-setosa
+1,4.796312285165107,3.0,1.400785090318122,0.29496423126361654,Iris-setosa
+2,6.96990602774661,3.093378036396342,5.088080814066104,2.3034907819221835,Iris-virginica
+3,5.79808916970793,2.814022066715722,5.09407390298756,2.404314086753099,Iris-virginica
+4,5.975319675354633,2.2,5.005784284358422,1.5282755041188854,Iris-virginica
+5,6.871564704846567,3.203502127110603,5.791290709882345,2.305403024841678,Iris-virginica
+6,5.008022136430483,3.4041661954131266,1.5631223105095904,0.3882265944776603,Iris-setosa
+7,5.6196912166001205,2.7098143698264288,4.296327768740508,1.2929524149863918,Iris-versicolor
+8,6.281206306517502,3.4091782681399443,5.574469567598718,2.4035625318061484,Iris-virginica
+9,5.897028394261796,3.0,5.097679309451504,1.7997479185386058,Iris-virginica
+10,4.400000822762497,2.9268902202619307,1.4032486187910556,0.21202683026970595,Iris-setosa
+11,4.90274742520266,3.111445725838468,1.4987892272206942,0.1,Iris-setosa
+12,5.024774126040785,3.4603805188616645,1.4999976429981046,0.3951395542131958,Iris-setosa
+13,5.014836828408163,3.2056281612170063,1.2,0.19744992611203122,Iris-setosa
+14,4.996721888283009,3.3851025500187513,1.499859198856451,0.44450393154187545,Iris-setosa
+15,6.100461982484145,2.589648688700926,5.602428899048614,1.4117401486934706,Iris-virginica
+16,4.505119526782909,2.310387962528693,1.3037566208445353,0.2966930563995558,Iris-setosa
+17,6.4134287035296,2.649066850960601,5.363747102498271,1.859825133731559,Iris-virginica
+18,5.006245792778365,3.2024135204874424,1.2,0.19493492532725654,Iris-setosa
+19,6.303198629024848,2.8952562089222336,5.602797425047297,1.7983044222041813,Iris-virginica
+20,6.858495956974789,3.0669438854811113,5.127829946417987,2.249665661325993,Iris-virginica
+21,6.919846212670173,3.1031860539076166,5.107756822975251,2.317637628272344,Iris-virginica
+22,6.8672554253446645,3.1744824289539815,5.916063166920352,2.2667780659317773,Iris-virginica
+23,4.8011999936049765,3.0,1.4037826831715035,0.10000010767850877,Iris-setosa
+24,6.412952197234983,2.6920847240322074,5.293259368613211,1.8977979921890187,Iris-virginica
+25,6.709419334121614,3.305365270358467,5.760222715782732,2.4999994880052148,Iris-virginica
+26,7.3143514518625015,2.8990351669046284,6.354691413764112,1.804428367550591,Iris-virginica
+27,7.287015905583633,2.8945471592177667,6.274719132909652,1.8007472361505101,Iris-virginica
+28,5.007912393881232,3.406703287151624,1.5429968611119609,0.4611236925130685,Iris-setosa
+29,5.806425769553407,2.8025682390621016,5.092263308307818,2.381429405577191,Iris-virginica
+30,6.076045576723495,2.98377910004895,4.6312451537443415,1.3624683669397781,Iris-versicolor
+31,5.294926408942943,3.716087903101821,1.4941138074751155,0.19857338674118347,Iris-setosa
+32,5.555996545209372,2.4125828320083254,3.8775503606100803,1.1076595482272689,Iris-versicolor
+33,6.1135759981010676,2.5861230128588844,5.593012638208368,1.389388347851067,Iris-virginica
+34,6.203924832516889,3.2345396898281153,4.563225313114859,1.5742483971610655,Iris-versicolor
+35,4.805363113324911,3.0,1.4097929784781378,0.29813348892704583,Iris-setosa
+36,4.871147042350116,3.0,1.4014932771412583,0.19873391881131747,Iris-setosa
+37,5.156360526513992,3.3977464684258685,1.5448942496604479,0.19843698305529134,Iris-setosa
+38,5.962966036738067,2.2000003374533814,5.002275795025164,1.5104997751826015,Iris-virginica
+39,6.269675859092739,2.3034338301188995,4.380060315676511,1.2724284187641788,Iris-versicolor
+40,6.792868263361048,2.814653093938662,4.833536348203853,1.44076938839557,Iris-versicolor
+41,7.9,3.822685335361298,6.407887755418953,2.000983449419641,Iris-virginica
+42,6.301486489531372,2.3244565341516443,4.3779096760746326,1.3041842360432796,Iris-versicolor
+43,5.49702732286875,3.0,4.344313840032179,1.3783889068240176,Iris-versicolor
+44,5.082803573288839,3.410001413938523,1.405771716223075,0.2984301460451064,Iris-setosa
+45,4.903680401620881,3.115788314035349,1.4960288313638386,0.10000010698894672,Iris-setosa
+46,5.75031825049268,2.522420984656746,5.005542566901562,2.0078465868668145,Iris-virginica
+47,6.506386994959981,2.869937752181644,4.397011199793498,1.354984474082183,Iris-versicolor
+48,6.195962160249042,2.2000002885980754,4.559558446957805,1.4991013588849098,Iris-versicolor
+49,6.789043390405134,3.170164899005453,5.832837550202692,2.3001571609855693,Iris-virginica
+50,4.581199080072003,3.401061825351807,1.403509783345482,0.3556817622309401,Iris-setosa
+51,6.161379585750103,2.8152077049493895,4.706841312965015,1.1806322415971113,Iris-versicolor
+52,4.588463765991585,3.401919824845341,1.401952530869221,0.3131806508872714,Iris-setosa
+53,6.670251324261448,2.5337729090377588,5.66109745020662,1.811280591932398,Iris-virginica
+54,7.324006055076309,2.902775369365878,6.273687629141537,1.7841691517196794,Iris-virginica
+55,5.764315699025583,2.8006545331314006,5.094148735871582,2.4038765851500563,Iris-virginica
+56,6.119178470118626,2.6224434230471494,5.580154239638369,1.419656044845754,Iris-virginica
+57,6.096437409162341,2.6021378283249392,5.618582749991461,1.3516790089301693,Iris-virginica
+58,6.41722972535251,2.6775777053033982,5.376437504855909,1.9117002278481754,Iris-virginica
+59,5.792412887788651,2.7167641778258216,5.115032742772411,1.8846716597786,Iris-virginica
+60,7.707756295093529,2.6438263149556573,6.899998319540334,2.3099437064286756,Iris-virginica
+61,5.606947090808191,2.490996291690778,3.975867639115874,1.1169823362477698,Iris-versicolor
+62,6.341235662439856,2.736327885539553,5.0562722692923066,1.8169036791162678,Iris-virginica
+63,5.542993150844167,2.441050969903154,3.944795728118992,1.0928429752923794,Iris-versicolor
+64,5.6000699891046954,2.710883221090765,4.158834877257231,1.2929360123223455,Iris-versicolor
+65,5.100800999705916,2.5000679889130426,2.788882826116163,1.0972296080595876,Iris-versicolor
+66,4.902992107468112,3.0949291827099885,1.514257818027095,0.1000000976197547,Iris-setosa
+67,6.0253371261829525,2.6938876960603126,5.104892300444513,1.6036709692362834,Iris-versicolor
+68,5.537207519044695,2.6758304764302983,4.418691201166975,1.250225220018412,Iris-versicolor
+69,5.583762136027927,3.0,4.128837028662469,1.3039786003047558,Iris-versicolor
+70,5.9467120002201534,3.0,4.34169692413627,1.4958438112019463,Iris-versicolor
+71,6.0871714932973,3.0,4.563780852070352,1.4388213034587494,Iris-versicolor
+72,5.4002887254598235,3.8680217172898836,1.8490392782388747,0.3828749514211992,Iris-setosa
+73,5.528448656289795,4.2,1.4037922594573542,0.2141198371274128,Iris-setosa
+74,5.679724901330833,3.772187897587715,1.5375073903441834,0.3104794687954273,Iris-setosa
+75,5.998167480437658,2.2000002977836597,5.000880828247894,1.474381468982869,Iris-virginica
+76,5.092516757130905,2.487033687827911,3.056764302218351,1.0916684271457828,Iris-versicolor
+77,6.299586906538256,2.3000725444432653,4.412128658570854,1.299500364147118,Iris-versicolor
+78,6.302110499522843,3.2846835752476617,4.682662131631656,1.5997585234794105,Iris-versicolor
+79,4.8992025650354565,3.1035497722070864,1.617966832768036,0.1,Iris-setosa
+80,6.286546690149268,2.7092447777162985,4.844868006580578,1.7984983079065846,Iris-virginica
+81,6.269297168858523,2.915743657212772,5.508023767225176,1.8064488003362151,Iris-virginica
+82,5.880332263278098,3.0,5.109236988928166,1.8061009810439956,Iris-virginica
+83,7.9,3.789024316405152,6.413767001025767,1.9761017976522355,Iris-virginica
+84,5.757356090859225,3.8020498922664867,1.651689011245581,0.29834799204469714,Iris-setosa
+85,5.793195522637703,2.733290319502065,5.115499604707728,1.8674219007337516,Iris-virginica
+86,5.444397571958158,3.0,4.545920534292259,1.51706170742582,Iris-versicolor
+87,7.290796201206972,2.91906168914374,6.245397360745516,1.8767955536598724,Iris-virginica
+88,5.129794685578753,3.8068213949213816,1.532385708060895,0.19699048740399888,Iris-setosa
+89,5.197881463526228,3.8481021102204123,1.6720562940081942,0.4100682206143093,Iris-setosa
+90,5.885790261723758,3.1759713506153164,4.813835673561676,1.7972307219160795,Iris-versicolor
+91,5.104353174760903,3.3058692312804605,1.5681010374313766,0.44991723907434705,Iris-setosa
+92,5.115207740912238,3.5168380991909367,1.4008737233029316,0.2993388156795727,Iris-setosa
+93,6.1127324641449015,2.7960098527847563,4.722110484814855,1.2129183209863559,Iris-versicolor
+94,5.638444683703145,2.7630933357538625,4.322049880330916,1.3186655526029787,Iris-versicolor
+95,5.931947773215161,3.0,4.21239990668607,1.4783774134788201,Iris-versicolor
+96,5.87007598833886,3.0,5.09844833561136,1.8168663269910486,Iris-virginica
+97,6.736934906825552,3.3142509857230893,5.68736930442902,2.5,Iris-virginica
+98,6.074008418337198,2.6410194075581255,5.0521387941202835,1.5878942602686432,Iris-versicolor
+99,5.3475574400444765,3.880079687317349,1.693926232545306,0.4216822187564886,Iris-setosa
+100,6.287290267973339,2.652313037807244,4.880250116993733,1.7932378131165607,Iris-virginica
+101,4.82810384861297,3.0,1.40134321154066,0.3289967017962894,Iris-setosa
+102,5.8350521483477085,2.798262570647646,5.094484630368811,2.3984511519473095,Iris-virginica
+103,7.321570658310685,2.9005139752189715,6.266971927386072,1.7982489209166248,Iris-virginica
+104,6.2986861281368745,2.46254228259253,4.874040562831731,1.4875240454946392,Iris-versicolor
+105,4.602634978454837,3.4040593059517,1.3941507024326019,0.31232438534204854,Iris-setosa
+106,6.658420241819538,3.0,5.728642516014021,2.170579275135819,Iris-virginica
+107,6.1443223388594514,3.269846840497331,4.736829474654823,1.7450020419839065,Iris-versicolor
+108,6.301797463672649,2.303648695661987,4.4174672194856965,1.3239577990273894,Iris-versicolor
+109,7.290951854591808,2.9099753118233576,6.302309982515097,1.8078275229882759,Iris-virginica
+110,5.8826679071999335,3.188399976512628,4.791235033396338,1.7947140741261958,Iris-versicolor
+111,5.914739722592551,3.0,5.096908303340593,1.797205041193915,Iris-virginica
+112,6.342851908107801,3.392072395401682,5.613335407688764,2.3607065362847974,Iris-virginica
+113,6.91858193075029,3.0836760107851573,5.105761971871237,2.276870837322115,Iris-virginica
+114,6.653690677140063,3.2993574963131818,5.65773533415899,2.5,Iris-virginica
+115,7.712629859496897,2.594922041259904,6.9,2.3156358509295805,Iris-virginica
+116,5.908985693271107,3.0,4.2443578107400395,1.5119262913912335,Iris-versicolor
+117,5.89756367019166,3.0,5.1063210296491,1.8001327747994424,Iris-virginica
+118,7.120405953416575,3.0,5.881357341296912,2.0977472320171606,Iris-virginica
+119,5.126515436063476,3.3124206933715272,1.6745712805838222,0.42357999180084627,Iris-setosa
diff --git a/iris/tab_ddpm/6_2/7/test.csv b/iris/tab_ddpm/6_2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/7/train.csv b/iris/tab_ddpm/6_2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/7/val.csv b/iris/tab_ddpm/6_2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/8/synth.csv b/iris/tab_ddpm/6_2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b1581c04f07e966e9f0eceb0ee037912712be8a7
--- /dev/null
+++ b/iris/tab_ddpm/6_2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.5573681750226065,3.0,5.475920574816131,1.8178654094294184,Iris-virginica
+1,5.642809731209615,2.8131104435453893,4.510626565659339,1.3036955522676184,Iris-versicolor
+2,5.33131670350705,3.403917826216535,1.6491697558265463,0.19983166556997528,Iris-setosa
+3,5.1450355380954145,3.7969386014892326,1.6372916686319519,0.19845940184783034,Iris-setosa
+4,6.106427440892349,2.798065860368758,4.696355424963161,1.2099911066404982,Iris-versicolor
+5,6.29447782817996,2.48440190172233,4.838253356043916,1.4837221739348962,Iris-versicolor
+6,6.287909117213902,2.301798229894855,4.422966002580573,1.3023285470047452,Iris-versicolor
+7,5.693299573363237,3.8076244208524925,1.7528214020910644,0.37454242611315197,Iris-setosa
+8,5.646251772365213,2.736810512546561,4.453648425447923,1.2894158902512822,Iris-versicolor
+9,6.54629472958188,3.0,5.517060253533805,1.797970433656627,Iris-virginica
+10,6.174995863045417,2.2,4.5037952529210274,1.4820560455386453,Iris-versicolor
+11,7.32355669330325,2.910926846711611,6.349329424055552,1.8115137758822173,Iris-virginica
+12,4.509889767093853,2.2968914255192914,1.3025708941369558,0.3065730807006185,Iris-setosa
+13,6.283879896553392,3.4066524190859884,5.580769219841538,2.389709552319948,Iris-virginica
+14,5.02587466645501,3.3256537156305273,1.401927772746464,0.20216445124408444,Iris-setosa
+15,6.3059612489793055,2.2905523491867923,4.426992071430148,1.299335887637229,Iris-versicolor
+16,5.009776299108106,3.2067950201058126,1.2000002056823196,0.20152399744372362,Iris-setosa
+17,5.422513321633385,2.444367983541664,3.771067982380524,1.088103199614288,Iris-versicolor
+18,5.868676041248192,3.0,4.146534341871675,1.5073065627912565,Iris-versicolor
+19,4.992478836042858,3.222633824081131,1.2,0.1942399884287515,Iris-setosa
+20,6.052895680165272,2.200000329666198,4.957453220907642,1.5436856059295179,Iris-virginica
+21,6.141422067632254,2.59969302387,5.61012879000902,1.4245455378732996,Iris-virginica
+22,5.660590969978221,2.4794245887553035,4.995738892637158,1.9808651883922699,Iris-virginica
+23,6.668129846841583,3.2878827583280223,5.784996118757001,2.099333281798396,Iris-virginica
+24,5.011191381067762,3.2235534733328643,1.2,0.19592285893159556,Iris-setosa
+25,5.538987361369008,2.649098982705419,4.478073443119531,1.2232096160578312,Iris-versicolor
+26,5.4170376882968645,3.4087116428564865,1.7461065187261022,0.20284291085183231,Iris-setosa
+27,4.997659227382591,3.403323124717029,1.6356608287141807,0.4003203882749239,Iris-setosa
+28,6.7873378505706965,2.79303314526646,4.773233999713221,1.4058993566796472,Iris-versicolor
+29,5.679579766848785,2.494790255784351,4.994623053270477,1.9980094854594708,Iris-virginica
+30,7.694152362170303,2.6005378164324466,6.9,2.3057912208589344,Iris-virginica
+31,4.500800911872673,2.298624010302466,1.294995965969994,0.29872390715802055,Iris-setosa
+32,4.90750834321247,3.0933736460469774,1.5964663613641927,0.10000009631170467,Iris-setosa
+33,5.8561453305195545,2.893131898364694,5.0801112247213345,1.839836688778821,Iris-virginica
+34,6.722466295507382,3.308035828571359,5.675006779425136,2.5,Iris-virginica
+35,6.099666487746884,2.9426117535132206,5.375768838016958,1.8088307474383067,Iris-virginica
+36,7.126048373873389,3.0,6.0116025161195035,2.0797116803674247,Iris-virginica
+37,5.326747800468342,3.40830589621909,1.5439346625547357,0.1992556787379074,Iris-setosa
+38,6.309285411280714,2.3391717688570735,4.568835520814173,1.365207086468466,Iris-versicolor
+39,5.074394820554285,3.3751885728421898,1.480471413630997,0.20727341176379147,Iris-setosa
+40,5.796789978818498,2.8196341607091595,5.114172734376528,2.4021362480190853,Iris-virginica
+41,5.430143431156908,3.8927642426341587,1.7825183095345998,0.3892018395521407,Iris-setosa
+42,5.36028716257622,3.0,4.473613979131392,1.505292579584539,Iris-versicolor
+43,5.975291970177619,2.7057063429816655,5.107838311736166,1.6160532676495079,Iris-versicolor
+44,6.436979129702379,3.180324849278893,5.086602880653002,2.002830805385195,Iris-virginica
+45,5.5386122114058844,3.6231591515739106,1.6799206474743142,0.23543542254242447,Iris-setosa
+46,4.920755252273137,2.4105409765752293,3.475330662024581,1.027473139182444,Iris-versicolor
+47,7.694023065934353,2.5878598449342887,6.9,2.2966256708650463,Iris-virginica
+48,6.499054146534983,3.0,5.495663153957952,1.800502380974887,Iris-virginica
+49,4.40000097813697,2.9280374529272577,1.4101626974487766,0.20751727674573467,Iris-setosa
+50,5.6462565973364365,3.088115622485771,4.684028910970469,1.757688489115482,Iris-versicolor
+51,4.882692439399225,3.0476417995667986,1.467076250055041,0.10000011177807533,Iris-setosa
+52,6.304584510980448,3.4009863485794964,5.623734380134475,2.383197994906002,Iris-virginica
+53,5.015067488452943,3.3014985836892308,1.3960087723403685,0.20136160178779058,Iris-setosa
+54,5.2729462831630505,3.8324527591034676,1.713509332555055,0.380799118002473,Iris-setosa
+55,6.306664198451507,2.299300506888308,4.421059284582272,1.2844939280821017,Iris-versicolor
+56,5.996659220863475,2.706809473173305,5.104775514972484,1.6015756814768267,Iris-versicolor
+57,5.488007268335992,2.606364093858695,4.323361800526493,1.1991008758849178,Iris-versicolor
+58,6.710273863302683,3.3123965607306487,5.684626733071994,2.5,Iris-virginica
+59,5.906947028783969,3.2154919711757404,4.80436648412189,1.8059726223446482,Iris-versicolor
+60,4.927149925633731,3.0,1.4059165283807002,0.201478616513129,Iris-setosa
+61,6.474909124076309,3.0,5.839398967062528,2.215761156479613,Iris-virginica
+62,6.526967243931196,3.21195811486666,5.07864476687282,2.038871203326473,Iris-virginica
+63,6.796026420382186,2.800391793538263,4.813127201638915,1.3982818641618175,Iris-versicolor
+64,5.095569675509238,3.514996184797746,1.3963114938015118,0.3611751017307262,Iris-setosa
+65,5.190728850200726,3.341271503827975,1.6180377935440657,0.40542622293975317,Iris-setosa
+66,5.35790038924407,2.7506295877646627,3.7469968126974056,1.39297667588328,Iris-versicolor
+67,5.964072757707077,3.0,4.778296327852795,1.795623046344561,Iris-virginica
+68,7.216864173679422,3.0,6.02187257011281,2.048263219809851,Iris-virginica
+69,7.68698789629107,2.5859240308890965,6.899998918772857,2.2880631859941936,Iris-virginica
+70,6.529601835534925,3.211349188801176,5.084286443820328,1.9862171203259846,Iris-virginica
+71,5.912760034047559,3.0,4.284474614890075,1.5294988702521,Iris-versicolor
+72,6.296101319648762,3.2971942056927075,4.705570624995054,1.5985040781910973,Iris-versicolor
+73,4.8920698798368845,3.060663016335068,1.496044207575925,0.10000009961407354,Iris-setosa
+74,4.862274278960176,3.173737769634606,1.3967513127328877,0.19896441731182346,Iris-setosa
+75,5.568042310250562,2.45295766271704,3.9089459243430396,1.1215333307006614,Iris-versicolor
+76,6.675651048355819,3.2929825422858285,5.656320798396325,2.4999995210179504,Iris-virginica
+77,5.780528007744156,2.684145828050815,5.094836390521568,1.9125490523398276,Iris-virginica
+78,5.99235339105277,2.200000316199513,5.008685743313362,1.485509406841613,Iris-virginica
+79,6.86231356587632,3.1858630296133783,5.696894036115905,2.3048614361688013,Iris-virginica
+80,4.791988569204116,3.0,1.400250742483218,0.2962749475380609,Iris-setosa
+81,5.91997828062291,2.7783610483538057,4.643890281685203,1.186723846755247,Iris-versicolor
+82,5.92592073755535,3.0,4.44723931923291,1.4444468783392255,Iris-versicolor
+83,6.224716102217751,2.2000003780031006,4.5761475058880965,1.482848473071127,Iris-versicolor
+84,6.868153017222139,3.2133699913835017,5.902705809754902,2.313218522250247,Iris-virginica
+85,6.293078400979505,3.305653777016319,4.71786033381171,1.5898128942042202,Iris-versicolor
+86,4.4932044561417355,2.295608914489991,1.3035480844634724,0.29569856881883827,Iris-setosa
+87,7.236489443113708,2.8850236477373903,6.260477786576464,1.808382319294554,Iris-virginica
+88,5.957545824003651,2.907969439876996,4.488841026762864,1.4914451150701142,Iris-versicolor
+89,6.197633280880143,2.2000002863448946,4.538839641040945,1.4868620108669062,Iris-versicolor
+90,5.204561805962407,3.343049020374826,1.5537091507028649,0.42860058126673317,Iris-setosa
+91,4.830508762078537,3.0,1.3967638890467033,0.357926664511928,Iris-setosa
+92,5.977582905912181,2.897254185318577,4.5120196263085175,1.4923546569818051,Iris-versicolor
+93,6.031913339357509,3.0,4.491504369206867,1.4025899398897956,Iris-versicolor
+94,4.500356611699754,2.309606788845257,1.2969616702422,0.2988282094290207,Iris-setosa
+95,5.614332559999334,2.4675554578636616,3.8938289696003414,1.097574657728432,Iris-versicolor
+96,5.965365079945506,3.2200196791462132,4.789185569966356,1.7909056263658796,Iris-versicolor
+97,4.890935279925414,3.098290951386721,1.4939971181197336,0.10000010245182894,Iris-setosa
+98,4.8867873045403565,3.1075784201054675,1.7193076601325321,0.10000009952635723,Iris-setosa
+99,5.087545792790891,3.39777692239474,1.4971787439907573,0.19776895275413717,Iris-setosa
+100,4.782668911088291,3.0,1.4003888416220995,0.3170777886899242,Iris-setosa
+101,5.499289120913568,3.537829670946669,1.599600163704465,0.42215605427544073,Iris-setosa
+102,4.78137692068478,3.0,1.3981507170630787,0.32155186511763634,Iris-setosa
+103,5.475376416747117,4.2,1.4028782583586126,0.19529329269485063,Iris-setosa
+104,5.898813065970198,3.0,5.047211148217225,1.8032619224206898,Iris-virginica
+105,6.288238358668902,3.2873741041187876,4.7004019220069155,1.6351726334548085,Iris-versicolor
+106,6.685129108849643,3.0,4.983714016516589,1.7018631458146425,Iris-versicolor
+107,4.882881284353719,3.1096835146863873,1.562912768747015,0.1,Iris-setosa
+108,4.592462489434618,3.2114887397852447,1.3988122495149913,0.1959413545817038,Iris-setosa
+109,4.8057707220852235,3.0,1.4028100700479915,0.10000010002610578,Iris-setosa
+110,6.302454499957662,2.892836131518729,5.598567773480438,1.7986940308921342,Iris-virginica
+111,5.017059894273204,3.3090716572126535,1.398366402746432,0.19599932935315045,Iris-setosa
+112,7.297517731050225,2.904851896903877,6.29423193171897,1.7933048696132257,Iris-virginica
+113,6.397134309384836,2.903427756110334,4.315202879175555,1.291664637145426,Iris-versicolor
+114,5.658535149514966,2.7587104529618425,4.277946748235874,1.340752849629236,Iris-versicolor
+115,6.22924110661608,2.2,4.549435124486602,1.488123848380518,Iris-versicolor
+116,6.887286991804858,3.0,5.644248279315205,2.098522804463798,Iris-virginica
+117,6.883778871213915,3.074331852608996,5.100986344933478,2.3109780896511487,Iris-virginica
+118,6.299314705394115,2.2999243012950443,4.4167320642862435,1.315724454448295,Iris-versicolor
+119,6.0812719159176245,2.7996201074649134,4.70209240900257,1.2252393201596201,Iris-versicolor
diff --git a/iris/tab_ddpm/6_2/8/test.csv b/iris/tab_ddpm/6_2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/8/train.csv b/iris/tab_ddpm/6_2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/8/val.csv b/iris/tab_ddpm/6_2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/9/synth.csv b/iris/tab_ddpm/6_2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..50c151e783ee416f5af57b8e531856e6e3f01748
--- /dev/null
+++ b/iris/tab_ddpm/6_2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.112341012700865,3.368199791105368,1.4683726905365315,0.20538171827230692,Iris-setosa
+1,6.856246954944639,3.077463018360211,5.100826265534576,2.283135193541793,Iris-virginica
+2,4.923011587632109,2.4174247450209454,3.320307620264935,1.0532295262063833,Iris-versicolor
+3,5.123007040770929,3.3128386897580726,1.720300170485376,0.49489093182187693,Iris-setosa
+4,5.373535335003138,3.398849423768539,1.6512010419361967,0.20007552779500484,Iris-setosa
+5,5.5703895467941,3.0,3.90804250805516,1.2990805150851086,Iris-versicolor
+6,4.901353073009135,3.1034170763998383,1.4977066566858686,0.10000010145855079,Iris-setosa
+7,5.0486316869875125,3.3555802875090004,1.411785896854835,0.2098733113843557,Iris-setosa
+8,5.427009066681298,3.8984970292647794,1.8145470307517626,0.3828583744463715,Iris-setosa
+9,5.201767816206997,2.7355326577671697,4.0437908146784975,1.4312063535810722,Iris-versicolor
+10,5.522175395622382,2.4409440034174796,3.9421832450272567,1.080154131111154,Iris-versicolor
+11,5.350462456844495,3.3985025761131813,1.6785877396736255,0.20333570297306303,Iris-setosa
+12,6.0730096171392915,3.0,4.585671566100095,1.4055296190826252,Iris-versicolor
+13,6.292914369550093,3.307233875338573,4.703961129706698,1.6121072564707524,Iris-versicolor
+14,7.703341837727759,2.6005186955032236,6.899998612238475,2.2692696441234843,Iris-virginica
+15,5.398209948669722,3.8890384032674055,1.65128315017967,0.4624973853327127,Iris-setosa
+16,5.073836112659752,3.4056792945930994,1.4930249288591333,0.19742403754695942,Iris-setosa
+17,6.747360199233866,3.2081455495192177,5.8881210350099815,2.304261999277629,Iris-virginica
+18,6.676165069750456,3.305282245529537,5.674874396128967,2.1057494141307167,Iris-virginica
+19,5.957166583336421,2.8943329890344596,4.444248998557288,1.4880205815843173,Iris-versicolor
+20,5.678396918255425,2.7984207197503,4.49350101405559,1.3019497814794652,Iris-versicolor
+21,5.00739793926504,3.4052989493598145,1.6397779048500254,0.4260295073582091,Iris-setosa
+22,6.082818121273696,2.848894322422201,4.532524013234456,1.410076351974191,Iris-versicolor
+23,5.790341582817004,2.7957930439025707,5.094117157136202,2.3962724321632227,Iris-virginica
+24,4.883342547849906,3.105756121898719,1.4998070158225956,0.10000009808625392,Iris-setosa
+25,4.892042976735282,3.0998851501849574,1.5849527075883725,0.10000011128525105,Iris-setosa
+26,7.188127114618598,3.0,6.028729105393685,2.0609144647552053,Iris-virginica
+27,6.6871345918916285,3.0,5.010700789571609,1.6906468092425566,Iris-versicolor
+28,5.0240784703533885,3.40755119637592,1.4930855018517362,0.3876261922682077,Iris-setosa
+29,5.741330141272207,2.7810268458745497,4.369723316304494,1.3606586094774935,Iris-versicolor
+30,4.805975821308707,3.0,1.401593590218305,0.2963472289974095,Iris-setosa
+31,6.920995526853515,3.107944365285411,5.093792711977685,2.3206451629955684,Iris-virginica
+32,4.813425343703834,3.0,1.4089388959400384,0.10000011324920369,Iris-setosa
+33,6.30327299894675,3.3935037502061935,5.626361256217004,2.3893099452343387,Iris-virginica
+34,7.8999986797195865,3.8227355264048297,6.3803006271994125,2.0155417257726533,Iris-virginica
+35,6.415801433576,3.1795055378930734,5.0840212231162765,1.9587584933595186,Iris-virginica
+36,5.21392357804836,3.7500537183624143,1.4933625446345578,0.19845182671337513,Iris-setosa
+37,6.02705553313495,3.0,4.7943979094163005,1.802955885342697,Iris-virginica
+38,5.541364029426144,2.656943639096025,4.2823282269698035,1.275928838470596,Iris-versicolor
+39,5.1113722864732,3.673693564919811,1.5392872888024252,0.3548885553362585,Iris-setosa
+40,6.3855497466113915,2.8799204750688565,4.402875177951648,1.2624005084028669,Iris-versicolor
+41,5.451500946430992,3.0,4.5299665974562116,1.4815395224181211,Iris-versicolor
+42,6.331580629615969,2.8777375653230512,5.581979867801074,1.808942684478571,Iris-virginica
+43,4.506924513688835,2.3013985254510017,1.3033102040516031,0.31946354709702784,Iris-setosa
+44,5.253705451600582,2.751648695193331,3.958093108480937,1.4081235070333338,Iris-versicolor
+45,6.028108906767189,3.0,4.816972465521149,1.797877197096146,Iris-virginica
+46,5.894894221396837,3.180470487167542,4.829851043858795,1.8018288308702692,Iris-versicolor
+47,6.691670255796611,2.4967418177723033,5.782776497856708,1.8056549155469142,Iris-virginica
+48,6.499592188716642,3.2035215226371383,5.097037548398013,1.987836361266841,Iris-virginica
+49,7.300999332428053,2.8996007541000197,6.296274938534411,1.8044871773913258,Iris-virginica
+50,5.098244056302628,3.8308397977819793,1.5941288179966013,0.20481825894650404,Iris-setosa
+51,6.890985166043965,3.2137764980013115,5.699462895331262,2.3083396165604766,Iris-virginica
+52,6.339397921593162,2.401685349546201,4.731025522422041,1.4552456838055743,Iris-versicolor
+53,7.30365045371108,2.9147867770748768,6.26078843856707,1.8020342535269693,Iris-virginica
+54,6.000261414870066,3.0,4.777597753091953,1.8032570474009642,Iris-virginica
+55,5.178512774163527,3.334215943012479,1.637191638719913,0.45076737900724656,Iris-setosa
+56,5.502956873540502,3.5546522417949133,1.538213736598712,0.21086109250372195,Iris-setosa
+57,4.594043442304159,3.2017032095344575,1.4047073602385318,0.2013917200215607,Iris-setosa
+58,4.998295695011951,3.305456994166768,1.3955567447768171,0.19947227616810476,Iris-setosa
+59,6.777299429386434,3.1812018292108797,5.90286361598575,2.3050755468914392,Iris-virginica
+60,5.207041247542766,3.7341820736217333,1.4981072102417012,0.194386551922277,Iris-setosa
+61,5.999570049153472,2.2,5.009425523754885,1.51174247502029,Iris-virginica
+62,5.77856701441534,2.771712058218036,5.10362310086501,2.3972451235477212,Iris-virginica
+63,5.140034760724147,2.487069357445095,3.0533901049412666,1.095656495877886,Iris-versicolor
+64,5.531329964847491,2.5940003962951934,4.350068130449628,1.1768115942970745,Iris-versicolor
+65,6.718550224029526,3.304070343652055,5.673676115548699,2.4999996254562573,Iris-virginica
+66,5.457938574626906,3.495089317204751,1.4986831986929734,0.45742842943234885,Iris-setosa
+67,6.410520560495405,2.7005957947542463,5.324050883351278,1.9039032853304116,Iris-virginica
+68,4.4,2.902214557799719,1.40129728346497,0.20056811355862958,Iris-setosa
+69,4.936322838052186,2.4240854804587815,3.179738264937386,1.0807515471719134,Iris-versicolor
+70,5.344577292390182,3.505613069145029,1.591140077719866,0.19472678672991106,Iris-setosa
+71,5.6530348881852515,2.764582091326383,4.409086369399099,1.286318036326943,Iris-versicolor
+72,6.516987746930792,3.0,5.8487040860626145,2.1927764615840117,Iris-virginica
+73,6.5358684282311295,3.0,5.502405837206785,1.792292913950145,Iris-virginica
+74,6.693053192772476,3.2872788179412527,5.6895623994173485,2.4999989663829263,Iris-virginica
+75,5.104328305159391,3.824704342665698,1.6413052385267577,0.20429963719353544,Iris-setosa
+76,6.0192927759947175,3.0,4.810190347799949,1.804377538345812,Iris-virginica
+77,6.396221066294059,2.695146790048862,5.288029523244339,1.9024555926923852,Iris-virginica
+78,6.189494343792182,2.2000002994529053,4.487585812894655,1.4716756050460822,Iris-versicolor
+79,6.814715079829932,3.194987042003459,5.878936554813138,2.299317971845084,Iris-virginica
+80,6.974269966125339,3.070777405766297,5.892198299653501,2.214860368270036,Iris-virginica
+81,4.615107760339182,3.3996522772046225,1.4067852129742693,0.33742658336603726,Iris-setosa
+82,5.9983795230241235,2.2000003023778176,5.010989107989185,1.5388639568534699,Iris-virginica
+83,4.901025559883673,3.107167901927083,1.4994392304447774,0.1,Iris-setosa
+84,5.572191864129083,2.6687114092840796,4.083098015638093,1.281117774734204,Iris-versicolor
+85,5.10108277877579,3.494868813207076,1.397353122842558,0.298731590758469,Iris-setosa
+86,6.197554729669727,2.850004471967123,4.64357784645531,1.2253182451576166,Iris-versicolor
+87,5.557951344579008,3.0,4.265711606124954,1.3125273645648887,Iris-versicolor
+88,4.878864749324003,3.0979743195265432,1.5969264318975027,0.1,Iris-setosa
+89,6.970253026636317,3.1288514124640483,5.100332039005746,2.3135745779909294,Iris-virginica
+90,4.871956711996441,3.0922709830281616,1.492394948975134,0.10000009647213778,Iris-setosa
+91,6.01637449736904,2.6948558646114167,5.069852776908605,1.580510266555776,Iris-versicolor
+92,5.084268314618992,3.682550781902157,1.4994123472687257,0.42409436842261755,Iris-setosa
+93,5.803274000660632,2.682756839484272,5.094647409828902,1.9116955133223212,Iris-virginica
+94,6.088729765878089,2.650988986644008,5.055179539089433,1.5896081399177528,Iris-versicolor
+95,6.793850826678758,3.0,5.443089959969334,2.1028629285335825,Iris-virginica
+96,4.887790291357566,3.116285946307288,1.5570457073288528,0.1,Iris-setosa
+97,5.159634679106768,3.821753655076445,1.6304519070757084,0.20617463086820292,Iris-setosa
+98,5.511338697454266,2.405643734510524,3.8355291109306373,1.0950342309710583,Iris-versicolor
+99,5.932529398728683,3.0,4.223846198693224,1.5279499246632686,Iris-versicolor
+100,5.1371505427328366,3.3023289452963964,1.8413811398562059,0.4931756801957218,Iris-setosa
+101,5.904113237040473,3.1648807832583783,4.7745031284881065,1.8053713100395332,Iris-versicolor
+102,6.24893763930092,2.542569921726713,4.960205174563388,1.4970330577280915,Iris-versicolor
+103,6.688768460134517,3.2999864429070924,5.651417927983696,2.113846196039631,Iris-virginica
+104,6.65846723996154,2.9789198266050843,4.955053105312021,1.6071650679189595,Iris-versicolor
+105,6.182587019532375,2.2,4.519197872647452,1.4785710802743999,Iris-versicolor
+106,7.068135545187661,3.0,5.874022291407713,2.133660618234403,Iris-virginica
+107,5.58876696783783,2.7050448024350318,4.372196804116232,1.2712750231798648,Iris-versicolor
+108,6.008521750664068,2.6896698975781117,5.119137032864785,1.6146069066437088,Iris-versicolor
+109,4.828730165829388,3.0,1.3931977440992958,0.33508511212701175,Iris-setosa
+110,6.340472934327466,2.6977345588274946,5.052471824660585,1.8218843683176804,Iris-virginica
+111,5.439587645417743,3.3968559364095885,1.7783745345205628,0.20391290638677628,Iris-setosa
+112,7.687398590196754,2.6102548048702157,6.899998808173252,2.2851706761873403,Iris-virginica
+113,5.547635132786963,2.4528733718933813,3.818957465596972,1.1134089274626389,Iris-versicolor
+114,6.798357552476962,2.8094540614479278,4.807170032461439,1.3944706372949154,Iris-versicolor
+115,6.17182758165095,2.598690999951303,5.0114775831675455,1.5486648785861987,Iris-versicolor
+116,6.3651016832923455,2.932827153186,4.31962673610939,1.317352267768152,Iris-versicolor
+117,5.114619654092623,3.8288700463981082,1.6557928518118277,0.20242430159361843,Iris-setosa
+118,5.724580745732025,2.525204100988646,5.013842087069388,1.995991303267778,Iris-virginica
+119,5.161994998855228,3.786476111525786,1.5419293515733035,0.37877958781754034,Iris-setosa
diff --git a/iris/tab_ddpm/6_2/9/test.csv b/iris/tab_ddpm/6_2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/9/train.csv b/iris/tab_ddpm/6_2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/9/val.csv b/iris/tab_ddpm/6_2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/6_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/6_2/params.json b/iris/tab_ddpm/6_2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..8fdc1b1f11be89c79d68e2e89b298553e0fc9da4
--- /dev/null
+++ b/iris/tab_ddpm/6_2/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5318c6dee80f69f0ca2a20cc52d3c9f97dcd42187941e64f67c1643f4797ecea
+size 331
diff --git a/iris/tab_ddpm/6_2/tab_ddpm_eval.ipynb b/iris/tab_ddpm/6_2/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..ecc8448039b33fa4225fae5cedb72821767d04f5
--- /dev/null
+++ b/iris/tab_ddpm/6_2/tab_ddpm_eval.ipynb
@@ -0,0 +1,2125 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "21c8bca9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:11.144214Z",
+     "iopub.status.busy": "2024-07-22T03:09:11.143848Z",
+     "iopub.status.idle": "2024-07-22T03:09:21.735395Z",
+     "shell.execute_reply": "2024-07-22T03:09:21.734269Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.60382,
+     "end_time": "2024-07-22T03:09:21.737914",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:11.134094",
+     "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",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 77%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "f1a14a7b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:21.762617Z",
+     "iopub.status.busy": "2024-07-22T03:09:21.761752Z",
+     "iopub.status.idle": "2024-07-22T03:09:21.771203Z",
+     "shell.execute_reply": "2024-07-22T03:09:21.770341Z"
+    },
+    "papermill": {
+     "duration": 0.023861,
+     "end_time": "2024-07-22T03:09:21.773199",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:21.749338",
+     "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": "e86c3674",
+   "metadata": {
+    "papermill": {
+     "duration": 0.010144,
+     "end_time": "2024-07-22T03:09:21.793784",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:21.783640",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "b1e1d5a4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:21.815006Z",
+     "iopub.status.busy": "2024-07-22T03:09:21.814663Z",
+     "iopub.status.idle": "2024-07-22T03:09:21.822006Z",
+     "shell.execute_reply": "2024-07-22T03:09:21.821162Z"
+    },
+    "papermill": {
+     "duration": 0.020457,
+     "end_time": "2024-07-22T03:09:21.824064",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:21.803607",
+     "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": "66310392",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:21.845161Z",
+     "iopub.status.busy": "2024-07-22T03:09:21.844872Z",
+     "iopub.status.idle": "2024-07-22T03:09:21.850130Z",
+     "shell.execute_reply": "2024-07-22T03:09:21.849288Z"
+    },
+    "papermill": {
+     "duration": 0.01804,
+     "end_time": "2024-07-22T03:09:21.852020",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:21.833980",
+     "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/6_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 = 0.7\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "31fefbfd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:21.874251Z",
+     "iopub.status.busy": "2024-07-22T03:09:21.873962Z",
+     "iopub.status.idle": "2024-07-22T03:09:21.880084Z",
+     "shell.execute_reply": "2024-07-22T03:09:21.879176Z"
+    },
+    "papermill": {
+     "duration": 0.019441,
+     "end_time": "2024-07-22T03:09:21.882027",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:21.862586",
+     "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": "66ddabe9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:21.902888Z",
+     "iopub.status.busy": "2024-07-22T03:09:21.902578Z",
+     "iopub.status.idle": "2024-07-22T03:09:23.139329Z",
+     "shell.execute_reply": "2024-07-22T03:09:23.138139Z"
+    },
+    "papermill": {
+     "duration": 1.249872,
+     "end_time": "2024-07-22T03:09:23.141676",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:21.891804",
+     "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": "7e915527",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:23.165919Z",
+     "iopub.status.busy": "2024-07-22T03:09:23.165131Z",
+     "iopub.status.idle": "2024-07-22T03:09:24.152098Z",
+     "shell.execute_reply": "2024-07-22T03:09:24.150961Z"
+    },
+    "papermill": {
+     "duration": 1.001965,
+     "end_time": "2024-07-22T03:09:24.154427",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:23.152462",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mkdir: cannot create directory 'iris': File exists\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "fe95db91",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:24.177720Z",
+     "iopub.status.busy": "2024-07-22T03:09:24.177400Z",
+     "iopub.status.idle": "2024-07-22T03:09:24.187290Z",
+     "shell.execute_reply": "2024-07-22T03:09:24.186388Z"
+    },
+    "papermill": {
+     "duration": 0.024048,
+     "end_time": "2024-07-22T03:09:24.189322",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:24.165274",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/6_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": "fae3a611",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:24.213770Z",
+     "iopub.status.busy": "2024-07-22T03:09:24.213466Z",
+     "iopub.status.idle": "2024-07-22T03:09:24.576321Z",
+     "shell.execute_reply": "2024-07-22T03:09:24.575545Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.377865,
+     "end_time": "2024-07-22T03:09:24.578771",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:24.200906",
+     "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": "3ac3d2de",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:24.603124Z",
+     "iopub.status.busy": "2024-07-22T03:09:24.602819Z",
+     "iopub.status.idle": "2024-07-22T03:09:26.281619Z",
+     "shell.execute_reply": "2024-07-22T03:09:26.280800Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.693495,
+     "end_time": "2024-07-22T03:09:26.284024",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:24.590529",
+     "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": "a5635732",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:26.309493Z",
+     "iopub.status.busy": "2024-07-22T03:09:26.309084Z",
+     "iopub.status.idle": "2024-07-22T03:09:26.317208Z",
+     "shell.execute_reply": "2024-07-22T03:09:26.316493Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.022782,
+     "end_time": "2024-07-22T03:09:26.319130",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:26.296348",
+     "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": "4f3f8de9",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:26.342055Z",
+     "iopub.status.busy": "2024-07-22T03:09:26.341683Z",
+     "iopub.status.idle": "2024-07-22T03:09:26.346555Z",
+     "shell.execute_reply": "2024-07-22T03:09:26.345632Z"
+    },
+    "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": 0.018514,
+     "end_time": "2024-07-22T03:09:26.348424",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:26.329910",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "f6c8f2db",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:26.371997Z",
+     "iopub.status.busy": "2024-07-22T03:09:26.371686Z",
+     "iopub.status.idle": "2024-07-22T03:09:26.489890Z",
+     "shell.execute_reply": "2024-07-22T03:09:26.489114Z"
+    },
+    "papermill": {
+     "duration": 0.132765,
+     "end_time": "2024-07-22T03:09:26.492228",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:26.359463",
+     "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": "719331c4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:26.518610Z",
+     "iopub.status.busy": "2024-07-22T03:09:26.518291Z",
+     "iopub.status.idle": "2024-07-22T03:09:30.913980Z",
+     "shell.execute_reply": "2024-07-22T03:09:30.913116Z"
+    },
+    "papermill": {
+     "duration": 4.411978,
+     "end_time": "2024-07-22T03:09:30.916411",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:26.504433",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 03:09:28.304434: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-22 03:09:28.304496: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-22 03:09:28.306121: 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": "c900064b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:30.941711Z",
+     "iopub.status.busy": "2024-07-22T03:09:30.941033Z",
+     "iopub.status.idle": "2024-07-22T03:09:30.947152Z",
+     "shell.execute_reply": "2024-07-22T03:09:30.946339Z"
+    },
+    "papermill": {
+     "duration": 0.02116,
+     "end_time": "2024-07-22T03:09:30.949257",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:30.928097",
+     "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": "616f956a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:30.976345Z",
+     "iopub.status.busy": "2024-07-22T03:09:30.975433Z",
+     "iopub.status.idle": "2024-07-22T03:09:33.889443Z",
+     "shell.execute_reply": "2024-07-22T03:09:33.888371Z"
+    },
+    "papermill": {
+     "duration": 2.930454,
+     "end_time": "2024-07-22T03:09:33.891919",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:30.961465",
+     "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": "3a7cef30",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:33.919237Z",
+     "iopub.status.busy": "2024-07-22T03:09:33.918884Z",
+     "iopub.status.idle": "2024-07-22T03:09:33.925513Z",
+     "shell.execute_reply": "2024-07-22T03:09:33.924718Z"
+    },
+    "papermill": {
+     "duration": 0.022695,
+     "end_time": "2024-07-22T03:09:33.927525",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:33.904830",
+     "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": "b9606b4b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:33.953155Z",
+     "iopub.status.busy": "2024-07-22T03:09:33.952545Z",
+     "iopub.status.idle": "2024-07-22T03:09:34.457839Z",
+     "shell.execute_reply": "2024-07-22T03:09:34.456790Z"
+    },
+    "papermill": {
+     "duration": 0.521165,
+     "end_time": "2024-07-22T03:09:34.460483",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:33.939318",
+     "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": "c47be0d3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:34.487397Z",
+     "iopub.status.busy": "2024-07-22T03:09:34.487063Z",
+     "iopub.status.idle": "2024-07-22T03:09:34.493602Z",
+     "shell.execute_reply": "2024-07-22T03:09:34.492673Z"
+    },
+    "papermill": {
+     "duration": 0.02217,
+     "end_time": "2024-07-22T03:09:34.495547",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:34.473377",
+     "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": "ab26ae80",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:34.520498Z",
+     "iopub.status.busy": "2024-07-22T03:09:34.520208Z",
+     "iopub.status.idle": "2024-07-22T03:09:34.566493Z",
+     "shell.execute_reply": "2024-07-22T03:09:34.565623Z"
+    },
+    "papermill": {
+     "duration": 0.061176,
+     "end_time": "2024-07-22T03:09:34.568725",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:34.507549",
+     "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": "5a443cb7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:34.596229Z",
+     "iopub.status.busy": "2024-07-22T03:09:34.595889Z",
+     "iopub.status.idle": "2024-07-22T03:09:34.601646Z",
+     "shell.execute_reply": "2024-07-22T03:09:34.600781Z"
+    },
+    "papermill": {
+     "duration": 0.022049,
+     "end_time": "2024-07-22T03:09:34.603634",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:34.581585",
+     "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": "9427c094",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:34.629377Z",
+     "iopub.status.busy": "2024-07-22T03:09:34.629071Z",
+     "iopub.status.idle": "2024-07-22T03:09:34.633164Z",
+     "shell.execute_reply": "2024-07-22T03:09:34.632282Z"
+    },
+    "papermill": {
+     "duration": 0.019313,
+     "end_time": "2024-07-22T03:09:34.635212",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:34.615899",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "8fdcab80",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:34.661069Z",
+     "iopub.status.busy": "2024-07-22T03:09:34.660339Z",
+     "iopub.status.idle": "2024-07-22T03:09:34.666385Z",
+     "shell.execute_reply": "2024-07-22T03:09:34.665538Z"
+    },
+    "papermill": {
+     "duration": 0.021222,
+     "end_time": "2024-07-22T03:09:34.668367",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:34.647145",
+     "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": "e4e6cad5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:34.693744Z",
+     "iopub.status.busy": "2024-07-22T03:09:34.693424Z",
+     "iopub.status.idle": "2024-07-22T03:09:34.700046Z",
+     "shell.execute_reply": "2024-07-22T03:09:34.699160Z"
+    },
+    "papermill": {
+     "duration": 0.021663,
+     "end_time": "2024-07-22T03:09:34.702042",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:34.680379",
+     "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": "9dc5529e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:34.730475Z",
+     "iopub.status.busy": "2024-07-22T03:09:34.730120Z",
+     "iopub.status.idle": "2024-07-22T03:09:34.738876Z",
+     "shell.execute_reply": "2024-07-22T03:09:34.737963Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.025889,
+     "end_time": "2024-07-22T03:09:34.740948",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:34.715059",
+     "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": "2152cb67",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:09:34.767468Z",
+     "iopub.status.busy": "2024-07-22T03:09:34.767172Z",
+     "iopub.status.idle": "2024-07-22T03:14:05.287786Z",
+     "shell.execute_reply": "2024-07-22T03:14:05.286906Z"
+    },
+    "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": 270.537134,
+     "end_time": "2024-07-22T03:14:05.290303",
+     "exception": false,
+     "start_time": "2024-07-22T03:09:34.753169",
+     "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 1000/59381 MLoss: 0.0 GLoss: 0.3568 Sum: 0.3568\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/59381 MLoss: 0.0 GLoss: 0.3054 Sum: 0.3054\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/59381 MLoss: 0.0 GLoss: 0.2926 Sum: 0.2926\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/59381 MLoss: 0.0 GLoss: 0.2809 Sum: 0.2809\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/59381 MLoss: 0.0 GLoss: 0.2715 Sum: 0.2715\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/59381 MLoss: 0.0 GLoss: 0.2642 Sum: 0.2642\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/59381 MLoss: 0.0 GLoss: 0.2582 Sum: 0.2582\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/59381 MLoss: 0.0 GLoss: 0.2552 Sum: 0.2552\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/59381 MLoss: 0.0 GLoss: 0.2497 Sum: 0.2497\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/59381 MLoss: 0.0 GLoss: 0.2467 Sum: 0.2467\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/59381 MLoss: 0.0 GLoss: 0.2444 Sum: 0.2444\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/59381 MLoss: 0.0 GLoss: 0.2389 Sum: 0.2389\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/59381 MLoss: 0.0 GLoss: 0.2387 Sum: 0.2387\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/59381 MLoss: 0.0 GLoss: 0.2353 Sum: 0.2353\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/59381 MLoss: 0.0 GLoss: 0.232 Sum: 0.232\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/59381 MLoss: 0.0 GLoss: 0.2327 Sum: 0.2327\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/59381 MLoss: 0.0 GLoss: 0.2293 Sum: 0.2293\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/59381 MLoss: 0.0 GLoss: 0.2263 Sum: 0.2263\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/59381 MLoss: 0.0 GLoss: 0.2273 Sum: 0.2273\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/59381 MLoss: 0.0 GLoss: 0.2226 Sum: 0.2226\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/59381 MLoss: 0.0 GLoss: 0.2227 Sum: 0.2227\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/59381 MLoss: 0.0 GLoss: 0.2234 Sum: 0.2234\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/59381 MLoss: 0.0 GLoss: 0.2242 Sum: 0.2242\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/59381 MLoss: 0.0 GLoss: 0.219 Sum: 0.219\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/59381 MLoss: 0.0 GLoss: 0.2175 Sum: 0.2175\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/59381 MLoss: 0.0 GLoss: 0.2163 Sum: 0.2163\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/59381 MLoss: 0.0 GLoss: 0.2154 Sum: 0.2154\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/59381 MLoss: 0.0 GLoss: 0.2156 Sum: 0.2156\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/59381 MLoss: 0.0 GLoss: 0.2152 Sum: 0.2152\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/59381 MLoss: 0.0 GLoss: 0.2128 Sum: 0.2128\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/59381 MLoss: 0.0 GLoss: 0.2097 Sum: 0.2097\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/59381 MLoss: 0.0 GLoss: 0.213 Sum: 0.213\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/59381 MLoss: 0.0 GLoss: 0.2099 Sum: 0.2099\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/59381 MLoss: 0.0 GLoss: 0.2101 Sum: 0.2101\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/59381 MLoss: 0.0 GLoss: 0.208 Sum: 0.208\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/59381 MLoss: 0.0 GLoss: 0.2088 Sum: 0.2088\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/59381 MLoss: 0.0 GLoss: 0.2082 Sum: 0.2082\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/59381 MLoss: 0.0 GLoss: 0.2047 Sum: 0.2047\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/59381 MLoss: 0.0 GLoss: 0.2088 Sum: 0.2088\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/59381 MLoss: 0.0 GLoss: 0.2063 Sum: 0.2063\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/59381 MLoss: 0.0 GLoss: 0.2052 Sum: 0.2052\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/59381 MLoss: 0.0 GLoss: 0.2061 Sum: 0.2061\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/59381 MLoss: 0.0 GLoss: 0.2042 Sum: 0.2042\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/59381 MLoss: 0.0 GLoss: 0.2054 Sum: 0.2054\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/59381 MLoss: 0.0 GLoss: 0.2019 Sum: 0.2019\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/59381 MLoss: 0.0 GLoss: 0.203 Sum: 0.203\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/59381 MLoss: 0.0 GLoss: 0.1997 Sum: 0.1997\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/59381 MLoss: 0.0 GLoss: 0.1998 Sum: 0.1998\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/59381 MLoss: 0.0 GLoss: 0.2014 Sum: 0.2014\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/59381 MLoss: 0.0 GLoss: 0.1984 Sum: 0.1984\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/59381 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/59381 MLoss: 0.0 GLoss: 0.1973 Sum: 0.1973\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/59381 MLoss: 0.0 GLoss: 0.1976 Sum: 0.1976\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/59381 MLoss: 0.0 GLoss: 0.1965 Sum: 0.1965\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/59381 MLoss: 0.0 GLoss: 0.1967 Sum: 0.1967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/59381 MLoss: 0.0 GLoss: 0.1962 Sum: 0.1962\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/59381 MLoss: 0.0 GLoss: 0.194 Sum: 0.194\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/59381 MLoss: 0.0 GLoss: 0.1962 Sum: 0.1962\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/59381 MLoss: 0.0 GLoss: 0.194 Sum: 0.194\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": "263c9a96",
+   "metadata": {
+    "papermill": {
+     "duration": 0.019042,
+     "end_time": "2024-07-22T03:14:05.327573",
+     "exception": false,
+     "start_time": "2024-07-22T03:14:05.308531",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "cf99a6c2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:14:05.364166Z",
+     "iopub.status.busy": "2024-07-22T03:14:05.363408Z",
+     "iopub.status.idle": "2024-07-22T03:14:05.371813Z",
+     "shell.execute_reply": "2024-07-22T03:14:05.370860Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.028966,
+     "end_time": "2024-07-22T03:14:05.373863",
+     "exception": false,
+     "start_time": "2024-07-22T03:14:05.344897",
+     "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": "1e2024a0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:14:05.409496Z",
+     "iopub.status.busy": "2024-07-22T03:14:05.409119Z",
+     "iopub.status.idle": "2024-07-22T03:14:21.943691Z",
+     "shell.execute_reply": "2024-07-22T03:14:21.942886Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.555363,
+     "end_time": "2024-07-22T03:14:21.946155",
+     "exception": false,
+     "start_time": "2024-07-22T03:14:05.390792",
+     "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": "697e899f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.017407,
+     "end_time": "2024-07-22T03:14:21.981934",
+     "exception": false,
+     "start_time": "2024-07-22T03:14:21.964527",
+     "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": 314.125226,
+   "end_time": "2024-07-22T03:14:23.826991",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/6_2/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/6_2/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 2,
+    "epoch_scale": 0.7,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/6_2",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T03:09:09.701765",
+   "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