diff --git a/iris/tab_ddpm/8_2/0/synth.csv b/iris/tab_ddpm/8_2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..489f59ba932752c1586a47ddb48960aff384da1f
--- /dev/null
+++ b/iris/tab_ddpm/8_2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.700787229320047,2.6197744057127843,6.899998583366012,2.2865464910476034,Iris-virginica
+1,6.09697947737758,2.5895968416802764,5.600848430176996,1.3714396947013285,Iris-virginica
+2,6.305512273244583,2.495524913123743,4.8607168723507845,1.4851799045058247,Iris-versicolor
+3,6.536991881245165,3.0,5.802279026329261,2.204403557554656,Iris-virginica
+4,5.593903205307992,2.705323038431789,4.432436646441379,1.2548709611253084,Iris-versicolor
+5,5.776006194988683,2.6852723325000336,5.075873422418239,1.8947090848345896,Iris-virginica
+6,5.121915984396697,3.770646246277644,1.4972472864521431,0.2003248330135972,Iris-setosa
+7,5.608305286601375,2.5079210967593415,3.920027597749108,1.1113121712705936,Iris-versicolor
+8,6.9332645660224115,2.806011754829002,4.817033055873584,1.4060886504026373,Iris-versicolor
+9,4.865716469228909,3.0444993993421603,1.4779267272699055,0.1,Iris-setosa
+10,5.372022571031899,3.0,4.488266556805436,1.517955944290524,Iris-versicolor
+11,5.364725417588714,3.697171299316383,1.5009848646919242,0.20024566965937238,Iris-setosa
+12,5.584075013039499,2.61572161158012,4.420030829197468,1.2193702670562505,Iris-versicolor
+13,5.097209839824301,2.495121409110791,3.0489832510099157,1.0971210266293459,Iris-versicolor
+14,5.54272998994948,2.407638059657224,3.730455973986327,1.088163847453258,Iris-versicolor
+15,6.391120606552751,2.9002343514103797,4.337674415796653,1.3058222498177987,Iris-versicolor
+16,5.525514018585101,2.621633078882112,4.362068934970924,1.2309444499216433,Iris-versicolor
+17,5.529667666491875,4.2,1.4094533769727444,0.2001458445622553,Iris-setosa
+18,5.878030621113506,2.706054692906961,5.115079283109215,1.8694765979092682,Iris-virginica
+19,6.795548927920327,3.0,5.489379685058899,2.0970716975144033,Iris-virginica
+20,5.097104182700691,3.4669540970156394,1.3985692100647085,0.3048131771460683,Iris-setosa
+21,5.8167432990037105,2.6993061069410156,5.094623985535579,1.9024750934672003,Iris-virginica
+22,4.972187507927902,3.4177101498895794,1.4881523534873844,0.3615632521241997,Iris-setosa
+23,5.461081496248138,2.4262353963982326,3.7572187118932803,1.1063692234350262,Iris-versicolor
+24,5.007938663648252,3.2722348933585743,1.4065504125525459,0.1977053402522381,Iris-setosa
+25,5.433264812654048,3.0,4.530134083318003,1.5142401260902971,Iris-versicolor
+26,5.881247844001637,3.1786020265595822,4.750322342134299,1.777316858856521,Iris-versicolor
+27,6.953111722545024,3.091329690899537,5.099748726121881,2.29986127354302,Iris-virginica
+28,6.277924484661745,3.3983095711100946,5.549366843362408,2.406255334574322,Iris-virginica
+29,5.151032487974579,3.322145584142752,1.6319601698556567,0.47910596536286343,Iris-setosa
+30,6.692993243978075,2.5258544509056122,5.8314442435321965,1.8063678789187985,Iris-virginica
+31,5.565332190873314,2.648315346739176,4.325656049629066,1.2577791367678264,Iris-versicolor
+32,4.788730308051212,3.0,1.3929030466670453,0.3381990493277274,Iris-setosa
+33,4.830631656201349,3.0,1.4032019139722116,0.2741416404778225,Iris-setosa
+34,6.226420318778457,2.200000304396828,4.540543152589052,1.4746245890492935,Iris-versicolor
+35,7.9,3.8115294418547796,6.383781508983328,1.9860942890537991,Iris-virginica
+36,6.818344711294301,2.8016691246989165,4.793296722622971,1.3944266403304946,Iris-versicolor
+37,6.248656746333394,2.200000280344231,4.588467335444965,1.5173111952871365,Iris-versicolor
+38,6.541398856507193,3.0422116682589033,5.323647148120385,1.8647382474000092,Iris-virginica
+39,5.597056827845104,3.0,4.150382576311926,1.3565208669329227,Iris-versicolor
+40,4.615940014035989,3.4088235397103044,1.4000238389749462,0.30578114634128656,Iris-setosa
+41,5.431881736499405,3.4098515872201287,1.5151324968536268,0.32519047182242755,Iris-setosa
+42,6.914401708537782,3.0879514987815937,5.099584698304173,2.293325992498149,Iris-virginica
+43,6.305174378493568,3.306153007034386,4.671764053017252,1.5850153973630765,Iris-versicolor
+44,6.301729087508377,3.2791968031989787,4.716668262834374,1.5889557122710838,Iris-versicolor
+45,5.634708071136909,2.7349885868037145,4.436589271826273,1.2892964874318802,Iris-versicolor
+46,6.293898734790377,2.690111297863133,4.924714498232317,1.7968000544864535,Iris-virginica
+47,4.490353404414515,2.3018749152060187,1.2971840476255971,0.3095993374944653,Iris-setosa
+48,5.984068588679482,3.0,4.947544648633594,1.8023898490056067,Iris-virginica
+49,6.713069681693088,3.300998291266351,5.688163912126137,2.0885349705183227,Iris-virginica
+50,7.698767376102703,2.5764668332093574,6.9,2.2905993814562975,Iris-virginica
+51,4.991653885198453,3.39441751835012,1.656638133727653,0.4134536130355325,Iris-setosa
+52,4.992200461812805,3.397187420114602,1.4993637965990603,0.355739242930854,Iris-setosa
+53,6.294354247231039,3.3928574748730878,5.573876387571763,2.394994750982791,Iris-virginica
+54,7.052928593817141,3.048810706026806,5.909440649101781,2.1848773794987304,Iris-virginica
+55,5.230839931863614,2.7420423965101035,4.086892046834118,1.3879282269462696,Iris-versicolor
+56,6.17155886540328,2.2,4.5124672035223785,1.4931811749236288,Iris-versicolor
+57,6.9155483294055164,3.2039735328191123,5.802748435240656,2.2980574221578456,Iris-virginica
+58,5.094810753618843,3.5457249761481533,1.411009838320161,0.34319950393477716,Iris-setosa
+59,5.690761853169427,2.798957861196004,4.52158920411464,1.3085548982613386,Iris-versicolor
+60,4.936592711411872,2.4079577213729664,3.1674246484756132,1.0758434376275097,Iris-versicolor
+61,5.160200659780171,3.4628407895860525,1.5575552394855519,0.20000382621827187,Iris-setosa
+62,5.144884056751027,3.3217389692186443,1.634079781527292,0.4246015270485334,Iris-setosa
+63,6.303567610610446,3.4016721444553983,5.585302981433258,2.402328702613516,Iris-virginica
+64,5.5993469264981455,2.6551313995839116,4.128916254793549,1.2748719329483948,Iris-versicolor
+65,4.5918258350107015,3.2027080544703614,1.3910162761096925,0.19970072357971694,Iris-setosa
+66,5.506969076586937,2.4052577345205575,3.867053027530232,1.1024325117882483,Iris-versicolor
+67,6.507785788508509,3.0,5.78549215210839,2.2080839293214525,Iris-virginica
+68,4.800104455460622,3.0,1.3992467854569985,0.30603676905243726,Iris-setosa
+69,5.719890963058535,2.493554745745532,5.006324863898997,1.9869345416055402,Iris-virginica
+70,6.704161065022429,3.2925262257712706,5.732542721021175,2.10771200917564,Iris-virginica
+71,6.689807018387047,3.3026636368371154,5.684576962787738,2.103895950709294,Iris-virginica
+72,5.856246594160345,3.20762066468243,4.805627810314582,1.8084793961977752,Iris-versicolor
+73,6.516980460295243,3.0,5.479372459477235,1.7983651868649944,Iris-virginica
+74,4.992566439306079,3.187659331713437,1.2000002337117457,0.20133562968918756,Iris-setosa
+75,5.01846055623721,3.365575108599658,1.4016368597643951,0.27822468387418653,Iris-setosa
+76,5.277513858678578,3.7191629178016536,1.4982750251979202,0.19804443614706796,Iris-setosa
+77,4.491002806239607,2.2975177190971268,1.297742726170039,0.2978837679807296,Iris-setosa
+78,5.500436380643094,2.406216156789842,3.84934066300259,1.070390318288609,Iris-versicolor
+79,4.900640605650248,3.1083051184718484,1.504118638268172,0.10000009673825634,Iris-setosa
+80,4.792749944946475,3.0,1.4034253701276078,0.32663905299542023,Iris-setosa
+81,6.015008076781233,3.2607734715523033,4.779730962146074,1.775103080904619,Iris-versicolor
+82,6.198222166047673,2.2,4.543230238622972,1.5073451436514427,Iris-versicolor
+83,5.083941303193026,3.385755099136194,1.498160885979418,0.21635282033800424,Iris-setosa
+84,5.928812855142828,3.1955805593899975,4.792520084978468,1.7912527233447233,Iris-versicolor
+85,5.608355094631633,3.0,4.158992354082546,1.290935388809869,Iris-versicolor
+86,5.089442191904689,2.485128026583199,3.0059471648152023,1.100513675128415,Iris-versicolor
+87,6.288651194272476,2.508804811247116,4.933743228847818,1.525228108834695,Iris-versicolor
+88,6.710122934565478,3.0,5.008997687613578,1.7058392685954016,Iris-versicolor
+89,5.328991613507713,3.713633382121285,1.5275893739644846,0.20019284060435588,Iris-setosa
+90,6.2835648682860965,3.292830843456716,4.664082319096455,1.5768785328419006,Iris-versicolor
+91,6.482680948109811,3.1781691926806515,5.105151889436905,2.002519053488369,Iris-virginica
+92,6.809480638192723,3.0,5.530768816948064,2.1050104100501392,Iris-virginica
+93,5.22290496869187,3.397882485878224,1.6003931018487247,0.20598816639303527,Iris-setosa
+94,6.6243349457522065,3.0,5.663178591192829,2.0734038796376657,Iris-virginica
+95,4.400000636229982,2.909285170097002,1.3973401766314368,0.19885400753976312,Iris-setosa
+96,4.899463032748189,3.098835914827307,1.6014327878285302,0.10000009629207833,Iris-setosa
+97,4.842992409565979,3.0,1.4329352778962474,0.10000009386851019,Iris-setosa
+98,6.555666545025943,3.0,5.386959938608463,1.8483034613261011,Iris-virginica
+99,5.990244358661916,2.895733340086632,4.5015728695039945,1.4857278840458725,Iris-versicolor
+100,5.093442069961397,3.7429438217596607,1.498102724068089,0.4331533625990135,Iris-setosa
+101,5.760085767730171,2.575963393387283,5.05202540024584,1.9432660443272076,Iris-virginica
+102,6.518590246818384,3.1929275560734505,5.098972385132147,2.012574400792509,Iris-virginica
+103,4.929350816371391,2.4290423096054923,3.273879821089438,1.076129691929067,Iris-versicolor
+104,6.071384511466486,3.0,4.57574977243125,1.4080603428582485,Iris-versicolor
+105,6.001955221832069,2.2,5.004681035857947,1.4979831456288,Iris-virginica
+106,5.9066023189406165,3.209036808098091,4.789346288597105,1.7915609842954907,Iris-versicolor
+107,6.985021677263646,3.092989261896787,5.7418808139694795,2.2331130922904507,Iris-virginica
+108,6.440576279272824,3.0,5.510865202685122,1.7992906236784423,Iris-virginica
+109,4.400000710880879,2.893666398695163,1.404236279475457,0.19969582785623183,Iris-setosa
+110,6.37830240520439,2.6929308225354767,5.266849844975888,1.8921666400369508,Iris-virginica
+111,6.11887438641362,2.808541381052061,4.729617229931822,1.2010051609764294,Iris-versicolor
+112,6.278572879667385,3.3028331904814525,4.731575106941278,1.6172424725459118,Iris-versicolor
+113,4.906549905335927,3.1062843171380776,1.5729074539766141,0.1,Iris-setosa
+114,6.813836377378048,3.1894664860334054,5.875910819667429,2.2962697160589434,Iris-virginica
+115,5.381997923306598,3.3876447721863827,1.6971951031650074,0.197232931306341,Iris-setosa
+116,5.224312308134569,2.724610224934133,4.0148146143304855,1.4208705418968364,Iris-versicolor
+117,6.295178300171532,2.5026342460527227,4.908056472790336,1.5233928178896348,Iris-versicolor
+118,6.442448416508486,3.0,5.8040947793507405,2.1585130284182203,Iris-virginica
+119,5.091945941704004,3.5340993578495414,1.3827791991566243,0.3122345258783212,Iris-setosa
diff --git a/iris/tab_ddpm/8_2/0/test.csv b/iris/tab_ddpm/8_2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/0/train.csv b/iris/tab_ddpm/8_2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/0/val.csv b/iris/tab_ddpm/8_2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/1/synth.csv b/iris/tab_ddpm/8_2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..063157a2a9fa4b3530164e0048cf03e929a70485
--- /dev/null
+++ b/iris/tab_ddpm/8_2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.988649345213814,3.2786091077925548,1.4025357872371444,0.2014366654148474,Iris-setosa
+1,4.809496260093303,3.0,1.4014581738889766,0.32649993435720953,Iris-setosa
+2,5.659885961111286,3.8095146616648474,1.7963104197915247,0.34831938390298167,Iris-setosa
+3,5.506072531223675,4.1999990893067976,1.3961205275425674,0.19970167326289884,Iris-setosa
+4,5.635829379594685,2.729316723444694,4.3277550761054675,1.3005139800199506,Iris-versicolor
+5,4.931094922004038,3.089821288001296,1.3917642076933987,0.217783662502884,Iris-setosa
+6,5.535308262987237,2.6167404753038523,4.299323927856434,1.2793224947811226,Iris-versicolor
+7,5.803504661733813,2.7067145193038877,5.102220467880382,1.897604232205346,Iris-virginica
+8,6.324037913169208,3.301147143373963,4.6838116580487315,1.5961774614925737,Iris-versicolor
+9,4.8440783903658,2.4018949558452904,3.2791014884987826,0.9285572011543513,Iris-versicolor
+10,6.652305405583658,3.0,4.991926547881966,1.6695064758592655,Iris-versicolor
+11,5.284681205962566,2.833387070628114,4.068949085978474,1.4047310632760592,Iris-versicolor
+12,6.51206278808387,3.0,5.5027312587931165,1.8020249507156745,Iris-virginica
+13,6.681925026296768,3.0,4.997678208186057,1.712503223090217,Iris-versicolor
+14,4.996922066985288,3.2046442459488835,1.2000001815380401,0.19871582786809347,Iris-setosa
+15,4.400000543426252,2.888401767426818,1.398823413820689,0.1896081070716899,Iris-setosa
+16,6.217065888752586,2.2000003230706877,4.46462452174651,1.5092373235050287,Iris-versicolor
+17,4.915825181942006,3.0,1.402777777899489,0.20284177154607247,Iris-setosa
+18,6.0423710674754005,2.788870084678763,4.893741868012142,1.4524062354495455,Iris-versicolor
+19,5.977951105849113,3.0,4.880607173862419,1.8050288945317032,Iris-virginica
+20,6.840765062765609,3.2056897476005646,5.8299683673397,2.2925853025723684,Iris-virginica
+21,6.725218389731452,3.291423908592896,5.685092504812162,2.5,Iris-virginica
+22,7.706247809109195,2.5933911885983854,6.899998721585231,2.3123982926941684,Iris-virginica
+23,6.525604724415442,3.0,5.508592629205454,1.8016790755352936,Iris-virginica
+24,6.980265983087582,3.0,5.744339292213085,2.1530233789162065,Iris-virginica
+25,5.012012097558091,3.2578174807145417,1.4375975658021054,0.22015049068523476,Iris-setosa
+26,5.21971645927128,3.5878079925954443,1.5307827324916203,0.20645711916396808,Iris-setosa
+27,6.924124067069505,3.189275095907064,5.786846376975068,2.2966470139851882,Iris-virginica
+28,7.899998958832513,3.8242386311561116,6.441255444576719,1.9964772843732885,Iris-virginica
+29,5.876953720021129,3.0,4.234218822133924,1.5451424308467103,Iris-versicolor
+30,6.10304870705916,2.7983198431252223,4.687522341891762,1.1962536996222353,Iris-versicolor
+31,5.607548624704952,2.711764621244223,4.241485517066983,1.2958248018405365,Iris-versicolor
+32,6.739590055927018,2.5094792687227954,5.796154028038849,1.8025387368809576,Iris-virginica
+33,7.115026676720594,3.0,5.985119767878462,2.064106756307182,Iris-virginica
+34,6.716373994958601,3.3069120410465414,5.75855489640459,2.1101476440026037,Iris-virginica
+35,5.446224146603543,3.8814199755096017,1.696124280414263,0.36139100993089435,Iris-setosa
+36,6.004253865685616,3.0,4.739950370777652,1.798663759945354,Iris-virginica
+37,5.592604227569196,3.8038029187890303,1.5311467446471392,0.423818321855513,Iris-setosa
+38,5.991368337886663,3.0,4.488497849085412,1.4156402172745635,Iris-versicolor
+39,4.988093078103405,3.2067956204402916,1.2,0.19650662599813357,Iris-setosa
+40,4.6126359631364835,3.4026785471509604,1.394750704596089,0.2938010782469943,Iris-setosa
+41,4.882537855584952,3.0714017730141885,1.4935158923348708,0.10000011478829648,Iris-setosa
+42,5.820816543772019,2.8216521825514156,4.591473783973985,1.333115852338158,Iris-versicolor
+43,6.792582422942458,2.784402783127672,4.811419360969741,1.4060704213881094,Iris-versicolor
+44,5.681249929000009,2.81434616089982,4.263443992755608,1.2907986296876275,Iris-versicolor
+45,5.680945441145392,3.7874062933948895,1.7373928441788427,0.2987838164867729,Iris-setosa
+46,6.316416279973268,3.394904119953253,5.6002051012814595,2.400776677740529,Iris-virginica
+47,6.306987767481311,2.2918217646487795,4.376574364866298,1.3029801402467858,Iris-versicolor
+48,5.919409890952182,3.0,4.350004560624559,1.4450530606954446,Iris-versicolor
+49,5.150807162554732,3.4047585891584284,1.4961820102807846,0.19799618369906488,Iris-setosa
+50,6.29015653404837,3.3968410295341513,5.615387764412074,2.403637482642452,Iris-virginica
+51,4.901889473667019,3.0,1.3995566583580197,0.19974929689976884,Iris-setosa
+52,5.600450756433741,2.689129515946407,4.255112516764676,1.2880866880112585,Iris-versicolor
+53,6.1105278451823635,2.6066461506260197,5.599948112394151,1.432843043552749,Iris-virginica
+54,5.970956776209718,3.0,4.852523649709349,1.8107650144688783,Iris-virginica
+55,5.096704041350255,3.6777739506161993,1.4982188623118893,0.38425454677622173,Iris-setosa
+56,6.549525596978233,3.112093765744102,5.391550029692109,1.9430664211954745,Iris-virginica
+57,5.613485166326212,3.0,4.059840909449921,1.3069784340042354,Iris-versicolor
+58,6.339270612848866,2.9579515455526217,5.548896939918354,1.8093409625005685,Iris-virginica
+59,4.498930530151168,2.306052655986197,1.3025976638073202,0.3087398726877485,Iris-setosa
+60,5.955631552759017,2.9311651839031847,4.515554726588052,1.42565603690803,Iris-versicolor
+61,6.752038354861348,3.1097964895707944,5.098427037125102,2.2311489663680955,Iris-virginica
+62,5.032672486778768,3.4475931530103567,1.6039276900123391,0.3801942938576445,Iris-setosa
+63,4.607003043073431,3.3963447426972855,1.4095408433655332,0.32362056471024575,Iris-setosa
+64,4.603884757105476,3.197483526887693,1.4017502402737776,0.1955838088628594,Iris-setosa
+65,5.401930510863074,3.0,4.528850362328936,1.4916025680935678,Iris-versicolor
+66,5.022942545666153,2.4529125527003224,3.222728196317235,1.0785594966468093,Iris-versicolor
+67,4.852487771670906,2.3804261202395156,3.2852324835119537,0.9707904053928456,Iris-versicolor
+68,5.124696541951203,2.497763154967542,2.923368663194229,1.0862645220047737,Iris-versicolor
+69,4.884837593144868,3.0,1.3983377680386255,0.20070515222925484,Iris-setosa
+70,5.347306924269994,3.387335059701644,1.7491509848809514,0.20227680293069877,Iris-setosa
+71,5.5471797229164075,2.494828062785424,3.9220421440672517,1.1233527193014334,Iris-versicolor
+72,5.109979839701729,3.2998823142251923,1.6561107831283541,0.5059684765220234,Iris-setosa
+73,5.431405939117361,3.0,4.510412030043546,1.4965322860169237,Iris-versicolor
+74,5.560999695292138,2.4365894388277103,3.8248632805710248,1.0847385772517366,Iris-versicolor
+75,5.5908377016440305,2.900279783962755,3.7097401928023093,1.2996706732230716,Iris-versicolor
+76,4.92705621350861,2.4128231629516383,3.2783503045567097,1.0386208163720696,Iris-versicolor
+77,4.4,2.889100152042857,1.4057827127760933,0.1997806936220739,Iris-setosa
+78,5.775475580980722,2.681017495865837,5.090641782248903,1.9038471820540521,Iris-virginica
+79,6.30727639263253,2.7024857060470184,4.938960691193492,1.8076260123298098,Iris-virginica
+80,5.084278998860927,3.48666493272093,1.4115223232333804,0.3382340347206828,Iris-setosa
+81,5.096838702714353,3.3894125178871226,1.4947408701708722,0.2022786120660974,Iris-setosa
+82,6.094882648401963,2.606555181009623,5.572982510904683,1.3931499141765549,Iris-virginica
+83,6.281890033449859,3.2814478526772017,4.675333806882939,1.550160589357698,Iris-versicolor
+84,6.702534969790218,3.295467212967051,5.705914439766065,2.5,Iris-virginica
+85,7.899998768213708,3.813911888191261,6.348880459730703,1.9859901727435227,Iris-virginica
+86,6.705093532968783,3.3018060439198718,5.68803168063149,2.1021905475622606,Iris-virginica
+87,6.694840507503896,2.4956055696748836,5.834476288843747,1.7988244300062355,Iris-virginica
+88,5.893377624901511,3.0,5.097704489880548,1.799416063796207,Iris-virginica
+89,4.4,2.9115313726878944,1.3929452466844863,0.19708226633038947,Iris-setosa
+90,6.10250412076779,2.5922736581774686,5.605364057079296,1.4034844089218306,Iris-virginica
+91,5.906499126079403,3.205563755531979,4.790086003607206,1.7990803540785372,Iris-versicolor
+92,6.282224048614952,2.511393000046074,4.911575237202032,1.5212304760346045,Iris-versicolor
+93,6.4082201805464045,2.8990495575976696,4.2634594614624985,1.3043473332894933,Iris-versicolor
+94,6.667509848263208,2.5192651248115387,5.723691050679119,1.8049619182333405,Iris-virginica
+95,5.408442434242385,3.0,4.495609886629629,1.4897252253885347,Iris-versicolor
+96,5.1159910240563695,3.501130527738617,1.3931467120364103,0.29394893980387027,Iris-setosa
+97,6.882509775868521,3.104766525286855,5.105695893983823,2.303984629588556,Iris-virginica
+98,6.798211216184144,3.0,5.495552752107821,2.104584715185107,Iris-virginica
+99,7.303769669235463,2.8928654872025588,6.3074721902613815,1.7978957386915613,Iris-virginica
+100,7.724912558859017,2.5974512365169917,6.9,2.290567233251708,Iris-virginica
+101,5.391385479461217,3.0,4.540110751647962,1.4898673139043992,Iris-versicolor
+102,5.417964074559593,3.0,4.480137439876253,1.4687961269196923,Iris-versicolor
+103,5.99659456384595,3.0,4.7938124847540475,1.7974045662409226,Iris-virginica
+104,6.8291311344847445,3.0,5.49982838088564,2.107652289799298,Iris-virginica
+105,5.61612331130989,3.0,4.113182175148509,1.2941778670726913,Iris-versicolor
+106,5.644397677067767,2.7872451200717063,4.412415109164973,1.282617475440289,Iris-versicolor
+107,5.600311521126001,2.9821991221839803,3.6533965243791062,1.3258950707700574,Iris-versicolor
+108,6.529459250226514,3.0,5.492667169289015,1.8107762775804637,Iris-virginica
+109,5.547776444375298,2.5018648413030755,4.060992886100139,1.1063636047655636,Iris-versicolor
+110,5.715291518530744,2.5484002742950267,5.037534373429939,1.9605609851909094,Iris-virginica
+111,6.893278125531664,3.2044192570993357,5.72912670532606,2.2966405935182403,Iris-virginica
+112,5.688130736949294,2.486438589079222,4.985076347780531,1.9839708623342271,Iris-virginica
+113,4.784186396809002,3.0,1.3784001300843902,0.1,Iris-setosa
+114,4.603919269756644,3.3932579308842454,1.3938146174620971,0.30310266289631105,Iris-setosa
+115,4.886560216172869,3.1048045194388054,1.590959758714558,0.1,Iris-setosa
+116,6.512754849672392,3.119398017959365,5.1700645700879555,1.938743492695992,Iris-virginica
+117,6.790160266772897,2.7967516829201045,4.791481632009595,1.374170950777184,Iris-versicolor
+118,5.7162087992067265,3.791802657678347,1.6108745165741218,0.3373348554806794,Iris-setosa
+119,6.292305260166544,3.292380832904094,4.690168486268563,1.576843892005065,Iris-versicolor
diff --git a/iris/tab_ddpm/8_2/1/test.csv b/iris/tab_ddpm/8_2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/1/train.csv b/iris/tab_ddpm/8_2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/1/val.csv b/iris/tab_ddpm/8_2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/10/synth.csv b/iris/tab_ddpm/8_2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1318c2f29b458aae43f2c254997373a6310c976e
--- /dev/null
+++ b/iris/tab_ddpm/8_2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.808220297558811,2.6669674495436912,5.087849595325709,1.9086892792201702,Iris-virginica
+1,6.016039035292989,2.706130484391544,5.125835981079005,1.6047061059544638,Iris-versicolor
+2,6.005950642544768,3.0,4.8234812294051155,1.8051373585921262,Iris-virginica
+3,6.293826318455113,3.2932409787196795,4.675804570799907,1.5939567540381732,Iris-versicolor
+4,6.704013830669956,3.300499730927346,5.719609740583662,2.4999995927579777,Iris-virginica
+5,5.87463580715054,3.0,4.172982188942557,1.460510403532984,Iris-versicolor
+6,4.874407928001012,2.4148070788542038,3.2665070094361517,0.9003765916303672,Iris-versicolor
+7,6.205045689468857,2.200000372695839,4.5104201346623745,1.4968306993376066,Iris-versicolor
+8,6.794966326872636,2.8297497175661173,4.769106818332838,1.4082195296214284,Iris-versicolor
+9,6.755634047428913,3.0,5.449600835464163,2.1023911915233544,Iris-virginica
+10,6.2202967575280335,2.2,4.5714163383705815,1.505706043945212,Iris-versicolor
+11,5.923013839892253,3.196662496534374,4.772380038208126,1.8119708623792277,Iris-versicolor
+12,5.088326310386808,3.3106485553448586,1.4835412991978578,0.4373475042338162,Iris-setosa
+13,6.703887701347718,2.5101408452574874,5.874099447420564,1.8021288576398649,Iris-virginica
+14,5.080146822229336,3.6579037850879668,1.4790879330450442,0.4006948826176634,Iris-setosa
+15,5.500499429834333,2.397003986013964,3.8344574451418207,1.1062478039950363,Iris-versicolor
+16,5.1057950995533385,3.7407801001527976,1.582179938411216,0.20377658042138116,Iris-setosa
+17,6.005831060371976,2.2,5.010030811686523,1.4873335506642325,Iris-virginica
+18,5.661580737842697,3.0,3.9494773862582293,1.3485567552410187,Iris-versicolor
+19,6.236746112524245,3.2609175345928683,4.6338253259774955,1.5481186793015138,Iris-versicolor
+20,5.088273001759356,3.578893247699152,1.4965475141189228,0.4046594138081572,Iris-setosa
+21,4.904946073430488,3.0,1.402858889194698,0.1986341321110506,Iris-setosa
+22,6.104175958708891,3.0,4.602091549674157,1.4002895056499565,Iris-versicolor
+23,5.959054949568573,2.8906793068062933,4.566866243043456,1.4675580534833552,Iris-versicolor
+24,6.901674015610606,3.127695720697298,5.09659524023103,2.296899394351546,Iris-virginica
+25,6.57848160048658,3.1939353456239994,5.099597693394805,2.0722175048307623,Iris-virginica
+26,4.816555224777885,3.0,1.4005501432300635,0.1000001103876,Iris-setosa
+27,7.709351674607461,2.587794777302689,6.8999985454483905,2.276324324096263,Iris-virginica
+28,5.309454899709861,3.3918534503458444,1.4984787082347062,0.4985296757047409,Iris-setosa
+29,5.999575069921338,2.2,4.943426401506309,1.498647889469715,Iris-virginica
+30,4.4922953749551775,2.2975785978145273,1.2991591158382116,0.298091443443562,Iris-setosa
+31,6.703794320327659,3.0,4.996058079920193,1.7054067758338862,Iris-versicolor
+32,6.300725964156377,2.7092206727005506,4.893630613623297,1.790973894328552,Iris-virginica
+33,7.031247930254588,3.0310903163577994,5.7809642750018915,2.216195094964125,Iris-virginica
+34,5.161546420170383,3.780237581821902,1.5804979239405523,0.2013304454120735,Iris-setosa
+35,6.298916784795068,3.4018384995060766,5.598641695074043,2.4062369674405755,Iris-virginica
+36,6.270759621040373,3.3028486080453425,4.708172267934085,1.6288238257537808,Iris-versicolor
+37,5.325553748135664,3.3801819255050094,1.5846234559962054,0.4013642996007027,Iris-setosa
+38,5.399206092259946,3.39886448607434,1.6902184319208504,0.20328417740399998,Iris-setosa
+39,5.514067881973735,2.6040904623665053,4.363316338819401,1.1959024643033112,Iris-versicolor
+40,5.765939231751891,2.789229527470704,4.542826248082731,1.2728813516448025,Iris-versicolor
+41,6.693546910555563,3.295824075819099,5.690158897618672,2.0948807770809874,Iris-virginica
+42,6.710709383353534,3.0,4.995761158051329,1.705482611849194,Iris-versicolor
+43,5.781589865692262,2.801349024291619,5.091170444032892,2.4105702530868323,Iris-virginica
+44,5.105662065500361,3.533043434469551,1.4069382764693774,0.2962774797325225,Iris-setosa
+45,6.202014951594734,2.200000395247504,4.476495965231014,1.5077300103289506,Iris-versicolor
+46,5.240571008397393,3.80611984083764,1.5686927697558164,0.4456118662780778,Iris-setosa
+47,4.998824859718979,3.2162396586859967,1.200000192851335,0.20207908464427074,Iris-setosa
+48,5.6175353407439355,2.6730041366148916,4.452914365473259,1.2223425509863581,Iris-versicolor
+49,5.994819199165208,3.0,4.763278456635162,1.8003941444280906,Iris-virginica
+50,5.735747039091396,2.526879895027634,5.035616438497128,1.9743008126822592,Iris-virginica
+51,6.245638810083185,2.2,4.417859335871076,1.5156358741167135,Iris-versicolor
+52,5.224811370052158,2.736341859072583,3.910755483041421,1.392473035119334,Iris-versicolor
+53,6.318963502399477,2.4693967431891712,4.872229893090525,1.4959973175055237,Iris-versicolor
+54,6.302018583614821,2.902188671851266,5.614312495780203,1.8014628170138949,Iris-virginica
+55,5.726205204160585,2.5184887545356878,5.009323544760589,2.0075124174597208,Iris-virginica
+56,6.787526645340217,3.1828218049149957,5.836680363470144,2.29383533090083,Iris-virginica
+57,5.8977633217814835,3.2046452241458527,4.785550226517659,1.7914289999651618,Iris-versicolor
+58,5.765161101778865,2.632368926466301,5.082637780390273,1.9376290802077727,Iris-virginica
+59,6.810263520361266,3.0,5.424818977076519,2.126436945169345,Iris-virginica
+60,6.291236213181469,2.3003007084578644,4.374121871239395,1.3042535075455748,Iris-versicolor
+61,6.689480065650946,2.515352254130943,5.791093385534574,1.804780131674696,Iris-virginica
+62,5.8718408344719535,3.0,5.107031056111864,1.8030751126574336,Iris-virginica
+63,6.291778591275987,2.704209870197988,4.861121361216846,1.7989841886149853,Iris-virginica
+64,5.409390985657358,3.0,4.508417306018339,1.4946719982134293,Iris-versicolor
+65,5.1350977883241375,2.584134877793026,3.4485337060836114,1.2807243564515383,Iris-versicolor
+66,4.906849637302756,3.1200820332302563,1.5223773236289946,0.1,Iris-setosa
+67,6.294238181761882,2.3483663334283373,4.57398625756574,1.3657247042333078,Iris-versicolor
+68,5.101033113894618,3.3037498727026025,1.7026949902042716,0.5222058516284432,Iris-setosa
+69,6.862954055030326,3.0,5.544180744449503,2.102390355178644,Iris-virginica
+70,6.672382040014343,3.29440631010919,5.679786548288112,2.5,Iris-virginica
+71,6.1001509317384945,3.0,4.587910548980718,1.4011557794853786,Iris-versicolor
+72,6.494910396230658,3.0,5.84211402069401,2.185944912699581,Iris-virginica
+73,5.574334192379637,2.9315283617525267,3.64160565965571,1.2951614556633237,Iris-versicolor
+74,4.607231176794659,3.22174276758891,1.3996868358590755,0.19827002265913304,Iris-setosa
+75,4.810119958524533,3.0,1.4047143377558227,0.2997917753364403,Iris-setosa
+76,5.370229319442617,3.406664130007924,1.5883413842047733,0.20044642444129399,Iris-setosa
+77,4.879663327460931,3.0,1.4083728246271476,0.19996235164636356,Iris-setosa
+78,6.394994794811646,2.9113167299211438,4.298111427913279,1.3007489087358002,Iris-versicolor
+79,4.4964218173410035,2.2990770395487496,1.2918868294960792,0.29463572074062117,Iris-setosa
+80,4.99357968854532,3.3863311678903645,1.6038021610872857,0.4307911658583201,Iris-setosa
+81,5.612316086836406,2.975412834953264,3.5949463592783717,1.312418140404757,Iris-versicolor
+82,6.0019594401028655,2.7113154842714193,5.099583123015338,1.5963042335133755,Iris-versicolor
+83,5.002830999982167,3.20959041593172,1.2000002126023117,0.20598576908545413,Iris-setosa
+84,4.894879163174354,3.0,1.3955514080925895,0.20880522525778586,Iris-setosa
+85,5.012030056930096,3.3119044018698776,1.389652389996432,0.20033778940444358,Iris-setosa
+86,6.991443574134964,3.093826734209947,5.095788762578127,2.313722777078624,Iris-virginica
+87,6.7382580645088,3.2530979148116193,5.833227605072078,2.3187899179196183,Iris-virginica
+88,6.368703052441442,2.705481836073229,5.108896982554325,1.8309294249928434,Iris-virginica
+89,5.007705164585623,3.4319742762350294,1.497315146516741,0.4434093252454242,Iris-setosa
+90,4.990993578595169,3.221099292369508,1.2000002420114946,0.20555433583494928,Iris-setosa
+91,6.287217185191937,2.3042129547210233,4.42327072631521,1.2941157587850278,Iris-versicolor
+92,5.99437011422643,2.700962896578753,5.093856030726254,1.6163512061444103,Iris-versicolor
+93,5.199789787846243,2.7152205232952387,3.9628206723123798,1.4271556256386977,Iris-versicolor
+94,6.487938863004658,3.0,5.810853095214589,2.1942345213934336,Iris-virginica
+95,7.114775000750243,3.0,5.908162061468527,2.1057815748727546,Iris-virginica
+96,5.148954088725562,3.4103201212371568,1.5510497040162818,0.19857527839555672,Iris-setosa
+97,7.9,3.8499039468869056,6.411028266103795,2.012467041649912,Iris-virginica
+98,6.795837017406402,3.0,5.50275755239479,2.0969648236027134,Iris-virginica
+99,5.54302865132349,2.4489797164295335,3.7882206259869795,1.1039089232387265,Iris-versicolor
+100,5.1003791137916155,3.4725065911956663,1.4003666104904737,0.29698512695822743,Iris-setosa
+101,7.06448982051842,3.0,5.776604536354091,2.1042198717620186,Iris-virginica
+102,6.2921136845266465,3.309088026207472,4.659618414219366,1.58800157138598,Iris-versicolor
+103,6.68690756964184,3.0,4.954089623012587,1.6941373687204295,Iris-versicolor
+104,5.022580534499758,2.4761338359747045,3.275697891868059,1.1057042935115537,Iris-versicolor
+105,5.781694571164004,2.7944867654987915,5.111889312917665,2.4027010924650534,Iris-virginica
+106,4.400000756346193,2.904469489485974,1.3971452275634144,0.20158531285496872,Iris-setosa
+107,7.136203984446228,3.0,5.896103194474407,2.152100982080862,Iris-virginica
+108,4.989716599109325,3.2094585314338944,1.2000001892541106,0.19861419297912575,Iris-setosa
+109,5.590615494195978,2.4812447160839812,3.941436742398432,1.1035039001542097,Iris-versicolor
+110,6.618108738276628,3.0,5.892125099593453,2.2162953276732034,Iris-virginica
+111,5.089639541965136,3.5157284030638674,1.4016443078364522,0.2961457231093203,Iris-setosa
+112,5.410131564514062,3.405528207748094,1.6596364933556458,0.2016306229048328,Iris-setosa
+113,4.893470418205637,3.0,1.4063013518356642,0.20743574611938415,Iris-setosa
+114,6.69881352050614,3.0,5.000240604620559,1.6821997964133528,Iris-versicolor
+115,5.812656260351228,2.733923790319849,5.098008413613439,1.8884035433820354,Iris-virginica
+116,5.386132102950337,3.3902635477767973,1.7636902479277943,0.19625692603839318,Iris-setosa
+117,6.715024185647187,3.0,5.009359904377584,1.7306054484839393,Iris-versicolor
+118,4.9985035238739615,3.3110625088879497,1.4091392764507573,0.1990779649369927,Iris-setosa
+119,4.905800961818223,3.0,1.389729000144078,0.20931678794068828,Iris-setosa
diff --git a/iris/tab_ddpm/8_2/10/test.csv b/iris/tab_ddpm/8_2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/10/train.csv b/iris/tab_ddpm/8_2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/10/val.csv b/iris/tab_ddpm/8_2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/11/synth.csv b/iris/tab_ddpm/8_2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..268832f471702747b22604ba048f8ef28b49d51c
--- /dev/null
+++ b/iris/tab_ddpm/8_2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.140372818361125,3.3182112501471566,1.6468957239818205,0.48528486098110235,Iris-setosa
+1,6.6814538136815615,3.2962132159847655,5.702902401615096,2.499999565111551,Iris-virginica
+2,6.690122934228722,3.2967199648604066,5.720298066160748,2.499999641379186,Iris-virginica
+3,6.333018521876645,2.954468597163031,5.564256738388246,1.8124649893274283,Iris-virginica
+4,5.0636970052916475,2.476447874678876,2.8622458247460676,1.109997899744222,Iris-versicolor
+5,4.902265857925293,3.1009332363996585,1.5566843919643565,0.10000011969174336,Iris-setosa
+6,4.8751713617354735,3.0704533555142923,1.4965906291500692,0.10000009268371758,Iris-setosa
+7,4.7999121850403785,3.0,1.3889191442347557,0.1,Iris-setosa
+8,5.801885392412735,2.7049499146162663,5.103188043134133,1.8796304422001033,Iris-virginica
+9,5.411379402374984,3.0,4.511118668690991,1.4981087084613378,Iris-versicolor
+10,6.926541779287073,3.1867230721138915,5.763644809726896,2.2901464966835174,Iris-virginica
+11,6.129633934567143,2.606193180296816,5.597133337381333,1.4063029740848247,Iris-virginica
+12,6.495171468088828,3.0,5.774026639882957,2.1811644571163815,Iris-virginica
+13,5.051747228866959,2.4796441533303657,3.0707301868373014,1.0768097410350466,Iris-versicolor
+14,5.336030365973082,3.540535055736373,1.5446218625515464,0.41228777970037805,Iris-setosa
+15,5.295989286879113,3.740855174414717,1.6036658253803073,0.20054335945283683,Iris-setosa
+16,7.899998604814042,3.7900077762829607,6.396907613744204,1.9979961131840012,Iris-virginica
+17,4.8949127078332495,3.0944147873512473,1.4970694308069745,0.10000010096433545,Iris-setosa
+18,5.693795550549801,2.49865824889093,5.006708493945886,1.998545931624498,Iris-virginica
+19,5.857149325000111,3.022573613682355,4.450500323459896,1.6543711765431548,Iris-versicolor
+20,5.642715106795517,2.9662089141585057,3.7180117222315183,1.317206315462985,Iris-versicolor
+21,7.703723709014207,2.6060979130415998,6.899998729712726,2.2997424502744157,Iris-virginica
+22,6.681840602726187,3.2963025503568057,5.653390082068589,2.499999517022734,Iris-virginica
+23,6.511927998025878,3.2049038131598704,5.220338734899723,2.0005123383931918,Iris-virginica
+24,7.694099431080472,2.6031926094075772,6.9,2.296456739513788,Iris-virginica
+25,6.833313607363414,3.2016925360890287,5.9330019753985415,2.305006125889958,Iris-virginica
+26,7.703107534660876,2.612083823459938,6.9,2.3230151265977907,Iris-virginica
+27,7.9,3.8212554112629094,6.3948432626908875,2.003785747885383,Iris-virginica
+28,4.901361219047312,3.112896872548953,1.4974772375516248,0.1,Iris-setosa
+29,6.121449566018688,3.0,4.626869690211227,1.3620841852348744,Iris-versicolor
+30,6.287451958941728,2.3074334912606598,4.418519019595278,1.285484867798439,Iris-versicolor
+31,7.502599526174292,2.6872171640045805,6.899834495591694,2.246995436224388,Iris-virginica
+32,5.301903545220791,3.873127780175386,1.4969626596075742,0.36862593769523966,Iris-setosa
+33,5.399294920839929,3.405896079441325,1.6279200720958542,0.20125723245152718,Iris-setosa
+34,5.080198907904796,3.300289215822457,1.6381372051647325,0.5295907435582203,Iris-setosa
+35,6.42955148676195,3.0,5.459589848163769,1.8101047345620993,Iris-virginica
+36,6.061951035844831,2.5987355487326758,5.6065113503345705,1.409439844643783,Iris-virginica
+37,5.995101871940477,2.7057258866260723,5.096584375669993,1.6106398477038735,Iris-versicolor
+38,4.597998338915669,3.405605948566114,1.4047490366707662,0.35196129251842934,Iris-setosa
+39,5.103251542071899,3.386867160995972,1.4970482969980434,0.1997095983119529,Iris-setosa
+40,5.175632624192326,2.68715872766905,3.8807410352861,1.4030841562942222,Iris-versicolor
+41,6.685985027731004,3.3051887691112602,5.6771261077064885,2.5,Iris-virginica
+42,5.557046915587206,2.642807965044656,4.395564219869772,1.2321238266775096,Iris-versicolor
+43,5.112123262908934,3.493061283707051,1.5420819301352535,0.1964242554436461,Iris-setosa
+44,4.890578303563816,3.0846152352958525,1.5227124350778554,0.1,Iris-setosa
+45,5.5085915605553275,2.379666838372495,3.8072354394976506,1.0444781322293812,Iris-versicolor
+46,5.223514287670353,3.786133766697244,1.4952480995439565,0.21759538957189176,Iris-setosa
+47,4.890802763438,3.110431344034621,1.4974676901260817,0.1,Iris-setosa
+48,4.4,2.901289551229114,1.4012728729691133,0.1997610819313,Iris-setosa
+49,6.199580918280624,2.2,4.47146611419996,1.490715041177478,Iris-versicolor
+50,5.91164656578391,3.1861390681637975,4.789877232399256,1.794415186995267,Iris-versicolor
+51,5.084775364421929,3.3901383430463463,1.5301253607321703,0.2108856535433694,Iris-setosa
+52,6.895216336154437,3.096753253902528,5.088382106880518,2.2955267429222626,Iris-virginica
+53,6.094364891561796,2.7904433193623652,4.702315680348788,1.2027813333530195,Iris-versicolor
+54,6.690995003476527,3.3000074581596337,5.720573674581317,2.5,Iris-virginica
+55,7.899998956941337,3.783904028517927,6.411428883372142,2.006027167217055,Iris-virginica
+56,6.300797548276677,3.313362527952694,4.691934213382238,1.5909565959726442,Iris-versicolor
+57,4.4,2.8759154544718224,1.4003120977253314,0.1854424451082199,Iris-setosa
+58,5.115061049052909,3.8356863283530456,1.6654954029436158,0.19652830419031025,Iris-setosa
+59,6.306871544918546,2.898012022338447,5.58708821625021,1.79838874803399,Iris-virginica
+60,5.907155887425902,3.0,4.195613508674031,1.5040422579788917,Iris-versicolor
+61,6.302625608344106,2.304701258189815,4.396738748064,1.2918845405489472,Iris-versicolor
+62,6.962135082527677,3.0927256539962107,5.090158388766322,2.3054796338987966,Iris-virginica
+63,4.651863675980255,3.335157422137063,1.4058845436713965,0.24023613886047956,Iris-setosa
+64,7.325520461616762,2.900101767548048,6.264390293202932,1.807195344720899,Iris-virginica
+65,6.3058294546651625,2.910423858551974,5.589314032271032,1.799142961970281,Iris-virginica
+66,6.708918654242924,3.0,5.0062051341513,1.7034331838409198,Iris-versicolor
+67,6.80614921344171,3.2086066510319275,5.719351076045933,2.272350067372639,Iris-virginica
+68,4.8518821491951805,3.0,1.4100900491848734,0.32392287586703244,Iris-setosa
+69,5.925870030446946,2.2,4.99745312849044,1.4786318929263587,Iris-virginica
+70,6.396470861440093,2.6880684291653894,5.223606254394816,1.8933791239819031,Iris-virginica
+71,5.7514318926993155,2.520929731260519,4.965321481571695,1.9427956917872464,Iris-virginica
+72,4.595197674222488,3.1910943514181835,1.3936698814196387,0.20508764738349078,Iris-setosa
+73,7.899998994728193,3.833235604462356,6.418633844056334,2.0018492933111314,Iris-virginica
+74,6.098550631284835,2.8131288736349243,4.731000627284602,1.2072375375421838,Iris-versicolor
+75,5.808574624216242,2.7834965032131875,5.092082057483374,2.4010676765000603,Iris-virginica
+76,5.691130336145367,3.7994334463173853,1.5490626835187757,0.370959902997582,Iris-setosa
+77,6.385933800593315,2.905652012191556,4.288300634846429,1.298319271658357,Iris-versicolor
+78,5.9862139189965475,2.6923435007466074,5.102901622152709,1.611237542599909,Iris-versicolor
+79,5.77620190365358,2.7934089241559157,5.098312437371456,2.398967630339556,Iris-virginica
+80,5.117055482568332,3.3018622784050136,1.63779243011339,0.4684949205155547,Iris-setosa
+81,6.303884456224015,3.2748053460808646,4.722023828841039,1.5842838947202973,Iris-versicolor
+82,5.567736539201295,2.6754778079599237,4.25549147020436,1.3019716608536096,Iris-versicolor
+83,6.017005460287326,2.7023760128528043,5.096848107891535,1.589154800865375,Iris-versicolor
+84,5.988849108519649,3.0,4.822516082852722,1.8037675001467905,Iris-virginica
+85,4.609732878288172,3.2029004818065014,1.3965889725653613,0.19656619007337495,Iris-setosa
+86,5.764659623799167,2.6719090994943233,5.083703433677332,1.9050230129246055,Iris-virginica
+87,5.089826161977182,3.663545416424376,1.4984685971842533,0.41777504450950415,Iris-setosa
+88,5.962734795828322,2.200000287093702,4.970230275011425,1.4858510245852368,Iris-virginica
+89,5.906963817475825,3.2012360706470755,4.819020193946788,1.7882084976162023,Iris-versicolor
+90,5.512869885970408,4.2,1.400132550415433,0.20750093470851408,Iris-setosa
+91,5.607586193756225,3.0,4.166708436298091,1.2863345413060803,Iris-versicolor
+92,5.070847134356762,3.7716763190534515,1.6376525649043145,0.20063614257082588,Iris-setosa
+93,5.166882834169432,3.790298996453798,1.5224741918613283,0.36164276522373767,Iris-setosa
+94,4.9988068102333605,3.2046861962005817,1.2,0.1946729446958116,Iris-setosa
+95,6.631462693702696,3.265518378750586,5.687388486707751,2.4999965828320985,Iris-virginica
+96,4.99871050216843,3.389049924719976,1.6360019891811215,0.45177084515059074,Iris-setosa
+97,5.721870220043464,2.4964667578394026,4.998856289022904,2.001285199611047,Iris-virginica
+98,5.366509474545231,3.3923319250864843,1.6308255822474993,0.19566240801638307,Iris-setosa
+99,5.801186622036222,2.8063548564410934,5.115595249846015,2.4043253623198275,Iris-virginica
+100,6.685852483005794,3.0,5.000118085011867,1.681613483158024,Iris-versicolor
+101,5.593814666401352,2.8333543575239157,3.733206308445211,1.2896630444573194,Iris-versicolor
+102,5.087473731591786,2.61350682495175,3.7297537653034016,1.3483590288667897,Iris-versicolor
+103,6.306245228000204,2.8967953637612185,5.620211947486861,1.7958605218153993,Iris-virginica
+104,5.591568708015784,2.5565759539777315,3.953689166364681,1.1489605454587648,Iris-versicolor
+105,5.0867840505540185,3.2998362081030623,1.7493918107074777,0.4953487847294077,Iris-setosa
+106,5.917092775443533,3.0,4.259595531878601,1.4917689407316284,Iris-versicolor
+107,5.602065436181714,2.936565978243478,3.59950383294467,1.307498713087961,Iris-versicolor
+108,6.712312754667518,2.500816691364719,5.846628350578349,1.8036493069436672,Iris-virginica
+109,6.857715854711094,2.7759867280897903,4.813410257264,1.4040329580538815,Iris-versicolor
+110,7.899998986711406,3.7802114290265516,6.415257561577624,1.9715140922279621,Iris-virginica
+111,6.812585786522631,2.7988563806712747,4.835813105188544,1.4033060052383615,Iris-versicolor
+112,5.918213195592815,2.887488442525879,4.561214357451861,1.3495671474482667,Iris-versicolor
+113,7.899999008453474,3.771623822349561,6.394674992659549,2.0157001663136027,Iris-virginica
+114,4.996384547592869,3.214567275828652,1.2,0.20357153134869152,Iris-setosa
+115,7.106413129649137,3.0,5.921235841670437,2.095687084200569,Iris-virginica
+116,5.507825819398001,3.5268585732513005,1.5457818533172714,0.40229067231253895,Iris-setosa
+117,6.702573009121974,2.4962223623889943,5.812631850621481,1.7992112622292558,Iris-virginica
+118,6.369671818307602,2.6999008941100024,5.249692847744613,1.90904836882941,Iris-virginica
+119,7.9,3.828775264029013,6.369455309661928,2.0074634485528886,Iris-virginica
diff --git a/iris/tab_ddpm/8_2/11/test.csv b/iris/tab_ddpm/8_2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/11/train.csv b/iris/tab_ddpm/8_2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/11/val.csv b/iris/tab_ddpm/8_2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/12/synth.csv b/iris/tab_ddpm/8_2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..93c5c6eec72fbfddd93b6a6d3d7d6af0b1ee1b80
--- /dev/null
+++ b/iris/tab_ddpm/8_2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.52047687912858,3.192759850971548,5.089430647135737,2.0023599273020865,Iris-virginica
+1,6.164228430427172,2.976215350088202,4.504497306864111,1.4195754008239974,Iris-versicolor
+2,5.46587801840077,4.2,1.3875294060888383,0.19815300903608218,Iris-setosa
+3,4.801779992183442,3.0,1.4020833937567727,0.2999188636397155,Iris-setosa
+4,5.8050098957279435,2.8214414585570053,5.101090760651314,2.405321820473228,Iris-virginica
+5,5.805655116494979,2.7979865031180746,4.599554844084443,1.3050662052048572,Iris-versicolor
+6,6.790655574555208,3.224535542706798,5.823679521205235,2.3195217845860743,Iris-virginica
+7,6.388864879682459,2.905912190050676,4.304959543613833,1.2849930737278266,Iris-versicolor
+8,6.443283766441302,3.1432484314194538,5.092584951446167,1.9790107407513495,Iris-virginica
+9,4.905577352350756,3.1005237226458497,1.4925147352896375,0.1,Iris-setosa
+10,5.10980691540926,3.3820786942645666,1.4984889181292333,0.20675551266917197,Iris-setosa
+11,5.42726191042111,3.8638444346289025,1.6181495446030545,0.38777429364975613,Iris-setosa
+12,7.31411629971764,2.9134556015077857,6.3185582356738585,1.8060135280931453,Iris-virginica
+13,5.581490391312309,2.470026417848077,3.887025086859585,1.1172290476572886,Iris-versicolor
+14,5.385702152162503,3.0,4.491565687428045,1.4873450618319253,Iris-versicolor
+15,5.615707845389671,2.50931845079117,3.891888951026726,1.0913663033179863,Iris-versicolor
+16,5.904834091764691,3.200413465595773,4.80864511134868,1.7943073401800935,Iris-versicolor
+17,4.802235057632554,3.0,1.4007358638218208,0.305683337034391,Iris-setosa
+18,4.902135215085924,3.0888517165841516,1.5344597306384415,0.1,Iris-setosa
+19,4.990941092407206,3.2141697861365808,1.2000001809771539,0.19573659800870585,Iris-setosa
+20,6.589735683033277,3.0,5.826092360496806,2.2325491915472995,Iris-virginica
+21,6.011540654119988,2.9328155050500473,4.515964402614696,1.4956270913752614,Iris-versicolor
+22,7.9,3.755723974903082,6.399363425894349,1.9932676261719111,Iris-virginica
+23,4.815389020137787,3.0,1.3996829224723588,0.1,Iris-setosa
+24,6.66860664134313,3.2919107139151262,5.663018934690592,2.4999993930976947,Iris-virginica
+25,4.905305266068396,3.093347599972377,1.492493938308328,0.1000001191080789,Iris-setosa
+26,4.593639041259235,3.4034546063922395,1.390565567483419,0.29764348207524016,Iris-setosa
+27,6.104927166286789,2.7990378154542648,4.687468604822217,1.2101109834367418,Iris-versicolor
+28,5.087973748898659,3.452244820501913,1.406173932513862,0.27780990392734617,Iris-setosa
+29,5.682710720672266,2.759660952869651,4.387384272607642,1.317599370965121,Iris-versicolor
+30,5.8024972449652354,2.8074302716198813,5.090933763136479,2.3895495841468994,Iris-virginica
+31,6.35463616455978,2.725217974121075,5.360619631295365,1.8775235296588495,Iris-virginica
+32,5.555762428713273,3.0,4.259844244659062,1.3318411705567235,Iris-versicolor
+33,4.901829312496102,3.028901215582567,1.4095665009754137,0.3208463019979866,Iris-setosa
+34,4.682896955553998,3.2201373886933697,1.3929551455616098,0.20283975140703173,Iris-setosa
+35,5.382211346015609,3.391506309989586,1.6553987135075772,0.19661706839535248,Iris-setosa
+36,6.67508917878199,3.2939823933482475,5.672912134497393,2.085494019424319,Iris-virginica
+37,6.421267266216469,2.891753951291601,4.295289590999477,1.2863963199051995,Iris-versicolor
+38,5.884469710505956,3.0,5.116750619662976,1.8001837709213087,Iris-virginica
+39,5.374913519903038,3.5591743494493104,1.553658887959757,0.1996754826073484,Iris-setosa
+40,5.998806305570106,2.6958531972049484,5.088915467323452,1.608500380999733,Iris-versicolor
+41,5.496671184814208,4.199999185003526,1.405306220140826,0.20343262826646796,Iris-setosa
+42,5.610061041145391,3.0,4.086498181709555,1.31371537239272,Iris-versicolor
+43,5.229177571315186,2.776704233860682,3.9840114179604207,1.4347856707323636,Iris-versicolor
+44,6.407057409060717,2.901112083845445,4.219172826271603,1.335659225211617,Iris-versicolor
+45,5.020841306554922,2.4679113121883844,2.9176870533445416,1.0841531133386793,Iris-versicolor
+46,5.8911257565235715,3.0,4.257799426727479,1.487109387328598,Iris-versicolor
+47,5.539138561076728,2.461352142812533,3.941985926702698,1.08445135262746,Iris-versicolor
+48,5.993514758167233,2.803848110332077,4.697606639894205,1.2227661695480991,Iris-versicolor
+49,5.124971910156545,3.775664953116119,1.505224354805362,0.37644256625700573,Iris-setosa
+50,5.291406472887453,2.5830024483090583,3.388966901170976,1.1665145475376597,Iris-versicolor
+51,5.0992587382234005,3.3050968857273912,1.5201335915879552,0.4614153347437022,Iris-setosa
+52,7.683665552845283,2.5949957757380835,6.9,2.2954814512980857,Iris-virginica
+53,4.999384359868803,3.389912903501327,1.5887728055539634,0.3648942816792117,Iris-setosa
+54,5.856745544293598,3.0,5.104848415763855,1.7890488413925398,Iris-virginica
+55,5.733187168862933,3.8262318088851486,1.7847186366420913,0.299146947986202,Iris-setosa
+56,6.901533753646124,3.0,5.601142786818019,2.0941654204883005,Iris-virginica
+57,6.168145263171702,3.0,4.571481655385016,1.390528075959404,Iris-versicolor
+58,6.295851132375215,3.4054927786204634,5.603361128704513,2.3959829585922994,Iris-virginica
+59,7.699897921777716,2.581277872713077,6.9,2.289946859023134,Iris-virginica
+60,4.907892305545699,3.1034791714479475,1.4985593202848941,0.1,Iris-setosa
+61,5.372913221123372,2.559585722325897,3.858236591598903,1.1592070675284067,Iris-versicolor
+62,7.9,3.8115521147103713,6.37424709544164,1.9891165172897973,Iris-virginica
+63,5.425290509758824,3.0,4.54408289461298,1.5031964704910028,Iris-versicolor
+64,5.088258966143672,3.3952437166826286,1.4992114556278906,0.20241951019249482,Iris-setosa
+65,5.2969026932866665,3.3898337512675063,1.5896551857525243,0.20179196206141264,Iris-setosa
+66,6.285187526970274,2.500135350462184,4.888742206019539,1.4843629189528404,Iris-versicolor
+67,5.170959329111266,3.7514060602549395,1.5604533809037446,0.20151841715875096,Iris-setosa
+68,5.75274361823337,2.758833747052417,4.571947897351003,1.2698374108174022,Iris-versicolor
+69,5.476654785037946,3.0,4.528144277042509,1.540998251059138,Iris-versicolor
+70,6.879728814011037,3.2031998597743536,5.891965799108761,2.3080493148200776,Iris-virginica
+71,5.464388368342825,4.2,1.394221833085144,0.21413487932618475,Iris-setosa
+72,5.687151215689519,3.789973103206062,1.6077378252166556,0.2995791845838394,Iris-setosa
+73,6.213857590754634,2.2000003449987964,4.508521708410481,1.5136055588091153,Iris-versicolor
+74,5.571047546991687,3.617885260123038,1.5914433974449635,0.34035121019244974,Iris-setosa
+75,6.080860119486381,2.9295007381821354,4.658848333689114,1.3158782781288783,Iris-versicolor
+76,6.1687212773478715,2.2000002869311843,4.4705101981635424,1.5039292090977017,Iris-versicolor
+77,6.453940758046374,2.664253208753654,5.3930408869501285,1.8710208846010752,Iris-virginica
+78,6.375997277721731,2.7047395001524137,5.267712977587318,1.8718228937079107,Iris-virginica
+79,5.378907418370399,3.0,4.4752232146097075,1.4967665284468075,Iris-versicolor
+80,6.817659014287998,2.8093995230337634,4.8256929981113625,1.4058824358766144,Iris-versicolor
+81,5.617395142323593,2.4861051861653816,3.815519406517366,1.0842153954502178,Iris-versicolor
+82,4.909384341786852,2.4042833456031216,3.305551590208875,1.0364795105253828,Iris-versicolor
+83,5.134459762227174,2.4845764021750103,3.0292493129210065,1.0942358788631916,Iris-versicolor
+84,4.812513048899299,3.0,1.4040373810639086,0.3294224970654231,Iris-setosa
+85,4.7905491281181325,3.0,1.3946199390644498,0.1,Iris-setosa
+86,6.10494144361539,3.0,4.59097320040907,1.391965720460099,Iris-versicolor
+87,6.308233108931361,2.7074288611345274,4.9057392432676314,1.7995281551864641,Iris-virginica
+88,5.096775672271489,3.4591061058193056,1.3970830104207792,0.2973356058893001,Iris-setosa
+89,6.772799725491405,3.0,5.480103388343817,2.07903186992017,Iris-virginica
+90,6.498683110078746,3.1860536563274615,5.089286027214366,2.0010201994274666,Iris-virginica
+91,5.892707476072755,3.1966508151457766,4.782121149190271,1.7985519044752838,Iris-versicolor
+92,5.541860014598928,2.6662524840354314,4.409175081304609,1.2412216790249015,Iris-versicolor
+93,4.980783322749675,2.44256167262987,3.0636760376542513,1.0724253354397324,Iris-versicolor
+94,7.165912680081537,3.0,5.984609060402731,2.056001429443725,Iris-virginica
+95,6.868742887444765,3.1055272826630063,5.096101276823818,2.289531196793124,Iris-virginica
+96,6.704845441978753,3.0,4.996885666813944,1.7121441041944376,Iris-versicolor
+97,6.3072352945348005,3.3886355518174325,5.621408569397302,2.3991591809475588,Iris-virginica
+98,4.49822743813825,2.302277462019689,1.2988618505735454,0.2991559644180154,Iris-setosa
+99,5.949901946918342,2.2,4.933709373646676,1.4542733772687884,Iris-virginica
+100,6.688802638496964,3.2989991988708702,5.734858989000426,2.110954909744583,Iris-virginica
+101,4.623302693344054,3.2205979789605634,1.4033166548746434,0.21000672122764386,Iris-setosa
+102,5.801347167826761,2.7811478055153307,5.112020441788811,2.398148656064602,Iris-virginica
+103,5.342630018363708,3.850196704651086,1.6393423980301731,0.38966689265023224,Iris-setosa
+104,5.484605433104176,2.552047570565489,4.264383903661765,1.1745156075291128,Iris-versicolor
+105,5.129368067363385,3.5351941191079033,1.4024886857583274,0.2986689376890457,Iris-setosa
+106,6.509208022598285,3.175684477995511,5.09572999174496,1.993967430909049,Iris-virginica
+107,5.577698201164097,3.0,4.27004608103401,1.370480922496063,Iris-versicolor
+108,7.32352787764448,2.90389404759483,6.31682107212574,1.8025494568155025,Iris-virginica
+109,6.30551662703326,2.2992635737392315,4.3813019545249645,1.3081414652610217,Iris-versicolor
+110,6.663127919235768,3.297194654092219,5.6702070569069205,2.5,Iris-virginica
+111,5.29368894347952,3.821656028883469,1.5629677568756626,0.3643311676388769,Iris-setosa
+112,6.482752821998006,3.0,5.802460739551637,2.2172582118787307,Iris-virginica
+113,4.897205060283493,3.0,1.3952010639156023,0.19618252930393007,Iris-setosa
+114,4.829592549635486,3.0,1.404727775261675,0.26464361931483227,Iris-setosa
+115,5.112432753283043,3.7924615309973015,1.4994384043985338,0.19975445998184327,Iris-setosa
+116,7.271330974222348,2.898013693320475,6.291037049912734,1.7971303246698695,Iris-virginica
+117,6.694593009812139,2.504516760390848,5.765894798707594,1.8003344214616368,Iris-virginica
+118,5.382395737205068,3.3882043710555885,1.6670859790082815,0.19503248635296633,Iris-setosa
+119,6.309965704907978,3.3113180945876377,4.69395520263292,1.5967753984727175,Iris-versicolor
diff --git a/iris/tab_ddpm/8_2/12/test.csv b/iris/tab_ddpm/8_2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/12/train.csv b/iris/tab_ddpm/8_2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/12/val.csv b/iris/tab_ddpm/8_2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/13/synth.csv b/iris/tab_ddpm/8_2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1a8dbf1f8cedc5277170cd8b1115008f18c6e0a5
--- /dev/null
+++ b/iris/tab_ddpm/8_2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.703450463226454,2.4706975988448354,4.967910901646022,1.990079314447165,Iris-virginica
+1,5.607240764964522,3.0,4.059044526991922,1.2744751063108324,Iris-versicolor
+2,4.905807559441634,3.083947424345096,1.4978474730950297,0.1,Iris-setosa
+3,5.896423987764593,3.0,5.09771013748936,1.7989078772391833,Iris-virginica
+4,5.691020545625721,2.4757743855669125,5.013412915114185,2.027069087809308,Iris-virginica
+5,6.703552181108977,2.50332331885971,5.802818974613986,1.7965376894643843,Iris-virginica
+6,5.098734204151828,3.518867654341548,1.397396208894609,0.2996037037540396,Iris-setosa
+7,5.21509804614887,3.607999191694255,1.4300572821243234,0.29919832016574577,Iris-setosa
+8,4.504334305336547,2.2956386312062604,1.2943073155960307,0.2934129895899093,Iris-setosa
+9,6.0107690704830015,2.200000296760001,5.0089970565312925,1.483702278727529,Iris-virginica
+10,6.6624493034788,3.2700434246104715,5.654009179511788,2.0631873540311574,Iris-virginica
+11,4.817670646684953,3.0,1.40428464246005,0.1,Iris-setosa
+12,6.475881936939294,3.0,5.524371251489265,1.7964258530372148,Iris-virginica
+13,5.188596575647713,3.398891228734211,1.5199830161412344,0.19920690456132045,Iris-setosa
+14,6.289163966243827,2.293205045493077,4.376410815676794,1.2825016321390292,Iris-versicolor
+15,6.104905756591378,2.7933890833934116,4.69277102351775,1.1884058047156631,Iris-versicolor
+16,5.974649581577946,2.2000002796693345,4.982155485865883,1.4959655982304105,Iris-virginica
+17,5.970656677423122,3.0,4.782888578927061,1.7950063097230327,Iris-virginica
+18,4.4,2.897524389574704,1.3923048019168422,0.19832697450251574,Iris-setosa
+19,7.692022251860903,2.6086414760567225,6.899998440675602,2.2889696135440283,Iris-virginica
+20,6.884194671188304,3.201896432054215,5.693490532482292,2.294449915484544,Iris-virginica
+21,5.41114283436915,3.569206788605885,1.5355367703994716,0.2032815865339636,Iris-setosa
+22,4.809421475406069,3.0,1.4040726582136431,0.10000009404333557,Iris-setosa
+23,6.685569920142776,3.0,5.008932273363191,1.7019495518323677,Iris-versicolor
+24,6.309174279086952,2.33103121646016,4.43180608012346,1.3114551778538277,Iris-versicolor
+25,5.099347937109897,3.302129399591945,1.6749670735790063,0.49677027650357986,Iris-setosa
+26,6.859822644623139,3.0874794644564987,5.104225733234695,2.296226824234413,Iris-virginica
+27,5.202565147463565,2.689579094401043,3.788531527898867,1.404874070699946,Iris-versicolor
+28,5.780630676785592,2.6803650687695675,5.084821728809657,1.920409699058039,Iris-virginica
+29,7.727368413710973,2.598768641466547,6.9,2.308453031724252,Iris-virginica
+30,6.277960402072984,2.6971269233071684,4.918835909794461,1.8046092185950424,Iris-virginica
+31,5.207262356424342,3.8301855968987977,1.4849600624967545,0.4104899556409759,Iris-setosa
+32,6.003926751342875,2.708571860170224,5.102162385074801,1.614810059470522,Iris-versicolor
+33,7.708549248971684,2.5962975337702336,6.899998773668769,2.294806524992057,Iris-virginica
+34,6.677226289542824,3.3001525295652296,5.692680944299307,2.098730863300653,Iris-virginica
+35,4.769090116746145,3.0,1.393922757134869,0.29987381355171866,Iris-setosa
+36,4.90248379398857,3.113354560482284,1.5438928230543054,0.1,Iris-setosa
+37,5.806702498365478,2.7440249894454203,5.0980238405170475,1.8237814057363344,Iris-virginica
+38,6.3043693883576895,3.2910130045454626,4.702086557487514,1.611526224549673,Iris-versicolor
+39,5.798757886472601,2.7191374032216147,5.09810323296544,1.8943454758131772,Iris-virginica
+40,4.807410479448832,3.0,1.3963251508218815,0.2928962247876363,Iris-setosa
+41,5.332149896074257,3.8718293430188475,1.6061412743218328,0.418164471111383,Iris-setosa
+42,4.901013515730143,3.0,1.4018420119396804,0.2001709277667056,Iris-setosa
+43,6.312352169969385,2.9031835466696876,5.6316420520739765,1.796958816931634,Iris-virginica
+44,4.491285502893728,2.2996394322392972,1.294983027208454,0.29798599745023474,Iris-setosa
+45,4.9038611093616336,3.0783199117598965,1.499429047922787,0.10000010876465833,Iris-setosa
+46,6.2893001158436,2.889840382984515,5.587630849160869,1.7949407491248661,Iris-virginica
+47,5.193822335442853,3.4053085402263368,1.4996284134539188,0.20063319845995464,Iris-setosa
+48,6.527093595564293,3.0,5.475409136366683,1.8083581281455148,Iris-virginica
+49,4.594382774242952,3.4051804722567875,1.4013485352209016,0.29976905191073666,Iris-setosa
+50,5.489922524744116,4.2,1.4008877735701968,0.21023621627083455,Iris-setosa
+51,5.899219492781796,3.0,5.083359245749045,1.7940849126108152,Iris-virginica
+52,6.168048484992898,2.2,4.524583811635044,1.4926965618980055,Iris-versicolor
+53,5.601916504180966,3.6992022022145536,1.7249286277181737,0.3095351054085855,Iris-setosa
+54,6.796082106370734,3.0,5.551126079766308,2.1076268788561627,Iris-virginica
+55,6.308967754042616,3.4069850398968766,5.589799542113899,2.401446062959289,Iris-virginica
+56,5.948582903905228,3.0,4.331334458308402,1.4843990812233918,Iris-versicolor
+57,7.693847417407736,2.5906732662661947,6.9,2.301168954009129,Iris-virginica
+58,6.532153523556444,3.0,5.465356794060067,1.8072949446355326,Iris-virginica
+59,4.825312654441081,3.0,1.4017382511038425,0.2884163005144953,Iris-setosa
+60,5.787175700341442,2.6811389453042054,5.097108908369428,1.9091868977643949,Iris-virginica
+61,6.886626067764549,3.210654343951595,5.752112875417107,2.3009147424352787,Iris-virginica
+62,5.990526117223782,2.200000289389808,4.977786358927712,1.5013451065967123,Iris-virginica
+63,5.097477707073267,3.6854435890216544,1.5169351286978454,0.3624772685627328,Iris-setosa
+64,7.268856009631787,2.89026067507725,6.27624698175288,1.7954787075278462,Iris-virginica
+65,5.242477280072112,3.7248525716740186,1.541232178384495,0.19988632430804654,Iris-setosa
+66,6.822723680283506,3.1907755007674385,5.815779556891972,2.315103476145329,Iris-virginica
+67,4.5909421605309015,3.193625360912158,1.398921348352944,0.19174574174017298,Iris-setosa
+68,5.506941044742403,4.2,1.4039540805979989,0.2135079142035165,Iris-setosa
+69,5.564710511280482,2.670106323698463,4.231483207108812,1.2775826659144667,Iris-versicolor
+70,4.501419669554171,2.3114453011504064,1.3035618572746444,0.34679951884689714,Iris-setosa
+71,5.711381000759985,2.4976333518792284,4.99035996082395,2.0005296540056183,Iris-virginica
+72,5.009271272216662,3.3106194043239174,1.4062127023380164,0.19874402711663916,Iris-setosa
+73,6.111052715109287,3.0,4.590636900454287,1.374439704652795,Iris-versicolor
+74,4.881289333505199,3.066988168413245,1.4841343637630664,0.10000010733476009,Iris-setosa
+75,7.02360595430844,3.0,5.657914682080971,2.1035823576877917,Iris-virginica
+76,4.585914181387339,3.1953766658655844,1.3971083356574412,0.2015953266284209,Iris-setosa
+77,4.602916420043654,3.1988078551316814,1.4031704975341817,0.21454899095937505,Iris-setosa
+78,6.297564789259506,2.5038279107424786,4.9452934176871,1.504207262559433,Iris-versicolor
+79,6.3085845033976184,3.410606376227896,5.606543737116856,2.3985234076137085,Iris-virginica
+80,6.042728329923133,2.200000284592484,4.994683808549863,1.5278122250782211,Iris-virginica
+81,5.023215355003605,3.3152138604749415,1.4176437048449262,0.19907228231681826,Iris-setosa
+82,4.794788107093267,3.0,1.3986245489492177,0.2945584021711978,Iris-setosa
+83,5.178254516151812,2.6511111843696726,3.936410269506398,1.374103858218372,Iris-versicolor
+84,6.685766148639676,3.3025956073876457,5.695166953988303,2.4999995912457793,Iris-virginica
+85,6.9198338844610445,3.086913177787779,5.1071213714282,2.3022580704885542,Iris-virginica
+86,4.9079084051203425,3.010834478227843,1.4029011217640817,0.1957928688904758,Iris-setosa
+87,7.291906836687372,2.90510164144593,6.312676657709685,1.798863804517735,Iris-virginica
+88,6.506269214305561,3.0,5.772547886373297,2.208086137414112,Iris-virginica
+89,5.812909180039054,2.802324253552979,5.102852848515248,2.4080152632890077,Iris-virginica
+90,7.315634857729867,2.9036840003574493,6.332321994464133,1.7962479108584757,Iris-virginica
+91,6.312552525937997,2.699838133196961,4.9740379970778426,1.7975314551858061,Iris-virginica
+92,7.672730271972818,2.6133759230469393,6.899998633069227,2.2993170085079595,Iris-virginica
+93,5.815164950167911,2.8186525381930014,5.09495624531782,2.3963133530386385,Iris-virginica
+94,4.898379097296085,3.120813092663819,1.4931835573055927,0.10000009375019286,Iris-setosa
+95,7.723670294531327,2.6009174384628193,6.9,2.3057539345971403,Iris-virginica
+96,7.717143730718268,2.599495283433285,6.9,2.3152818268347817,Iris-virginica
+97,7.080664459427283,3.0,5.906322103745041,2.1417895193938548,Iris-virginica
+98,4.902930824620578,2.406167915424021,3.222609058268911,1.0153238124458888,Iris-versicolor
+99,7.7380777743798586,2.6159553759873013,6.9,2.300440511800495,Iris-virginica
+100,5.806585827193547,2.8197472316020074,5.110572108200834,2.4028671418890055,Iris-virginica
+101,5.9177166531416034,3.2123445489567395,4.7943033928617025,1.7908314347613619,Iris-versicolor
+102,6.870241487656582,3.198214341599411,5.791192376123281,2.298852197025981,Iris-virginica
+103,5.8912836176590355,3.2072083913681637,4.790576573919106,1.7983065715872915,Iris-versicolor
+104,7.064895076537731,3.0460782875650323,5.777090873771404,2.2010718195188055,Iris-virginica
+105,4.801445216165605,3.0,1.3990509027202989,0.32755583839051416,Iris-setosa
+106,7.093852584822333,3.0,5.825567321205468,2.121632088946265,Iris-virginica
+107,5.217688273729266,2.6628632593853885,3.877192584436209,1.3838134425399586,Iris-versicolor
+108,7.2094802475606,2.9665682682534666,6.137796938357889,1.9632165537913109,Iris-virginica
+109,6.019646028623355,2.9190022286149633,4.440921754440506,1.5348579516117828,Iris-versicolor
+110,6.491473030444391,3.0,5.8718118362622755,2.2301411550173325,Iris-virginica
+111,5.831256589354378,2.805804536777422,5.102326214981612,2.4025745020872136,Iris-virginica
+112,5.617843266683511,3.0,4.017671677628229,1.314361984851043,Iris-versicolor
+113,5.588081466709653,2.8811252988618006,3.6670579691078777,1.257587293792999,Iris-versicolor
+114,5.811996709612605,2.868466307074109,4.568569949092183,1.314861823697354,Iris-versicolor
+115,5.073010945131788,3.541402749056697,1.4911700269849515,0.3790938508397749,Iris-setosa
+116,5.442076860635562,3.4094284017770664,1.8133510620398172,0.20123740509508134,Iris-setosa
+117,7.694931092719071,2.5994574331270677,6.9,2.286156173246429,Iris-virginica
+118,5.0279620997415435,3.5103646611149606,1.5738518660565561,0.42317233465611115,Iris-setosa
+119,6.764514679426873,3.2824934708418247,5.6658213131356145,2.499991689499392,Iris-virginica
diff --git a/iris/tab_ddpm/8_2/13/test.csv b/iris/tab_ddpm/8_2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/13/train.csv b/iris/tab_ddpm/8_2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/13/val.csv b/iris/tab_ddpm/8_2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/14/synth.csv b/iris/tab_ddpm/8_2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a756956559bf0345bef37bae2e16653ca5b55eae
--- /dev/null
+++ b/iris/tab_ddpm/8_2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.54506828251976,2.441428902405715,3.8065590348911518,1.0941079387102062,Iris-versicolor
+1,6.401448289278272,2.906180758782608,4.3045611309964995,1.3037963688422942,Iris-versicolor
+2,5.965177867202665,2.6965877548877075,5.086901749331937,1.5663569690685626,Iris-versicolor
+3,6.168619266817888,2.2,4.43407394918148,1.5006170912124768,Iris-versicolor
+4,5.452549872741135,2.8822634393212274,3.8053141888079027,1.3989437472504889,Iris-versicolor
+5,5.007603713874953,3.204206509343239,1.2,0.2002637271130968,Iris-setosa
+6,6.50739093050834,3.0,5.49188034562113,1.8036262049576213,Iris-virginica
+7,6.126212105492021,2.6033530181271676,5.600871331995721,1.428875307432157,Iris-virginica
+8,4.6434396198328365,3.1081872907514208,1.4010410378962437,0.19584674938671656,Iris-setosa
+9,5.003748307103154,3.392317551689032,1.551299907585313,0.3978274714490012,Iris-setosa
+10,6.496111780025063,3.0,5.535255424488027,1.8333276502609714,Iris-virginica
+11,6.311399955484525,2.7105768347452637,4.944038519778856,1.7968745736186889,Iris-virginica
+12,5.942869588306398,3.0,4.41342224639423,1.389424520806693,Iris-versicolor
+13,4.917040041535982,3.0,1.404269823084225,0.20302058316130767,Iris-setosa
+14,5.578303194714362,2.5188637672811747,3.958974641271888,1.083344292571782,Iris-versicolor
+15,4.889952356903763,3.0,1.4000120644969016,0.19295448197010379,Iris-setosa
+16,7.323278174562488,2.912146619571393,6.300406232591834,1.795779514839052,Iris-virginica
+17,6.178002161242397,2.200000321233085,4.468810413923781,1.4823457336924823,Iris-versicolor
+18,6.783158907357978,3.1413308903522594,5.085157447204005,2.2481565393029914,Iris-virginica
+19,6.52467757753548,3.0,5.520584856639412,1.8084792088059927,Iris-virginica
+20,6.710605320702658,3.303347034348475,5.69558771469738,2.1003223949957808,Iris-virginica
+21,4.884197633609507,2.3930499362292834,3.251151749050247,1.005051009986813,Iris-versicolor
+22,6.195061536464353,2.200000348875679,4.50292191476718,1.4983061345094069,Iris-versicolor
+23,6.753903281542388,3.0,5.0113874821295665,1.7144842484232639,Iris-versicolor
+24,5.457820836377,3.495781181804467,1.5989039294196796,0.3974777484534956,Iris-setosa
+25,6.294095678433212,2.310401775205205,4.4159500002381025,1.3006232318488355,Iris-versicolor
+26,6.548551617067886,3.1532313030340062,5.223644705030062,1.986819593904991,Iris-virginica
+27,6.00572300381293,2.703971868266298,5.104917729561721,1.6106341584236603,Iris-versicolor
+28,6.691623918680656,3.2944711581249937,5.763535971909426,2.081129533350795,Iris-virginica
+29,6.099513574917741,2.8047573524521083,4.7122834787740695,1.1909660405223357,Iris-versicolor
+30,6.788372113146542,3.0,5.498498964474627,2.1022750797197336,Iris-virginica
+31,6.713722259385788,2.5098489052744006,5.8224061853134454,1.8025711178044876,Iris-virginica
+32,5.7383986435295835,2.574117406933593,5.048181286204172,1.9541151608053737,Iris-virginica
+33,6.46395466334088,3.0,5.4444092197298355,1.8018537917062798,Iris-virginica
+34,4.5954157906335125,3.2121432049741525,1.3963323908940484,0.1983766689681054,Iris-setosa
+35,6.71471505547191,2.476514594951293,5.770211091786881,1.8003175873236394,Iris-virginica
+36,6.297449680192848,3.300238958062248,4.693128781671295,1.592229741133097,Iris-versicolor
+37,6.793662450993873,2.804761100089433,4.806198669192267,1.4184288252953794,Iris-versicolor
+38,6.874477282133149,3.2051610065535803,5.7628020014593275,2.3048327441959673,Iris-virginica
+39,6.79757408684748,3.105684461784646,5.1047687681220335,2.319933835162297,Iris-virginica
+40,5.025672025496046,3.2106077091258265,1.2000002361670907,0.1986116599585618,Iris-setosa
+41,6.503862804270923,3.0,5.553832337691174,1.8021856715293902,Iris-virginica
+42,4.882696219392512,3.0857544470538967,1.7086200598863117,0.1,Iris-setosa
+43,5.955357830076437,2.2,5.000184670702568,1.4852755937974473,Iris-virginica
+44,5.373820150956736,3.8912977802008135,1.6529567950614994,0.39202950354618843,Iris-setosa
+45,5.495274005293461,2.581027026221017,4.387041142547513,1.1745407520240172,Iris-versicolor
+46,6.311875733724892,2.304005369207533,4.416188682874895,1.3111801916600214,Iris-versicolor
+47,6.974072860654166,3.0,5.643186221770247,2.086541800366645,Iris-virginica
+48,6.893505830085376,3.1051477400882264,5.106224424384338,2.292871866675092,Iris-virginica
+49,5.988288706046573,2.20000030500189,4.9842116132853365,1.5210733238799345,Iris-virginica
+50,4.598455030778156,3.3982161745840562,1.398979926087143,0.296699783326115,Iris-setosa
+51,4.594258627277688,3.428037937016753,1.4027935543738619,0.3144486144840565,Iris-setosa
+52,4.501220758029436,2.3060627271266996,1.3077152963739946,0.29420337170952826,Iris-setosa
+53,6.17252913337397,2.822866596876719,4.665461618411046,1.2043435702677032,Iris-versicolor
+54,4.607061563163392,3.437669496691118,1.4018734620330866,0.29145840411738727,Iris-setosa
+55,5.472337866685547,4.2,1.4073206417958692,0.20152241710394211,Iris-setosa
+56,6.0623464956926085,2.79759046756621,4.694365662637949,1.1821687799081213,Iris-versicolor
+57,6.498183798473528,3.0,5.810935318689964,2.2127496705874528,Iris-virginica
+58,4.985112276998821,3.2961778079685624,1.4050444920813157,0.20055472655437315,Iris-setosa
+59,5.596185923666999,3.712185343613708,1.689710814552302,0.30926544253082233,Iris-setosa
+60,6.451295936444517,3.0,5.5027891990254325,1.79555299529727,Iris-virginica
+61,6.0178015550886945,3.0,4.783272229011997,1.8018579760385542,Iris-virginica
+62,6.779303146504174,2.8089494831021105,4.813748274774371,1.3923982390093566,Iris-versicolor
+63,5.381507532708133,3.0,4.437282112656165,1.4964555445230787,Iris-versicolor
+64,5.89978894189615,3.199738770716099,4.781060551310223,1.8046193102522277,Iris-versicolor
+65,5.600012549342477,2.5407952709313673,3.971892026150505,1.1277140224829159,Iris-versicolor
+66,6.280710994988371,2.9079697475057396,5.554327536331312,1.8055551602168802,Iris-virginica
+67,6.697897137498575,3.302633422916443,5.71849603966365,2.094278825716212,Iris-virginica
+68,5.524796199734664,2.4569677230929203,3.8836145995539395,1.107481565824385,Iris-versicolor
+69,6.718980089360138,3.2995480830735424,5.696666448761604,2.5,Iris-virginica
+70,7.6913917383321735,2.595063835998282,6.899998918840012,2.30452394503469,Iris-virginica
+71,5.493896643920082,2.387391302846938,3.786463965867142,1.1024539299684417,Iris-versicolor
+72,6.175464494679833,2.2,4.474021629859359,1.511030746983525,Iris-versicolor
+73,4.885032551953096,3.093064298638779,1.4993585373429474,0.10000009877285723,Iris-setosa
+74,6.95758812060998,3.1857230052028487,5.754482732380744,2.3110825446605436,Iris-virginica
+75,4.943444762715554,2.4243560434475704,3.1316078136590733,1.068037512198696,Iris-versicolor
+76,4.4917206905579485,2.287636476360596,1.3094836530641152,0.29111621146514677,Iris-setosa
+77,4.6057840518302315,3.3947657623673435,1.4016876587335656,0.29966534821413887,Iris-setosa
+78,4.823074296847455,3.00222457923077,1.4413581628261438,0.1,Iris-setosa
+79,6.811322215860666,3.1854921345576854,5.847698114771095,2.2941676968365994,Iris-virginica
+80,5.1124173630703815,3.828936533088578,1.606791467637376,0.20730013627294666,Iris-setosa
+81,4.990743112153761,3.1977590731682914,1.2,0.20276074928135196,Iris-setosa
+82,5.596101074384642,2.7019928174569734,4.147187037843366,1.2952839536473741,Iris-versicolor
+83,5.917734598405035,3.0,5.0993329358799055,1.800476822461829,Iris-virginica
+84,4.905072672801296,3.0926064628190035,1.616214703768313,0.10000010280098375,Iris-setosa
+85,5.906507866449737,3.0,4.230621763963829,1.5105517399444028,Iris-versicolor
+86,7.016879782390358,3.0,5.748867305717563,2.1182692741239717,Iris-virginica
+87,4.853980303527324,3.0,1.4028405842160077,0.1,Iris-setosa
+88,4.4,2.8769174886752524,1.4071825938002591,0.20366093135887414,Iris-setosa
+89,5.944999856076797,3.0,4.2708219181785445,1.5259506732333303,Iris-versicolor
+90,5.721469870420423,2.483009074936049,4.938641072968176,2.000602246644367,Iris-virginica
+91,6.270912199385715,3.398379297257592,5.596329172589834,2.3987215776687614,Iris-virginica
+92,5.56813663454992,2.56508632995259,4.048404732008443,1.1665245822226258,Iris-versicolor
+93,4.590863837248914,3.4006350421923894,1.4014338927145966,0.29086266614476997,Iris-setosa
+94,6.038177124421674,3.0,4.485856880482674,1.488792717464841,Iris-versicolor
+95,5.103251188421452,3.7125705612880338,1.6872523444058058,0.3709671802141165,Iris-setosa
+96,6.316236581935133,2.292604227749863,4.420190867964867,1.2902524500413024,Iris-versicolor
+97,5.905774330123525,3.0,5.10137035233073,1.799891569361532,Iris-virginica
+98,5.9901182178049535,2.7037295515644826,5.106700404251743,1.6029208180197183,Iris-versicolor
+99,7.3187724606231885,2.891757179300128,6.311707559563759,1.7978204392400823,Iris-virginica
+100,4.904341340208487,3.1208321535579993,1.5315647570997024,0.1,Iris-setosa
+101,5.335401678299062,3.868704039756941,1.702762845878206,0.38514642468735166,Iris-setosa
+102,5.3557262270945,3.387969219420225,1.6284134256673792,0.20715589271412085,Iris-setosa
+103,5.426527757574771,3.0,4.483031093008906,1.4725220198135245,Iris-versicolor
+104,6.493373662570152,3.1888629273061544,5.0943006115427,2.006434677046142,Iris-virginica
+105,6.51245564700039,3.0,5.72788707639245,2.1882033291643523,Iris-virginica
+106,4.814380982970636,3.0,1.3836139534971328,0.29406245017837734,Iris-setosa
+107,4.839495284269992,3.001792244181278,1.4313593124272233,0.1,Iris-setosa
+108,5.211385703448515,2.6720049506406545,3.862315071562043,1.3826286349505432,Iris-versicolor
+109,5.893232813480358,3.181696171288497,4.788761199926428,1.7981286383003292,Iris-versicolor
+110,5.696294073861912,2.9064616187453285,4.246302320544197,1.3057146500243932,Iris-versicolor
+111,6.41990209855357,3.0,5.791862004373209,2.0870705482485357,Iris-virginica
+112,6.945775631217413,3.0,5.6198413658026825,2.1039997262966676,Iris-virginica
+113,5.08126292228299,3.5098583512028636,1.4021708895509282,0.29430968141530145,Iris-setosa
+114,5.128018871335392,3.762940879152926,1.498415458601818,0.20563817073238136,Iris-setosa
+115,5.11506611991044,2.639598712984802,3.749272371746044,1.3755504724683048,Iris-versicolor
+116,4.626867317369634,3.3273111271896183,1.4075754873352455,0.2613684191246358,Iris-setosa
+117,4.579678996317259,3.205809914361478,1.3873337531388918,0.2055459858583771,Iris-setosa
+118,6.873601379486859,3.072283847212748,5.105143332129044,2.2892153880125945,Iris-virginica
+119,5.808444032834796,2.8075210959521524,5.088673080825966,2.4086458060962492,Iris-virginica
diff --git a/iris/tab_ddpm/8_2/14/test.csv b/iris/tab_ddpm/8_2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/14/train.csv b/iris/tab_ddpm/8_2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/14/val.csv b/iris/tab_ddpm/8_2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/15/synth.csv b/iris/tab_ddpm/8_2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e6251cdf79f85280f1f395d01ef8fbd510c07102
--- /dev/null
+++ b/iris/tab_ddpm/8_2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.652628266109824,2.7491931942072005,4.467097732282155,1.281357695624757,Iris-versicolor
+1,6.303588909654452,2.8954391317840713,4.285122603668975,1.3341431463521602,Iris-versicolor
+2,5.626845360508579,3.0,4.140577187270443,1.3256820178829458,Iris-versicolor
+3,6.210680131728488,2.2000003181782235,4.539267734198557,1.4844370051755438,Iris-versicolor
+4,4.7939533288828455,3.0,1.3875453321225582,0.10000009115336998,Iris-setosa
+5,5.5616801812487004,2.657379650764054,4.270821422191566,1.2765490258025811,Iris-versicolor
+6,5.951536968708161,2.995436854941924,4.444955764591933,1.5144383324705397,Iris-versicolor
+7,6.173526579238335,2.200000283485054,4.462056270598538,1.5011532730168093,Iris-versicolor
+8,6.876581182100583,3.0987882597460885,5.099060989737178,2.286315492215657,Iris-virginica
+9,7.697411594284764,2.5835647153185533,6.9,2.298604471920809,Iris-virginica
+10,5.067805664295344,3.589236474758525,1.5097754438879485,0.4404819195417474,Iris-setosa
+11,5.98702620255491,3.0,4.8075978485371795,1.8009593363463317,Iris-virginica
+12,4.886815742937749,3.0983362564748655,1.4982112238288186,0.1,Iris-setosa
+13,6.8279722723981005,3.197949990194076,5.892487665264329,2.2798119727954393,Iris-virginica
+14,7.899998954009849,3.7719648717390797,6.4498021542128,1.9978309505408203,Iris-virginica
+15,5.034974688891011,3.366841669758033,1.392954413698609,0.23183144750774187,Iris-setosa
+16,6.191864777702872,2.200000293933468,4.47651352465174,1.4755231450961932,Iris-versicolor
+17,6.308248184069852,2.8913624122465635,5.564559778640316,1.8061214511246564,Iris-virginica
+18,6.4159101007100245,2.701192444244102,5.282673776332381,1.8921928868864435,Iris-virginica
+19,4.9060669136104975,3.0983266439132433,1.498123791671362,0.10000009755314311,Iris-setosa
+20,5.658483378771715,3.788139296972915,1.860237964500294,0.3500454985258,Iris-setosa
+21,5.98550041529793,2.7073609225231996,5.089759465727264,1.5903173064096099,Iris-versicolor
+22,5.633147242524522,2.746971832462482,3.8457683616372984,1.3103578963501346,Iris-versicolor
+23,7.9,3.7797427829208243,6.401604302516876,2.0012710232477393,Iris-virginica
+24,6.283378047429692,2.670459858525104,4.9020152327163995,1.7961741815080035,Iris-virginica
+25,5.519064694912671,2.385575840638462,3.740778787558863,1.1095458313930004,Iris-versicolor
+26,4.978248374357036,3.2894671151459436,1.4032139244547783,0.19515449191654605,Iris-setosa
+27,5.958035234512931,3.0,4.510234626010386,1.4863607284692573,Iris-versicolor
+28,6.92817951533932,3.1785645449050146,5.717189349551138,2.2914038265598307,Iris-virginica
+29,5.858541143984318,3.205832949021289,4.751925031101605,1.808660602880441,Iris-versicolor
+30,6.802629338862853,2.8062244302741695,4.797767327255961,1.3955292003692852,Iris-versicolor
+31,4.506958589722057,2.3009933828867073,1.3050990831680176,0.32816010908761556,Iris-setosa
+32,5.354645345453336,3.9124130704705156,1.5844948737824034,0.3809571291324545,Iris-setosa
+33,4.897931959677368,3.109763735727609,1.49316912821592,0.10000013313625085,Iris-setosa
+34,6.704797316701876,2.489003183983852,5.81033809017066,1.8046846249805406,Iris-virginica
+35,4.998470208976262,3.200838095959898,1.2000002465255197,0.19619772670958058,Iris-setosa
+36,5.016843116437115,3.3210001747559024,1.4006252137540338,0.20099718110447456,Iris-setosa
+37,7.238271186612524,2.965094298836216,6.178270796461783,1.8890702506188648,Iris-virginica
+38,5.154132988648812,2.662266884064682,3.858737926631908,1.4066855071215003,Iris-versicolor
+39,6.496135426295274,3.0,5.474867465026598,1.8061226680117517,Iris-virginica
+40,4.8967843137323115,3.0,1.390462674902261,0.20330076073911524,Iris-setosa
+41,4.884411263175737,2.3938316097368335,3.4842979302482373,1.0312491121329483,Iris-versicolor
+42,6.005642367430619,3.0,4.559306131897169,1.5053406895591959,Iris-versicolor
+43,7.713622782693019,2.6088621881791427,6.899998888351886,2.2971624606573737,Iris-virginica
+44,6.53867877855144,2.6188738543867585,5.559618759732205,1.8619779889246435,Iris-virginica
+45,6.816296356490184,3.1901432280621225,5.677954811477777,2.2914002931474102,Iris-virginica
+46,6.3992636645209595,2.907308245044286,4.294450720762814,1.314857885833098,Iris-versicolor
+47,5.807304296482236,2.8004362492603403,5.1068344233582,2.399943904924047,Iris-virginica
+48,6.708786997419515,3.2864880626213613,5.656263202925642,2.112501689224906,Iris-virginica
+49,5.019075492636193,2.459215145792928,3.053127271547284,1.068769521320263,Iris-versicolor
+50,7.6882895174635575,2.615497568680921,6.899998909885436,2.3030351628564216,Iris-virginica
+51,4.926743347555948,2.412032315905912,3.3399339065068276,1.0785254418355479,Iris-versicolor
+52,5.439955131791125,3.411100077132107,1.6902294422994097,0.20268936040098554,Iris-setosa
+53,7.703712952526357,2.603596911204555,6.9,2.3068156400801207,Iris-virginica
+54,5.485311757032832,4.2,1.3782678311603207,0.19854580818246487,Iris-setosa
+55,4.63333553264462,3.402282080766322,1.4026746311843774,0.2989485377361926,Iris-setosa
+56,6.1168337006891145,3.0,4.588729721361123,1.402056327125602,Iris-versicolor
+57,5.403562315056422,3.399594140055803,1.6901146634121396,0.2013881373881969,Iris-setosa
+58,5.617265897390643,2.507052918534106,3.97756343082967,1.1181478687111575,Iris-versicolor
+59,6.891905726627064,3.097106169785088,5.1003459419320105,2.3038174606094857,Iris-virginica
+60,6.287738516091144,2.383294643384065,4.647266002791438,1.3953453685554866,Iris-versicolor
+61,4.900808998431509,3.1012397156001095,1.5629108948218813,0.10000009989451494,Iris-setosa
+62,6.352950098189916,2.7479156593818326,5.318780243544712,1.8794324688254687,Iris-virginica
+63,6.705609925044913,3.288679474412321,5.696804856989453,2.1073030012061214,Iris-virginica
+64,5.712694095439383,2.4868599351522733,5.011300972458316,2.0164170124063974,Iris-virginica
+65,6.170621330469745,2.712735011581329,5.339398468470165,1.7468029814661938,Iris-virginica
+66,6.875753636717732,3.1921533365429737,5.8212385633896515,2.2877514505948766,Iris-virginica
+67,5.890805833408968,3.0,5.06718886897382,1.7992758982029606,Iris-virginica
+68,5.412235125582388,3.3985113964528937,1.724468437713739,0.19726882647138988,Iris-setosa
+69,5.6135030085727955,2.9286716537455213,3.7424861198515633,1.3145025541081528,Iris-versicolor
+70,6.099805220457208,3.0,4.564896734105875,1.4030718339083652,Iris-versicolor
+71,6.022697955437169,2.698160547060421,5.110345120604377,1.6075334930316973,Iris-versicolor
+72,6.315077720385491,3.399477804402664,5.61787505102036,2.4005569665921564,Iris-virginica
+73,6.285386642840856,2.30447025655249,4.404971331370025,1.3015830764012062,Iris-versicolor
+74,6.29908229642808,3.3997078644966834,5.586234916525586,2.401633952419237,Iris-virginica
+75,6.727992470221974,3.308029598863669,5.679894567501,2.4999996418748074,Iris-virginica
+76,4.603994573285853,3.4079228712212464,1.4013672387071447,0.36732850193494304,Iris-setosa
+77,5.613795786289139,3.0,4.164086309910497,1.3199034050782443,Iris-versicolor
+78,7.250599033971437,2.888489216871331,6.272552268291736,1.8058824637778186,Iris-virginica
+79,6.70248547736999,3.0,4.9765744958395235,1.7174565281816443,Iris-versicolor
+80,4.899212290533876,3.1130803030899044,1.528959657706005,0.10000009482301563,Iris-setosa
+81,6.4082895129242905,2.6881643514486324,5.321093967203944,1.9031856063069625,Iris-virginica
+82,6.790638050693523,3.0,5.435201132493029,2.109668524485033,Iris-virginica
+83,6.310678921967305,2.469037282434036,4.83679609654574,1.4881869851486602,Iris-versicolor
+84,5.43459059077619,3.0,4.463487015359206,1.4590737611194575,Iris-versicolor
+85,6.314545748372734,3.393074202172024,5.6181550289439794,2.3892328294567755,Iris-virginica
+86,6.713812544058319,3.2956269113286063,5.681333047062912,2.1000737000875653,Iris-virginica
+87,5.457746869249733,4.199999122148622,1.379581751253549,0.19574568834009243,Iris-setosa
+88,6.027085936364995,2.200000306178239,5.002859895244666,1.5158698076361496,Iris-virginica
+89,6.013646000010361,2.695493687575845,5.110261655552743,1.611228566764432,Iris-versicolor
+90,6.697667768929261,3.0,4.986816568712843,1.698529849469693,Iris-versicolor
+91,6.542624586628518,3.0,5.783793626670019,2.1646621749795094,Iris-virginica
+92,5.431156242621018,3.90912188517879,1.7320806334790981,0.38804416897187677,Iris-setosa
+93,6.418429312075237,3.0,5.502660657074525,1.813697619343239,Iris-virginica
+94,5.002883289810625,3.2216196068812994,1.2000002617953542,0.20037899358090033,Iris-setosa
+95,5.505852010753829,4.199999172606623,1.4015997303111283,0.19752130655234282,Iris-setosa
+96,5.001966406648051,3.280601369315803,1.395646304563593,0.20356505078197232,Iris-setosa
+97,5.560082500336161,2.4876216037813266,3.9008919461501455,1.123292754482193,Iris-versicolor
+98,5.496197254836981,4.199999207128795,1.3933191517237422,0.2032625932916492,Iris-setosa
+99,4.601861213008438,3.154969149497352,1.40680045865556,0.2018169398402549,Iris-setosa
+100,5.826057703690954,2.8082484904962177,5.103147367630074,2.3863282927554406,Iris-virginica
+101,5.644967986761637,2.7246215290158964,4.245221981358082,1.308295725352927,Iris-versicolor
+102,6.329960187017796,2.4841547966058455,4.891487617471094,1.486392763053406,Iris-versicolor
+103,5.98869888690531,2.702871670005936,5.084536761751383,1.5924052456968212,Iris-versicolor
+104,5.497411671961215,4.199999239142645,1.397232108502146,0.19700197527022134,Iris-setosa
+105,6.0329739693484195,2.894840786243715,4.5432163870381865,1.5061731066698836,Iris-versicolor
+106,6.809968521378686,3.192861569136315,5.794807450514517,2.3005131565036425,Iris-virginica
+107,4.987987740370087,3.219839417821708,1.2,0.20003137467585616,Iris-setosa
+108,4.904919670884968,3.111496043965272,1.5471693450368014,0.10000010612897049,Iris-setosa
+109,6.787024233175436,3.1922091814130584,5.93618397392635,2.3007772100651076,Iris-virginica
+110,6.401186562868367,2.8903233295819697,4.260209401648979,1.2906285524452692,Iris-versicolor
+111,5.786995295578046,2.8134972875592896,5.093512532261416,2.4057390938741934,Iris-virginica
+112,7.235871336797174,2.894874617774649,6.279544318881376,1.8155880341426553,Iris-virginica
+113,6.312632348053764,3.3054554897923136,4.726876504292245,1.6057334010409599,Iris-versicolor
+114,5.56247476599705,2.4883954507535777,4.0402908313775345,1.078397519628545,Iris-versicolor
+115,5.464685387688041,2.3736632804644167,3.7385739699506115,1.09279044606346,Iris-versicolor
+116,6.918220813407885,3.0,5.524889045207524,2.132574422668934,Iris-virginica
+117,6.110184455941031,2.6006053520242056,5.630250982628489,1.403164200390438,Iris-virginica
+118,5.114379778961364,3.6905797383351944,1.5096534748771895,0.44716702796528507,Iris-setosa
+119,4.497751835639389,2.3096087491990547,1.3024308115959957,0.30056632505289305,Iris-setosa
diff --git a/iris/tab_ddpm/8_2/15/test.csv b/iris/tab_ddpm/8_2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/15/train.csv b/iris/tab_ddpm/8_2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/15/val.csv b/iris/tab_ddpm/8_2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/16/synth.csv b/iris/tab_ddpm/8_2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bec5ce4e3987ee5b1a3bfd2eb255b9280ed8d464
--- /dev/null
+++ b/iris/tab_ddpm/8_2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.897015739989095,3.0,1.3923102745630742,0.1944872578155279,Iris-setosa
+1,5.405980774051347,3.0,4.499882299256887,1.5318370237729992,Iris-versicolor
+2,6.581966516900745,3.0,5.842204023978305,2.2306108282306294,Iris-virginica
+3,5.974040256144097,3.0,4.253580682618277,1.4844137705028069,Iris-versicolor
+4,6.680557783365827,3.271771116487431,5.683818853285652,2.1066246329690506,Iris-virginica
+5,6.07556806029536,2.6043054754338453,5.606001948770052,1.4070565398672248,Iris-virginica
+6,6.6856238179195095,3.0,5.010216437910463,1.7115768200798194,Iris-versicolor
+7,5.443419912056644,2.3786620678436696,3.812239938302802,1.1099607792536013,Iris-versicolor
+8,4.764084125177767,3.442694521737975,1.4270198787141768,0.44721508991419695,Iris-setosa
+9,5.255026181606527,3.6554887218562753,1.4924725678689559,0.20168636418689045,Iris-setosa
+10,4.998060419905944,2.4466179094425846,3.0195133813392783,1.0179100187037657,Iris-versicolor
+11,6.297151948377316,2.69557095288855,4.896111096459056,1.7937927478449305,Iris-virginica
+12,6.021878505802843,2.200000330247489,4.958655780628755,1.4968599562173641,Iris-virginica
+13,5.586822397534912,3.0,3.9156989047303066,1.2952933539170484,Iris-versicolor
+14,4.89989236056222,2.3903031584928747,3.2496365413135226,0.9564139352806862,Iris-versicolor
+15,5.025240125133384,3.3148021700714194,1.4039705343727265,0.20123098265390926,Iris-setosa
+16,5.992581172257979,3.0,4.800598844474737,1.7973740905750213,Iris-virginica
+17,5.766677538937688,2.7873370798469264,5.097956874315493,2.37881599012081,Iris-virginica
+18,5.595339432996577,2.7008951201391844,4.194295373979067,1.2910209023360468,Iris-versicolor
+19,4.4,2.8950379360690444,1.3981592337214577,0.19581279306676025,Iris-setosa
+20,5.5959094426072875,2.4746879970963334,3.805165894741225,1.1075401499775615,Iris-versicolor
+21,4.99609902503043,2.45571941215496,3.2630394827329954,1.0704303638015638,Iris-versicolor
+22,5.179906523421695,3.740968311583116,1.518709261265148,0.4348658918154389,Iris-setosa
+23,6.394484792649373,2.7017104825913414,5.300910597130081,1.8948901191613845,Iris-virginica
+24,5.438733284835712,3.4523170471376234,1.6415450532696825,0.20099242639141565,Iris-setosa
+25,5.778831118936259,2.968582362703002,3.95599139113808,1.4008643407918338,Iris-versicolor
+26,4.4,2.9080208319920966,1.3949510472245168,0.19695538082195074,Iris-setosa
+27,6.819713257209543,2.812112330397469,4.785448134076246,1.3939150938826725,Iris-versicolor
+28,5.170056948131244,3.3770655965250342,1.4858514186727516,0.19495730353656748,Iris-setosa
+29,6.60184472107851,3.2399523943466937,5.480428696821459,2.076865422776634,Iris-virginica
+30,5.9945716598543,3.0,4.865353625620452,1.8048320354123515,Iris-virginica
+31,4.889935260241002,3.10536922412801,1.5368675800687595,0.10000012121020677,Iris-setosa
+32,4.4000004767128456,2.9093809262504826,1.3944373519628677,0.20010374140287523,Iris-setosa
+33,6.800921814143706,3.1957525728461103,5.837378251289705,2.2917682147842786,Iris-virginica
+34,5.915961163107639,3.0,5.124095398616721,1.7982258306823897,Iris-virginica
+35,5.4847422729277735,2.599240288896136,4.376118696523614,1.1955394522638698,Iris-versicolor
+36,6.096720952352732,2.9626947336680387,5.292086904758776,1.7878485209234716,Iris-virginica
+37,4.9855464811106565,3.2067429937452774,1.2000001967491802,0.19812212284743813,Iris-setosa
+38,4.822826993568439,3.017448557736555,1.4374908588371236,0.10000010304793652,Iris-setosa
+39,5.0967842926678095,2.466062024409847,3.319985458716894,1.124960848795016,Iris-versicolor
+40,5.1735254545176055,2.511692703437885,3.1827674926913803,1.1214939577337952,Iris-versicolor
+41,5.621437103255629,2.873933090135225,3.6475053291407797,1.3125729093143659,Iris-versicolor
+42,6.516802534044371,3.0,5.727192371338034,2.1912367123992533,Iris-virginica
+43,6.806076724099795,3.185862375271572,5.872395754986583,2.29661398546217,Iris-virginica
+44,7.9,3.7309515055352627,6.405737450111024,2.019627773342968,Iris-virginica
+45,6.09297862793327,3.0,4.610520252286504,1.4270131608943364,Iris-versicolor
+46,7.8999988449856415,3.807429049221502,6.45389969342674,1.9804761904285277,Iris-virginica
+47,4.97896637157927,3.4059332955954407,1.496307579811765,0.39393663939985935,Iris-setosa
+48,5.5006003433099275,2.4175814756229466,3.868753368392501,1.1058332053748945,Iris-versicolor
+49,5.32343106234508,3.373165696026082,1.4996430275819563,0.43340988321665863,Iris-setosa
+50,6.279447236797739,2.8963879561849324,5.594786018680372,1.796240127850259,Iris-virginica
+51,6.003196613713342,2.2000003196580624,4.987507214944587,1.4729521302583686,Iris-virginica
+52,4.999163907596079,3.2976015674994494,1.3950140928788817,0.19793471144632507,Iris-setosa
+53,6.294160442319429,2.7144405560520113,4.906590950721738,1.7969868129792226,Iris-virginica
+54,5.572473291396829,2.5144895068583946,3.8983542117014514,1.099619321457845,Iris-versicolor
+55,6.714641068011479,3.0,5.010451945483218,1.712226147099873,Iris-versicolor
+56,5.768006979211071,2.802522086772459,4.481530931192566,1.3285304190015967,Iris-versicolor
+57,5.968095211920142,3.2452054946849502,4.823947284267209,1.7686670361861947,Iris-versicolor
+58,6.0121705393449965,2.2,5.000905933306368,1.50517043931837,Iris-virginica
+59,5.9045328344562344,3.0,5.049650324342579,1.7971594736360406,Iris-virginica
+60,6.779931452543025,3.0,5.44405596505837,2.0889256044905578,Iris-virginica
+61,5.464135784987184,2.404279131281755,3.715735202304191,1.0883916599961108,Iris-versicolor
+62,6.011732232626232,3.0,4.8448749774586135,1.7982117727419087,Iris-virginica
+63,5.794107137277432,2.7064848281298364,5.102179017585864,1.8772817660211796,Iris-virginica
+64,6.480491938055118,3.1760368257128397,5.088691775354039,2.020603172396244,Iris-virginica
+65,4.991473150802698,3.205045023184194,1.2000001992364164,0.19315336598142913,Iris-setosa
+66,5.018374528087438,3.314912037907398,1.4042094189765129,0.20106689408230585,Iris-setosa
+67,6.282345559150488,3.301415282165564,4.683372945936162,1.5622643308032693,Iris-versicolor
+68,6.311450214925818,2.711690509035472,4.840922379019149,1.7915793456307345,Iris-virginica
+69,6.7071856572595925,2.5230238190605894,5.862848578804736,1.7992632163111786,Iris-virginica
+70,5.083006368305627,3.393676876504476,1.498509413847461,0.2087752362022433,Iris-setosa
+71,6.246178114796715,3.4157943116569425,5.623100237711087,2.4003834825337087,Iris-virginica
+72,5.14969937573153,3.747926696555351,1.7020979609734248,0.19882122485228787,Iris-setosa
+73,5.459789753413046,2.40972996373318,3.7230777428125226,1.0956277700333368,Iris-versicolor
+74,5.575298205676809,2.4881921204058295,3.9138829796814094,1.1071576623527812,Iris-versicolor
+75,4.909056612997771,3.0936075319526046,1.5450355491759142,0.1000000926819957,Iris-setosa
+76,6.620013081153849,3.0,5.797023891347021,2.1993252573046576,Iris-virginica
+77,5.449438788389449,3.408057864250833,1.7345102345933463,0.21310780621231015,Iris-setosa
+78,5.814479116233165,2.8072182625324746,5.106107391130799,2.3989881885422877,Iris-virginica
+79,5.788380487347165,2.6920395284865983,5.087891931956643,1.8643577643679305,Iris-virginica
+80,4.905629352429418,2.4112058878518754,3.235654732414444,1.0158009663486574,Iris-versicolor
+81,6.753924663922586,2.8271148704062905,4.799530430289687,1.4289033226471244,Iris-versicolor
+82,7.9,3.832238932228682,6.3853322788204085,2.0033431026860162,Iris-virginica
+83,4.9983440340786816,3.2979559572720474,1.4016084912751487,0.20159955957169998,Iris-setosa
+84,5.136481869939935,3.5689365198946286,1.4019008301874836,0.35001573357818355,Iris-setosa
+85,6.07680568857823,2.7978608416435797,4.692383326353636,1.1972666085170132,Iris-versicolor
+86,6.000364401270913,2.9387836629191715,4.513113220535157,1.4639212106698851,Iris-versicolor
+87,5.706927282582204,3.800244351188633,1.7659973518979193,0.3288113643066086,Iris-setosa
+88,5.883921791974639,3.0,5.104960058604844,1.809539831117402,Iris-virginica
+89,5.531488100511903,3.836803618352742,1.662099860618771,0.37259269998724587,Iris-setosa
+90,6.062112571331679,3.0,4.450623990261064,1.416818999294401,Iris-versicolor
+91,4.5912990994867915,3.202365838371683,1.3922212247580277,0.19961810508821465,Iris-setosa
+92,5.4666444014059135,4.2,1.3983582004961068,0.19547062967877793,Iris-setosa
+93,5.582377694756494,3.0,4.178449388448282,1.2917211808588593,Iris-versicolor
+94,6.872839706348031,3.2007145612302943,5.86811856660417,2.3064382178328873,Iris-virginica
+95,5.903910774741958,3.2225407035097997,4.834513306167777,1.8092045220967337,Iris-versicolor
+96,6.693039937525047,2.496109271038258,5.77102044022539,1.79930631830701,Iris-virginica
+97,5.606806724395935,2.695327325816971,4.260743345135463,1.2949502702702795,Iris-versicolor
+98,4.911327098448214,3.0,1.4027599126027968,0.19329442670796892,Iris-setosa
+99,4.905388733514339,3.116094259111504,1.4974794093700776,0.10000009235530774,Iris-setosa
+100,5.772789777927284,2.634648518876922,5.076753526115482,1.9204470401502898,Iris-virginica
+101,4.9114563806656015,3.090800022257771,1.4908937037974834,0.1,Iris-setosa
+102,6.167794218663702,2.2,4.4981627238799655,1.4664639521023766,Iris-versicolor
+103,5.1075202024579776,3.312725021714731,1.7208398608511064,0.45329468737006595,Iris-setosa
+104,4.913934662915317,3.099847653798602,1.4905444042386538,0.1,Iris-setosa
+105,6.692405325206355,3.0,4.979231436278029,1.696174643894352,Iris-versicolor
+106,6.078366271756334,2.8116179162602735,4.701535554739188,1.17805682158814,Iris-versicolor
+107,5.518470757067129,3.0,4.542399369866717,1.5527598439003207,Iris-versicolor
+108,6.827642077226669,2.804385566176432,4.795696510005574,1.4001916552049378,Iris-versicolor
+109,6.096305343551658,2.7945089445188103,4.703759521983833,1.2013717874947192,Iris-versicolor
+110,6.461267014980297,3.0,5.5138513878319015,1.8054824895319872,Iris-virginica
+111,5.471986945268723,2.6145718782418785,4.388006393184027,1.223325998509019,Iris-versicolor
+112,7.68328056142479,2.6006219953274496,6.9,2.302435198463743,Iris-virginica
+113,7.899998575239259,3.8102496202684657,6.45113808363636,2.0145750337354644,Iris-virginica
+114,4.4,2.8948236482412026,1.4010214593741692,0.19782302111861821,Iris-setosa
+115,5.576584277034539,3.653274841857686,1.7516346756448682,0.3849009738782551,Iris-setosa
+116,4.6068997901098,3.2028366567885986,1.4016760500394136,0.20247310517927822,Iris-setosa
+117,6.878095804885704,3.202616389460414,5.841553374784899,2.301212681837693,Iris-virginica
+118,5.192059561002551,2.712379425599133,3.9021628791936407,1.4004560348750106,Iris-versicolor
+119,6.259366559796198,2.98437281668407,4.398939888693733,1.390070654610832,Iris-versicolor
diff --git a/iris/tab_ddpm/8_2/16/test.csv b/iris/tab_ddpm/8_2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/16/train.csv b/iris/tab_ddpm/8_2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/16/val.csv b/iris/tab_ddpm/8_2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/17/synth.csv b/iris/tab_ddpm/8_2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..808c177f6f6eab1c7c3fc7f08e03c54acee8a65d
--- /dev/null
+++ b/iris/tab_ddpm/8_2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.109931063597978,2.5131951432743183,3.1063620413055775,1.1108240701981558,Iris-versicolor
+1,6.6973159991701685,3.0,5.015719270357345,1.693400811252438,Iris-versicolor
+2,5.613881602525139,3.732256253215203,1.6049869821975928,0.31956126963087345,Iris-setosa
+3,5.21539718807082,3.5332550626948054,1.4963567360451113,0.4215026435321314,Iris-setosa
+4,6.950642993956059,3.1369048213961257,5.789149543391905,2.2652445754194894,Iris-virginica
+5,4.992129196922904,3.206655036735079,1.2000003137811557,0.19980805349649727,Iris-setosa
+6,5.189600171046919,2.506530484581241,3.040966800931658,1.1058123225187675,Iris-versicolor
+7,6.278323243715303,2.9095074568628574,5.607561387071523,1.8059175821496254,Iris-virginica
+8,5.033163994099606,3.4794920711372335,1.5334901214650272,0.38375915864519516,Iris-setosa
+9,6.404007516726629,2.9975776007452444,5.5390264285065,1.7995810900467766,Iris-virginica
+10,6.101580886889295,2.610563016500712,5.611652843288457,1.4135696304397265,Iris-virginica
+11,6.778160383185374,3.0,5.595583809109352,2.0819449701975423,Iris-virginica
+12,6.11661833079245,3.0,4.622480856998132,1.3919956459465261,Iris-versicolor
+13,5.9190421308668,3.0,5.097457379825397,1.7921734042662685,Iris-virginica
+14,6.4892409409316,3.0,5.475016890072477,1.799169522534084,Iris-virginica
+15,4.861532673124199,3.0,1.3951400038002943,0.20547106561427475,Iris-setosa
+16,6.273869323452241,2.700644557137768,4.936833803277831,1.8017679743236217,Iris-virginica
+17,5.777291180063657,2.798349900717887,5.09693784562259,2.412721466341414,Iris-virginica
+18,5.5001793477716,4.2,1.4013349270857247,0.20368483356322267,Iris-setosa
+19,5.224864507494164,2.708788443587369,3.9254476068330977,1.4056855248283404,Iris-versicolor
+20,6.0221048077659916,3.0,4.769910620060271,1.802514331094737,Iris-virginica
+21,5.814424289899807,2.8113813301868205,5.099479696075404,2.4029806719465387,Iris-virginica
+22,5.1636852354641105,3.7592727722338757,1.555523948157805,0.4511952442739021,Iris-setosa
+23,4.996615971809175,3.212429462862587,1.2,0.19946778359405265,Iris-setosa
+24,5.484291136020124,4.199998905236245,1.3952485357385347,0.19918185164746915,Iris-setosa
+25,5.80566428154423,2.81644981392479,5.102384749027997,2.386932320517033,Iris-virginica
+26,4.958859570644564,3.394748615133045,1.4951789874258627,0.4482559574398757,Iris-setosa
+27,5.403591844669656,3.4009684837899186,1.7079770844141084,0.19940932409220935,Iris-setosa
+28,5.583474325775191,3.0,4.027081128793502,1.2754092997139166,Iris-versicolor
+29,6.777377953686707,3.0,5.62299784914448,2.1344143847465373,Iris-virginica
+30,5.700805839451522,3.8101071426653936,1.7302002410373656,0.29892673086888955,Iris-setosa
+31,5.8631331684497505,3.176484846270486,4.815419114782725,1.789006848802306,Iris-versicolor
+32,5.43557969021144,3.408958451131913,1.7750170026863024,0.20389708503880116,Iris-setosa
+33,5.634471802295086,2.964996377042207,3.7373718857829816,1.3221307183065687,Iris-versicolor
+34,5.010253703355453,3.308823074339861,1.401927932206437,0.2008388014049428,Iris-setosa
+35,5.613730810763568,3.0,4.220588560596656,1.3056544370507903,Iris-versicolor
+36,5.67112783588722,3.774775738666684,1.617054311618677,0.2926879519223523,Iris-setosa
+37,6.6989742678054185,3.0,4.992461486259131,1.7091344482289974,Iris-versicolor
+38,5.891714303114978,3.0,4.1100715617926795,1.466218505856587,Iris-versicolor
+39,6.0000543982758625,2.710545784817386,5.102179492739907,1.5892300108658306,Iris-versicolor
+40,6.886304025149497,3.2001626300628403,5.727242832622684,2.2988315071764585,Iris-virginica
+41,5.090623536387701,3.296323684012028,1.7312122063283033,0.44615012562444034,Iris-setosa
+42,7.737734327235755,2.5775612326364934,6.9,2.32032670775233,Iris-virginica
+43,5.230465702389086,3.719927105170611,1.4945787249697502,0.20140389549268392,Iris-setosa
+44,5.242004815353796,3.3604345940753246,1.5267218294024758,0.43024016789651476,Iris-setosa
+45,7.110507443837675,3.0,5.981772796318414,2.0683679571467533,Iris-virginica
+46,4.5859073540610185,3.403008885185934,1.3902727166052342,0.2996135944893663,Iris-setosa
+47,6.29300778575869,2.513394910529427,4.91103750837306,1.5002973781321267,Iris-versicolor
+48,4.892354136523485,3.0975621259530075,1.4994894510756962,0.1,Iris-setosa
+49,4.994227730698145,3.178645800563969,1.2000001829485503,0.20107604355343453,Iris-setosa
+50,6.299315388616187,3.2674377556361116,4.6594658740754475,1.5846867586428275,Iris-versicolor
+51,5.997241288183959,2.2,4.985163510524488,1.501518159147265,Iris-virginica
+52,4.9791611519562995,2.4489510450622216,3.138208663891035,1.0706482810630775,Iris-versicolor
+53,5.6192020108213585,2.499128886497477,3.792924247951842,1.0771786573765354,Iris-versicolor
+54,5.48582234379772,4.2,1.4031883889067174,0.19976498225915149,Iris-setosa
+55,5.964907699794521,2.933280786900523,4.420111663807343,1.485643736947494,Iris-versicolor
+56,5.067219018508457,3.5327044367952185,1.5499162968465112,0.4214981096027399,Iris-setosa
+57,5.1551977039178025,3.738038855757957,1.573134959406846,0.1990889655070467,Iris-setosa
+58,5.5695776096937655,3.0,4.199010825170017,1.2841197595886993,Iris-versicolor
+59,6.090394002577904,2.6591270250815624,5.050300889637368,1.58668701728825,Iris-versicolor
+60,5.99154928763976,3.0,4.2904963524858735,1.50940808659968,Iris-versicolor
+61,6.017769004085485,2.903521646201649,4.613459916741406,1.3347076283477395,Iris-versicolor
+62,5.5394470908122315,2.6869888418708783,4.117441402398054,1.2569892354360357,Iris-versicolor
+63,6.6889308578998365,3.0,5.002394493833414,1.6981874679383289,Iris-versicolor
+64,4.4980239562686455,2.308938184908816,1.2981000589625464,0.37586488636206716,Iris-setosa
+65,5.683327957203532,3.7872540050692374,1.6428386696234318,0.32569916908802476,Iris-setosa
+66,5.570993097523639,2.379417686857347,3.8369496867966655,1.128056386233629,Iris-versicolor
+67,4.995470407877824,3.215306682739355,1.2000002334805593,0.19766290350012988,Iris-setosa
+68,6.8645911934685895,3.208819193516727,5.657829162336087,2.2987706142873625,Iris-virginica
+69,4.601662057333583,3.4024694482986564,1.402725933109661,0.4052664221376664,Iris-setosa
+70,6.484102607137758,3.192787497300473,5.101091373038496,1.9982010558800958,Iris-virginica
+71,5.409477908500207,3.8811164585441094,1.6345471491704473,0.4259546774162005,Iris-setosa
+72,6.677599992218491,3.2849409055307963,5.7705024350363905,2.1000332923954375,Iris-virginica
+73,5.824686215793039,3.1683668586034366,4.752695647962684,1.7769133848517817,Iris-versicolor
+74,6.208732024956213,2.2,4.520687926277785,1.5086834402673541,Iris-versicolor
+75,5.598486362504381,2.5002827137116013,3.8367707373940583,1.0629907309313715,Iris-versicolor
+76,4.85390466830368,3.0,1.3937584040623026,0.2568410116057966,Iris-setosa
+77,4.906796554256588,3.0,1.3997920982480185,0.20026975044904288,Iris-setosa
+78,6.088102823762735,2.6044053292213523,5.603638004314889,1.3880950337995213,Iris-virginica
+79,5.454431947764789,3.0,4.353131528678036,1.43535287261949,Iris-versicolor
+80,6.4436895473790505,3.0,5.483888132189341,1.7985166127737138,Iris-virginica
+81,5.27621995019581,2.8110037821763907,4.184781278857552,1.4397281653673843,Iris-versicolor
+82,5.6732686252298405,2.4870858338428183,4.980715573110252,2.00216998719721,Iris-virginica
+83,5.884597054139404,3.1909326869157586,4.811879251697221,1.7902761180574405,Iris-versicolor
+84,4.894819973963284,3.0,1.3968568856768886,0.19923582345202187,Iris-setosa
+85,6.077119042736204,2.5935592074751925,5.623380334789409,1.4185250896278703,Iris-virginica
+86,5.459902814995493,2.9827557862515763,4.24313431029487,1.4206016003051827,Iris-versicolor
+87,5.974568095839436,2.7182332277553316,5.098087169787916,1.6035076869822211,Iris-versicolor
+88,7.047812322036773,3.0,5.8919365324680975,2.0933885590725505,Iris-virginica
+89,7.1230375174230565,3.0,5.890356707876846,2.092522761187216,Iris-virginica
+90,4.599728201236009,3.2111504137708478,1.4063037071587436,0.20166960640952936,Iris-setosa
+91,5.021416846876705,3.395926863035258,1.6186977824077908,0.391117579261668,Iris-setosa
+92,5.593774277898182,2.820398674276047,3.778493859470522,1.2941384035851324,Iris-versicolor
+93,6.865471347307944,3.0863078296902224,5.092309601695104,2.297115154057944,Iris-virginica
+94,5.333702274211586,3.390531703583241,1.4938346777959786,0.40700911055280775,Iris-setosa
+95,5.187704770841033,3.7870848671683297,1.4966926446785405,0.20265640905529936,Iris-setosa
+96,6.34552569618305,2.916999358191824,5.562998253765951,1.797722176263238,Iris-virginica
+97,6.382373819199286,2.9016881263516163,4.317026913840561,1.2955087700351349,Iris-versicolor
+98,5.076248351914014,2.430291215529106,3.2762824807699436,1.0826473533217045,Iris-versicolor
+99,5.7496469653136195,2.5295068240017695,5.031861680791471,1.9908200866674597,Iris-virginica
+100,5.788230635408035,2.808959037349089,5.109800933880994,2.40491650615067,Iris-virginica
+101,6.1361279588200555,2.6039032670676527,5.622150858097321,1.4068510145387576,Iris-virginica
+102,5.51525843113309,4.199998733327911,1.394530432391971,0.20404169207109504,Iris-setosa
+103,7.3364052814448675,2.8860588610124243,6.338481065406071,1.8041989783951273,Iris-virginica
+104,6.92580103609668,3.100444268311387,5.112897928821066,2.297110320434785,Iris-virginica
+105,6.8824398951588295,3.109259270038622,5.093651855309918,2.302909443146111,Iris-virginica
+106,5.398955652571737,3.0,4.510689819326583,1.5203191202622268,Iris-versicolor
+107,7.899998980302332,3.8073475388874116,6.386505643961449,2.0213354943103647,Iris-virginica
+108,5.485901990582145,2.9229998062201443,4.29839494926866,1.3932402536817552,Iris-versicolor
+109,4.909765202942748,2.388826677030077,3.291768036261181,1.0626476433159748,Iris-versicolor
+110,5.7195072051335805,2.491497657527899,5.004800002479301,1.996452652826787,Iris-virginica
+111,4.585534440401471,3.4044850456150075,1.3968050807290862,0.29835696129577427,Iris-setosa
+112,6.675476878390224,3.300087103584777,5.687172951140766,2.106026701478041,Iris-virginica
+113,5.3886382632010985,3.0,4.510214195345748,1.5107240861101923,Iris-versicolor
+114,6.069997399869497,3.0,4.595094892377455,1.4033355707574224,Iris-versicolor
+115,5.438642453566217,3.4507433166109767,1.7265321457317189,0.4036045024254684,Iris-setosa
+116,5.804886433350756,2.7134117987888096,5.097432387430259,1.8733974936395923,Iris-virginica
+117,6.011940805805552,3.0,4.448063847014176,1.4263685666092452,Iris-versicolor
+118,6.716168806016092,3.304269900889645,5.691507391427059,2.5,Iris-virginica
+119,6.858871584481068,3.2084533575785197,5.746282165623068,2.2753711034181188,Iris-virginica
diff --git a/iris/tab_ddpm/8_2/17/test.csv b/iris/tab_ddpm/8_2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/17/train.csv b/iris/tab_ddpm/8_2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/17/val.csv b/iris/tab_ddpm/8_2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/18/synth.csv b/iris/tab_ddpm/8_2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..30532fafd988da8de2898a6a4b0c6fa39ee04f89
--- /dev/null
+++ b/iris/tab_ddpm/8_2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.76600887356621,6.389248492574104,2.0075826363609455,Iris-virginica
+1,5.128722270249028,3.3954971436297345,1.497669861179122,0.19905654720336557,Iris-setosa
+2,5.213368331387563,2.7050979323586506,3.970570423970738,1.3830394954615377,Iris-versicolor
+3,6.339053094923636,2.9652127835308884,4.425375089665289,1.3141178908661726,Iris-versicolor
+4,5.05763037584213,2.485782097353198,2.977321499683523,1.0878099415252551,Iris-versicolor
+5,4.993645444935441,3.285452826352585,1.386778023698081,0.20120654408445485,Iris-setosa
+6,5.672313275614197,3.806476321642849,1.6357264542549732,0.2952670245050741,Iris-setosa
+7,5.0777523633643815,3.365070999799159,1.4728781941177658,0.19965091334754753,Iris-setosa
+8,5.004538230903602,3.2092996560898275,1.2000002152675435,0.1983799676125684,Iris-setosa
+9,6.520539444951458,3.1842235692574437,5.106761099365285,2.0029137483702795,Iris-virginica
+10,6.107773344490843,2.200000290976985,5.006896002897904,1.506198189015199,Iris-virginica
+11,5.377812706825746,3.3955150939824716,1.6875744561122814,0.2069969780262864,Iris-setosa
+12,7.899998470368937,3.7797307721823534,6.366213833532967,1.9936859278136765,Iris-virginica
+13,5.584718455210211,3.0,4.131225809218423,1.311965340513924,Iris-versicolor
+14,5.513172257864154,2.405551243319779,3.737348376240626,1.0983443305620952,Iris-versicolor
+15,6.506235934656258,3.0,5.804150147438352,2.215470219036638,Iris-virginica
+16,7.3111579543048,2.9103607250123877,6.330436598857314,1.7943661530756891,Iris-virginica
+17,6.284997745871027,2.5097916790956813,4.849760363151272,1.4974565766232977,Iris-versicolor
+18,6.8431705788883495,3.1985290999493223,5.736251401853399,2.287630705772804,Iris-virginica
+19,7.138043787783538,3.0,5.795669493205846,2.155910048416784,Iris-virginica
+20,5.70710015614787,2.4878568392570606,4.993633858133713,2.005639636082443,Iris-virginica
+21,6.701627069722267,3.304135107919677,5.698651357860851,2.0999795697849915,Iris-virginica
+22,6.702837622792682,3.296811229614978,5.652874904532616,2.4999995415315026,Iris-virginica
+23,5.416901849987337,3.8904858168807954,1.68946434726616,0.3858369563157979,Iris-setosa
+24,4.90673790797436,3.0,1.3988947408350172,0.19838364311895096,Iris-setosa
+25,6.412307102629503,2.911749853424435,4.289172992196362,1.3089094587981538,Iris-versicolor
+26,5.291626964372348,3.36599985827791,1.4970498844799487,0.42239501546074004,Iris-setosa
+27,5.251946432044036,3.6178178045782845,1.5203637888764445,0.19834034450363625,Iris-setosa
+28,6.667398206565426,3.298939792539867,5.683020810040805,2.5,Iris-virginica
+29,7.330309685678636,2.9160285183877144,6.32432777048043,1.8040377423834038,Iris-virginica
+30,6.724060936787801,3.309224201227768,5.683004687988315,2.5,Iris-virginica
+31,6.674086162979427,3.3083911856207027,5.746306873582171,2.5,Iris-virginica
+32,5.922612895121073,3.1882619320060774,4.797991724088771,1.7983803173651405,Iris-versicolor
+33,6.298928971301025,2.510650127804782,4.911255814615093,1.5210339723538908,Iris-versicolor
+34,5.850594804891237,3.0,4.162840938288795,1.470118371682076,Iris-versicolor
+35,5.491610694217195,2.5857988213292153,4.418413423865023,1.1809471472537365,Iris-versicolor
+36,6.593351876806503,3.229900722859122,5.165610569620082,2.072856913285815,Iris-virginica
+37,6.305277093347502,3.0,4.649216821082792,1.4274495230065984,Iris-versicolor
+38,4.995827855805447,3.400056247174964,1.6525331597323067,0.4081100661256972,Iris-setosa
+39,5.395906146551415,3.0,4.488482698306628,1.4920829197940018,Iris-versicolor
+40,5.131368737212993,3.4008965669047324,1.6438367173732773,0.2046694303295217,Iris-setosa
+41,6.224829521833863,2.9474879844956305,5.457980565946572,1.8072483515541746,Iris-virginica
+42,6.326400561836884,3.3884183339267167,5.614303314681809,2.392556361019959,Iris-virginica
+43,4.781322511927802,3.2647987478144267,1.4029495871620021,0.19871080061841587,Iris-setosa
+44,6.502792193648195,3.0,5.482540953785977,1.802199461047998,Iris-virginica
+45,5.13563863250419,3.7480472943714935,1.4988777768839943,0.3593339371256277,Iris-setosa
+46,5.613695512856222,2.741639197905844,4.455030146257064,1.258988568598918,Iris-versicolor
+47,4.804435343864236,3.0,1.401105435725192,0.280439278330196,Iris-setosa
+48,4.610791933692549,3.2008219931941224,1.4021692591986568,0.19974192917082695,Iris-setosa
+49,6.294456086648778,3.2980584459525955,4.688628922856725,1.6032334622921434,Iris-versicolor
+50,5.737048147264302,2.5143031448500994,5.014172558169777,1.9892859486935057,Iris-virginica
+51,5.039757561695378,3.324076979995497,1.451837478809363,0.20033511102992366,Iris-setosa
+52,5.266271087027336,3.8233127699278464,1.7055477321813832,0.39620781136991295,Iris-setosa
+53,5.00085706409856,3.202160669712831,1.2,0.20359039182225538,Iris-setosa
+54,6.167448895645804,2.2000003042966845,4.503548954423298,1.5136000797881353,Iris-versicolor
+55,5.560922481126614,2.871910349761497,3.5954307404881236,1.296733333873038,Iris-versicolor
+56,6.804054688915966,2.8047568871493778,4.7831401679980665,1.408954637116386,Iris-versicolor
+57,5.613204618887341,2.8829314402297874,3.597969417876657,1.3160725493322765,Iris-versicolor
+58,4.99951745974401,3.2168454652861334,1.2,0.197228781043023,Iris-setosa
+59,5.190823240161919,3.851954324867144,1.6711691756091458,0.3954083570353575,Iris-setosa
+60,6.783668148653178,2.892095199796337,4.897709104792676,1.4813217394995981,Iris-versicolor
+61,6.053108964163273,2.8588912594359797,4.648901569531473,1.2749771175913724,Iris-versicolor
+62,5.44727557957717,3.4099631792926286,1.707245449827985,0.19927001410257345,Iris-setosa
+63,7.71733101612141,2.6030087107816704,6.9,2.3029570790153446,Iris-virginica
+64,4.900236633266239,3.0,1.4017042128152002,0.20305389283980063,Iris-setosa
+65,4.8062704890091865,3.0,1.4031939325044491,0.10000010534784515,Iris-setosa
+66,4.400000456373304,2.9050599295004895,1.3976680613197523,0.20102011301773476,Iris-setosa
+67,6.399320756562533,2.8913547996794544,4.318679224972269,1.3219978814826678,Iris-versicolor
+68,6.840375566325876,3.1740707188235446,5.849748634412331,2.3031657943253236,Iris-virginica
+69,5.175563632767615,3.8019691109383658,1.5020481544276538,0.4122347523479678,Iris-setosa
+70,6.41079505956186,2.702077811975068,5.279333414339446,1.908487808949934,Iris-virginica
+71,6.69863116806932,3.0,5.000045326252566,1.711828549487629,Iris-versicolor
+72,6.6658532147670515,2.500016199062216,5.8300125496705535,1.7892478852124523,Iris-virginica
+73,6.419455272521051,2.905982329266336,4.321800931623086,1.314008110869527,Iris-versicolor
+74,6.305196249424269,2.920572047331683,5.59039221008319,1.803306431960181,Iris-virginica
+75,6.68882768550038,2.507858753979703,5.828803837583891,1.8003359984088245,Iris-virginica
+76,6.921994110586241,3.196273407354763,5.69266108135107,2.29913401448144,Iris-virginica
+77,7.31734592360792,2.9047419381398947,6.2927596441878,1.8115551820836877,Iris-virginica
+78,5.101760093251354,3.451886844199248,1.3988903492581342,0.2974460461107502,Iris-setosa
+79,5.9816043123639595,3.0,4.822016218250746,1.795061717130719,Iris-virginica
+80,6.300349987716977,2.3023520810406146,4.418366598484236,1.2788737706272437,Iris-versicolor
+81,4.40000061109036,2.8945562077590257,1.3742473242254012,0.19717650355814823,Iris-setosa
+82,5.978764940698841,3.0,4.803683715381365,1.801758823551667,Iris-virginica
+83,5.791524129530656,2.690918124291947,5.126179583612084,1.9090538072074439,Iris-virginica
+84,5.44945208904687,2.5690182298653212,4.37383815071557,1.1896294929086584,Iris-versicolor
+85,5.406747688942529,2.545110680226359,4.307469787947933,1.14695021207317,Iris-versicolor
+86,5.272825775840535,3.7761034264014666,1.496426178590163,0.1957105739829702,Iris-setosa
+87,5.900645586925398,3.0,5.053068158714146,1.806504140059665,Iris-virginica
+88,6.532342021307357,3.1714599021662746,5.129105254115498,1.9973528734990849,Iris-virginica
+89,4.877039632589542,3.0945886810959697,1.498697207401764,0.1,Iris-setosa
+90,5.541124883962657,2.52865047427074,4.050722530887484,1.1432022174868481,Iris-versicolor
+91,5.702160017686584,2.797423851963366,4.465492511674315,1.3371128771803458,Iris-versicolor
+92,5.153913916229967,3.4011892683564495,1.5907499186375123,0.19585496603747765,Iris-setosa
+93,4.400000591473426,2.9022301169203253,1.3870899327679118,0.19275992783329138,Iris-setosa
+94,5.093874034067904,3.493559882473034,1.4074396709184596,0.2988129132734926,Iris-setosa
+95,5.144484813653568,2.5040121266853075,3.0280045867445455,1.0912377818938719,Iris-versicolor
+96,6.045663562590902,2.79452039743983,4.6736612747449335,1.1826810055288854,Iris-versicolor
+97,4.855472498258789,3.0,1.4324462200888493,0.10000009315980504,Iris-setosa
+98,5.613225562526338,2.986264389617286,3.8007669794588765,1.2999471484519034,Iris-versicolor
+99,4.754695400401598,3.0,1.3850471729515639,0.1,Iris-setosa
+100,4.888666290323305,3.1219861574774646,1.492052199431342,0.10000009874486936,Iris-setosa
+101,5.732324829304279,2.5178130802859022,4.993128365414178,1.996977936338455,Iris-virginica
+102,5.765329439070785,2.785082955033825,5.092431860484183,2.392397775238098,Iris-virginica
+103,6.288765252834283,2.8997537160240823,5.590975077894232,1.80649029428554,Iris-virginica
+104,6.260003193143371,2.900468770823053,5.529816556440167,1.8062983968009254,Iris-virginica
+105,5.530395834555346,2.649584798475421,4.395152747478073,1.2226224191294905,Iris-versicolor
+106,5.576731055292528,2.969839223430864,3.7915338843898967,1.3023430129156777,Iris-versicolor
+107,6.292448260430026,2.713788937518803,4.953812856136685,1.8140958873383444,Iris-virginica
+108,5.649741713868738,3.7858416775465917,1.794950425560516,0.3239035341015534,Iris-setosa
+109,6.935532593547453,3.184809787519539,5.796571418205551,2.3134309425687283,Iris-virginica
+110,4.4,2.9132005468244864,1.3897464508782729,0.200417279470057,Iris-setosa
+111,5.7963224395171,2.6796727641884703,5.097569778710015,1.8999392181105725,Iris-virginica
+112,4.893119034554523,3.056094868998219,1.4867534236495508,0.1,Iris-setosa
+113,5.987481609205875,3.0,4.780390442210138,1.803462090297935,Iris-virginica
+114,6.690732456366428,2.475575632221565,5.731215847566587,1.7961999419860417,Iris-virginica
+115,6.303142675360112,2.9050230676213595,5.603457307256811,1.80285072151968,Iris-virginica
+116,5.603210881649939,2.674668569777964,4.449748929569233,1.2551887997444477,Iris-versicolor
+117,4.602119829050501,3.3953268712532956,1.4028579805280337,0.32194998258947,Iris-setosa
+118,6.3152843714502955,2.808898701173047,5.50452000950298,1.8177347417493255,Iris-virginica
+119,5.0957524629561215,3.382408389195038,1.4945912642017,0.19860273642006088,Iris-setosa
diff --git a/iris/tab_ddpm/8_2/18/test.csv b/iris/tab_ddpm/8_2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/18/train.csv b/iris/tab_ddpm/8_2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/18/val.csv b/iris/tab_ddpm/8_2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/19/synth.csv b/iris/tab_ddpm/8_2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..af649de234212080f7b19d5bc7d1516ca1e2b543
--- /dev/null
+++ b/iris/tab_ddpm/8_2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.033459200264989,3.0,4.914485569283474,1.799143506784198,Iris-virginica
+1,5.114683244460862,3.536003352015082,1.3933489690215761,0.3428696170620021,Iris-setosa
+2,6.711511626781101,2.4845352827505245,5.809269869715232,1.7956506337033347,Iris-virginica
+3,5.888820497835511,3.0,5.099680980218166,1.797468202181716,Iris-virginica
+4,6.28346634540331,3.404132977087983,5.592950647645653,2.397318017638077,Iris-virginica
+5,6.480312525453408,3.0,5.5096119838486555,1.8044094326623379,Iris-virginica
+6,5.002008274463339,3.297894928012843,1.4101676063695652,0.20360090715821466,Iris-setosa
+7,6.466880865975003,3.0,5.4769311174892055,1.804011055743201,Iris-virginica
+8,7.115907645069048,3.0,6.031841980011731,2.0835551351348074,Iris-virginica
+9,6.4119054270718125,2.695881797016722,5.3490282059522425,1.9036509320911525,Iris-virginica
+10,4.905871991239101,3.098650224981909,1.6432497820701717,0.10000009786899519,Iris-setosa
+11,6.309669223963995,3.2957305491486495,4.67836306728132,1.6076446923571621,Iris-versicolor
+12,4.906985643728165,3.086545368720329,1.491354214829937,0.10000010668209439,Iris-setosa
+13,6.031819144765969,2.687715515165877,5.095819602838447,1.5745814707378287,Iris-versicolor
+14,7.719276971133075,2.594178911413503,6.9,2.3187814270693834,Iris-virginica
+15,5.530492751254147,3.6528123809560045,1.5367142014351882,0.3447067358758815,Iris-setosa
+16,6.094137748922004,3.0,4.600770822286002,1.4073834727135222,Iris-versicolor
+17,5.685323989749105,2.556350360050099,5.033935050946065,1.9749928534334062,Iris-virginica
+18,6.404621880559843,2.893552516865011,4.327570570712849,1.3056427619937732,Iris-versicolor
+19,6.399090686759722,2.7091981533774674,5.296159929167624,1.8934081435340657,Iris-virginica
+20,5.786150028897703,2.7027891607934147,5.105572627854487,1.8993729081440622,Iris-virginica
+21,6.095517038398083,2.5916367547876877,5.620517452613392,1.4043518506660917,Iris-virginica
+22,5.528430507052802,4.1999991199197995,1.4041132793120767,0.20006042027685153,Iris-setosa
+23,4.905363473803098,3.0,1.3974878493889409,0.1968152128299438,Iris-setosa
+24,7.694536900557406,2.602468271955073,6.9,2.285746949626069,Iris-virginica
+25,6.005526792807355,2.200000364399036,4.95200978030741,1.5176278714487,Iris-virginica
+26,5.8035178363277184,2.8088603976601347,5.091206580314397,2.399504258636808,Iris-virginica
+27,5.513353490511218,2.59240484982322,4.401038589874123,1.1870954106759934,Iris-versicolor
+28,5.602030704898315,2.6792913665954052,4.26390388251823,1.2793400819988752,Iris-versicolor
+29,6.691167527487184,3.317259709256315,5.697201705405957,2.5,Iris-virginica
+30,6.660973462638162,3.3000871496722666,5.655333080632099,2.126530325255482,Iris-virginica
+31,7.680157254252454,2.606850704722027,6.899998843039805,2.2874250196044397,Iris-virginica
+32,5.706919766669645,2.5099536140353362,5.000747689888247,2.001263707902334,Iris-virginica
+33,5.167954927879073,3.7217065852877242,1.4992309955639298,0.19778242502976667,Iris-setosa
+34,6.926612293338556,3.115524527230488,5.1413163535913915,2.3010603182429414,Iris-virginica
+35,5.08285142154407,2.498082896380629,2.995389910811899,1.0886814185539544,Iris-versicolor
+36,6.808018103101907,3.0,5.357966690312225,2.1887242364589676,Iris-virginica
+37,5.094098516503819,3.5153281327294845,1.402287443700808,0.29908465084211633,Iris-setosa
+38,6.311231135549984,2.916655947523353,5.606139644926622,1.8045862786142912,Iris-virginica
+39,5.419610338372707,3.8763329449868165,1.6623130987698227,0.3507132200603996,Iris-setosa
+40,5.480988975399662,2.6306945234465022,4.370675128345602,1.2636196600061727,Iris-versicolor
+41,6.293938343984159,3.394268527820044,5.613808753320637,2.398979900145365,Iris-virginica
+42,5.096094871429614,3.484652655091135,1.4004983502192734,0.2987323519962817,Iris-setosa
+43,5.6422941030680445,3.0,4.363548091986855,1.47957527063715,Iris-versicolor
+44,6.736437668328383,3.1514611659406104,5.441164611428182,2.13618969917872,Iris-virginica
+45,5.2564822446293835,3.4083921513035924,1.607665748524949,0.1988640768087136,Iris-setosa
+46,5.115620552341831,3.302374744443263,1.8258402092389292,0.4329628575866778,Iris-setosa
+47,5.4260166198226685,3.4050931373259123,1.7419778752576751,0.19811714329319202,Iris-setosa
+48,4.61363723383602,3.4001815444869714,1.405209033294034,0.31796891068759786,Iris-setosa
+49,5.678325413692982,2.756238199021639,4.370157375102453,1.2894075631431636,Iris-versicolor
+50,6.702874706644228,3.0,5.465155111179098,2.2094920465636108,Iris-virginica
+51,6.809935170448366,3.0,5.509540075986711,2.084430578637132,Iris-virginica
+52,5.3395177307875334,3.376647065272586,1.6034111815141097,0.4427560272517622,Iris-setosa
+53,5.395753934101629,3.0,4.473037579412261,1.4851812737118442,Iris-versicolor
+54,6.8177780957700955,2.790175948616645,4.821232162680999,1.3947434606166151,Iris-versicolor
+55,6.711796035052681,2.5056218161131967,5.806989570991265,1.7999687842691352,Iris-virginica
+56,4.498147961081403,2.3075331624648676,1.2970027293355892,0.30986486304360644,Iris-setosa
+57,5.991065385513648,2.8270134426732345,4.6505255795306795,1.287041879527961,Iris-versicolor
+58,5.521891996790239,2.6147604851296844,4.402407198259166,1.215848029771308,Iris-versicolor
+59,5.001301188252926,3.371316416587291,1.6850693279724867,0.38652596025752645,Iris-setosa
+60,6.399118513743005,2.898485304074295,4.298333379378757,1.3106693492990935,Iris-versicolor
+61,7.9,3.842004547351289,6.427246310782344,2.0237522966598154,Iris-virginica
+62,6.308643782727316,3.3100387484294376,4.717582662976558,1.6071216859781112,Iris-versicolor
+63,5.302696980296249,3.387085656284102,1.4958426957938913,0.37966868822768274,Iris-setosa
+64,7.096657179042625,3.0,5.9128982736906455,2.09755431982973,Iris-virginica
+65,7.9,3.7144885469497178,6.3730779321559154,2.0133745426892853,Iris-virginica
+66,4.963389354001478,2.4216384508773348,3.20576771842594,0.9982554368014003,Iris-versicolor
+67,5.088108378238,3.462518377290914,1.401441993078806,0.29828926842415443,Iris-setosa
+68,5.897105484366317,3.2000579619996086,4.800076168101413,1.8050505235088385,Iris-versicolor
+69,5.9690795281213,2.9196556341503457,4.57547663497967,1.442848691838644,Iris-versicolor
+70,6.924115315772147,3.1058753820338865,5.095230273188497,2.2984827462949755,Iris-virginica
+71,5.721813486425262,2.4716085848586786,5.000020533106957,2.0102243559763773,Iris-virginica
+72,5.489497416173714,4.2,1.3977824189021526,0.19852554794402288,Iris-setosa
+73,7.138952801031857,3.0,5.957724086887749,2.148252332237251,Iris-virginica
+74,6.721515992573545,2.4936597202809345,5.755285174181577,1.8000244463204143,Iris-virginica
+75,4.901657520649421,2.4009080055202845,3.231759252968371,1.0342968563204704,Iris-versicolor
+76,5.884760220125481,3.0,4.2583733681335065,1.4908918922527379,Iris-versicolor
+77,7.302654197875672,2.8881653111677923,6.270020562371143,1.796785222968571,Iris-virginica
+78,5.405340419135178,3.0,4.456478522503705,1.4866882702293698,Iris-versicolor
+79,5.626078853583984,2.789842529526749,4.092934327373871,1.2944963704169845,Iris-versicolor
+80,6.5083732952287425,3.0,5.79622074947574,2.197504571233808,Iris-virginica
+81,6.09663604210255,3.0,4.592129868173121,1.4095298739245437,Iris-versicolor
+82,4.900779293345385,3.1037738323396296,1.6093000253723457,0.10000009759197329,Iris-setosa
+83,5.033775249306681,2.4690097285997066,2.9220430539213753,1.0711663819717903,Iris-versicolor
+84,5.9118904631455464,2.8650810756925877,4.561443095538264,1.391112932194229,Iris-versicolor
+85,5.392549368589468,3.8935231173252776,1.6786903001523867,0.39629974700858284,Iris-setosa
+86,5.296857227826338,3.69998035391227,1.5384119928576931,0.20036819912524406,Iris-setosa
+87,5.813524849700715,2.815620872706867,5.10587819362904,2.405563625794749,Iris-virginica
+88,5.966761706015429,3.0,4.3597763861647625,1.5027849432919334,Iris-versicolor
+89,5.597292468274372,2.488465534097548,3.896136064761932,1.0997437847935827,Iris-versicolor
+90,6.71456471378455,3.3066039659871627,5.719539757065202,2.5,Iris-virginica
+91,5.051298779858036,3.6346762410593514,1.497702587897213,0.4217124512541224,Iris-setosa
+92,5.430815304146759,3.0,4.510403195562024,1.4844567768300183,Iris-versicolor
+93,5.602726592364017,2.679598044849909,4.259554447353002,1.2756827517576683,Iris-versicolor
+94,6.312456601116806,3.405025996177061,5.584572063799735,2.4058377689260504,Iris-virginica
+95,6.296613162515938,3.3017018174028583,4.680114954836533,1.5879839929182367,Iris-versicolor
+96,5.736011394597959,2.6890617965410386,5.101988391136166,1.9039308245623539,Iris-virginica
+97,4.8854402079961385,3.0,1.400491663849625,0.20375228934063896,Iris-setosa
+98,5.528845797552959,2.437806356646986,3.7802961240338138,1.0993334495135296,Iris-versicolor
+99,4.880268754360845,3.091270435440257,1.5572036735992973,0.1,Iris-setosa
+100,5.104422323702934,3.5377174778533633,1.3991813804810742,0.29779571379122216,Iris-setosa
+101,5.645468570019186,2.75468587186398,4.372793103525505,1.3350219776914916,Iris-versicolor
+102,5.161359484385175,3.7922545545654067,1.6680493889103867,0.2009091395686934,Iris-setosa
+103,6.0988514214771365,2.611450111702701,5.607424145075294,1.3869517774104205,Iris-virginica
+104,5.563340701847799,4.2,1.4001764678518436,0.20642806669491195,Iris-setosa
+105,5.890547788900325,3.0,4.050176283771822,1.4958208605896746,Iris-versicolor
+106,5.270941381756576,3.8632304964232733,1.623853123221032,0.3987534247134894,Iris-setosa
+107,7.053615849975521,3.0632852425567823,5.924984763981525,2.1771272593298954,Iris-virginica
+108,6.490484218707155,3.0,5.515528720209017,1.7989805811427049,Iris-virginica
+109,5.547777979003503,2.477317499932697,3.7796566137523766,1.080170123938196,Iris-versicolor
+110,4.91405936383652,3.0997147202234023,1.4951244781393753,0.10000009979331645,Iris-setosa
+111,5.090199249940509,3.3979410621834143,1.4991154185440825,0.20141800063642798,Iris-setosa
+112,7.076332529013838,3.0,5.855392355230287,2.112607268625877,Iris-virginica
+113,6.313721845944735,2.2983902002248673,4.378829255479506,1.3050322305625464,Iris-versicolor
+114,5.146269885217553,3.783077470566296,1.5181295688325736,0.19878684932583496,Iris-setosa
+115,7.9,3.788898007109024,6.38954904359128,2.0025839290142193,Iris-virginica
+116,6.484123762032522,3.0,5.781263900788306,2.199349666532373,Iris-virginica
+117,6.694251438379964,2.488933421335027,5.821661802956568,1.7973941018095956,Iris-virginica
+118,4.606367103168614,3.19693768459476,1.4006807441523772,0.1991133896549745,Iris-setosa
+119,4.794166633838444,3.0,1.398550516094813,0.2982612572756647,Iris-setosa
diff --git a/iris/tab_ddpm/8_2/19/test.csv b/iris/tab_ddpm/8_2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/19/train.csv b/iris/tab_ddpm/8_2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/19/val.csv b/iris/tab_ddpm/8_2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/2/synth.csv b/iris/tab_ddpm/8_2/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..63318398437a1b51975ddd4742e4bef9fb64987b
--- /dev/null
+++ b/iris/tab_ddpm/8_2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.996574454418582,2.2000003455704533,4.968951469111616,1.5204135293006573,Iris-virginica
+1,5.001082450364316,3.2169143309771426,1.2000001993711849,0.20345150369712883,Iris-setosa
+2,6.544535388994477,3.0,5.524101494461756,1.8033686369371744,Iris-virginica
+3,6.869512956086737,2.794473553220631,4.797011316537189,1.385118209831027,Iris-versicolor
+4,6.301267978336087,3.39752178788161,5.637988160694455,2.3929665818030923,Iris-virginica
+5,6.131578294168425,3.0,4.604942704521463,1.4041920209811645,Iris-versicolor
+6,4.900125626458307,3.0,1.401001470757205,0.20015795248240514,Iris-setosa
+7,5.093752279950868,3.3775608169417795,1.4910139493271244,0.20069935904921551,Iris-setosa
+8,6.699833488867627,3.291930811611056,5.6769327583832325,2.499999518917231,Iris-virginica
+9,5.793624903377305,2.8683240759505937,4.543074120825645,1.3739442866136933,Iris-versicolor
+10,5.54251953563023,4.199998968881045,1.4045791109801262,0.20521409764425277,Iris-setosa
+11,6.5240026727389155,3.0,5.514032696975634,1.798557772059501,Iris-virginica
+12,5.908537374126692,3.0,4.142715508123668,1.5020475479310997,Iris-versicolor
+13,5.926799844559065,3.0,5.102818001827331,1.802242187643691,Iris-virginica
+14,5.9837892681154905,3.0,4.809293057390841,1.804758418496029,Iris-virginica
+15,5.635401271136587,2.7129861486271256,4.273553531145537,1.3079381715948428,Iris-versicolor
+16,6.683174333597496,3.286304561077938,5.706693231503872,2.4999995104219117,Iris-virginica
+17,5.423514474216052,3.4043684632989684,1.6969970250810535,0.19943591862752516,Iris-setosa
+18,7.719631736870277,2.6039805322388014,6.9,2.3080528473309956,Iris-virginica
+19,5.002616237235986,3.391790457423149,1.6741125747798533,0.42132946935882387,Iris-setosa
+20,7.730841463185865,2.5968188083442842,6.9,2.3083553040520375,Iris-virginica
+21,5.794367138420568,2.714555144485812,5.0964713444837075,1.900435209230922,Iris-virginica
+22,6.018164207062326,2.2,4.989382879474887,1.5293653657825734,Iris-virginica
+23,6.28315160970788,3.381015757414516,5.58265775443329,2.4035360265103694,Iris-virginica
+24,5.502739351019974,2.6205076253493496,4.302436708146874,1.2122696511990774,Iris-versicolor
+25,5.179294230257093,3.8363203741608105,1.6504668709241688,0.3629856817840911,Iris-setosa
+26,7.324413176465631,2.896043597965367,6.281161699023102,1.8097298632595464,Iris-virginica
+27,5.104754422975625,3.398995425879858,1.6172846049784566,0.2002955630687115,Iris-setosa
+28,5.046569026351836,3.518983503055666,1.5427675645970247,0.39635920163485666,Iris-setosa
+29,5.397535103552318,3.0,4.500567192772906,1.4938917193101668,Iris-versicolor
+30,4.400000539385517,2.9149406649628964,1.3922144184342398,0.18714732275822532,Iris-setosa
+31,4.588640532202409,3.3741782335565658,1.3932954250108534,0.29048930635449893,Iris-setosa
+32,5.549363120649653,2.4280106269228603,3.8801492812133596,1.0946743345681738,Iris-versicolor
+33,4.904305096868995,2.4190374954912643,3.2925440055148165,1.0404933342977698,Iris-versicolor
+34,7.707317694353356,2.5883885847399752,6.9,2.2983759129010037,Iris-virginica
+35,5.62863104694961,2.938841703797537,3.66510461754807,1.3164893919474305,Iris-versicolor
+36,4.909269602233979,2.4046130484441877,3.286681344904197,1.0205909901447279,Iris-versicolor
+37,7.899998905217761,3.788690402390166,6.386566692011448,2.016645925537542,Iris-virginica
+38,6.122319210123045,3.0,4.605822670555452,1.386631998778465,Iris-versicolor
+39,5.413456138680249,3.4046050333076994,1.4970742903450631,0.3615686004411384,Iris-setosa
+40,5.603870196181162,2.9064346310512987,3.73130383281801,1.3157835792194545,Iris-versicolor
+41,5.507294714049765,4.2,1.4014639006361924,0.19518920317967187,Iris-setosa
+42,7.086540166578333,3.0,5.901808904490083,2.059309896191208,Iris-virginica
+43,6.089985111752745,3.0,4.6005093799263514,1.39103985689137,Iris-versicolor
+44,5.5982979041818695,2.8727241880387,3.57249179034621,1.3110827522284856,Iris-versicolor
+45,4.985109822366136,2.4408167284682163,3.2805707629978142,1.0908292501327772,Iris-versicolor
+46,6.002790004807611,2.6677667431343006,5.103140227350076,1.5930118566262041,Iris-versicolor
+47,5.9586687279129915,3.224062096986311,4.79487753058116,1.8053906346887743,Iris-versicolor
+48,6.877646051233353,3.112313945815854,5.115999531436534,2.2990937664074447,Iris-virginica
+49,4.783767402720412,3.0,1.4004201339383675,0.29914760333488893,Iris-setosa
+50,5.635182032459872,2.7322469323546192,4.148133576304225,1.315510372486344,Iris-versicolor
+51,5.681976517798721,3.7931450707601737,1.622639017458951,0.29233066983722494,Iris-setosa
+52,5.003741518936655,3.44749321103841,1.5828007081864124,0.4080077136583589,Iris-setosa
+53,5.762434610269072,2.8142836620147924,4.508740936222881,1.3307280083672683,Iris-versicolor
+54,5.122477712518937,3.3103205787686103,1.6284424290148005,0.4267526186868775,Iris-setosa
+55,6.4953409909916475,3.0,5.829603637618606,2.203113950110338,Iris-virginica
+56,5.419191775561746,3.3979389648733744,1.7112576833082898,0.20029606900987768,Iris-setosa
+57,5.494796030295051,2.596593546573525,4.394442734772519,1.2091540791539628,Iris-versicolor
+58,5.195150221844826,2.6979347196435435,3.88410612826689,1.396057955795272,Iris-versicolor
+59,6.855004014405894,3.212003196750364,5.859017780536428,2.3097527608023842,Iris-virginica
+60,6.787904192281045,3.192397344010112,5.8884560896671285,2.2950890590568953,Iris-virginica
+61,5.921812930899609,3.0,4.251081137542389,1.497785658485659,Iris-versicolor
+62,5.9935738380913195,3.179784989172411,4.77465905241382,1.7730445757513214,Iris-versicolor
+63,6.012951383436363,2.7117807918219228,5.098338416307098,1.5995665270501018,Iris-versicolor
+64,5.419566274911403,3.480315943288985,1.6995219028963824,0.20956508126522022,Iris-setosa
+65,4.4,2.9162349785844235,1.4025770779681423,0.20107187487885309,Iris-setosa
+66,5.468734279280639,3.0,4.5549349699256245,1.5701742414223345,Iris-versicolor
+67,5.623034870941846,2.735405672639479,4.356961652498605,1.3216076414897524,Iris-versicolor
+68,5.89762082440555,3.1988235583072813,4.811757355301872,1.7887713941537973,Iris-versicolor
+69,6.866615206624098,3.2038198895905388,5.700808735912613,2.3125729573816702,Iris-virginica
+70,5.117922540558581,3.302086439853096,1.6615918070497293,0.45826071886214603,Iris-setosa
+71,6.291168591091129,3.296466927884096,4.670124610265178,1.6061366609933654,Iris-versicolor
+72,5.80573818495416,2.7849114911717847,5.099533638637189,2.3933347818938495,Iris-virginica
+73,5.530640963589867,2.7661792648725716,3.6309169033280546,1.3283211295014958,Iris-versicolor
+74,6.539010255944908,3.0,5.417768063595513,1.817405510721962,Iris-virginica
+75,5.779801383485317,2.680994164652755,5.101224892267391,1.9052360053876485,Iris-virginica
+76,5.106656417318417,2.510586547936233,3.1905140889914065,1.1096740795175863,Iris-versicolor
+77,6.021592369553272,3.0,4.786692885100919,1.8036339932047323,Iris-virginica
+78,4.501433404489762,2.2998800437829647,1.2942782120698817,0.29384441239675946,Iris-setosa
+79,5.76569242874139,2.6445231540913765,5.073277815510692,1.9226795598404853,Iris-virginica
+80,4.899282464750579,2.4068596706350225,3.2446891096760404,0.9932687249289414,Iris-versicolor
+81,6.6689429111923655,3.0,5.005249072633049,1.6929640027435833,Iris-versicolor
+82,4.799236383422514,3.0,1.4004961799405529,0.32277572454051984,Iris-setosa
+83,5.530218880171175,2.409004707706488,3.7937111592133665,1.1101794172306065,Iris-versicolor
+84,4.604652876127957,3.3983447750600173,1.3935027627338534,0.32065614141601034,Iris-setosa
+85,5.885935652762437,3.0,5.094982676259276,1.8025264232861615,Iris-virginica
+86,5.403137857260332,3.0,4.5013454027284565,1.5123929105632798,Iris-versicolor
+87,5.228095363048391,2.7109243173029576,3.9951490068076367,1.422506899656002,Iris-versicolor
+88,6.842510116980633,2.793443591103573,4.7841023763958725,1.4007549623116407,Iris-versicolor
+89,6.696434546797598,3.29384974511704,5.662020916093307,2.096297241257355,Iris-virginica
+90,5.516721364792849,2.5904211468247227,4.020888787184307,1.1929684759645864,Iris-versicolor
+91,4.906469148430928,2.3987831015673127,3.371033405708102,1.0040666707397756,Iris-versicolor
+92,5.00554950825841,3.3019597190524275,1.3939696744544767,0.20129173350135737,Iris-setosa
+93,5.972863160138898,2.6938114300032665,5.089785562782711,1.5729732386510649,Iris-versicolor
+94,6.833527561402745,2.8131336575227435,4.771857521108539,1.3869988190488722,Iris-versicolor
+95,6.004188962433427,2.6970042112728647,5.086578847405652,1.5900096975638596,Iris-versicolor
+96,5.968852986050807,2.9672742168563233,4.42420630121961,1.5090923919183634,Iris-versicolor
+97,6.08595432773559,2.6024839280387826,5.6292921636341715,1.391532281563502,Iris-virginica
+98,5.007802530751125,3.205995941070191,1.2000001882789835,0.18670846090533383,Iris-setosa
+99,5.183852154425396,2.493785682494695,3.152497630780582,1.1109169256901248,Iris-versicolor
+100,5.688354895625946,2.7933474939269343,4.435265385565505,1.3089597888358413,Iris-versicolor
+101,5.151347822346671,2.522149461681148,3.2483186233808183,1.1290292243298339,Iris-versicolor
+102,5.382429540741936,3.0,4.504923986108225,1.5003841109844722,Iris-versicolor
+103,6.799429670123961,2.847578650824626,4.8417939194164585,1.4308289357771198,Iris-versicolor
+104,6.095008493596317,2.804893656711502,4.6849081507209025,1.212881642090688,Iris-versicolor
+105,5.779279958887221,2.818175477177709,5.100647124770797,2.400731950096679,Iris-virginica
+106,4.400000470850099,2.9173342257723758,1.3976594876020845,0.1946035342193636,Iris-setosa
+107,5.0942716578406895,3.737426803295375,1.4969855913706884,0.39298493508570287,Iris-setosa
+108,5.830296895117188,2.7951622125432163,4.354593866951786,1.411613379049648,Iris-versicolor
+109,5.366964861110367,3.3877631815303015,1.4988977706838509,0.4201947049457819,Iris-setosa
+110,5.697890972220906,3.803743089322644,1.6656865155105258,0.2996490598396503,Iris-setosa
+111,7.719376565741692,2.6026327629789323,6.9,2.305123069249127,Iris-virginica
+112,6.023303185531766,2.9256070749253156,4.497328491104549,1.5002342935733644,Iris-versicolor
+113,4.60586982864007,3.201344195953934,1.402288127206665,0.20406607786708394,Iris-setosa
+114,4.4970121936824325,2.296816466113313,1.3011693243454636,0.34359365609568676,Iris-setosa
+115,4.4,2.8869835399956156,1.395861965103207,0.19918318937062854,Iris-setosa
+116,5.001828088953131,3.2998908668443003,1.4010420760490763,0.20257494497925374,Iris-setosa
+117,6.709446328330242,2.511398826229286,5.756590559728566,1.7949298661757718,Iris-virginica
+118,6.114122738012803,2.648874209530802,5.5789885561302945,1.487372850984229,Iris-virginica
+119,5.313169159806325,3.6329089497744764,1.5098835298202784,0.2010177383411801,Iris-setosa
diff --git a/iris/tab_ddpm/8_2/2/test.csv b/iris/tab_ddpm/8_2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/2/train.csv b/iris/tab_ddpm/8_2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/2/val.csv b/iris/tab_ddpm/8_2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/20/synth.csv b/iris/tab_ddpm/8_2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2b85e21b1c85bb2134c46eff33a966b69a261736
--- /dev/null
+++ b/iris/tab_ddpm/8_2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.908939229234574,3.1976668559429045,4.794616888955375,1.8060275990161305,Iris-versicolor
+1,5.418615970917257,3.0,4.456719144133032,1.49075277488323,Iris-versicolor
+2,6.272267807242457,2.9266869331895777,5.579950534710852,1.7999069825994056,Iris-virginica
+3,6.797672653515798,3.0,5.515647994954997,2.0998721349392286,Iris-virginica
+4,5.3572833796668755,2.6921513366551615,4.100965837566887,1.3516288441057214,Iris-versicolor
+5,7.7071740282889225,2.611775366886183,6.9,2.3096149076969654,Iris-virginica
+6,5.6209642126163875,3.0,4.164951667357841,1.3224347368675209,Iris-versicolor
+7,6.688051054752969,3.30419846790431,5.699257439129376,2.5,Iris-virginica
+8,5.6026698014603,3.0,4.135357969523129,1.3142185423982606,Iris-versicolor
+9,5.115130564840973,3.308998766481764,1.6358490409044044,0.5032782975474731,Iris-setosa
+10,6.704763932292545,3.291045171434332,5.693489894059999,2.1043884851805,Iris-virginica
+11,6.5098005623333535,3.204499719043169,5.113551847415184,1.9775378753931008,Iris-virginica
+12,6.172979977608577,2.2000003129686516,4.480515708440315,1.531354818880492,Iris-versicolor
+13,5.709831540588982,2.8134740560949574,4.464014787529453,1.3212865077739036,Iris-versicolor
+14,5.942857015006943,3.0,5.054296632796515,1.7994428088252585,Iris-virginica
+15,4.851660100306137,3.0,1.3936787490405853,0.25416600778068577,Iris-setosa
+16,6.010561053190771,2.2,4.981850623600149,1.507020789261383,Iris-virginica
+17,5.398120489098778,3.0,4.5138502043534325,1.5053435181471824,Iris-versicolor
+18,6.803065116507058,3.202504080192867,5.861841666153075,2.2915295882692033,Iris-virginica
+19,6.295359479704301,3.3951487639683497,5.614604884048711,2.4017757243298488,Iris-virginica
+20,5.628906476605094,2.7249122245497643,4.203828658322184,1.3128861821786129,Iris-versicolor
+21,5.678382289844856,3.807363235620212,1.6842459939700012,0.3323636159044218,Iris-setosa
+22,5.657332875122761,2.4545406048898566,3.8871661110421805,1.1014193999571902,Iris-versicolor
+23,4.898124676069237,3.088538907774656,1.4903736673673582,0.10000009171835561,Iris-setosa
+24,4.904874349046493,2.4215464641622373,3.323263501739086,0.9935662388799023,Iris-versicolor
+25,6.057837708711652,2.807340582384618,4.6838272484703865,1.2035937439000097,Iris-versicolor
+26,6.793147416582685,3.0,5.455564508451414,2.1452192590263546,Iris-virginica
+27,5.10897477340409,3.4059144940203345,1.4990506432657777,0.19950204613790595,Iris-setosa
+28,4.900351307626989,3.0891156470219565,1.4991639259172271,0.10000010034693427,Iris-setosa
+29,5.882045208800289,3.0,5.099365182175123,1.8001604316044384,Iris-virginica
+30,5.907897483147051,3.173528186085096,4.790828682342141,1.7890137440939726,Iris-versicolor
+31,6.006632284359636,3.0,4.793942949728652,1.8008514716824786,Iris-virginica
+32,6.300529622972978,2.2941424662865684,4.400024663904998,1.3033641304532535,Iris-versicolor
+33,6.436486632165331,3.2071034678743997,5.086089756477051,1.9691153398045473,Iris-virginica
+34,6.890232200112069,3.16391723313293,5.733976157606847,2.298658114195909,Iris-virginica
+35,5.106637174198353,3.7793628589093022,1.5413101202241157,0.20390195954654391,Iris-setosa
+36,5.497470350404725,4.199999275762193,1.3889221073965796,0.19764331068043964,Iris-setosa
+37,7.688375507157996,2.599556444465932,6.899998758837755,2.3093203780920835,Iris-virginica
+38,6.058374085593653,3.0,4.772786722089024,1.7923834770058706,Iris-virginica
+39,6.309597663385985,3.3968743822982437,5.589830331880466,2.406657066639449,Iris-virginica
+40,6.695217826734162,3.303579321782767,5.780050576089852,2.499999646416146,Iris-virginica
+41,6.3877447203881434,2.706619188201241,5.116557436810005,1.856298966539027,Iris-virginica
+42,5.928686520277472,2.868209270679316,4.564675478789459,1.3348367029863133,Iris-versicolor
+43,5.807535573633242,3.0,4.0876485310899815,1.4284592764024544,Iris-versicolor
+44,6.641875222672133,2.8154090868970583,4.597973929788281,1.3790948699072718,Iris-versicolor
+45,5.91149844909925,3.2183518458007856,4.815516871445846,1.8008264020497433,Iris-versicolor
+46,5.008111902849421,3.350275811093315,1.412680475070203,0.20718566560297974,Iris-setosa
+47,6.01413941395738,3.0,4.834067721448627,1.8030172109480571,Iris-virginica
+48,4.593182080724641,3.2570628733605917,1.4010440289195527,0.20404528246065465,Iris-setosa
+49,5.1085984257640025,3.304731529515147,1.6576426999673668,0.49470273154333055,Iris-setosa
+50,6.256468386106465,2.944826677693822,5.546474926565816,1.7998109765531454,Iris-virginica
+51,7.696299225516231,2.5986347365117535,6.9,2.302833743664261,Iris-virginica
+52,6.051333352076743,3.0,4.888918560286534,1.810574390746573,Iris-virginica
+53,5.995965464715878,2.7069252908720025,5.092652278734931,1.6114379997233341,Iris-versicolor
+54,5.7743102335547265,2.7045096667909716,5.101526528429495,1.9023189631154023,Iris-virginica
+55,4.986750130059251,3.307253220715527,1.402891773019818,0.19937211769846322,Iris-setosa
+56,6.107740046539323,2.605495456074113,5.6049891087899235,1.4305332629752565,Iris-virginica
+57,5.442178574261677,3.4046619981120863,1.6244817770851177,0.20225960925578398,Iris-setosa
+58,7.339725014216257,2.8974843275107083,6.260818844042175,1.791699133014471,Iris-virginica
+59,6.702516383511582,3.2971784415659546,5.718598366720874,2.097583161039908,Iris-virginica
+60,6.1475292611687005,2.803214050518898,4.709220834209963,1.2058079974017386,Iris-versicolor
+61,6.698162064897199,3.3022701572674484,5.74355441163213,2.499999626697558,Iris-virginica
+62,5.040498839550004,3.3998937658589163,1.519173622408511,0.42176961121590756,Iris-setosa
+63,5.923574132620337,3.219323975569209,4.815661268354836,1.7989765618578268,Iris-versicolor
+64,6.712040391819327,3.315258065981497,5.6794079032469345,2.5,Iris-virginica
+65,6.081613291712181,2.6001484154298122,5.5930690559150396,1.3974616897379781,Iris-virginica
+66,6.812341482104633,3.0,5.491009027003306,2.102772207568915,Iris-virginica
+67,6.8167670042077155,3.0,5.521617379619394,2.1093691500168745,Iris-virginica
+68,4.922879078609864,3.0192576939307374,1.4011183479922722,0.198775255853204,Iris-setosa
+69,5.4580268600153055,2.3843311991938876,3.7716015949626183,1.0997595305939254,Iris-versicolor
+70,7.70723551377299,2.562448709279498,6.9,2.3058664912302853,Iris-virginica
+71,5.590064772541648,2.874313359205898,3.618508056988922,1.2924099164167022,Iris-versicolor
+72,4.904771023243071,3.100408142158179,1.4922092332520165,0.1,Iris-setosa
+73,6.136752257502101,3.0,4.635830267488193,1.3667029395544459,Iris-versicolor
+74,5.113347375185756,3.2855060504249565,1.6229056616788868,0.46449812601791696,Iris-setosa
+75,6.268799695199519,2.920211453696125,5.626710787871467,1.8047213199895078,Iris-virginica
+76,6.679699923606176,3.0,5.876366971698533,2.1991091102803093,Iris-virginica
+77,4.7959179866355095,3.0,1.3863093274400509,0.1,Iris-setosa
+78,5.293353817309977,2.7632777033087126,4.00068210290354,1.4160367958443902,Iris-versicolor
+79,6.888680716091235,3.115286031681436,5.095065159725167,2.309645732646112,Iris-virginica
+80,6.692319926758887,3.0,4.990588707059433,1.6837390315963787,Iris-versicolor
+81,5.619870326923782,3.0,4.017895956514171,1.3010458163000722,Iris-versicolor
+82,5.709225945446294,2.5103375688710554,5.005620844268214,2.0183222310743556,Iris-virginica
+83,5.663194327027975,3.74887771027204,1.536815078980133,0.29987451709794927,Iris-setosa
+84,5.609601082067175,2.7053235325898304,4.4897455591159146,1.2507861939707294,Iris-versicolor
+85,7.242926593292535,2.8731493157699237,6.257019482695572,1.7972000655188958,Iris-virginica
+86,4.896286623742413,3.097708913887384,1.497835338300054,0.10000009678870825,Iris-setosa
+87,5.9908848713578795,3.0,4.783532494732577,1.8043576148132585,Iris-virginica
+88,4.894724950516435,2.40894428327233,3.365428772960918,0.9713370980749683,Iris-versicolor
+89,5.569499612131503,2.575186906789404,4.023765233894199,1.1715226669801981,Iris-versicolor
+90,5.0032593249249375,3.198815068838048,1.2,0.20467163577121275,Iris-setosa
+91,5.508176264870115,3.55263687005704,1.7256676216398692,0.19728624226436883,Iris-setosa
+92,5.920354606047912,3.0,5.050747449413676,1.8039708297787025,Iris-virginica
+93,7.18051789427705,2.9549909639053245,6.121520786188198,1.8617289346114614,Iris-virginica
+94,6.993444933390088,3.101397719762402,5.121536597954482,2.2951224271307025,Iris-virginica
+95,6.572713842032939,3.193686118810161,5.0990754923298125,2.0544524762311056,Iris-virginica
+96,4.604895421206535,3.386103972719643,1.3858358958129617,0.28258671543304015,Iris-setosa
+97,5.910833801481185,3.2045814648815605,4.799521143666404,1.800081861026718,Iris-versicolor
+98,5.686482106719612,2.7705501346409265,4.398655582254317,1.325995741871697,Iris-versicolor
+99,5.8824369821427185,3.0,4.118280011476921,1.489169839823298,Iris-versicolor
+100,5.629705620543081,3.0,4.043291140780531,1.316180658998134,Iris-versicolor
+101,5.032199019887386,3.4898225364585396,1.5696815943477898,0.43428132469260705,Iris-setosa
+102,6.341029107630781,2.844055635026628,5.499000271061244,1.827201028819993,Iris-virginica
+103,6.1364030324482,2.5857703585149405,5.590684467173482,1.4275548168913823,Iris-virginica
+104,5.095584752877309,3.3005228674229476,1.7003420551323916,0.4756080683512217,Iris-setosa
+105,6.119150626560075,2.581888755694391,5.60543154987379,1.4020843659538336,Iris-virginica
+106,6.187948385456778,2.2000003248565094,4.505627997334118,1.5049686917189347,Iris-versicolor
+107,6.357038235631507,2.7741956489172495,5.390130551710806,1.8519903594015146,Iris-virginica
+108,5.961946150786506,3.0,4.877524502423562,1.8022384319663827,Iris-virginica
+109,5.021925605249145,2.441284992734282,3.001924236998306,1.047738602768942,Iris-versicolor
+110,6.128923277294884,3.0,4.607911367386058,1.4148004831112495,Iris-versicolor
+111,5.7783780558592595,2.620097043314511,5.071982055599155,1.9350728163549205,Iris-virginica
+112,5.269250989972522,2.701485706109288,4.008227282967865,1.3726280967087168,Iris-versicolor
+113,5.5856261873292,2.7520866751408257,4.109493394122326,1.2911146933936435,Iris-versicolor
+114,5.599053765859856,2.6974252025159675,4.09889887451627,1.3095387378535717,Iris-versicolor
+115,6.3107474656582045,3.4547985720319803,5.612613253114526,2.365219623962022,Iris-virginica
+116,5.447867124273223,2.3882022896822233,3.688359744606638,1.086801507743043,Iris-versicolor
+117,5.3623281597856245,3.8732388432923393,1.7749752897609028,0.41369198027906545,Iris-setosa
+118,5.744313700984725,2.7519865179816883,4.540710624971045,1.2285520058710273,Iris-versicolor
+119,5.616247877821694,3.0,4.1559904658187525,1.3030640952367762,Iris-versicolor
diff --git a/iris/tab_ddpm/8_2/20/test.csv b/iris/tab_ddpm/8_2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/20/train.csv b/iris/tab_ddpm/8_2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/20/val.csv b/iris/tab_ddpm/8_2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/21/synth.csv b/iris/tab_ddpm/8_2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d947f9725e63bf55893559a34514992dbaa2570a
--- /dev/null
+++ b/iris/tab_ddpm/8_2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.229536008728801,2.943538474082735,4.925220293141742,1.817855076561795,Iris-virginica
+1,5.735692741774388,3.7819509149025317,1.5475819548204657,0.2959665384889433,Iris-setosa
+2,6.004784486561611,2.6955337364707574,5.0927416687173315,1.5987693081169236,Iris-versicolor
+3,4.4,2.8931671150493212,1.396563544686867,0.19998506407432332,Iris-setosa
+4,7.300380345064336,2.880652011544929,6.336126317071872,1.814376402321763,Iris-virginica
+5,6.68821290828094,2.517475737998823,5.771812750424629,1.8036408316030927,Iris-virginica
+6,4.622772832147331,3.1570672003898315,1.3983829002496624,0.19992152711048117,Iris-setosa
+7,6.692173206751349,2.4980613453619394,5.800133723920484,1.803392042022179,Iris-virginica
+8,4.9043300535871035,3.0,1.3806700953755582,0.1978781966868621,Iris-setosa
+9,5.174554984116815,3.337428180203451,1.6792446361961022,0.473866570818613,Iris-setosa
+10,5.592120433324303,2.767169094613926,4.429299862998373,1.2915020374279602,Iris-versicolor
+11,5.972510193883716,2.8828527174672978,4.539189023591856,1.3900982328125322,Iris-versicolor
+12,6.595737670580961,3.2584699173075404,5.288219215634396,2.0779245519900282,Iris-virginica
+13,5.983274536018562,3.0,4.866864437456902,1.7963765547642627,Iris-virginica
+14,6.797855371963557,3.0,5.439122905857563,2.1110729459498296,Iris-virginica
+15,6.553138807980095,3.0,5.520035778470297,1.805494008649967,Iris-virginica
+16,5.34514032892,3.64595309879345,1.4970349425406404,0.20071330957424388,Iris-setosa
+17,4.89901527341407,2.4015563494654177,3.365176950729566,0.968861974408352,Iris-versicolor
+18,4.7823517382035785,3.0,1.3882080544418363,0.1,Iris-setosa
+19,6.848894659708418,3.212984934819469,5.81581972631171,2.2791162856933864,Iris-virginica
+20,4.895245626834604,3.107655270306953,1.5623111681066575,0.10000010528827483,Iris-setosa
+21,6.520192444296346,3.1936472158794413,5.100133113063951,2.0224106313965007,Iris-virginica
+22,5.978154710941584,2.923960354515401,4.487357580563643,1.5146655952248689,Iris-versicolor
+23,4.794935538476691,3.0,1.390543542911533,0.297769647951489,Iris-setosa
+24,5.5192820197513734,4.2,1.3954804704536747,0.19662924374432844,Iris-setosa
+25,5.149324197794536,3.7394019945088703,1.5793600102882648,0.446615112661359,Iris-setosa
+26,4.895643206424152,3.109698680334385,1.4928347984352541,0.1,Iris-setosa
+27,6.081687536363184,2.695163943127334,5.448630905034035,1.5988061851533348,Iris-virginica
+28,5.927580150875228,3.0,5.117158216360736,1.80383740307542,Iris-virginica
+29,5.867997317362508,3.2058026875676897,4.777644747398464,1.802444017268274,Iris-versicolor
+30,4.400000540813889,2.902748934943912,1.3895644577516677,0.19884196584419583,Iris-setosa
+31,5.371054298163268,3.0,4.491121506012987,1.508835741760309,Iris-versicolor
+32,6.505328532522581,3.0,5.781404481788046,2.253156311561118,Iris-virginica
+33,5.081570212780501,3.395851794227577,1.516483256755967,0.18518724270683184,Iris-setosa
+34,5.092554796875464,3.378891959551643,1.5747430742531041,0.4084831141910156,Iris-setosa
+35,4.993875330677326,3.29962956486831,1.3858967862981255,0.19910136888726387,Iris-setosa
+36,6.0973095494496,2.7952158543214045,4.682652386738796,1.192108289858596,Iris-versicolor
+37,5.896567044483593,3.0,5.086789109215385,1.8066371778237458,Iris-virginica
+38,5.21352881451276,3.766880573245302,1.5590515894027974,0.2013074519033019,Iris-setosa
+39,6.895660044356237,3.1911372873575097,5.788244390334728,2.2841140821136507,Iris-virginica
+40,4.896187540936831,3.0975777647638556,1.4973070064958998,0.10000010155428099,Iris-setosa
+41,6.29298868921152,2.5080060785966336,4.906746769549242,1.4965908954103808,Iris-versicolor
+42,5.682413433221758,3.795324405821207,1.6178393920753182,0.2949342708248945,Iris-setosa
+43,5.564067223699196,2.455282032561071,3.792019026846291,1.0913265976996724,Iris-versicolor
+44,5.8028397447898525,2.794945035994702,5.110506025068679,2.3938138182819837,Iris-virginica
+45,6.116837038279961,2.8030420342938704,4.678856404022039,1.2214120409183067,Iris-versicolor
+46,5.367386088125301,2.429265833306371,3.470670087456722,1.082912465816943,Iris-versicolor
+47,5.160676992566145,3.7589272214097305,1.592922930096178,0.20176369327335475,Iris-setosa
+48,7.262143044574132,2.936439183170901,6.228304777998109,1.8663477784009177,Iris-virginica
+49,5.8016223833599785,2.809683155885774,5.0987322393560275,2.4096051322069183,Iris-virginica
+50,4.868230721061922,3.0,1.3990123073164786,0.20167801099104274,Iris-setosa
+51,5.682594883990912,2.7840549429526407,4.474393928967627,1.2948355442453827,Iris-versicolor
+52,5.646943106527041,2.7566673623918616,4.4435877699542505,1.3004149046517761,Iris-versicolor
+53,6.298344952046709,3.298496453195705,4.680602869498893,1.5691160404743676,Iris-versicolor
+54,4.997950365012065,3.1811794876805903,1.200000189188735,0.20237547755836957,Iris-setosa
+55,6.7100269798992365,2.4907798732848323,5.826036155467114,1.7902928026559943,Iris-virginica
+56,4.906220477052899,2.394199604566146,3.2645570922868696,1.019070000918303,Iris-versicolor
+57,4.504663228112245,2.296064088327979,1.303450675796641,0.36443226909057513,Iris-setosa
+58,4.494325959645076,2.313975223563471,1.2978202923901285,0.2989581774330246,Iris-setosa
+59,5.13569594835739,3.7744478142993803,1.4964804854790181,0.4260084908256272,Iris-setosa
+60,5.7826554490797015,2.818783308773733,5.105113336761261,2.4123024606190766,Iris-virginica
+61,4.903348028863967,3.0,1.4049311389307848,0.20261309963533503,Iris-setosa
+62,4.929170068560725,2.427736415923312,3.3013189814361215,1.029642002994417,Iris-versicolor
+63,6.508304213928446,3.0,5.430607297047245,1.8081112537694701,Iris-virginica
+64,5.151016148759858,3.696258322337992,1.4963517638294352,0.43919527102734995,Iris-setosa
+65,5.5269881119499225,2.4008830885307035,3.757378419551051,1.1064617373993453,Iris-versicolor
+66,6.701627883084851,3.2989211927992415,5.720083067563431,2.5,Iris-virginica
+67,5.895165054997075,3.1879331582916004,4.7748443808970125,1.7921220290264317,Iris-versicolor
+68,5.920208349668731,3.1996086149508467,4.800606627078441,1.802240153650333,Iris-versicolor
+69,4.901954851158001,3.098273454045116,1.6060299838753087,0.1,Iris-setosa
+70,5.120618329099303,3.434029134729452,1.5005401608323312,0.22639705481235659,Iris-setosa
+71,5.008711535646217,3.4051780879369815,1.7604545221422767,0.3794979269859882,Iris-setosa
+72,6.2798578812977635,2.2987142555914106,4.402872110970566,1.3240313469829337,Iris-versicolor
+73,5.879176590958545,3.0,5.0990253601844095,1.7943027493545105,Iris-virginica
+74,6.310128000591609,3.293936904213317,4.701239267463556,1.6078307636786724,Iris-versicolor
+75,5.699605833538496,2.991439055814542,4.414927364036165,1.3262585400837752,Iris-versicolor
+76,6.6635089658460975,3.29880952879502,5.719772816352804,2.4999995723428574,Iris-virginica
+77,6.9728000086905615,3.2144847177484452,5.684357249292586,2.3060936511307584,Iris-virginica
+78,6.549014964461014,3.0,5.477799571926428,1.8054960516166179,Iris-virginica
+79,6.904576371768798,3.109640641719785,5.099668237607624,2.309336433622172,Iris-virginica
+80,7.0698887732600175,3.0,5.868251781549632,2.0777514674822033,Iris-virginica
+81,5.789817260483502,2.804029348373823,5.09727228195057,2.419643845701632,Iris-virginica
+82,6.888288553898507,3.1103239898755155,5.09939574337907,2.2853616596934954,Iris-virginica
+83,7.705476296409877,2.593258682318096,6.9,2.312585613062936,Iris-virginica
+84,7.899998225290443,3.7924471768994668,6.331502165598232,2.0047779319270025,Iris-virginica
+85,5.8253360758192265,2.7915166461356655,5.091120960912829,2.397101615655732,Iris-virginica
+86,5.457835086203386,3.0,4.419529483183422,1.4363393441090087,Iris-versicolor
+87,6.286639076531731,2.305141072932092,4.382082772257912,1.2911241315579405,Iris-versicolor
+88,5.638218917735736,2.9806894086526547,3.692046615596457,1.3215659222520537,Iris-versicolor
+89,6.390120044927119,2.697640095998809,5.289049876542494,1.8769376874598407,Iris-virginica
+90,6.396978751567959,2.8954220920191824,4.31620590234625,1.3017425055311107,Iris-versicolor
+91,4.819937421392737,3.0,1.4000865566685377,0.3086853092474892,Iris-setosa
+92,5.193869247595316,2.6952598472720224,3.917160086463599,1.3943264024775126,Iris-versicolor
+93,4.897660520066091,3.11411668833561,1.498204372818021,0.1,Iris-setosa
+94,5.496719679088833,2.517890040356834,3.8778458796571775,1.1180630217664456,Iris-versicolor
+95,4.902161333708128,3.107047443386542,1.629256568311341,0.10000009902563994,Iris-setosa
+96,5.009257106220179,3.4401716203321286,1.545045700375317,0.4059724234041243,Iris-setosa
+97,6.762951857783199,3.1715763698878003,5.9570142941242334,2.2963436909621597,Iris-virginica
+98,5.453379490746208,2.375316533123991,3.786571206621148,1.1035612765511493,Iris-versicolor
+99,6.085641598983762,3.0,4.583981441686246,1.4042527817610198,Iris-versicolor
+100,4.793980998461232,3.0,1.3894784799349074,0.32824063855753216,Iris-setosa
+101,6.697198658960102,2.5025761300109823,5.856763312291325,1.7992919839095043,Iris-virginica
+102,6.676956643278314,3.291831804531615,5.688954124333046,2.5,Iris-virginica
+103,6.311074408252578,3.4050187607950204,5.57394650289801,2.400233115837782,Iris-virginica
+104,6.681874333858907,3.0,5.630553528303741,2.1346480808694155,Iris-virginica
+105,6.326485259056394,2.7117938823500234,4.9120331476076196,1.7974929501683248,Iris-virginica
+106,7.104784004460228,3.0,5.98405245893702,2.0909446264969964,Iris-virginica
+107,5.473355583622983,4.2,1.3951645394782402,0.19959137887381176,Iris-setosa
+108,6.514464358672816,3.0,5.50037380056687,1.8054258224472777,Iris-virginica
+109,5.602133006692537,2.495583863395915,3.9180293509400133,1.1087598049782088,Iris-versicolor
+110,6.01425357534198,2.8991114390568176,4.504504295317361,1.4861185196707212,Iris-versicolor
+111,6.3135463554538855,2.482460980097531,4.934384151618685,1.4963490667455817,Iris-versicolor
+112,5.481863289190092,4.2,1.403908358000465,0.20418651499944554,Iris-setosa
+113,5.853814593893901,2.7373780439705544,5.090391689638453,1.8597807774097044,Iris-virginica
+114,5.915204668753725,3.0,4.3078068706445505,1.4827192598420655,Iris-versicolor
+115,5.413056216459058,3.405316186580994,1.6744381617710613,0.20120256607911097,Iris-setosa
+116,4.815202510801271,3.0,1.4008866706730196,0.29889961226233425,Iris-setosa
+117,5.641630229190691,3.76811815102956,1.6960237953134039,0.3546508572890328,Iris-setosa
+118,4.4000004826107535,2.9149886804991145,1.3876734000440134,0.20335729707530023,Iris-setosa
+119,4.886295130285556,3.0,1.3970640083741046,0.20185359225892716,Iris-setosa
diff --git a/iris/tab_ddpm/8_2/21/test.csv b/iris/tab_ddpm/8_2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/21/train.csv b/iris/tab_ddpm/8_2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/21/val.csv b/iris/tab_ddpm/8_2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/22/synth.csv b/iris/tab_ddpm/8_2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c130d4b7b3aaf76a080f71cfbde4f870e612ab9e
--- /dev/null
+++ b/iris/tab_ddpm/8_2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3015947478292285,2.7023903334348196,4.8931236944064915,1.7989882941291278,Iris-virginica
+1,5.885129829746111,2.873105619430153,4.532155175342207,1.3808139219137152,Iris-versicolor
+2,5.145803092194791,3.3140267092499296,1.71118601344729,0.5636057623130807,Iris-setosa
+3,5.854837262438471,3.1971456322145007,4.839226506355142,1.793409747752741,Iris-versicolor
+4,6.275194697068014,2.3067939587723822,4.366632070796598,1.2897908062343908,Iris-versicolor
+5,6.5604892482869746,2.577127592675503,5.557353466297148,1.8197830254993113,Iris-virginica
+6,5.418293315631897,3.91431428404067,1.6759415179940071,0.41922245224366506,Iris-setosa
+7,5.692760973560226,3.7944902697123326,1.7819020883328538,0.33154065023811913,Iris-setosa
+8,6.1362248816994125,2.814984670601097,4.676466647478479,1.1959924053521072,Iris-versicolor
+9,6.665854942046475,3.2984768996100464,5.707020241292804,2.0923887777937815,Iris-virginica
+10,5.966879460195645,2.8722885328643946,4.516624380725351,1.4615215021809511,Iris-versicolor
+11,5.8699791066095806,3.0,4.25918967312802,1.5106342538701285,Iris-versicolor
+12,5.403492664923961,3.0,4.487248837103512,1.5015696251339001,Iris-versicolor
+13,6.1142684642891485,2.6002896375798836,5.6113559925543415,1.3886750395823757,Iris-virginica
+14,5.111463962503865,3.5009636302813196,1.3975788168687155,0.29688963045330674,Iris-setosa
+15,5.9914012387900515,2.6920445448449297,5.12448397681995,1.5987952406186727,Iris-versicolor
+16,4.881379473974928,3.07651137360624,1.4874318546205654,0.1000000959490615,Iris-setosa
+17,6.715101658319596,3.0,4.976217050345372,1.7104308953976401,Iris-versicolor
+18,6.777073892563287,2.8053024893800824,4.779198891959422,1.3958356279603958,Iris-versicolor
+19,5.599713143020754,2.5287921689094386,3.968572726815861,1.1340869843328851,Iris-versicolor
+20,6.507665718663296,3.0,5.483732575938049,1.796881358464974,Iris-virginica
+21,5.197125880306578,2.6957242971340705,3.931582404101969,1.4079847682073925,Iris-versicolor
+22,6.792461192067103,3.1969898743650345,5.847387423960365,2.3104101427653174,Iris-virginica
+23,6.571980214895018,3.18641279609509,5.0954742813791745,2.055567129352538,Iris-virginica
+24,5.153339516754326,2.5005672351938295,3.0094123428869723,1.103262818204594,Iris-versicolor
+25,6.020457070820376,2.6941539093606925,5.081815557281397,1.5384042029328648,Iris-versicolor
+26,7.1525881482338365,3.0,5.975753548282081,2.0715784393588357,Iris-virginica
+27,4.80894322343561,3.0,1.3898295438636181,0.10000013238022706,Iris-setosa
+28,6.710560801970013,3.301626912962559,5.8456965847718365,2.5,Iris-virginica
+29,4.589393540570469,3.4021108211162607,1.3907490115354515,0.2974043968583252,Iris-setosa
+30,6.685647595417816,3.0,4.982387666811752,1.6941815897506662,Iris-versicolor
+31,5.521402498535778,2.9743972064708353,4.426969991712818,1.4744669979290423,Iris-versicolor
+32,6.147686468365669,2.5857289097902845,5.042683119064001,1.5673164192407583,Iris-versicolor
+33,5.314359386627275,3.3937571699517077,1.5932101612694671,0.2020257213279604,Iris-setosa
+34,6.7146284000814,3.294495121360358,5.717406301092289,2.092003073647149,Iris-virginica
+35,5.577545759996219,3.0,4.1452432503216095,1.2919819878922978,Iris-versicolor
+36,5.601454970915335,2.9222728171692594,3.592243941159093,1.3230272812382255,Iris-versicolor
+37,6.376200378950118,2.7079954615129185,5.238612727120884,1.9153546813493507,Iris-virginica
+38,6.902854594545693,3.091109343730561,5.098369379515982,2.2984709439001954,Iris-virginica
+39,4.601237312257319,3.403460422392655,1.3951751327849167,0.29683841644601633,Iris-setosa
+40,5.592041727093105,2.527826095945638,4.055649712681162,1.1199129726239063,Iris-versicolor
+41,5.695656891085353,2.8229720596273435,4.467955531886151,1.3093925858427784,Iris-versicolor
+42,6.307386310900627,3.2772816547508303,4.70144654470288,1.6209365003060328,Iris-versicolor
+43,6.006165720038728,2.926446121329958,4.478011880382142,1.477330534823871,Iris-versicolor
+44,6.014036548597935,2.7095308503432434,5.096601359572039,1.592462734366461,Iris-versicolor
+45,5.445672771171789,3.0,4.480667909037215,1.5038957780820625,Iris-versicolor
+46,5.295194711256063,3.6620713239912623,1.5268814353709423,0.199684980840091,Iris-setosa
+47,5.519197472912177,2.4199094932902354,3.906705794420881,1.087827292874621,Iris-versicolor
+48,6.3100380181200055,2.5011589230130222,4.923893936296635,1.5048740860943668,Iris-versicolor
+49,6.306709321453241,2.9039463121960725,5.56553443774014,1.7960603319836097,Iris-virginica
+50,5.897686291533141,3.201681566287181,4.818550395085222,1.7967989341083828,Iris-versicolor
+51,6.2834404204500105,3.3884931535798852,5.621691822339839,2.3947660347034496,Iris-virginica
+52,5.680931134787153,2.4824166328400303,5.0105571584273045,1.978071612552925,Iris-virginica
+53,4.994071341865575,3.39761228262983,1.8162173774026282,0.3664172742870278,Iris-setosa
+54,4.997951754709078,3.288476592654984,1.384626510924487,0.1954241049441729,Iris-setosa
+55,5.730203268894892,2.519530228913453,5.0108445425172805,2.000503143619946,Iris-virginica
+56,5.907652037902283,3.0,5.098921409510088,1.7990296089836726,Iris-virginica
+57,4.87321355629458,3.0,1.3969404986380773,0.19988095505777342,Iris-setosa
+58,6.002064694022659,2.8660743181968438,4.514299391044532,1.4581724187821385,Iris-versicolor
+59,6.672167143406573,3.3075866601088952,5.688995362089205,2.4999996484650233,Iris-virginica
+60,6.309933251782786,2.7134746601814093,4.884367261827331,1.7963525293502276,Iris-virginica
+61,5.62395030513295,3.0,4.014087292721246,1.3157379257503976,Iris-versicolor
+62,5.168388932872275,3.7649326271007397,1.4961865542357131,0.2008894660167306,Iris-setosa
+63,7.696355907108519,2.5926923142939517,6.899998864900993,2.304266168182013,Iris-virginica
+64,6.715307934129354,3.297220723194223,5.707568701907888,2.0864527724181894,Iris-virginica
+65,5.69150778120729,2.477231794195111,4.985636864155337,2.0125462954479194,Iris-virginica
+66,6.679103060722385,2.4918808736005142,5.797786055252882,1.7946584266924746,Iris-virginica
+67,5.671049807236799,2.7771024685991543,4.464473552688854,1.3113503112965468,Iris-versicolor
+68,5.004125426183954,3.3098785132244806,1.4066174094971144,0.20658461319675336,Iris-setosa
+69,5.5354247774629215,3.8503500194490035,1.6277550874142401,0.3201661137280289,Iris-setosa
+70,5.9594441504044,2.706015556781971,5.106758211258688,1.601484665396578,Iris-versicolor
+71,4.504188031359974,2.3163380149611226,1.2975786124039688,0.31046575007926835,Iris-setosa
+72,5.7971571684052,2.8016850828643682,5.117019144709325,2.4020655189790494,Iris-virginica
+73,4.4983410134942075,2.314165755113371,1.2933116246098768,0.2951392490266901,Iris-setosa
+74,5.549051513053755,2.4624135906778806,3.8562860303968236,1.0954389441307335,Iris-versicolor
+75,4.837668826197903,3.0,1.421282314355182,0.10000010801854382,Iris-setosa
+76,6.780624123407945,2.800968839468599,4.8153857823493205,1.3924674493929152,Iris-versicolor
+77,6.871653437114159,3.2013983123245797,5.77319710266653,2.302536207767635,Iris-virginica
+78,5.304608526129887,3.3981464050699723,1.6760336733965928,0.19910057726593972,Iris-setosa
+79,4.4,2.8950023285622106,1.377490718529293,0.19647546617447093,Iris-setosa
+80,5.113269707095587,3.5117708615229555,1.4025542621260891,0.3323651787008691,Iris-setosa
+81,5.321268168694807,2.747825860324727,4.231806015189042,1.3983674082454882,Iris-versicolor
+82,6.81854464323163,3.1898192334262956,5.860889680052921,2.3113371274926746,Iris-virginica
+83,4.596062319432419,3.2026733597774877,1.4035807285141264,0.19824977278062883,Iris-setosa
+84,6.808966225989278,2.793041047467465,4.8081979353931565,1.3932688035540641,Iris-versicolor
+85,7.8999985941765445,3.7405997943438374,6.397167627052942,1.996366388977969,Iris-virginica
+86,5.728610345176038,2.8094613534160326,4.434607952339463,1.320460570243457,Iris-versicolor
+87,6.934309106130526,3.2013544954064153,5.672409194923752,2.2909923891002992,Iris-virginica
+88,6.037493501850145,2.2,5.000243264934052,1.4841984587416204,Iris-virginica
+89,5.384845765177636,2.714392662461147,3.9723061951930414,1.3633986440914003,Iris-versicolor
+90,4.8221536118369945,3.0,1.3895096012310852,0.10000009567739135,Iris-setosa
+91,6.312701202641124,3.310986716994022,4.6988055866637435,1.5964550897261978,Iris-versicolor
+92,5.8732287756088315,3.0,4.143881232581475,1.4898618549220013,Iris-versicolor
+93,4.813405942733864,3.0,1.3964110297734502,0.3669308776158722,Iris-setosa
+94,6.4389069427632535,3.1797305561118545,5.099442073555844,1.967683389333028,Iris-virginica
+95,6.294053224020223,2.6847232511815333,4.915500656699536,1.790659739372923,Iris-virginica
+96,4.604248901968082,3.1817633943415005,1.4028476936985756,0.20205890058501727,Iris-setosa
+97,4.610905526794261,3.3965879017378793,1.4007381618604364,0.3270506687965355,Iris-setosa
+98,6.783997054558651,3.0,5.512735213680201,2.0975588112135597,Iris-virginica
+99,6.045441642513819,2.9833323347286123,4.591069775688144,1.3888232193356687,Iris-versicolor
+100,6.856500407468685,3.0,5.499654767015138,2.1098411932379495,Iris-virginica
+101,4.804953016375359,3.0,1.400743404034468,0.1,Iris-setosa
+102,5.0032137865312585,3.168713228643477,1.2000001827398765,0.20760495896395567,Iris-setosa
+103,5.879634323059151,3.0,4.254462454056766,1.498967791717671,Iris-versicolor
+104,5.117772836111849,3.8068876717115687,1.553283277262788,0.1945162146634548,Iris-setosa
+105,6.001412634545495,2.972150232948486,4.565651898625239,1.4009909427437854,Iris-versicolor
+106,6.306514212207188,2.486789367904561,4.900732904682178,1.4968306692432154,Iris-versicolor
+107,6.6771641711514995,2.467103190291383,5.795327441053302,1.8046328049961535,Iris-virginica
+108,5.595533819616833,3.0,4.126459160201405,1.30398981454594,Iris-versicolor
+109,4.8971383096759125,2.39146311371045,3.291987967975087,1.0344300361384395,Iris-versicolor
+110,6.518315861356544,3.0,5.794900213654968,2.2050686999777223,Iris-virginica
+111,5.485316961734994,4.2,1.3935037775209413,0.20160712666382857,Iris-setosa
+112,5.997338713259536,2.2000003056848305,5.014478668543533,1.503623353134813,Iris-virginica
+113,6.87865164182031,3.1910890317056975,5.814870478302355,2.2902127361804867,Iris-virginica
+114,7.899998381948122,3.8052547580007836,6.350643593193457,2.031584076651154,Iris-virginica
+115,6.703076820155708,3.2945221927551036,5.6842944484609585,2.4999995927309477,Iris-virginica
+116,6.650436344798788,3.3265285657439927,5.697145709817265,2.107768032788656,Iris-virginica
+117,5.518564150323699,2.637381680549137,4.413325939783391,1.2154696967242729,Iris-versicolor
+118,5.77532045614472,2.7482766016012947,5.113602946241971,2.151906302155793,Iris-virginica
+119,4.896373717991277,3.094459741040693,1.4945324229344994,0.10000009471355496,Iris-setosa
diff --git a/iris/tab_ddpm/8_2/22/test.csv b/iris/tab_ddpm/8_2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/22/train.csv b/iris/tab_ddpm/8_2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/22/val.csv b/iris/tab_ddpm/8_2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/23/synth.csv b/iris/tab_ddpm/8_2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e9fc810938ef712b73f2d58a083c8ea7086d6d4a
--- /dev/null
+++ b/iris/tab_ddpm/8_2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.019136110925983,2.700726306071366,5.096335910745534,1.6077703042378946,Iris-versicolor
+1,6.009827675262917,3.0,4.365281931730013,1.485853834335314,Iris-versicolor
+2,6.728415690561691,3.307514322975772,5.702787748394638,2.5,Iris-virginica
+3,5.475912307830948,2.5458534875890906,4.174819318831931,1.1909850715906525,Iris-versicolor
+4,7.324505244086595,2.894113095632307,6.330249887951169,1.7971185280352764,Iris-virginica
+5,5.912808858318541,3.209005530003665,4.7925039467776,1.8043388165370935,Iris-versicolor
+6,5.42600801336644,3.8929227012052894,1.7164423640221809,0.3602796747620585,Iris-setosa
+7,6.501300877205607,3.1916046243894645,5.096287908384582,1.9839939286685915,Iris-virginica
+8,5.699139481064832,2.4914567745417844,5.025151496006855,1.9985241038852581,Iris-virginica
+9,5.458180289251019,2.4045816909960505,3.7697781270667017,1.0713652958634199,Iris-versicolor
+10,5.282786074545348,3.3579125028308248,1.4995022975396846,0.46575780740489037,Iris-setosa
+11,5.3932414002957865,3.0,4.562053202527683,1.4812288269340785,Iris-versicolor
+12,6.19503713441933,2.2,4.486302171343509,1.4942062692955116,Iris-versicolor
+13,5.177372309004417,3.4092109637687904,1.6934311218395073,0.19919170866592034,Iris-setosa
+14,6.7743914736954665,2.788495167390769,4.794089513642045,1.4038566939921218,Iris-versicolor
+15,6.053951789810138,2.200000317056305,5.00682439904468,1.5201033240777453,Iris-virginica
+16,6.68986597883907,3.297446053179189,5.694033182546242,2.0951520463013744,Iris-virginica
+17,4.970017474333126,3.293136770561844,1.3954935568108748,0.19855270148796578,Iris-setosa
+18,6.697662785442742,3.0,4.9854950636640964,1.7103924489276203,Iris-versicolor
+19,6.409216375688666,2.69713092908784,5.2429846261218165,1.8956062646474068,Iris-virginica
+20,6.797950736484486,2.8043483404844185,4.798061187649009,1.4007551773516866,Iris-versicolor
+21,5.693632808904825,2.7645222481286282,4.395706706481459,1.3255593900233242,Iris-versicolor
+22,4.856050859482977,3.0,1.3976373807115081,0.23910920123670762,Iris-setosa
+23,5.237311789526129,3.5372591250150123,1.4927772953252132,0.1956499250937927,Iris-setosa
+24,5.158399891621634,2.537470669264458,3.202936439576546,1.1661529426934947,Iris-versicolor
+25,6.6735421074149714,3.29543640829074,5.685725149001627,2.090356431520913,Iris-virginica
+26,6.6992597809725805,3.0,4.971794763131162,1.6871285716360302,Iris-versicolor
+27,6.797555248167589,2.8131678425651128,4.772798116802226,1.3840160934500068,Iris-versicolor
+28,6.008461751737813,2.847355122089346,4.5733633579688,1.3279785039049945,Iris-versicolor
+29,6.503224415463679,3.0,5.775554849217412,2.176911841500799,Iris-virginica
+30,4.4,2.8848661689427435,1.393698475307854,0.20500657399098876,Iris-setosa
+31,5.094201281844468,3.4864685296973184,1.3901575118131801,0.30244776144840224,Iris-setosa
+32,4.599613595572348,3.2767431530312416,1.4082261224379762,0.2346118497149186,Iris-setosa
+33,6.413445928349775,2.899994010491662,4.262147388200034,1.290865110842825,Iris-versicolor
+34,6.7031346845467406,3.296230405799386,5.736400835856454,2.499999554517966,Iris-virginica
+35,6.895790544722148,3.110524887620088,5.10266991308879,2.304712415687543,Iris-virginica
+36,5.015767267933498,3.500591053229214,1.5050525490924578,0.4166283384867584,Iris-setosa
+37,4.988420486193002,3.2066453254620924,1.2000001993680347,0.19972372516396086,Iris-setosa
+38,6.916704014204781,3.1897752261068595,5.6765819843124685,2.3005468202973947,Iris-virginica
+39,4.888756473339395,3.0843126471663083,1.4963928064439487,0.10000009166518474,Iris-setosa
+40,5.5028039151424295,4.2,1.3850668603963459,0.19489678832179644,Iris-setosa
+41,5.657213635448107,2.73908800151597,4.385702661040121,1.3061420068234106,Iris-versicolor
+42,5.294953455908078,3.875887770504506,1.6104340725557615,0.40772072095815565,Iris-setosa
+43,5.110442515203203,3.5203449821394575,1.5300230737628262,0.19912169391810028,Iris-setosa
+44,4.603072705422354,3.4006641523497425,1.402106429949263,0.3012013611685044,Iris-setosa
+45,6.001426978033919,3.0,4.903481594001842,1.7963316601983939,Iris-virginica
+46,5.880375788261904,3.19790655217653,4.7955175285733205,1.800075649100966,Iris-versicolor
+47,5.572738422968876,2.7870812386337,3.6908780005684556,1.2722079656860328,Iris-versicolor
+48,4.501275317591863,2.308783775306988,1.3044731345363672,0.3160468607766608,Iris-setosa
+49,6.70543205510172,3.0,5.000437226076517,1.6749535371332542,Iris-versicolor
+50,5.722238221835519,2.7564924376012954,4.372098166649783,1.3177405893936265,Iris-versicolor
+51,6.3133708165698135,3.3934098638688392,5.597067299198821,2.4028074553443965,Iris-virginica
+52,6.394068238483476,2.7105677770124186,5.27976691388019,1.8933022752069597,Iris-virginica
+53,4.498949355150371,2.2984136699842534,1.2943705446372196,0.2987636302731235,Iris-setosa
+54,6.7055668091274425,2.4635663148387055,5.869968767510565,1.8008946518977942,Iris-virginica
+55,5.934109027969604,3.0,4.818468284009915,1.796901263364678,Iris-virginica
+56,5.732644735840692,2.5933319348420794,5.064639860018364,1.9414982877675306,Iris-virginica
+57,4.596978705210804,3.2116623433144595,1.3979928760075984,0.20616033637019204,Iris-setosa
+58,4.502880965898954,2.30813893060437,1.296088514271779,0.2963017193576374,Iris-setosa
+59,5.973410910542923,2.699726237337605,5.091648263404675,1.6182135249286915,Iris-versicolor
+60,6.028198085759309,3.0,4.794296991676958,1.8027817668362474,Iris-virginica
+61,6.012019234750732,2.7026951101780337,5.103052297627042,1.609292838809702,Iris-versicolor
+62,6.40274045326553,2.759133992399601,5.246190477104073,1.8207495207488247,Iris-virginica
+63,6.690277164992954,2.503531683355106,5.754196733551948,1.7997214583667691,Iris-virginica
+64,6.2945484066702075,2.514660531235061,4.922990826163798,1.5417131420163772,Iris-versicolor
+65,6.009535120401773,3.0,4.772879932106578,1.8005326807012323,Iris-virginica
+66,5.102751145621902,2.489067191846842,2.90736144676256,1.0835080154359793,Iris-versicolor
+67,5.1034392758325735,3.8014523872016492,1.5376097793405783,0.2020183067561217,Iris-setosa
+68,7.700426594832708,2.6083901155758533,6.89999888809783,2.292976447719185,Iris-virginica
+69,4.607180390722336,3.4037902479660893,1.399096040102148,0.33679375510658743,Iris-setosa
+70,7.186532639179392,3.0,6.0007757599482865,2.0863223207294674,Iris-virginica
+71,5.702079226614995,2.5150126865879328,5.007624655920481,2.0037759919937304,Iris-virginica
+72,6.015272691816435,2.889760432112138,4.535592046891804,1.5102239798734922,Iris-versicolor
+73,6.110822156435745,3.0,4.569305142674312,1.4119292373286094,Iris-versicolor
+74,4.88152455236662,2.3871094395894703,3.336253049381925,1.070754519242615,Iris-versicolor
+75,5.907873953252694,2.817407252221918,4.593706994251907,1.3125222197785424,Iris-versicolor
+76,6.794127437199978,3.185726917753787,5.909931013185184,2.305272667488597,Iris-virginica
+77,4.794891570648937,3.0,1.3949428729016147,0.3093282187191242,Iris-setosa
+78,6.410911436105614,2.9038902992894715,4.295479635811949,1.3055842771772428,Iris-versicolor
+79,5.6097473362167,2.725027077644328,4.343813276724819,1.2819361027737626,Iris-versicolor
+80,6.095487797607936,3.0,4.611994255479606,1.4051976055615274,Iris-versicolor
+81,6.096657643560578,2.6002648606636085,5.594186136764604,1.4097806853106345,Iris-virginica
+82,6.489343535831894,3.0,5.8140605017678295,2.2071432017310038,Iris-virginica
+83,5.527561445900685,2.6259595993996223,4.3937769478913475,1.2345156324666626,Iris-versicolor
+84,5.560591288060121,3.0,4.196385070192368,1.3034228788789466,Iris-versicolor
+85,6.3975571845394725,3.3682739530951133,5.580805122893795,2.3600033436089505,Iris-virginica
+86,4.789788951553733,3.0,1.3990283135226758,0.29256860833780857,Iris-setosa
+87,5.051507389558295,3.357441016107893,1.4522376976656977,0.1990158439072184,Iris-setosa
+88,5.8921798138757735,3.193444959257747,4.815210373268309,1.8017164748944723,Iris-versicolor
+89,6.873712822645126,3.19181635032085,5.811426880973538,2.2891535413571313,Iris-virginica
+90,6.715304380044626,2.4969545735785967,5.834846615836667,1.8005991084282327,Iris-virginica
+91,6.55840955820659,3.0,5.72727537105365,2.1286501210133806,Iris-virginica
+92,5.998709940893644,2.9001540980543337,4.486974910828782,1.4962785192846053,Iris-versicolor
+93,6.0038580154821295,2.2,5.020813615553616,1.4932137373610437,Iris-virginica
+94,5.250565367480888,3.8517934529179954,1.5440680304929038,0.4776581224946951,Iris-setosa
+95,4.603843483426254,3.192369031582245,1.3958587299395535,0.19898680246861944,Iris-setosa
+96,5.80041673182814,3.0,4.202389978004364,1.4047119545727464,Iris-versicolor
+97,5.636754278119774,2.7211761186163805,4.398078781320388,1.293838198418533,Iris-versicolor
+98,5.96890184592402,3.0,4.8098279486349185,1.8036909834159678,Iris-virginica
+99,6.406524531779621,2.6999018798920953,5.194009325465368,1.8654330939123631,Iris-virginica
+100,6.564468722468601,3.0,5.490248897874205,1.8091511847362416,Iris-virginica
+101,6.81833377168002,2.953873498638727,5.679500640718984,2.023522661051748,Iris-virginica
+102,7.688595921409314,2.602113578903836,6.8999984861618415,2.2982672145692797,Iris-virginica
+103,5.978019292071723,2.9137247675515607,4.53843514393774,1.4538280827387917,Iris-versicolor
+104,5.51456097675628,3.8901358645974833,1.7430014665042868,0.29847204667761834,Iris-setosa
+105,6.708877417253696,3.289133613806871,5.702161531337843,2.077937975339757,Iris-virginica
+106,6.738345726652077,3.331756100156547,5.75351177919115,2.5,Iris-virginica
+107,5.228740437437792,3.7587823386350454,1.5310832736078797,0.20154576899391263,Iris-setosa
+108,7.355795232626201,2.8961294998763614,6.337503780346637,1.8020482232246267,Iris-virginica
+109,6.310053428075966,2.6916369097158106,4.90094403271521,1.7995885936027438,Iris-virginica
+110,5.0041601837184935,3.3140930517688973,1.4020708666500736,0.20550321662429574,Iris-setosa
+111,5.971341724572535,3.220136706525807,4.803904259878554,1.7873210664052361,Iris-versicolor
+112,5.055426844530111,3.3549463628357405,1.4066404365689504,0.2181127868054659,Iris-setosa
+113,6.014631882332406,2.7033558798804203,5.1053119446113975,1.6025539294908646,Iris-versicolor
+114,6.843935545763424,3.096503410921342,5.127139808800582,2.286943915427364,Iris-virginica
+115,5.448226184942124,4.2,1.4029098003470626,0.19821669720218715,Iris-setosa
+116,5.751977457093308,2.7984614297098744,5.07234041576088,2.3904833637723044,Iris-virginica
+117,5.676202812002693,3.7338127338052045,1.619946730377769,0.2860927594557622,Iris-setosa
+118,5.230246706345568,2.701616568183412,3.901554531546499,1.4007005574588538,Iris-versicolor
+119,5.417249325574158,3.0,4.482431084749007,1.4872792906911871,Iris-versicolor
diff --git a/iris/tab_ddpm/8_2/23/test.csv b/iris/tab_ddpm/8_2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/23/train.csv b/iris/tab_ddpm/8_2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/23/val.csv b/iris/tab_ddpm/8_2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/24/synth.csv b/iris/tab_ddpm/8_2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..51651c4353678a9ca04c21e5fe1f26269dd1ee43
--- /dev/null
+++ b/iris/tab_ddpm/8_2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.604759555501885,3.4040673866440287,1.4043494577613733,0.29456289930683643,Iris-setosa
+1,5.39800050621128,3.0,4.502040345257985,1.4882149719643318,Iris-versicolor
+2,6.791299518944723,3.1506287229362235,5.730311932989596,2.2829730386285116,Iris-virginica
+3,5.746139261115678,2.523431452740896,5.004344485367726,1.9736419154593183,Iris-virginica
+4,5.394461939112804,3.0,4.489470167603172,1.5041138948852595,Iris-versicolor
+5,4.994155167158846,3.2892042625118028,1.4000972002101222,0.19943860082542889,Iris-setosa
+6,5.708746910699441,2.5020196711415337,5.002977566084078,1.9925821314509575,Iris-virginica
+7,7.899998824227215,3.8169408631044344,6.41809255217515,2.0147248594259404,Iris-virginica
+8,6.791218442526747,2.806109426787637,4.763154884533113,1.400543021768548,Iris-versicolor
+9,5.881147928362052,2.8812103568357244,4.529970113709222,1.3768426531437281,Iris-versicolor
+10,5.538758775573256,2.4569954621017205,3.847498839544144,1.091194233677442,Iris-versicolor
+11,5.595014835252584,2.885001750103743,3.559678523137845,1.2908802748463237,Iris-versicolor
+12,6.003701021806249,2.688704134952101,5.10182109040391,1.6098299047265274,Iris-versicolor
+13,5.65092756611529,3.0,3.9871044245361045,1.3298214824769303,Iris-versicolor
+14,7.691996186631805,2.608605428111418,6.9,2.2870660413366664,Iris-virginica
+15,5.7103568990984295,2.8204730626619137,4.471797409382278,1.3178395195451664,Iris-versicolor
+16,6.7499595802985075,3.0,5.560379748580759,2.0544843818525043,Iris-virginica
+17,5.540843224447237,2.643443405259052,4.165380296013048,1.2506223406779713,Iris-versicolor
+18,4.9664538776900065,3.2765180010525174,1.4024832488079726,0.20400816791881424,Iris-setosa
+19,6.003655859688312,3.0,4.843134410685203,1.7977877224348138,Iris-virginica
+20,4.994263242456754,3.206624384502607,1.2,0.19776094971750996,Iris-setosa
+21,5.785061513957095,2.7899756085270138,5.096134995371784,2.400727424428281,Iris-virginica
+22,6.119883832607364,3.0,4.6161474535160005,1.4010828164357418,Iris-versicolor
+23,4.784183085373763,3.0,1.4010021417115812,0.3354668454316326,Iris-setosa
+24,5.0752807658540116,2.43454619883856,3.193719009195214,1.0975037676561434,Iris-versicolor
+25,5.644357421098952,3.751487452205286,1.649914730385728,0.29906550593109016,Iris-setosa
+26,4.879915144489695,3.0,1.384830016029081,0.2038405420127435,Iris-setosa
+27,5.201755242313151,3.661880266525097,1.4972425298969116,0.3398759289421112,Iris-setosa
+28,6.818204269857108,3.203597226627015,5.8130753828665265,2.2739002286802332,Iris-virginica
+29,4.4,2.910375226049107,1.3930411554062982,0.20172263072899907,Iris-setosa
+30,5.155086245351683,2.6248423223046915,3.5508539524533744,1.308561981511661,Iris-versicolor
+31,4.904518718872503,3.089501069938488,1.4911848153650036,0.1,Iris-setosa
+32,6.525368176620988,3.0,5.4730151757229715,1.801292802409401,Iris-virginica
+33,5.088338601704929,3.794378388299545,1.4999872331413697,0.2029726920952893,Iris-setosa
+34,6.697523889492224,3.3100022664050943,5.780598548604279,2.5,Iris-virginica
+35,5.597349557301559,3.0,4.147759093655067,1.3063843494707656,Iris-versicolor
+36,5.574122482783224,2.4788023553573897,3.8698252453629935,1.10225359143946,Iris-versicolor
+37,5.473144203034143,4.1999991777749175,1.391317496789362,0.20305057297627668,Iris-setosa
+38,5.9288634572515075,3.0,4.261497519289461,1.5250272899160926,Iris-versicolor
+39,5.994060872962845,2.6929667518673246,5.103305827649862,1.6086581076783113,Iris-versicolor
+40,7.069769934019125,3.0,5.818714240737852,2.089293754498036,Iris-virginica
+41,5.9520477385891635,2.9799843731810225,5.084061659474345,1.8121682580786171,Iris-virginica
+42,6.010212907183373,3.0,4.772387853689067,1.8036740475629642,Iris-virginica
+43,5.519001897341914,2.437544591182175,3.7982052045034536,1.0897705988991169,Iris-versicolor
+44,6.028059438524379,2.2,4.990023631027977,1.5413262325249253,Iris-virginica
+45,5.929858302488849,3.0,4.242764389510565,1.519821137286958,Iris-versicolor
+46,5.100253272693225,3.311758876204763,1.7324191084560179,0.4490860767201404,Iris-setosa
+47,4.504202556865003,2.2969829504463446,1.301531573449254,0.31906776881470117,Iris-setosa
+48,6.308223167150269,2.9001954442747215,5.586131967687276,1.7988777626216035,Iris-virginica
+49,7.691948021683898,2.598252382471933,6.899998915065145,2.2944743540526633,Iris-virginica
+50,6.28982994529334,2.507800814281589,4.959318761546635,1.4995576507214716,Iris-versicolor
+51,5.100484100769324,3.4725491660780943,1.3997402492449231,0.3101579351511309,Iris-setosa
+52,5.082811408577445,3.5051622790228643,1.4160169102930886,0.30831981243957024,Iris-setosa
+53,6.9311954571995855,3.112040564613953,5.088527389194489,2.307726559949716,Iris-virginica
+54,5.881073116682169,3.171033570325434,4.810508524766418,1.800750867180028,Iris-versicolor
+55,6.79302061985043,3.0,5.504476495058888,2.0864656172712155,Iris-virginica
+56,5.526711041775924,2.435414666708279,3.8901839350157745,1.0861852343073575,Iris-versicolor
+57,5.6901810493198255,2.8573821981280223,4.390042210105494,1.2814674995737478,Iris-versicolor
+58,6.004548805537038,2.2000003883028416,4.97254648855724,1.50362463547324,Iris-virginica
+59,5.999315727685724,2.702261959605827,5.107163303174562,1.606455827771338,Iris-versicolor
+60,5.093613653761888,3.5001676862806184,1.39211466809728,0.30417090357684007,Iris-setosa
+61,6.3018129554593365,3.308026078730609,4.689950762023892,1.6187662398397338,Iris-versicolor
+62,6.2909710827614465,2.6905098015662086,4.905365908920642,1.8031907779985583,Iris-virginica
+63,6.7099752695608545,3.0,5.011711356330959,1.7253080094811843,Iris-versicolor
+64,4.872578793412302,2.416938055702799,3.2679210685401148,1.025187244125201,Iris-versicolor
+65,5.986143972945716,2.9640910276021217,4.440947638273401,1.4786928965382131,Iris-versicolor
+66,4.899585517591177,3.115761877579288,1.496147608352552,0.1000001080772177,Iris-setosa
+67,5.568987645745549,2.5956360701839345,4.140804218317641,1.2498748120050511,Iris-versicolor
+68,6.147944006853442,3.0,4.6090865299034665,1.4078798590810744,Iris-versicolor
+69,4.65332770121487,3.181252088051354,1.396480519826394,0.19868212591436785,Iris-setosa
+70,5.577773523331644,2.4621640017428748,3.9125535560456437,1.083346405654041,Iris-versicolor
+71,4.498138102438063,2.300229564664416,1.3007306082058125,0.32252613422026166,Iris-setosa
+72,5.653139536650958,3.7583148527704915,1.6517985203999197,0.3379805445577688,Iris-setosa
+73,6.6811278497148745,3.300327978860728,5.676303530280405,2.5,Iris-virginica
+74,7.9,3.790081712272657,6.4196351228731094,1.9962099900492276,Iris-virginica
+75,6.269371582943101,2.893146936727075,5.576135214798912,1.801955487427297,Iris-virginica
+76,6.396583850779338,3.127685600456122,5.133868094224927,1.9586446182634647,Iris-virginica
+77,5.9130183715010975,3.2035906196666186,4.794557744281632,1.8001233191006598,Iris-versicolor
+78,5.358085907233034,3.394171170492855,1.5645138572930057,0.469775663304018,Iris-setosa
+79,6.4829131327411265,3.0,5.787503101116011,2.1982900053858305,Iris-virginica
+80,4.905799306270163,3.0,1.4014387053628088,0.19753487786814905,Iris-setosa
+81,6.834429650217697,3.202059643935435,5.878674797512662,2.301853619573198,Iris-virginica
+82,5.037331988347498,3.525961341394112,1.5241520676508888,0.3880230577319061,Iris-setosa
+83,5.585385425907225,2.4766654241885773,3.76686210679957,1.114369971938516,Iris-versicolor
+84,5.726899550990179,2.590053395229996,5.056850617642322,1.951909406095021,Iris-virginica
+85,5.545268947243915,2.6244899545111453,4.3001825531438,1.2602926367339076,Iris-versicolor
+86,5.006689707467055,3.3082729595128066,1.3951336313233462,0.19543533946305974,Iris-setosa
+87,5.193908430035696,2.696614626203277,3.9758373454974754,1.3981211026680977,Iris-versicolor
+88,5.407886261354086,3.0,4.44684571359636,1.4750755320436104,Iris-versicolor
+89,6.30328722546867,2.3019742953500884,4.38634794812667,1.3007764408708944,Iris-versicolor
+90,6.016687309274485,2.695089431530278,5.100501066383957,1.5873000719456116,Iris-versicolor
+91,5.5360743014409115,3.567667221435248,1.5822020778180932,0.32471411897878744,Iris-setosa
+92,6.6177812629194674,3.176907541093191,5.111213643895517,2.050668945315751,Iris-virginica
+93,5.098085482750338,3.2973725727679173,1.6871099583368379,0.4568803984650666,Iris-setosa
+94,5.8906253854945305,3.0,5.111852426883203,1.7930425510274108,Iris-virginica
+95,5.221773899019351,2.708046205058641,3.7112377148136444,1.400030251688081,Iris-versicolor
+96,6.479764967090249,3.183669992921408,5.100683493430909,2.0052025634381767,Iris-virginica
+97,5.12556695435694,3.297299561803828,1.590529694590158,0.46812056837465865,Iris-setosa
+98,5.597084978952318,2.99871999155848,3.8115942661948434,1.2890474451280662,Iris-versicolor
+99,6.676330649517691,3.2898299225384586,5.685494725873262,2.499999619725157,Iris-virginica
+100,4.901006444548172,3.109618257096727,1.5535274907689482,0.10000009986735131,Iris-setosa
+101,6.671982680264572,2.5074842411995317,5.883862981770183,1.798941794007793,Iris-virginica
+102,4.637717563751051,3.1985992566810038,1.400298176813737,0.19968766968329704,Iris-setosa
+103,5.709729238194882,2.469690518955283,5.00152496347877,2.0118336699048887,Iris-virginica
+104,6.7172735067893905,3.306983274733914,5.749218096565266,2.5,Iris-virginica
+105,6.384056636883902,2.9009257517241,4.29233954792276,1.2870582103532622,Iris-versicolor
+106,5.7774594567998445,2.797054598281619,5.087644382194134,2.40226812246991,Iris-virginica
+107,6.290099733924721,2.298037199541104,4.370186735944525,1.2804018009791118,Iris-versicolor
+108,6.705871812341645,2.4952488727995106,5.784383052978755,1.8146800823127884,Iris-virginica
+109,5.010892972727325,3.445535023511877,1.6326339754387518,0.40306184437081316,Iris-setosa
+110,5.166745980597839,2.520208519443672,3.0299020440067337,1.085815425964654,Iris-versicolor
+111,5.594906007238845,2.993032659412839,3.8808851980684937,1.3095016160782025,Iris-versicolor
+112,7.69967589017243,2.5954562312177294,6.899998668906697,2.283946221424739,Iris-virginica
+113,4.895378082286066,2.3850434643574543,3.2931981970341715,1.0126099157056654,Iris-versicolor
+114,4.4,2.9033119588967216,1.4038600966751356,0.20233269366429185,Iris-setosa
+115,5.552494203025687,2.6444950209282934,4.367574492870116,1.2226728426938132,Iris-versicolor
+116,6.301144188807659,3.311908210557181,4.699978543845266,1.5870245183290415,Iris-versicolor
+117,4.4,2.8974983287133225,1.4037372207075018,0.20512491728421534,Iris-setosa
+118,5.244564658497054,2.480833311675645,3.291346261887687,1.1239183545570701,Iris-versicolor
+119,5.577037119887829,2.676743936375508,4.397569709754115,1.2478831929878291,Iris-versicolor
diff --git a/iris/tab_ddpm/8_2/24/test.csv b/iris/tab_ddpm/8_2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/24/train.csv b/iris/tab_ddpm/8_2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/24/val.csv b/iris/tab_ddpm/8_2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/25/synth.csv b/iris/tab_ddpm/8_2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c72dc1b38b7003c2ba34482b4a87501760bba06b
--- /dev/null
+++ b/iris/tab_ddpm/8_2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.411095763652797,3.426780033586621,1.6625254956468576,0.19180332384131266,Iris-setosa
+1,6.318432742585861,2.270941879571976,4.4339024189692005,1.315971443773592,Iris-versicolor
+2,4.985340849453106,3.2022080721597534,1.2,0.19810204790102215,Iris-setosa
+3,7.9,3.7962130491902166,6.380319979411636,2.0011745730796022,Iris-virginica
+4,6.76845032324486,3.0,5.422856068770428,2.0788387960813983,Iris-virginica
+5,5.908550786466844,2.8104463987737236,4.581480092119229,1.292296563900275,Iris-versicolor
+6,7.6759699474944325,2.619615457299126,6.899998469582787,2.298770146092328,Iris-virginica
+7,4.905053906479311,3.0,1.377849555967487,0.1995104109942331,Iris-setosa
+8,5.24903043364421,3.8790713385169378,1.6474331786274132,0.4279437215339963,Iris-setosa
+9,5.794171560283939,2.7947034713281895,5.087037418709603,2.4094857709648902,Iris-virginica
+10,5.425634178875119,3.41101679517961,1.7828862947549777,0.19870943203352645,Iris-setosa
+11,6.190439516738375,2.2000003334645775,4.494011118301752,1.4836902531650464,Iris-versicolor
+12,6.406197723787864,2.904938380836885,4.310201414941259,1.302441697749037,Iris-versicolor
+13,5.695184183306666,2.4814488768894973,5.0027239029952835,2.0149876788042325,Iris-virginica
+14,6.797945458265323,3.190466329531455,5.883838936241229,2.301414353080248,Iris-virginica
+15,6.674908422774698,3.0,4.964955621993597,1.700853179348341,Iris-versicolor
+16,6.85544095171623,3.1990143041923704,5.769634704124646,2.300639718760869,Iris-virginica
+17,6.892053189756863,3.1791425228927066,5.858629532115116,2.3032726977196614,Iris-virginica
+18,6.843424574169943,2.8191121727484227,4.791135406746254,1.3737201821120943,Iris-versicolor
+19,6.901026156446563,3.089815600120506,5.10437096429504,2.2865624615006204,Iris-virginica
+20,6.683409666310291,3.295305449020073,5.7309873469687895,2.1101606327586167,Iris-virginica
+21,6.875548513301979,3.2147946609836415,5.817365952444808,2.2923027289289486,Iris-virginica
+22,5.614557014600316,2.7520158052698886,4.362274523046401,1.2798831902968468,Iris-versicolor
+23,5.96796237904621,3.0,4.964944919949436,1.8025727864640886,Iris-virginica
+24,4.572396584934955,3.3873217647707956,1.397311263496816,0.3234894508186821,Iris-setosa
+25,7.712255706860012,2.6087023176625572,6.9,2.301648733001269,Iris-virginica
+26,5.417502015647487,3.0,4.488837006812233,1.5059759375132087,Iris-versicolor
+27,5.481963768519281,2.3987526211179993,3.7738700920588286,1.0878733245119476,Iris-versicolor
+28,5.092260737431955,3.7133670478747107,1.5604738625064465,0.19831590468838883,Iris-setosa
+29,7.70999394811013,2.602500023701822,6.899998586545441,2.2966240571148684,Iris-virginica
+30,7.284788165824041,2.8882409908685975,6.271734995272273,1.7984271967728445,Iris-virginica
+31,6.328442502415264,2.945395257351782,5.5463052567974565,1.8011285637535606,Iris-virginica
+32,6.394117542093569,2.9117869784964125,4.280627915333275,1.3035165594493219,Iris-versicolor
+33,5.1033997077869335,3.393904090862907,1.4997866251214524,0.20403184425524726,Iris-setosa
+34,6.294695843949895,2.2980216897101755,4.424009133554264,1.320996417478297,Iris-versicolor
+35,6.629931454796851,3.0,5.817346428900061,2.224421938739519,Iris-virginica
+36,6.1003313790323,3.0,4.585344149405392,1.3838585202011053,Iris-versicolor
+37,6.320191698958394,2.50183252387501,4.920305096467259,1.5017770621134199,Iris-versicolor
+38,6.227260629159576,2.200000319806166,4.478284287541974,1.4968798281412945,Iris-versicolor
+39,5.961524978420057,3.0,4.905355840221222,1.7953245595042218,Iris-virginica
+40,7.899998574178285,3.7609074964376257,6.392866707568131,2.0230335326233417,Iris-virginica
+41,6.503736369154415,3.2006476607784538,5.100647756103535,2.003091813814671,Iris-virginica
+42,5.7082263386431835,2.813665507190111,4.4681241673678125,1.275709000320895,Iris-versicolor
+43,7.31605472865078,2.907937209047355,6.307684707410596,1.8079092790560156,Iris-virginica
+44,5.334753544805814,3.731534636217244,1.5490943118253881,0.19755732199679382,Iris-setosa
+45,6.097396501037703,2.6066820699167814,5.5821781783285775,1.4216291206993987,Iris-virginica
+46,4.865110960156062,3.095764003998204,1.627203835816007,0.10000012473661543,Iris-setosa
+47,5.552760037228883,2.563425419877022,4.2982824108407005,1.161127752835399,Iris-versicolor
+48,7.899998901857872,3.826365074226697,6.401253356039348,1.9968695738931337,Iris-virginica
+49,5.65349832245248,3.770882403539583,1.7065160627441316,0.3289681748858649,Iris-setosa
+50,4.995647462834734,3.4093853132180696,1.499516800813558,0.37199675948077426,Iris-setosa
+51,6.344485939565118,2.7079046517984238,5.0576197198472075,1.835230506229688,Iris-virginica
+52,5.159780905132519,3.7273792241419885,1.5100230411597444,0.20938680815320151,Iris-setosa
+53,6.6823192286473345,3.2867803851147563,5.676297016771722,2.104211704051397,Iris-virginica
+54,5.501804152144184,2.581107000905009,4.355180330853131,1.1785411219070347,Iris-versicolor
+55,7.705628728679319,2.5969355349008896,6.899998851647888,2.28995678378046,Iris-virginica
+56,6.8095349720571035,3.0,5.562959535373497,2.092888350055248,Iris-virginica
+57,5.38738453357566,3.9212035625280537,1.553691698900104,0.3401254732365396,Iris-setosa
+58,6.095451093187786,3.0,4.5923634194837835,1.4194571510733254,Iris-versicolor
+59,6.400798009401989,2.898534847821985,4.286858131291892,1.288783569868406,Iris-versicolor
+60,5.0425216334033225,3.502661188627125,1.4999629767374605,0.41801724964072623,Iris-setosa
+61,6.521303250751018,3.205967970290088,5.124031546262863,1.9928459756719543,Iris-virginica
+62,5.667844430865685,3.791527176004605,1.5756712364351926,0.2996581342360548,Iris-setosa
+63,6.698146451405602,3.0,4.9872033568799115,1.7085390037460744,Iris-versicolor
+64,6.479840086218559,3.0,5.471779460788613,1.8034801115532897,Iris-virginica
+65,6.717858390816455,3.307428042713541,5.74192236057887,2.4999995581982475,Iris-virginica
+66,6.0065148423393335,2.2,5.001461149477169,1.5069419211144959,Iris-virginica
+67,4.8294631679740005,3.0,1.401637704689941,0.10000011046438227,Iris-setosa
+68,7.143146357424435,3.0,5.89798079534471,2.094834666229823,Iris-virginica
+69,6.396890238628777,2.6907855309607895,5.283971441353981,1.9001671479601423,Iris-virginica
+70,5.282354609672565,3.6422777599524387,1.4991284701835745,0.1980470059407824,Iris-setosa
+71,6.304142614433059,3.2942892091691642,4.697772944548956,1.6124223063360679,Iris-versicolor
+72,4.9052623151676675,3.0934763978330215,1.5414426502212581,0.10000011328765711,Iris-setosa
+73,5.517952353626757,3.534528177330458,1.5423171696011715,0.34665616692975554,Iris-setosa
+74,4.8244145325818,3.0,1.4224388879983187,0.10000012792560782,Iris-setosa
+75,6.2774015959715905,2.4900610324808956,4.923060217441537,1.5024711716906283,Iris-versicolor
+76,5.114997422991678,3.53879641445437,1.3974138484317298,0.2985053742071318,Iris-setosa
+77,6.52099004622111,3.164911149812577,5.153774300348603,1.930717907946644,Iris-virginica
+78,6.343931132987954,2.838798399753059,5.453278508349826,1.8110776881795316,Iris-virginica
+79,6.104520749077423,3.0,4.606637027161909,1.404053636818493,Iris-versicolor
+80,6.279805754443058,2.5073563377087753,4.904667557164407,1.5089165737070915,Iris-versicolor
+81,6.704939291620424,3.2966339566598584,5.738339613490229,2.5,Iris-virginica
+82,6.324562477488807,2.6898809507074595,4.939188548526684,1.8086124278792948,Iris-virginica
+83,4.916750449445884,2.390519236192063,3.222665992070079,1.0017248946360606,Iris-versicolor
+84,6.0975325797315545,2.59491590494881,5.624424398314827,1.376938889839276,Iris-virginica
+85,6.111992290776719,2.8181187669680074,4.651918005209998,1.2091509041505288,Iris-versicolor
+86,6.049960339058605,3.0,4.5812860715984405,1.4291776499832956,Iris-versicolor
+87,4.8365514881849645,3.0,1.402662476441037,0.2921205187993232,Iris-setosa
+88,6.475611219226128,3.0,5.434546470248654,1.8303455939579565,Iris-virginica
+89,6.913844191869228,3.100676877367688,5.0950416567231205,2.2911662249554174,Iris-virginica
+90,5.910981298792442,3.1694494516605807,4.824185261614809,1.7976041594452332,Iris-versicolor
+91,4.6149447647086985,3.3980956429404094,1.4042920741859481,0.36169024976958675,Iris-setosa
+92,6.7132280717200965,3.304300925999351,5.73367384378225,2.5,Iris-virginica
+93,5.699462232441581,3.7765523944104324,1.7439419865272183,0.2942010145590143,Iris-setosa
+94,7.70317701513763,2.6036421994726244,6.899998797032122,2.2991024869485233,Iris-virginica
+95,5.495161316150548,4.2,1.3820666441270246,0.18906246082571787,Iris-setosa
+96,6.025853853360871,2.683273987782524,5.106712102011956,1.5934362154113941,Iris-versicolor
+97,4.501733173520904,2.31079225797196,1.300395445465863,0.305033711681987,Iris-setosa
+98,5.949683670955534,3.0,4.876266098781081,1.8070864243966662,Iris-virginica
+99,5.237696090199395,3.404773433568067,1.5824664154156816,0.1954463100724178,Iris-setosa
+100,6.867269106146178,3.0,5.250613069533176,2.1784648390933126,Iris-virginica
+101,5.604399313844485,2.9746939006655038,3.7966937562745904,1.3208230271672055,Iris-versicolor
+102,5.590302252700013,2.5613661782841337,4.104511467995418,1.1513418422439818,Iris-versicolor
+103,5.979930985681324,2.727273231320312,5.098292830935757,1.5969950814196303,Iris-versicolor
+104,5.316128894105735,3.855448586434235,1.579004999353692,0.35912249937289425,Iris-setosa
+105,6.676237685632987,2.5021082540488595,5.7408758168580984,1.7986869739868638,Iris-virginica
+106,4.900086199408563,3.105730237747825,1.497864940927267,0.1,Iris-setosa
+107,5.085236329053919,3.28939430839912,1.7195390821752303,0.4526908002697877,Iris-setosa
+108,4.905631380321424,3.0,1.3990795581690412,0.19435948897165464,Iris-setosa
+109,5.275045243014429,3.7560241400359615,1.4980428189196076,0.2064343916744052,Iris-setosa
+110,6.2884052817802685,2.313120039416585,4.417304348465368,1.3168550283136906,Iris-versicolor
+111,5.141616288949794,3.4986496415179835,1.4017621562743585,0.29540081180129774,Iris-setosa
+112,5.447828513387443,3.0,4.499593773659705,1.48003802589091,Iris-versicolor
+113,5.772118905071504,2.6281267783758615,5.081649331719692,1.9417917426378941,Iris-virginica
+114,6.467104049792244,3.0,5.519705858246789,1.8013024050773692,Iris-virginica
+115,6.798103842243597,2.778180804129649,4.806154790497523,1.4265195917103224,Iris-versicolor
+116,5.908114439347786,3.0,5.094960975847122,1.796389109484191,Iris-virginica
+117,5.295048426653493,2.728008927000364,4.028397877375545,1.3899795836188191,Iris-versicolor
+118,5.699500413883532,2.899376556595635,4.420394792080816,1.3118816255761518,Iris-versicolor
+119,5.882740652343517,3.0,5.076086584284824,1.8026454282373245,Iris-virginica
diff --git a/iris/tab_ddpm/8_2/25/test.csv b/iris/tab_ddpm/8_2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/25/train.csv b/iris/tab_ddpm/8_2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/25/val.csv b/iris/tab_ddpm/8_2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/26/synth.csv b/iris/tab_ddpm/8_2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c10ac47eddeb0079bfa97d647937bf9d870df53e
--- /dev/null
+++ b/iris/tab_ddpm/8_2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.538186541479097,2.411531356393547,3.7486528934199854,1.1004302557576604,Iris-versicolor
+1,6.6906646008538,3.303822351636461,5.707970133079627,2.0996841575944516,Iris-virginica
+2,5.396213024354631,3.0,4.5042651190522065,1.5065163739527367,Iris-versicolor
+3,4.972020210056561,2.4357077103252944,3.2338613971158865,1.0748773659100317,Iris-versicolor
+4,6.333885247543537,3.3867853707353675,5.600766275417531,2.3965162644617353,Iris-virginica
+5,6.684639061927661,3.3035197718201736,5.709474983555303,2.499999532962282,Iris-virginica
+6,6.30657557276252,3.3936092521418457,5.586331176332722,2.3941697061198557,Iris-virginica
+7,5.153764016433554,3.7531436106995555,1.6612957989549284,0.20168940533634416,Iris-setosa
+8,6.30378387477668,3.4005986504612316,5.6455234722970085,2.393842914085301,Iris-virginica
+9,5.012884859505885,3.4039862872342326,1.625013167220938,0.37944005789577767,Iris-setosa
+10,4.785150759292318,3.0,1.4000506365306842,0.2956626123323804,Iris-setosa
+11,6.290585138886341,2.2967231366198764,4.391819095223024,1.3149126689107198,Iris-versicolor
+12,4.991640564478193,3.4002380337975135,1.5960909588602157,0.37029514807664565,Iris-setosa
+13,4.976678023288547,2.432604840270952,3.251519839630526,1.0760376794576958,Iris-versicolor
+14,6.379941245190236,2.890443670944693,4.273795369548023,1.315640738047078,Iris-versicolor
+15,5.635045776645234,3.7211541069149243,1.6162858750534626,0.2713254980597343,Iris-setosa
+16,5.088541075546408,3.291660061545831,1.5842082117495089,0.48918660413866943,Iris-setosa
+17,4.996665988025388,3.3883880145519654,1.6340018852608034,0.4549845654801353,Iris-setosa
+18,5.3924827507104265,2.8549152499782404,3.865016567521371,1.4119945944827748,Iris-versicolor
+19,4.615054179780131,3.199839960378849,1.4041146292661173,0.20282550014377798,Iris-setosa
+20,6.005831933419175,3.0,4.707268202866044,1.8021312462102432,Iris-virginica
+21,5.059451535651149,3.608171643903537,1.5381925947435948,0.2643333380809045,Iris-setosa
+22,5.097876948698021,3.463339696310749,1.3857941486181033,0.29509731942590345,Iris-setosa
+23,6.699832710669852,3.297760431809127,5.680215200608433,2.101827405594494,Iris-virginica
+24,6.0812384352626525,3.0,4.623967930506363,1.3665208214669051,Iris-versicolor
+25,7.9,3.8237734918120685,6.41441237474321,2.0088385574150376,Iris-virginica
+26,6.284807867025298,2.297425079245399,4.371783015599435,1.3001908685897803,Iris-versicolor
+27,4.781175556215494,3.0,1.4024503685204368,0.2921988476061028,Iris-setosa
+28,5.714370095991885,3.7783682050446594,1.5780099918734722,0.2977043515878961,Iris-setosa
+29,5.007273360725176,3.2035280185697674,1.2,0.20125079863388098,Iris-setosa
+30,6.201689584685312,2.6056592724975847,5.014457996505039,1.5314676133588503,Iris-versicolor
+31,6.323081708163385,2.8762794853885683,5.577119307899977,1.8079062807393715,Iris-virginica
+32,5.525847700819208,4.2,1.4025744928727828,0.2111843881379091,Iris-setosa
+33,4.903438721255162,3.0,1.3924835863723146,0.1998214225886145,Iris-setosa
+34,6.008653471782017,2.8874374765081896,4.638657287551035,1.3196488810248856,Iris-versicolor
+35,6.084063662563062,2.5937122531931704,5.603174705070666,1.40955731672549,Iris-virginica
+36,4.812767579606306,3.0,1.3955881942288966,0.292781081090845,Iris-setosa
+37,5.829240346593421,2.813233907615987,5.103472257816829,2.410322579916811,Iris-virginica
+38,5.120050942118443,3.5015731144577105,1.3948694063252047,0.29394906385123837,Iris-setosa
+39,6.69473810322669,3.304182406933431,5.652700035487091,2.112797459150018,Iris-virginica
+40,6.7169257087562055,3.288342241735187,5.6904911575923585,2.1319742406326037,Iris-virginica
+41,5.9721533703061205,2.2,4.986520810876327,1.4719603600995348,Iris-virginica
+42,4.902826901849807,3.100852870353605,1.4939209948076,0.1000001074920594,Iris-setosa
+43,6.691700531966112,2.4805242022279863,5.69300593276178,1.7848155063942295,Iris-virginica
+44,6.4827286912147475,3.0,5.4988978284202386,1.7947679859659846,Iris-virginica
+45,5.088016913684177,3.7847940200709127,1.529792554103661,0.20359881707066013,Iris-setosa
+46,5.746462599624957,2.568176782027169,5.046466355916437,1.9249716757597202,Iris-virginica
+47,6.192596625417234,2.2,4.486895876720678,1.490174443797617,Iris-versicolor
+48,6.305173518650083,3.3086166043140075,4.7276745427945635,1.621143881651032,Iris-versicolor
+49,5.86490590027261,3.0,5.109812198549967,1.8032172618660438,Iris-virginica
+50,6.728857250377028,3.304616026332713,5.727549142754808,2.5,Iris-virginica
+51,5.079577109725312,2.4929297950819174,3.076641751913045,1.0998406525783,Iris-versicolor
+52,6.192802217155577,2.200000309174355,4.5021386884442,1.4939119276367598,Iris-versicolor
+53,6.798010749435392,2.7941286242553103,4.7866640547141515,1.3748404705973267,Iris-versicolor
+54,4.901009724116418,2.3934621300904353,3.282247788037039,1.0420165933304386,Iris-versicolor
+55,4.948383487531214,3.401787758073176,1.4897867137933203,0.3516329465141484,Iris-setosa
+56,4.867885423304829,3.1042251181008376,1.4993962086428256,0.10000009714113088,Iris-setosa
+57,6.30828156443327,2.915640595024077,5.562587407764795,1.8008559425105304,Iris-virginica
+58,7.696891144151387,2.571887926329722,6.9,2.3165210290331566,Iris-virginica
+59,5.492257378727853,2.381366846184577,3.728653056701688,1.0806221637545772,Iris-versicolor
+60,4.812828642922607,3.0,1.3985374503713925,0.1,Iris-setosa
+61,6.034368298734376,3.0,4.875338115827933,1.8005602961043436,Iris-virginica
+62,6.242869834214764,2.955084081549603,4.551498763183761,1.3990010691776438,Iris-versicolor
+63,7.262792362531232,2.948841344917894,6.144213389870905,1.8540968551460426,Iris-virginica
+64,4.887621795776965,2.401573936608573,3.2621766615578625,0.9203433079768366,Iris-versicolor
+65,6.804495689204918,3.0,5.553806733574871,2.0939805389663286,Iris-virginica
+66,6.301138980103503,3.393750304968427,5.593335991184545,2.3977246664149896,Iris-virginica
+67,4.496825442396869,2.306620236115009,1.3017872447049714,0.3290134973085577,Iris-setosa
+68,4.811736637232597,2.3906704246023835,3.35185664002019,0.9545372123142823,Iris-versicolor
+69,6.475871408859593,3.0,5.7661352134210695,2.192228480314605,Iris-virginica
+70,7.12793563319557,3.0,5.928438632225528,2.072675884429993,Iris-virginica
+71,5.095447970661875,3.298970066648857,1.7199716758942545,0.5604183483860478,Iris-setosa
+72,6.781683509265098,2.81837675485519,4.819934573391186,1.4401294019715842,Iris-versicolor
+73,6.3061626823952075,3.307966971090921,4.7048356400804385,1.6019978109160617,Iris-versicolor
+74,4.996416755554191,3.2058261190107373,1.2000002414943838,0.19816970957209662,Iris-setosa
+75,4.90187524967138,3.0,1.402322138536494,0.1997496785196256,Iris-setosa
+76,5.097456599848212,3.3075419283499428,1.7482830069171758,0.4605337144955135,Iris-setosa
+77,5.603544358934115,3.0,3.9384383402340495,1.315566909438917,Iris-versicolor
+78,4.7631808159161,3.0,1.4017668321208399,0.29729096335890803,Iris-setosa
+79,4.905733351815137,3.1139832335022213,1.540368146348324,0.10000010735404548,Iris-setosa
+80,6.857647874188603,3.2044416321826588,5.868260701572113,2.3056708237093204,Iris-virginica
+81,5.14265251021035,3.6634067202079987,1.6641631010445532,0.1989574917305583,Iris-setosa
+82,4.8963647347319625,3.092228017008878,1.4966264517808463,0.10000011522498396,Iris-setosa
+83,5.913904020255699,3.0,4.284015495761381,1.501366302011981,Iris-versicolor
+84,5.469918439188062,3.455255953089942,1.662111186191027,0.20245648409931424,Iris-setosa
+85,6.090939542183073,2.5953654420675267,5.603353767198603,1.4276577963783985,Iris-virginica
+86,6.31233065927334,2.710523324125543,4.898404791839837,1.7991278298322118,Iris-virginica
+87,6.303105365036918,2.34648807560478,4.569241777329849,1.3513372387038027,Iris-versicolor
+88,5.432080309771532,3.0,4.54043716442878,1.5130012133731305,Iris-versicolor
+89,5.705925839784839,2.568822664743445,5.0323616177374335,1.9657697982415472,Iris-virginica
+90,6.382597010405065,2.7255455180903345,5.378264132467637,1.9497591140638832,Iris-virginica
+91,4.81031484790833,3.0,1.3885872532123127,0.1,Iris-setosa
+92,7.710798610592157,2.5647264600156348,6.899998907226186,2.3075584169261267,Iris-virginica
+93,5.038508948870949,2.469739557984062,3.0125035010404297,1.0913742451873718,Iris-versicolor
+94,6.825016951321764,3.0,5.698530606330275,2.1493408682750563,Iris-virginica
+95,7.899998391947113,3.735238828052465,6.4089343691321226,1.9924548051164674,Iris-virginica
+96,5.92110940028732,3.0,5.099866773736763,1.8002460283662403,Iris-virginica
+97,5.633055050170872,3.0,4.225355673496341,1.3199142042513248,Iris-versicolor
+98,5.239754428071895,2.59326829226111,3.559514978850138,1.224238375946,Iris-versicolor
+99,6.289934784071011,2.883187456353492,5.606737678872179,1.8032077226809002,Iris-virginica
+100,6.663134651765185,2.5233544603138496,5.729634757300666,1.8017803052576142,Iris-virginica
+101,5.543815232150342,2.4417586205433706,3.8707922229812537,1.1034199972378753,Iris-versicolor
+102,7.658109711579414,2.5922120698623607,6.9,2.3021551073943023,Iris-virginica
+103,5.709199479985841,2.4988817692209704,4.990837231455,2.012520188832014,Iris-virginica
+104,6.307195209042778,2.4922727358835273,4.882411497292601,1.4826851801742595,Iris-versicolor
+105,6.080163053194708,2.607923676412736,5.604583095045202,1.4098660066873925,Iris-virginica
+106,6.046513951898301,2.6862938888103836,5.093036717734097,1.577641192040395,Iris-versicolor
+107,5.6227897740466535,2.7226366954368553,4.3995387076349495,1.2780151852296953,Iris-versicolor
+108,5.950756543946056,3.0,5.020067190882109,1.7962450380907042,Iris-virginica
+109,5.405235012582331,3.401555501034215,1.7682018902579955,0.19959712118533657,Iris-setosa
+110,5.008401708540345,3.3936158666727856,1.6178276008673307,0.41431366579881523,Iris-setosa
+111,6.159944552161929,3.0,4.5908051356440325,1.407442714256948,Iris-versicolor
+112,6.288403246200083,2.307032616422013,4.420321667677091,1.2901837406676513,Iris-versicolor
+113,6.3047295079930175,3.298035698136182,4.690552728536446,1.5971011641225945,Iris-versicolor
+114,6.320318791346509,2.918221991116942,5.609424471731441,1.810349437517799,Iris-virginica
+115,5.521825031126644,2.4176645334366933,3.8584923398981443,1.096529531272972,Iris-versicolor
+116,6.303346292073743,2.9184893490392287,5.6002445737953686,1.801563735127593,Iris-virginica
+117,5.099520449113175,2.4742322544442454,3.1068751816394604,1.0961234390887271,Iris-versicolor
+118,5.785504205305189,2.807155225372684,5.088461656077842,2.3974440282853298,Iris-virginica
+119,5.085098256749416,3.3942439508681703,1.5092410379136547,0.20521976762028327,Iris-setosa
diff --git a/iris/tab_ddpm/8_2/26/test.csv b/iris/tab_ddpm/8_2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/26/train.csv b/iris/tab_ddpm/8_2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/26/val.csv b/iris/tab_ddpm/8_2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/27/synth.csv b/iris/tab_ddpm/8_2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..73821c91ec257a829497740cfeca065bf0d28b34
--- /dev/null
+++ b/iris/tab_ddpm/8_2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899998255061688,3.769406526446339,6.425525005817329,1.9869218692977202,Iris-virginica
+1,4.890063903066555,3.113755204224617,1.5682020548546565,0.1,Iris-setosa
+2,5.1359240133449475,3.4329242940479476,1.5310830846214145,0.1929368071846283,Iris-setosa
+3,5.924839923732903,3.0,5.091902367945505,1.8046373869241574,Iris-virginica
+4,4.90732838522402,3.0965608437048946,1.4967893922703948,0.1,Iris-setosa
+5,7.06598917330963,3.0,5.821708580354436,2.1182747816199328,Iris-virginica
+6,4.798054208832185,3.0,1.3947031080754575,0.2995086203030608,Iris-setosa
+7,6.2824871036159236,2.2999300286419544,4.446856341581558,1.318664294544107,Iris-versicolor
+8,4.9978109174867305,3.403864807069091,1.698586027293621,0.37975265621301263,Iris-setosa
+9,4.9001200132223985,3.094071446182891,1.4993153595639983,0.10000010390767042,Iris-setosa
+10,4.599160311414167,3.201669997590282,1.3972203601314135,0.2019065454873403,Iris-setosa
+11,5.001920004624018,3.2099150144798037,1.2000002269463756,0.1986330473725022,Iris-setosa
+12,5.390940163278574,3.0,4.508623244073013,1.48233857488585,Iris-versicolor
+13,4.603307812756051,3.1938890799705923,1.4015263386317067,0.19966486184369747,Iris-setosa
+14,6.218078564527026,2.800274469521447,4.6237641145176696,1.2114049600755574,Iris-versicolor
+15,6.313321891838966,2.9082228521352262,5.651011269634332,1.813079600766533,Iris-virginica
+16,6.309734021365613,2.6956104677134327,4.878878278396265,1.8060660744499777,Iris-virginica
+17,5.737699068137469,3.0,4.185504414615828,1.4008370003567898,Iris-versicolor
+18,4.877052179863066,2.3921587199423824,3.390833204331477,1.048782232547562,Iris-versicolor
+19,5.088249660990547,3.3007490510137254,1.5680577682539227,0.43326676242454365,Iris-setosa
+20,5.117465785126474,3.810718964350232,1.6483281255533457,0.2048932534332043,Iris-setosa
+21,6.71054914342202,2.496806907847764,5.805895848615854,1.80274335639015,Iris-virginica
+22,5.24148753773732,3.5281973839405016,1.581629811047324,0.20024670972897676,Iris-setosa
+23,5.8879043317327655,3.196007822681374,4.772386313302373,1.7977274521218465,Iris-versicolor
+24,6.5088365002670034,3.347179798837895,5.6245132932599455,2.299383175846633,Iris-virginica
+25,5.7137648661642215,2.5044431986415554,5.005063395467722,1.995227067111701,Iris-virginica
+26,5.997082391272728,2.966679931302577,4.377060672639628,1.4813773839320725,Iris-versicolor
+27,4.860757291036639,2.407319342186177,3.3033043499378905,1.004488897872165,Iris-versicolor
+28,5.6364587252252765,3.0,4.190949357574787,1.2857409797639396,Iris-versicolor
+29,6.714383438264604,3.302277338022993,5.729651397181614,2.5,Iris-virginica
+30,6.288006858682364,3.399700234927327,5.579000467002875,2.3957105327565262,Iris-virginica
+31,6.928080185709904,3.1892041494861356,5.640426268372416,2.306701737216094,Iris-virginica
+32,5.612608174267301,2.885235287555098,3.5416614552457384,1.3051644861021003,Iris-versicolor
+33,5.259297014192851,2.82716730357588,4.2568329131044464,1.4510388587586083,Iris-versicolor
+34,5.106599598197367,3.808307012788678,1.6634797266861416,0.20038881270809517,Iris-setosa
+35,5.698206864443069,3.814825574139248,1.696889185997197,0.29687777246046115,Iris-setosa
+36,5.495500172401169,2.7661594300558896,3.8135424770875197,1.3327540137576748,Iris-versicolor
+37,5.581557124869407,2.4598198221927907,3.927102598137215,1.0792970425568975,Iris-versicolor
+38,6.725347342137808,3.3025717258454708,5.6981766536221485,2.091675265424288,Iris-virginica
+39,6.776453671617021,2.803481930289718,4.75812628492624,1.3988526337355562,Iris-versicolor
+40,5.88649887526654,2.8210070034289685,4.641628900656476,1.266699622621064,Iris-versicolor
+41,6.0901397844335525,3.0,4.605930964237451,1.3979023567618452,Iris-versicolor
+42,5.001221998911783,3.4523155002804633,1.4971726351335226,0.4011139076911183,Iris-setosa
+43,6.283338799946596,2.7165533261447603,4.912642451041161,1.8012750347672908,Iris-virginica
+44,4.571793845140514,3.1707759626841416,1.3825784441685112,0.19904825452005837,Iris-setosa
+45,6.299730545167595,3.3000245407801896,4.677619454427219,1.586613786314304,Iris-versicolor
+46,6.779991697301554,3.1685758831336575,5.7916243080075835,2.301346370292078,Iris-virginica
+47,5.9958520915545055,2.6968648421872263,5.096689463522368,1.5972648657355781,Iris-versicolor
+48,5.033576772978606,3.533930226516624,1.497048299246392,0.42966228232751524,Iris-setosa
+49,7.687426864683653,2.5868556451424274,6.899998881295342,2.3055375163722314,Iris-virginica
+50,4.819137514470831,3.0,1.3993303536559079,0.1,Iris-setosa
+51,6.934594793535478,3.1755037464674247,5.821715579365314,2.2888491142691776,Iris-virginica
+52,5.143480969459658,2.6425779797893774,3.6860126098878743,1.3623930861740012,Iris-versicolor
+53,6.997178412309886,3.0,5.9067024194808,2.0054137804901546,Iris-virginica
+54,4.606313249503082,3.2100147179943934,1.4010803524111306,0.21107331647303612,Iris-setosa
+55,5.691889269143073,2.5134917123494,5.003443691762998,2.0169707074861356,Iris-virginica
+56,4.843159853812988,3.0,1.4343009150100114,0.10000009338731936,Iris-setosa
+57,4.8574372138441255,3.0,1.4128104269872641,0.10000037414107378,Iris-setosa
+58,4.989885131209135,3.215513317039918,1.2,0.1998439996953612,Iris-setosa
+59,6.51769731917039,3.0,5.486936455939707,1.8101027387670932,Iris-virginica
+60,6.816525169984621,3.2020305711534043,5.838513671916671,2.2883415291758897,Iris-virginica
+61,6.695250835046601,2.484131235705351,5.800742843419368,1.798167318972481,Iris-virginica
+62,6.683357262337919,3.3000953296466564,5.673577583017567,2.095042985822419,Iris-virginica
+63,5.452249005293355,4.199999276293494,1.398092057889017,0.19725817701692286,Iris-setosa
+64,5.268150584085353,3.3437975166165104,1.651211720903293,0.23542427056385654,Iris-setosa
+65,5.98116227562032,3.0,4.804698280412054,1.810184826699583,Iris-virginica
+66,6.661979445369487,2.5295003629931587,5.6936226329409365,1.8067053517076483,Iris-virginica
+67,7.705935888216726,2.5935213874431646,6.9,2.2954214327094427,Iris-virginica
+68,4.863021902026651,3.0,1.3928821596230743,0.22746185945607642,Iris-setosa
+69,5.156293516393956,3.6160640082608593,1.4273432931305086,0.2976308497421778,Iris-setosa
+70,6.696668215512511,3.0,5.002689487823703,1.7039875513415192,Iris-versicolor
+71,5.896417582897913,3.1989275431149546,4.77811798663647,1.7942192305617393,Iris-versicolor
+72,5.161772319421157,2.666180812175556,3.8206626843409506,1.3889084087178583,Iris-versicolor
+73,6.681460972808301,3.3065858411072915,5.687459254013098,2.5,Iris-virginica
+74,5.796145939628613,2.6913142914098325,5.104043920694551,1.8990187313019866,Iris-virginica
+75,6.294638097393733,3.3996927706015523,5.611180185907292,2.38465771835063,Iris-virginica
+76,6.471709616338646,3.0,5.781475274747105,2.1692324056814636,Iris-virginica
+77,5.680303211510612,3.8027209343918105,1.8262652758158475,0.3515655395830206,Iris-setosa
+78,6.842507563633676,3.0,5.515213936945509,2.0981401004523854,Iris-virginica
+79,4.400000793240753,2.8984069391418235,1.403892174365611,0.20428352302507718,Iris-setosa
+80,5.452999653037331,3.404332623832837,1.5207791996423385,0.3784540892157783,Iris-setosa
+81,5.758675294369564,2.8681174149159845,4.562908674890044,1.277658595171239,Iris-versicolor
+82,5.506615045483198,2.5614510705050133,4.325367475444834,1.177581799453372,Iris-versicolor
+83,5.50142098938168,4.1999992358909495,1.3975273981837046,0.20088838050114277,Iris-setosa
+84,6.407389703822446,2.9007189391141757,4.280250116201229,1.3031286217411508,Iris-versicolor
+85,6.120370752657101,2.8036393248795854,4.684509107842548,1.193894240260863,Iris-versicolor
+86,6.284278253012186,2.8921702823296926,5.634998486635365,1.79246465913056,Iris-virginica
+87,4.876290164024967,3.0,1.394970626196503,0.2212758314172944,Iris-setosa
+88,4.400000474352128,2.921895736023968,1.402017951532071,0.19412452432165195,Iris-setosa
+89,6.770781722632707,2.81274877353682,4.757185878623179,1.40190085805622,Iris-versicolor
+90,6.896103055531258,3.182093941264156,5.8013218062209715,2.303038037736634,Iris-virginica
+91,6.689478733393069,3.2995443266588165,5.669105509116074,2.499998959034198,Iris-virginica
+92,6.278610298650085,2.4984103518658944,4.918504545107307,1.4935835825551305,Iris-versicolor
+93,6.477022050577845,3.188152051232836,5.089653160561178,1.9891384651518051,Iris-virginica
+94,4.9880071372486565,3.1594823430757404,1.2000003102792722,0.19972607552858795,Iris-setosa
+95,4.507080367262771,2.3017277889950827,1.3034259804853576,0.29933391821527316,Iris-setosa
+96,6.29874980400063,2.301314665027988,4.384392212574074,1.31343895297315,Iris-versicolor
+97,6.393674151243233,2.695344772272131,5.227059534310366,1.8818993348339563,Iris-virginica
+98,6.298679659877458,2.357552323446726,4.620555215036924,1.4038336309241304,Iris-versicolor
+99,5.440067520031913,3.517585589901949,1.6866268628543597,0.20679280373728468,Iris-setosa
+100,7.710217408566209,2.598892669463404,6.9,2.2942214361302367,Iris-virginica
+101,5.607218766463286,2.9818796752603483,3.618334402792491,1.3031961724345797,Iris-versicolor
+102,6.695797861199668,2.8210887718811746,4.670509550419852,1.3759050113068187,Iris-versicolor
+103,5.153712855810213,3.7399413521924547,1.5014910659924903,0.20731805441486714,Iris-setosa
+104,6.853231975448249,3.0,5.548920218262484,2.083806847449151,Iris-virginica
+105,5.7721028466337945,2.6567622908693513,5.072353401857211,2.1567812910414506,Iris-virginica
+106,5.375972743870905,3.9107733061658245,1.7499576771923833,0.41024797506410415,Iris-setosa
+107,5.993218796510447,2.976784443944747,4.347871198677841,1.4752003910168903,Iris-versicolor
+108,6.300265226082598,2.512758871608738,4.901910032809738,1.4987604792497016,Iris-versicolor
+109,5.990652400182727,2.695291284595505,5.101291732067131,1.596347602958864,Iris-versicolor
+110,6.544652891814977,3.0,5.801524162355029,2.2044952799706907,Iris-virginica
+111,6.701127027468348,3.0,4.99360080325425,1.7268547667108622,Iris-versicolor
+112,6.696103724577303,3.286608302003133,5.715874919056789,2.0984434675490666,Iris-virginica
+113,5.515164468418958,4.2,1.3964133811854786,0.19870275274047855,Iris-setosa
+114,4.605870940789778,3.188112594764126,1.4053679284570715,0.20211942156127413,Iris-setosa
+115,6.20454880378578,2.200000272734059,4.52127476120218,1.515796366459306,Iris-versicolor
+116,6.179700235929181,2.2,4.508767109191121,1.499384689479969,Iris-versicolor
+117,5.291746574847324,3.3680108832428526,1.5389842770122226,0.29260442067413756,Iris-setosa
+118,6.3043679637758006,2.501553248160912,4.888079925259815,1.5107544363670469,Iris-versicolor
+119,5.396289344207972,3.0,4.503620466025122,1.5281319102154858,Iris-versicolor
diff --git a/iris/tab_ddpm/8_2/27/test.csv b/iris/tab_ddpm/8_2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/27/train.csv b/iris/tab_ddpm/8_2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/27/val.csv b/iris/tab_ddpm/8_2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/28/synth.csv b/iris/tab_ddpm/8_2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..214902d264475118d647441cec88940c9d2d32bc
--- /dev/null
+++ b/iris/tab_ddpm/8_2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4839090357911555,3.895187232001441,1.7765644323187477,0.3632969987426975,Iris-setosa
+1,6.081956950067952,2.947389088245871,4.481516761264262,1.5174680529563704,Iris-versicolor
+2,5.977688075188942,3.0,4.876915752839568,1.7969596847784541,Iris-virginica
+3,5.104598101066742,3.396090137791027,1.4956386420444847,0.20122222045330898,Iris-setosa
+4,5.533144086999859,3.554366075851559,1.5183243934970536,0.37043611300557966,Iris-setosa
+5,6.317292103560232,2.30701319487119,4.364476783921934,1.304270323664288,Iris-versicolor
+6,5.32138732373269,3.380509011916751,1.6472699202158816,0.19809587783932414,Iris-setosa
+7,6.529418427873398,3.0,5.483885831930989,1.800305709341103,Iris-virginica
+8,5.923547635183542,3.1768033521516195,4.818487187276852,1.7981088372271905,Iris-versicolor
+9,5.998496555858919,3.0,4.934671121901352,1.798138467200604,Iris-virginica
+10,5.917927961812855,3.174761931578685,4.827298898863187,1.7952822639215391,Iris-versicolor
+11,5.397550072968389,3.887089946611053,1.670085555847641,0.3464334257079452,Iris-setosa
+12,6.010941362343091,3.0,5.031837060739471,1.7981741071666193,Iris-virginica
+13,6.716423378190397,3.3144519929347767,5.6938286947452434,2.5,Iris-virginica
+14,5.658568517861446,3.0,4.153996932630611,1.3407329821360172,Iris-versicolor
+15,6.030005440520419,3.0,4.860665461154779,1.8017993792123301,Iris-virginica
+16,4.905743573277775,3.1083795546704764,1.4951622134705493,0.1,Iris-setosa
+17,5.054435998218373,2.4761741060402818,3.2297668098618533,1.0996961257267666,Iris-versicolor
+18,6.116847424541942,2.61147687485235,5.586358417142883,1.3957029864563648,Iris-virginica
+19,6.536964623189202,3.0,5.528231143755118,1.8131880502536561,Iris-virginica
+20,7.704791183304653,2.6079619417571367,6.89999821250979,2.2793204915833107,Iris-virginica
+21,7.350136347481885,2.904340800361812,6.29331058808096,1.7943463216988964,Iris-virginica
+22,7.104377137330165,3.0,5.861440286555213,2.1137919659011386,Iris-virginica
+23,7.899998901024101,3.763292054116362,6.433321728621951,1.9939382799984202,Iris-virginica
+24,6.34198104776295,2.952218228218512,5.616071218252865,1.8029955268520714,Iris-virginica
+25,5.78864228307434,2.7024722865560427,5.090242398360349,1.8894108177254054,Iris-virginica
+26,5.089857213134882,3.389258326665543,1.4976208725611135,0.20481299874234224,Iris-setosa
+27,5.117280335740462,2.4996476665358855,3.097148036150971,1.0885090812588591,Iris-versicolor
+28,5.752209835521172,2.5057435886344623,5.002801414436121,1.9930752130204932,Iris-virginica
+29,6.306786973282981,3.398507279621773,5.623733362367416,2.393912959889993,Iris-virginica
+30,6.304516646993218,2.5128058518377863,4.924306072016571,1.5126768806872206,Iris-versicolor
+31,4.623033538131868,3.3981010934592697,1.4091881578530885,0.30699964950384895,Iris-setosa
+32,7.179384664061339,3.0,6.027509010314269,2.0797439073859847,Iris-virginica
+33,6.508204886306211,3.0,5.466084298246025,1.797615154229576,Iris-virginica
+34,6.317668883159123,2.3057570227719255,4.371339903543435,1.2986918733064476,Iris-versicolor
+35,4.991057496007323,3.409682952838053,1.5372863679906843,0.3956307760597627,Iris-setosa
+36,5.157712122599941,3.7883412686962643,1.6094106344143635,0.20919464120093353,Iris-setosa
+37,5.3845808672808495,3.503095203727208,1.6120313209807973,0.2033140225018106,Iris-setosa
+38,5.579561160849897,2.9567479279278612,4.011686197186316,1.308217217660567,Iris-versicolor
+39,5.997800298786302,3.0,4.791215633280401,1.8033188142895107,Iris-virginica
+40,6.001224361810248,2.6923079374892502,5.103140151868741,1.616792733137205,Iris-versicolor
+41,5.9337314530460175,2.9373486301490632,4.376388072105102,1.4904733191830037,Iris-versicolor
+42,5.925544096446049,2.9784055748818403,4.253568144851969,1.503546248517211,Iris-versicolor
+43,5.393327305594108,3.903204954708861,1.6375453611083193,0.4352605060114033,Iris-setosa
+44,5.635891152948579,2.628319402841666,4.2822871350552445,1.1647255867523354,Iris-versicolor
+45,5.016154771521212,3.1961692815404215,1.2000002196821324,0.19553562235774652,Iris-setosa
+46,4.609489030198197,3.396277574954577,1.4022993191610245,0.30842271046428205,Iris-setosa
+47,5.565088163702455,2.502084134377958,3.9110796050149785,1.1001416496132814,Iris-versicolor
+48,5.970044386870107,2.6883063462750125,5.094430093508401,1.5906250825535597,Iris-versicolor
+49,5.888625353096188,3.192260218924123,4.743106800882329,1.8034691142117956,Iris-versicolor
+50,5.377138190214637,3.3933425498267167,1.5271824414827697,0.20142674069735012,Iris-setosa
+51,4.4,2.896678393595723,1.402077223971986,0.19883580892249697,Iris-setosa
+52,4.905537518914294,3.0849379600906586,1.505591859701084,0.1,Iris-setosa
+53,4.4,2.902272240344084,1.4001206602974663,0.20422661323791683,Iris-setosa
+54,6.315700418523126,2.2942307485503592,4.40061585526982,1.296713991836128,Iris-versicolor
+55,6.394622890811717,2.8955835630810536,4.3122919603298415,1.287531650305107,Iris-versicolor
+56,5.21649838720597,2.7035505879185124,3.8506511470522216,1.3996269273770832,Iris-versicolor
+57,6.872277414110673,3.1938574142999157,5.749440603701069,2.2943633632182787,Iris-virginica
+58,5.693156073635332,2.49389838523542,5.000209624719893,1.9959089370076295,Iris-virginica
+59,6.6866221203521246,3.3005404347753484,5.695218843179795,2.085832980340343,Iris-virginica
+60,6.310799044773952,3.4015221482385978,5.604169974101769,2.400645094783983,Iris-virginica
+61,6.56809578979358,3.0,5.468703205043629,1.8525664344479618,Iris-virginica
+62,5.054571949852227,3.5623686441716282,1.4971989732255624,0.3651027148171806,Iris-setosa
+63,6.308609225295379,2.8820531105127145,5.6003742992939065,1.7971633965875136,Iris-virginica
+64,6.68839985430268,3.3070074334023003,5.693537282475987,2.5,Iris-virginica
+65,5.546973522947331,4.1999991187175905,1.3828334498190968,0.20201185655990375,Iris-setosa
+66,6.191588731249977,2.200000406894032,4.4750747957647405,1.4999250171118508,Iris-versicolor
+67,6.691069397801895,3.296775454292295,5.6722178132243135,2.5,Iris-virginica
+68,7.291429874615773,2.902578854637442,6.293346821393044,1.805406741528063,Iris-virginica
+69,4.888442364209535,3.067209808608507,1.468822825455829,0.1,Iris-setosa
+70,4.4,2.9051966459363876,1.3978913718998915,0.19773385080470254,Iris-setosa
+71,5.494735018339458,4.199998965242823,1.401828446694047,0.19834276590563746,Iris-setosa
+72,6.295074628225185,3.400825179883157,5.605887335110791,2.401242456366087,Iris-virginica
+73,5.102450230152279,3.496486393218122,1.4016795819189622,0.38193528806947147,Iris-setosa
+74,5.413272400936719,3.4006074031862377,1.5956200906281939,0.2232770687645277,Iris-setosa
+75,4.802582472841566,3.0,1.4020152483298431,0.34187130097305757,Iris-setosa
+76,5.332577141264584,3.4212789122839515,1.4988550435519319,0.19393450779038393,Iris-setosa
+77,5.615265085038777,3.0,4.081114724693689,1.3046912052948252,Iris-versicolor
+78,5.920847353878339,3.0,4.2561592898828335,1.5077153173212494,Iris-versicolor
+79,5.217213246047967,3.578115812004384,1.503834081827584,0.391042677849724,Iris-setosa
+80,4.913899915856446,2.4158317600243144,3.372963662790971,1.0649982806739569,Iris-versicolor
+81,4.598890686689789,3.182853240988465,1.401267456660842,0.20112054666734638,Iris-setosa
+82,5.760221755323255,2.6014970843279523,5.060442011277813,1.9369826335716673,Iris-virginica
+83,5.601325345080269,3.0,4.073074301929216,1.2887553949461164,Iris-versicolor
+84,4.860135499593374,2.3853662847939185,3.3184316360890245,0.9412773360790812,Iris-versicolor
+85,5.619843514572585,2.757589768397846,4.307562089258008,1.2667454016719684,Iris-versicolor
+86,5.5118928024407206,3.5041005450471365,1.6092933519362924,0.24175828319072915,Iris-setosa
+87,5.418243076367817,3.4165299410328904,1.5493880946888188,0.20408412329784556,Iris-setosa
+88,5.406149958796983,3.4093898738798685,1.6361925650404445,0.20002474084962452,Iris-setosa
+89,5.089522960356642,3.3886130431991566,1.5438855513099965,0.1951436175058098,Iris-setosa
+90,6.27694117421723,3.280577142702234,4.7144852208869095,1.5887523607726786,Iris-versicolor
+91,6.691600032752911,3.3050304947511218,5.69906074993165,2.5,Iris-virginica
+92,5.563600688895282,2.6493524268683633,4.321560163584993,1.2432238997443814,Iris-versicolor
+93,4.400000508130437,2.8986101456926874,1.4025418023300915,0.1963326507564917,Iris-setosa
+94,6.674263641228186,3.2840083211208237,5.668324613913705,2.4999994656260345,Iris-virginica
+95,7.668171218876978,2.59193308308757,6.899998859743763,2.292058489356866,Iris-virginica
+96,5.188274897068545,2.6899737190870274,3.802442040884573,1.395261702341737,Iris-versicolor
+97,4.658782335085078,3.159488071960212,1.395684673021606,0.20258259689721964,Iris-setosa
+98,6.007128453766071,3.0,4.8291130421775925,1.8060157264187535,Iris-virginica
+99,6.683671428543508,3.281668265610763,5.644792881697581,2.5,Iris-virginica
+100,4.6170152018073285,3.4005777188129183,1.3967861410230993,0.3175676139049928,Iris-setosa
+101,6.340995047140569,2.885957064452992,4.3736522814621255,1.2836214569941804,Iris-versicolor
+102,6.301783574651932,3.3987462473779737,5.589236514795142,2.398548526833412,Iris-virginica
+103,4.400000758716509,2.9125324118562115,1.405622185154685,0.20045665246455494,Iris-setosa
+104,6.0087677465925236,2.6723684654940794,5.081671024439771,1.6307920963559353,Iris-versicolor
+105,5.653368192455088,2.5047946284054277,4.9803486401505035,2.0064126176851116,Iris-virginica
+106,4.501916125010939,2.297685741550031,1.299128393774845,0.29348313582821667,Iris-setosa
+107,5.0121966914864275,3.303724773728879,1.4061917071067478,0.19954960891049922,Iris-setosa
+108,5.009827864755119,3.2079791103438438,1.20000025148702,0.1970564338754754,Iris-setosa
+109,6.832783197752681,2.800149744194697,4.765297545256325,1.406203347712341,Iris-versicolor
+110,5.040088001420659,3.3546423126885405,1.4061774845919928,0.21992971532934644,Iris-setosa
+111,5.033834770241068,2.4581158036917192,2.8995949091417366,1.0708860616823663,Iris-versicolor
+112,4.819590200979858,3.0,1.4090035983255342,0.100000090883834,Iris-setosa
+113,5.999698166814028,3.0,4.835907705496723,1.8001270315770515,Iris-virginica
+114,5.782679226301143,2.799356157748563,5.104720360649169,2.4072957013229384,Iris-virginica
+115,6.707869084626185,3.2963253714410143,5.681894726182325,2.115478326511562,Iris-virginica
+116,6.842554550434904,3.202573524287366,5.827197315831837,2.3005209954934975,Iris-virginica
+117,6.234506308707714,2.200000275637309,4.506851722035071,1.4960190656218895,Iris-versicolor
+118,6.478763197209691,3.0,5.812364157038104,2.1900808929785445,Iris-virginica
+119,5.89279661017598,3.0,5.102640448719428,1.7979448444700077,Iris-virginica
diff --git a/iris/tab_ddpm/8_2/28/test.csv b/iris/tab_ddpm/8_2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/28/train.csv b/iris/tab_ddpm/8_2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/28/val.csv b/iris/tab_ddpm/8_2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/29/synth.csv b/iris/tab_ddpm/8_2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dae10328eea60716936936fc4a0efe2402324bbe
--- /dev/null
+++ b/iris/tab_ddpm/8_2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.52302819280155,3.0,5.385080738491647,1.8591975919552586,Iris-virginica
+1,5.525378957560085,2.6247780070101587,4.422674625736497,1.2115678428566796,Iris-versicolor
+2,4.910413196084207,3.0,1.3861911320635651,0.20190804112848465,Iris-setosa
+3,5.010637183769174,3.310536016578732,1.40288672689657,0.20514604081884105,Iris-setosa
+4,5.547519202827278,4.2,1.4010039307515785,0.2030857598431735,Iris-setosa
+5,5.61261845785257,2.704206431976834,4.405216795303754,1.2662014902011176,Iris-versicolor
+6,4.495016427335539,2.3093435095996035,1.2978372093523345,0.2908247675255571,Iris-setosa
+7,6.277151276638267,2.499713587759248,4.912763158406845,1.5246752085941648,Iris-versicolor
+8,4.989742213697909,3.2094547473940955,1.2,0.19388996770332173,Iris-setosa
+9,6.813453602863911,2.8178001573244384,4.802139212613951,1.4070209524627861,Iris-versicolor
+10,5.6240179963854695,3.0,4.146399902933982,1.2859068580041009,Iris-versicolor
+11,5.090804980299209,3.395730195715049,1.5919340291734545,0.199379850713638,Iris-setosa
+12,5.2130735965638255,2.684170351445624,3.8624786349092144,1.3665912552186583,Iris-versicolor
+13,5.5778659458394975,4.2,1.4115023609214123,0.1996090728634573,Iris-setosa
+14,6.714084032308862,2.5014575548809845,5.81615011623291,1.807205418682636,Iris-virginica
+15,5.019116338175176,3.44438636949057,1.5198108671368695,0.4176505847846361,Iris-setosa
+16,4.816434232633862,3.0,1.3845321460911277,0.1,Iris-setosa
+17,6.914403677626708,3.203340425506423,5.681690245298754,2.296429899516439,Iris-virginica
+18,5.169277707615726,3.3988022830908253,1.5381635706460575,0.19675585112898428,Iris-setosa
+19,4.400000474150652,2.889236285282197,1.4023966386120608,0.20029754608694653,Iris-setosa
+20,5.277989572132139,3.599017482451937,1.4979329821265428,0.20043431509536916,Iris-setosa
+21,5.900199554483739,3.2041590835484213,4.799250765206631,1.8051832544405995,Iris-versicolor
+22,6.889137948151004,3.092450204344489,5.126773339720445,2.2993337017156206,Iris-virginica
+23,5.896597616989975,3.0,5.092150422094592,1.7957497439149344,Iris-virginica
+24,6.912822403780854,3.098119169794552,5.104616847921935,2.312149038304119,Iris-virginica
+25,7.0293302475712585,3.0,5.659897642672876,2.1549469622594493,Iris-virginica
+26,6.285898164346692,2.6991548944764774,4.841624358336985,1.796739742382383,Iris-virginica
+27,5.972437810226334,2.7045108401631803,5.0839011017935585,1.5919645193101186,Iris-versicolor
+28,6.298556976326299,2.293841464798564,4.40738717236463,1.3090878592858883,Iris-versicolor
+29,6.554094868450526,3.0,5.787044436385065,2.206260413971642,Iris-virginica
+30,5.093372769001326,3.3935412389117032,1.494915877300481,0.2014135032210239,Iris-setosa
+31,5.671411455186524,3.7996736834638702,1.7575092511659043,0.2989161351283537,Iris-setosa
+32,5.24643908251055,3.5558612514606347,1.4837116835336372,0.1942019432156984,Iris-setosa
+33,7.293030609914192,2.9018254857700994,6.29293112640895,1.801090265780349,Iris-virginica
+34,6.850625983650611,3.2068100894038767,5.835547066760143,2.305298712691437,Iris-virginica
+35,4.898427330725641,3.10657074421665,1.5570105158418275,0.1,Iris-setosa
+36,5.884549404012635,3.1986482413333235,4.799940922904442,1.8033868361389163,Iris-versicolor
+37,6.295237362070917,2.8887064052306477,5.588017791465408,1.8036891305452452,Iris-virginica
+38,4.851648516707328,3.0,1.4005965250946826,0.2083760826602121,Iris-setosa
+39,6.187432196594449,2.2,4.457024676899372,1.4965051020702431,Iris-versicolor
+40,6.059705175923191,3.0483422599756476,4.401221161309093,1.4481846941077605,Iris-versicolor
+41,4.878080213725779,3.05793594392028,1.4647820046920437,0.10000012014955328,Iris-setosa
+42,6.827277795448535,3.0,5.471762491901755,2.1095634910040877,Iris-virginica
+43,5.119137019743024,3.6113669060000295,1.4396429785459566,0.35462486172051766,Iris-setosa
+44,6.295710558028143,2.900785591867371,5.610214783883547,1.8000579823711287,Iris-virginica
+45,6.3922750552051415,2.89525336102929,4.300027852707484,1.3102972608219605,Iris-versicolor
+46,5.670698123590784,2.751652520822335,4.324109490874959,1.331499925642335,Iris-versicolor
+47,7.3290001105726645,2.9225776876026295,6.32290055021734,1.8004483508027855,Iris-virginica
+48,5.586275402598051,2.970989635608746,3.7847069822523975,1.2900648835668598,Iris-versicolor
+49,5.551240839788743,4.199999258880689,1.3895782105567922,0.20341801638602816,Iris-setosa
+50,6.115308851814302,3.0,4.596426770187556,1.409479793838635,Iris-versicolor
+51,5.806023412846935,2.75021090225945,5.111633534654284,1.870088468262952,Iris-virginica
+52,5.088881999340169,3.4065797309062424,1.4950506453504826,0.20121744167081426,Iris-setosa
+53,6.4001183098064915,2.9014458454425847,4.308632341014368,1.302519199835852,Iris-versicolor
+54,6.073137792509749,2.600981560192629,5.596389442788754,1.408428248377351,Iris-virginica
+55,5.532759057445167,2.3689314339235876,3.873129506660199,1.1187018128323665,Iris-versicolor
+56,6.305728522486652,2.303549868777474,4.378370464667687,1.299966181185904,Iris-versicolor
+57,6.000745748100142,2.7010731346663217,5.108294432993827,1.5925168061893984,Iris-versicolor
+58,6.0707579702686,2.582197434853382,5.639688694456701,1.433143703841467,Iris-virginica
+59,5.400050497843078,3.405610428167918,1.5196076187654248,0.3910351347227265,Iris-setosa
+60,5.8037957161572775,2.8088524783174855,5.096555490917123,2.3997028936670883,Iris-virginica
+61,5.160958013677104,3.6255406445932055,1.4988008677186784,0.20053971189581354,Iris-setosa
+62,4.769003361710507,3.0,1.3864367457278854,0.1,Iris-setosa
+63,4.98236375332821,2.4349295759681664,3.19867371644035,1.0730787693738224,Iris-versicolor
+64,6.792813425349811,2.794956483260373,4.783478208755211,1.3934121328992755,Iris-versicolor
+65,6.940294563226558,3.104946192841498,5.092861841636702,2.30442378817109,Iris-virginica
+66,6.5232081346708854,3.0,5.48261116743111,1.8085858065733005,Iris-virginica
+67,5.252366932146516,3.346754074737926,1.6794830306532431,0.5277228241191496,Iris-setosa
+68,5.102004958959282,3.2987135824012657,1.7667068901995173,0.5319051807116714,Iris-setosa
+69,6.002334253625441,2.696369135724984,5.094652876017956,1.5933843208364145,Iris-versicolor
+70,6.403184986934105,2.90402968000728,4.268992017162861,1.3279459150309083,Iris-versicolor
+71,5.691381072539706,3.7891344800429776,1.8031022288697738,0.30490967625859394,Iris-setosa
+72,6.886641493261924,3.1035764333050855,5.138367941630362,2.2878790202787576,Iris-virginica
+73,6.250974235606871,2.543403740032238,4.994854261040246,1.527576599624011,Iris-versicolor
+74,6.896956507535009,3.094454983980031,5.108490602670003,2.304496709191682,Iris-virginica
+75,6.3038543547610395,2.932747525002652,5.629215726815094,1.8056262753368186,Iris-virginica
+76,5.965686399702035,2.7541588999848363,5.015255116870249,1.5514038078782246,Iris-versicolor
+77,5.4571368198553065,3.901024976709825,1.6510969109093174,0.3983924812160085,Iris-setosa
+78,5.884101737077334,3.1949487489319397,4.781665426020504,1.7942205726651024,Iris-versicolor
+79,5.9036800852666955,2.91747838765744,4.547775060365783,1.3149383217305406,Iris-versicolor
+80,5.895935811006234,3.0,4.138082920542601,1.464820761795106,Iris-versicolor
+81,6.315862118214149,2.2900609264070755,4.4105119784776114,1.3264291664452128,Iris-versicolor
+82,6.903035693049617,3.088473328024492,5.127837334079122,2.273625286049157,Iris-virginica
+83,5.009108629985244,3.394901004953881,1.7343711196637828,0.3839649841858695,Iris-setosa
+84,4.977677576595338,2.4539346602357694,3.278769764208848,1.0757360109714575,Iris-versicolor
+85,6.402555540832889,2.905815143355868,4.295925350067432,1.3025390853014507,Iris-versicolor
+86,6.304756592631483,2.3037683469827366,4.378006698405189,1.304970502973483,Iris-versicolor
+87,6.3066415194028576,2.297554072094261,4.359707912199577,1.2929107986578743,Iris-versicolor
+88,5.413987450231501,3.0,4.5119481273402045,1.5118331288018416,Iris-versicolor
+89,6.0264800336584186,2.2000002772036846,5.0058580697272514,1.5070142547180678,Iris-virginica
+90,6.309939769064816,2.29808215213566,4.414710909336434,1.3015398963222296,Iris-versicolor
+91,6.683317067902729,2.517921800984747,5.786762188047903,1.8011461867335246,Iris-virginica
+92,5.667880500601797,2.5008474167356876,5.0034814765898465,2.0073367894453193,Iris-virginica
+93,5.0886974520632595,3.387155782694287,1.4980832122829062,0.2017622826010228,Iris-setosa
+94,6.828664154786715,3.0,5.554162348638759,2.0964922716615173,Iris-virginica
+95,6.730819727784168,3.3056337907737032,5.730504241465179,2.0944652279468063,Iris-virginica
+96,5.663724246502469,3.8108396438094223,1.7369400462120825,0.29615954017976787,Iris-setosa
+97,5.796190582874304,2.7115232317531044,5.104706928506078,1.8937574205702237,Iris-virginica
+98,5.164265483416628,2.6834161930067,3.879974243848923,1.3824568544315425,Iris-versicolor
+99,7.8999989894494975,3.8066156453800395,6.393586268737018,2.0034389161128994,Iris-virginica
+100,4.602704550692802,3.194645235108732,1.3915792797596571,0.2011533214673938,Iris-setosa
+101,4.5035732162988,2.3063058927488447,1.2962198731527534,0.2982647771949789,Iris-setosa
+102,5.718419686372941,2.8150087346339965,4.511611836135492,1.30683956143418,Iris-versicolor
+103,6.488900594569453,3.181887780342692,5.091576991662409,2.003789413639143,Iris-virginica
+104,5.619588530336416,3.0,3.763902058227865,1.3119025057470028,Iris-versicolor
+105,7.9,3.825818031064599,6.411436519992508,1.9881413675258066,Iris-virginica
+106,6.217608087675822,2.200000376554958,4.558538192693122,1.5158840259222135,Iris-versicolor
+107,6.497461015038386,3.0,5.835423333148681,2.214383695002953,Iris-virginica
+108,5.4748112890112495,2.5491862304540276,4.3224408180199525,1.1482282994009134,Iris-versicolor
+109,5.801645846557658,2.7999609208451544,5.107599106994048,2.4038430272152054,Iris-virginica
+110,5.002354436564208,3.3040740986526056,1.4031858965816226,0.19823695870925562,Iris-setosa
+111,7.9,3.7696058155998444,6.38307604916902,1.994095035134899,Iris-virginica
+112,5.53001941863318,2.9132595178028584,3.848753613717402,1.324850710521782,Iris-versicolor
+113,4.992895797064573,3.299243136305192,1.3982685870584985,0.20674591917393376,Iris-setosa
+114,6.506061116559625,3.0,5.4914937787923135,1.806846272864069,Iris-virginica
+115,5.534821165410346,2.4410322503402795,3.738269356204656,1.085924254509586,Iris-versicolor
+116,6.856943801091794,3.1210310379128283,5.899822966293487,2.2654564275916558,Iris-virginica
+117,6.29813539962788,2.7143101525488547,4.902965060159458,1.7966188351558108,Iris-virginica
+118,5.999493260906797,2.8962759114537584,4.435387020849084,1.511195494842866,Iris-versicolor
+119,4.813765808792491,3.0,1.405573702062702,0.10000009453620325,Iris-setosa
diff --git a/iris/tab_ddpm/8_2/29/test.csv b/iris/tab_ddpm/8_2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/29/train.csv b/iris/tab_ddpm/8_2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/29/val.csv b/iris/tab_ddpm/8_2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/3/synth.csv b/iris/tab_ddpm/8_2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ac4064753df36de75b0cdabde68aa36b87fa0e2a
--- /dev/null
+++ b/iris/tab_ddpm/8_2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.61849279623239,3.208724211231352,1.4038448635352223,0.19989579685187253,Iris-setosa
+1,4.503415132063946,2.3090970118984755,1.2996694855621278,0.30877411485187206,Iris-setosa
+2,6.714399981175509,3.2995826374730886,5.677075687858682,2.100934042828023,Iris-virginica
+3,4.400000658973183,2.8958066952795645,1.382323231468771,0.19856237253169884,Iris-setosa
+4,6.4826173964998395,3.0,5.5402722619687115,1.801927853867304,Iris-virginica
+5,5.545324479844758,2.500876442682985,3.7846219436228337,1.0919450034435714,Iris-versicolor
+6,4.4,2.8981583432715237,1.3942907012117034,0.20161316756413936,Iris-setosa
+7,6.042117827415217,2.9671821751984315,4.538453214908776,1.4649304585999934,Iris-versicolor
+8,6.205540715720617,2.2,4.539867181725824,1.4913852267986734,Iris-versicolor
+9,7.899998708276794,3.7634346357898494,6.37538434866248,1.9834177147707637,Iris-virginica
+10,5.489094941588055,4.1999989777253495,1.3945552395581906,0.20420425903606368,Iris-setosa
+11,6.009205897847781,2.7167635073141723,5.089051043766341,1.605519597406144,Iris-versicolor
+12,5.596421075070893,2.4723151731487043,3.8927799210409026,1.0892323673384565,Iris-versicolor
+13,5.365664890504881,3.0,4.481662777273831,1.4912397917688252,Iris-versicolor
+14,6.080055938062921,2.5941695718254416,5.62168519502767,1.4183590205832144,Iris-virginica
+15,5.087949296163999,3.5239478386833394,1.3950460774176459,0.3027618367055495,Iris-setosa
+16,4.624556057302588,3.1760332324217475,1.3976953052755139,0.20396067697958473,Iris-setosa
+17,5.6185252698665575,2.8617560666879043,3.6094160701784763,1.3196473136215074,Iris-versicolor
+18,6.525205127300634,3.207875822982879,5.122115545037213,2.0255847641160445,Iris-virginica
+19,5.130929944643922,3.808345954234773,1.7753365663413043,0.20105576940493058,Iris-setosa
+20,6.956890292129619,3.0975483446100083,5.704547340396371,2.2059960398235323,Iris-virginica
+21,6.298699082433905,2.4785344569861736,4.912600543903773,1.5183999084987563,Iris-versicolor
+22,5.576411077955999,3.6617879472030013,1.5313176226504628,0.33916169089167725,Iris-setosa
+23,5.46438056359785,3.4120282093880445,1.7031752122077015,0.204398199681739,Iris-setosa
+24,5.156314417863873,2.6596086116259556,3.6866249454771025,1.3613427782007608,Iris-versicolor
+25,5.674359922397022,3.7756501455412437,1.8005695746473949,0.3209197636062266,Iris-setosa
+26,6.798919602074793,2.8084486103654864,4.8036314075673925,1.3866593909520686,Iris-versicolor
+27,5.418256522666994,3.0,4.464624848033002,1.485567989604744,Iris-versicolor
+28,5.394806694382544,3.0,4.497087188778974,1.5308618257130067,Iris-versicolor
+29,6.298043284062777,3.40399184366228,5.577985095415218,2.4010127271913957,Iris-virginica
+30,6.49807183397767,3.2028330121970883,5.10969056064769,2.0258548377141277,Iris-virginica
+31,4.890684590723492,3.0972886489597036,1.5120794582181905,0.1,Iris-setosa
+32,5.089441330970868,3.5243713163137596,1.4031774598603068,0.30452909134827955,Iris-setosa
+33,5.189113526660383,3.3766080980421855,1.496445802313089,0.2007970654068931,Iris-setosa
+34,5.341397750395653,3.3903811327214193,1.4970901578224198,0.38829834922123957,Iris-setosa
+35,6.709200163529976,2.5133017768345325,5.822851035445694,1.8036136384833084,Iris-virginica
+36,5.004823752090815,3.1889537157970618,1.2000001905915785,0.19558332459356398,Iris-setosa
+37,6.014665084799216,2.8253054161609366,4.5854796938346345,1.3092248255092926,Iris-versicolor
+38,5.5744146647037685,2.5027896855410776,3.981884439424674,1.1108325425070038,Iris-versicolor
+39,6.8412037374334815,3.2059442602154586,5.880880518501935,2.2965914458850016,Iris-virginica
+40,5.413732456346282,3.0,4.497824306387247,1.5095893381803616,Iris-versicolor
+41,5.763398874114625,2.831841824897936,4.522643991214799,1.3232455359687556,Iris-versicolor
+42,5.606850357787105,2.8907662284566946,3.6073967980120027,1.2859733738440995,Iris-versicolor
+43,5.603434315120785,3.0,4.111370320617169,1.3006531184388659,Iris-versicolor
+44,5.994006017441907,2.9126362718308987,4.456770374253315,1.5156562093271777,Iris-versicolor
+45,5.6341704205073375,2.708551982864352,4.2842375038870895,1.313496861046972,Iris-versicolor
+46,6.08427291017791,2.791181795573955,4.691409940594396,1.2011103661022275,Iris-versicolor
+47,5.647498923700809,3.11188672902835,4.691540856239059,1.741054201873839,Iris-versicolor
+48,5.486440844526962,3.539477366529928,1.4992484659273693,0.37217789908636617,Iris-setosa
+49,4.4,2.88710979368613,1.3871149320894054,0.19811248126411274,Iris-setosa
+50,6.704944498633276,3.310771010788779,5.691031543857605,2.5,Iris-virginica
+51,6.0167575572623235,2.7122354545281926,5.074792970392099,1.5510773362208277,Iris-versicolor
+52,7.163907034009438,2.9622134593426113,6.11797994924654,1.8987351251617284,Iris-virginica
+53,6.708852936629986,3.0,5.000771223896971,1.6887345629233523,Iris-versicolor
+54,5.973051923139923,2.8070465658379105,4.6522379300730545,1.251918323638758,Iris-versicolor
+55,6.377058072805683,2.7558594911172984,5.390547662275845,1.8535954538567612,Iris-virginica
+56,5.844260989471373,3.1914625384233104,4.760558510564396,1.781406477107684,Iris-versicolor
+57,6.184784764309971,2.2000002779924985,4.496815390556148,1.4902329084277492,Iris-versicolor
+58,5.796103661838107,3.0,4.224513284372811,1.4407001200442502,Iris-versicolor
+59,6.394809905002481,2.9063356268743537,4.291202856882648,1.2796854175857137,Iris-versicolor
+60,5.3966275278296205,3.3988437797496855,1.650063361929229,0.19848920363601286,Iris-setosa
+61,6.288312203761396,2.5023494730062095,4.885330711196306,1.5322852828611864,Iris-versicolor
+62,5.130773043704562,3.6110737239580653,1.5172303205582685,0.19784855779249444,Iris-setosa
+63,5.102713647175817,3.7149527779810465,1.5568453270580878,0.3995606123360714,Iris-setosa
+64,5.112788018209176,3.7935743430852575,1.6757946448844137,0.19873969331076446,Iris-setosa
+65,6.309491427063686,2.910182873809955,5.610752339432471,1.802077145645374,Iris-virginica
+66,5.370416472069853,3.3930736290603885,1.6032004738681112,0.19713964199865194,Iris-setosa
+67,6.7100753090635745,3.3014834885994517,5.667337851429734,2.1068760821120107,Iris-virginica
+68,6.841784992051405,3.0,5.514958974743704,2.0993323067688605,Iris-virginica
+69,5.371301392872452,3.9282405371359164,1.675662138465146,0.36038056660856005,Iris-setosa
+70,4.966175367090098,3.1821523982726814,1.2,0.20503076767704817,Iris-setosa
+71,5.004150540146868,3.4064935891989125,1.596331785166688,0.39294238810386495,Iris-setosa
+72,6.3007201481261905,2.312941722991926,4.382986432363668,1.3206177089897444,Iris-versicolor
+73,5.962051204919115,3.0,4.97214927780205,1.8070418680747689,Iris-virginica
+74,6.697012191969161,2.476935819878904,5.800406526588898,1.7917550391214485,Iris-virginica
+75,5.501819683476062,4.2,1.390916558969232,0.20580767300924882,Iris-setosa
+76,6.069035466403849,2.7964297085061225,4.707448585367904,1.2046898557615997,Iris-versicolor
+77,6.079899359731538,3.2331524968793044,4.736357664604861,1.7671308350073092,Iris-versicolor
+78,4.592656927409067,3.4003155408097574,1.3956850600936233,0.3423670397436045,Iris-setosa
+79,5.008717214843437,3.3426204508113284,1.4046185207063404,0.21650839177394943,Iris-setosa
+80,6.515554141241321,3.17741354951038,5.105958378018689,1.9857922614165098,Iris-virginica
+81,4.501353484592724,2.2932918729159764,1.300682375106397,0.29840974589448965,Iris-setosa
+82,6.304068837205086,3.3003752879458266,4.7007299314915105,1.5967876242297723,Iris-versicolor
+83,6.7972626034627295,3.0,5.508839263547544,2.080534711441367,Iris-virginica
+84,7.72295805300221,2.605728592411512,6.899998614100999,2.312255034932656,Iris-virginica
+85,4.906419251301763,3.112832739491495,1.495222646306891,0.10000012042878341,Iris-setosa
+86,5.381176524640651,3.3982938520638806,1.5065175439695735,0.4024534356915604,Iris-setosa
+87,6.184694125703662,2.2,4.475707345559701,1.4973288526568043,Iris-versicolor
+88,7.705243216427265,2.6209385025935883,6.899997984603904,2.3223195378878825,Iris-virginica
+89,6.717610835043327,2.487130550991891,5.865087692896034,1.7924740883288683,Iris-virginica
+90,6.30827733523348,2.29539737852536,4.413199437518851,1.2779407773158868,Iris-versicolor
+91,5.535316741613978,2.6608027065714785,4.325438415363712,1.2532470617346798,Iris-versicolor
+92,5.520825336804347,2.6056458795806847,4.326539328414712,1.2316816245845459,Iris-versicolor
+93,4.80210557303536,3.0,1.3994074849722946,0.1,Iris-setosa
+94,6.724581581800651,3.0,5.002036669695466,1.7240082812791,Iris-versicolor
+95,5.997165303027615,3.0,4.917349278276139,1.7946721226612772,Iris-virginica
+96,6.920982861659733,3.107759099718041,5.110340120019618,2.2949993304353535,Iris-virginica
+97,5.906150973011589,3.0,4.256543811332596,1.4903237631457684,Iris-versicolor
+98,4.88007466003669,3.0,1.3945526827064982,0.20069253296472006,Iris-setosa
+99,4.918279805884275,3.0,1.399713097581701,0.19860283281076652,Iris-setosa
+100,5.713780112553787,3.0,4.2968438447929165,1.3392416331338872,Iris-versicolor
+101,5.412816643276828,3.4055649853452747,1.4966896220882582,0.4238334812091979,Iris-setosa
+102,6.299670647161695,2.4929194308274623,4.902581134350885,1.5065008340734796,Iris-versicolor
+103,7.103376996241985,3.0,5.875907008873967,2.147668901614313,Iris-virginica
+104,6.9281333113361,3.094502887861849,5.094725010505483,2.299013330095267,Iris-virginica
+105,4.79578360713229,3.0,1.4004347241298856,0.33771777746394444,Iris-setosa
+106,6.308233055297823,2.8908200602230725,5.615771947155846,1.7998689244745512,Iris-virginica
+107,4.792900817822658,3.0,1.3958320988318504,0.2961472478381283,Iris-setosa
+108,5.6047288049774275,2.6713449370252635,4.0286376438594536,1.2869925528389303,Iris-versicolor
+109,5.0859288130093026,3.3914647132691127,1.4995405058497786,0.19957906452945495,Iris-setosa
+110,5.463489099919183,2.5635759151546043,4.370421761952268,1.1518625022084266,Iris-versicolor
+111,6.294899753633082,2.4726024154713584,4.882337279271059,1.486249289555617,Iris-versicolor
+112,6.073397430180286,2.980086272701717,4.55587404619327,1.4296880624235822,Iris-versicolor
+113,6.494170516450362,3.202654761934322,5.091852588988285,2.014434681985567,Iris-virginica
+114,6.868352558595412,3.1961374260444493,5.904592799657542,2.2912383597969956,Iris-virginica
+115,6.392272397924153,2.912392489323384,4.25393648033969,1.288382843564326,Iris-versicolor
+116,4.905488623084188,3.103446285693456,1.4977599502229475,0.1,Iris-setosa
+117,5.162598898045296,2.654516848587582,3.688129786787813,1.3383549836391258,Iris-versicolor
+118,4.4,2.921282316724611,1.3931976294325894,0.20941527061448761,Iris-setosa
+119,6.28839250498648,2.3019192332905942,4.355058130366813,1.2610154516700967,Iris-versicolor
diff --git a/iris/tab_ddpm/8_2/3/test.csv b/iris/tab_ddpm/8_2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/3/train.csv b/iris/tab_ddpm/8_2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/3/val.csv b/iris/tab_ddpm/8_2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/4/synth.csv b/iris/tab_ddpm/8_2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ac1fbaec95703a96c7a2b0181d45c0acce92aa5a
--- /dev/null
+++ b/iris/tab_ddpm/8_2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.887225284827696,3.0,4.303541704175194,1.450775299480505,Iris-versicolor
+1,7.30591776767975,2.90543566601322,6.295724429861317,1.7937421248102206,Iris-virginica
+2,5.015488812762047,3.199797685058427,1.2000002587155043,0.20484214218040486,Iris-setosa
+3,6.788652087491051,3.0,5.409013302121275,2.138885381537596,Iris-virginica
+4,6.308900319930452,2.9618045785374814,5.542436359740003,1.7984756082349957,Iris-virginica
+5,6.282922802596966,2.5063217293384312,4.90963561209094,1.5060157628587523,Iris-versicolor
+6,6.34108262150737,2.4993138286101706,4.912326151228692,1.5051039663218453,Iris-versicolor
+7,5.680300823537119,2.49733131453624,4.969269086558242,2.0172499651372138,Iris-virginica
+8,4.8461120987798925,3.4456768261805255,1.3905523460513485,0.36462991923642496,Iris-setosa
+9,5.884557604024313,2.8714083490476536,4.519598402955928,1.3767979764348954,Iris-versicolor
+10,5.118282221862638,3.531077294362379,1.4075694124618912,0.2973199239153721,Iris-setosa
+11,7.716490346269363,2.585622867127612,6.9,2.2777824045469095,Iris-virginica
+12,6.315946557883453,3.3077934879877793,4.716335860186105,1.605320319326589,Iris-versicolor
+13,4.810327417960275,3.0,1.4015636364278095,0.29566994630472243,Iris-setosa
+14,5.616876232685581,3.0,3.8983908397355744,1.2868078689763633,Iris-versicolor
+15,5.528572538944998,2.6922200045155877,3.9982335986536675,1.3178399450013323,Iris-versicolor
+16,5.97580292889276,2.6989623682646773,5.088949140356537,1.602027954864156,Iris-versicolor
+17,7.899998940474765,3.79262603303756,6.403947400619356,2.0012851129929508,Iris-virginica
+18,5.622224773294378,2.706188584572315,4.205463953760212,1.3075793695757298,Iris-versicolor
+19,4.907142116365949,3.112616874909804,1.499631567681138,0.1,Iris-setosa
+20,4.813310954473227,3.0,1.400443483938828,0.1,Iris-setosa
+21,6.187227864598379,2.2,4.505798062960864,1.4952725566555338,Iris-versicolor
+22,6.296217424752382,2.508058093718468,4.884624003574095,1.5050671329813912,Iris-versicolor
+23,5.180853803796514,3.3380132577672517,1.5897968118541972,0.4620881794702812,Iris-setosa
+24,6.1672280582355405,2.200000360520132,4.532654237565107,1.5408915828250904,Iris-versicolor
+25,5.873794410708558,3.203677424756101,4.7664917019455535,1.7926108191761325,Iris-versicolor
+26,5.6076837304384775,2.4759747487307773,3.942193480564411,1.1213621075576194,Iris-versicolor
+27,4.996357354132701,3.2176640797613483,1.200000200625899,0.19815426259571803,Iris-setosa
+28,6.707270189897357,2.490815821143323,5.830104433306814,1.80595255478636,Iris-virginica
+29,6.314911503223696,2.39655569414372,4.683871899759678,1.392261383225365,Iris-versicolor
+30,4.802292902325958,3.0,1.4003834403691877,0.1,Iris-setosa
+31,4.50244170221078,2.3029720753746648,1.3098774211738666,0.30028765527383017,Iris-setosa
+32,6.408489722254321,2.8978445022008263,4.299273170824144,1.3090016151333865,Iris-versicolor
+33,6.194992693317457,2.2000002841836905,4.488210897144557,1.499963879910148,Iris-versicolor
+34,4.885862458749118,3.0,1.4058638270349966,0.19997391163944356,Iris-setosa
+35,6.2927350148173264,2.452487905658095,4.719609159051323,1.4391065987097564,Iris-versicolor
+36,6.9583788514569145,3.0965234773615387,5.562611607025851,2.246777430290196,Iris-virginica
+37,6.3229299315768355,3.404758509060311,5.6074146664605635,2.4007037394346242,Iris-virginica
+38,4.600366751655829,3.2022649728809367,1.400160028251126,0.19840991539086844,Iris-setosa
+39,6.316149614375055,2.710174358928782,5.0251402041038755,1.8058706481091344,Iris-virginica
+40,6.71860960308718,3.298908565232864,5.7398794776866975,2.499999638676367,Iris-virginica
+41,6.537170002053569,3.0,5.484145394924974,1.818979778317803,Iris-virginica
+42,6.288388073213211,2.30642581574355,4.391729383437833,1.2941364904257886,Iris-versicolor
+43,5.601734180876242,2.920562061786024,3.6737569161394554,1.2947276594171868,Iris-versicolor
+44,5.238230676387844,3.8698904640566196,1.5377103526355143,0.3622605611128379,Iris-setosa
+45,5.117138255527455,3.75269424252609,1.4983864076312274,0.1995226451424082,Iris-setosa
+46,4.494998690018512,2.3073280588599197,1.3031754429087965,0.32668276959826853,Iris-setosa
+47,6.273405642554272,3.257475528600857,4.647942063320136,1.5179234188534818,Iris-versicolor
+48,5.309078940575901,3.3877257925451474,1.5033078923445333,0.22035104361275204,Iris-setosa
+49,7.069778651295589,3.0,5.959368209167527,2.096705168995366,Iris-virginica
+50,6.314745476562801,2.7128195744699046,4.905136106957718,1.806400281506699,Iris-virginica
+51,5.699969946565397,3.7807729950994315,1.7361951199946488,0.32711651877980186,Iris-setosa
+52,6.499308166164502,3.198921246236735,5.084811938512087,2.010604524060306,Iris-virginica
+53,4.906876105755434,3.095494364254252,1.529753761174293,0.10000009592179061,Iris-setosa
+54,6.296028020763994,2.298890004031433,4.4039960081110054,1.3096325391458217,Iris-versicolor
+55,5.888963416686329,3.0,4.1182256486056446,1.4973354310499034,Iris-versicolor
+56,6.545385573144817,3.202863602084028,5.121435487987701,2.009255785381632,Iris-virginica
+57,5.373188193849577,2.888074970100438,4.214167703370574,1.4344583487159814,Iris-versicolor
+58,4.9055085973512025,3.0840771098579736,1.4961860201639663,0.10000009401806567,Iris-setosa
+59,6.308208259231719,2.304055772455569,4.347004713836004,1.3141395439841053,Iris-versicolor
+60,6.0078347062842,2.2000003634981686,5.008750360662564,1.5070559226606717,Iris-virginica
+61,5.705567327217765,3.7831258192051562,1.6723353497170308,0.2958110670798733,Iris-setosa
+62,4.632225756836063,3.4001035159443633,1.3961079877080984,0.32744458976731505,Iris-setosa
+63,5.793297672529565,2.674784277021106,5.109097222927609,1.9334977687402404,Iris-virginica
+64,5.573036906573368,2.4777779802086988,3.8765509962760314,1.1020411041617284,Iris-versicolor
+65,6.813533652725784,2.7917976562656937,4.849299482996055,1.4165718348955925,Iris-versicolor
+66,6.297968256398939,2.7019104889857566,4.896846086299012,1.7970932960762847,Iris-virginica
+67,6.289861977902156,2.3044795278731796,4.422616790417571,1.307808658464379,Iris-versicolor
+68,5.698112981110856,3.788953600720236,1.8035342645098278,0.3130973137646444,Iris-setosa
+69,5.7915797546855,2.8013963517449763,5.089618264743378,2.3959877536118666,Iris-virginica
+70,6.690140311531847,3.0,5.0107660254509945,1.703293181851783,Iris-versicolor
+71,5.7394179822535065,3.8071945838994554,1.7230585541397645,0.29813681238110357,Iris-setosa
+72,4.623284457008368,3.400044612618186,1.403987919318556,0.2979443869533216,Iris-setosa
+73,4.616828780320104,3.1985285286742196,1.3962441387221705,0.19752714948814037,Iris-setosa
+74,5.4032181968431034,3.3980754399174264,1.4984787005071205,0.35294061455566655,Iris-setosa
+75,5.183301749558858,3.7529157143695935,1.6738434684049248,0.40033925346688903,Iris-setosa
+76,6.408600242248122,2.898215431029536,4.266337373345515,1.3069691790251587,Iris-versicolor
+77,6.209369009896456,2.2000003494470475,4.521782653892803,1.5144186656198289,Iris-versicolor
+78,6.721285876252757,3.3024256713074136,5.694489238157502,2.09409347204432,Iris-virginica
+79,6.287114278919029,2.303015162225895,4.394436311796896,1.308031608563389,Iris-versicolor
+80,5.669337134093486,2.7380946591202053,4.476980761008545,1.2790923240049936,Iris-versicolor
+81,7.050018767958448,3.0,5.875562818036542,2.1092138651098864,Iris-virginica
+82,6.290393479771201,3.39960519945994,5.574397079801011,2.4009901495684165,Iris-virginica
+83,5.397117247611153,3.3965831141638265,1.6135239249423465,0.1974238076322397,Iris-setosa
+84,6.846726228044563,3.200936016440307,5.885482463223515,2.310873883271964,Iris-virginica
+85,6.3182426176623965,2.713697424437935,4.894009049508759,1.79974981030993,Iris-virginica
+86,6.8237214363001515,3.1875925717116442,5.838001415796904,2.2993447659959982,Iris-virginica
+87,5.10285413839875,3.8064908312125008,1.5990349051238464,0.1924701365007486,Iris-setosa
+88,6.531095281658873,3.0,5.82077950600381,2.2183059169712194,Iris-virginica
+89,6.389947514488531,2.6862415868851603,5.318000333679003,1.9071068966806062,Iris-virginica
+90,5.7792393306608005,2.66952611012763,5.105522784611432,1.9169580532102155,Iris-virginica
+91,5.4385655256043295,2.380785969393222,3.826043670827838,1.1083959200465658,Iris-versicolor
+92,6.1050485089850275,2.826863166483002,4.6834668970691595,1.1787266801856293,Iris-versicolor
+93,5.364974317373953,3.7833999239062353,1.5239509762000034,0.2108580404912146,Iris-setosa
+94,5.611346700453663,2.5396515196979856,4.042733315092717,1.1368292157447035,Iris-versicolor
+95,5.088172355079857,3.303909789818337,1.4966299916485282,0.5763528026930391,Iris-setosa
+96,6.934231209218824,3.2012268964828006,5.833373473339727,2.2875679319391526,Iris-virginica
+97,5.878430263013237,3.0,4.2586082143494535,1.517113844605752,Iris-versicolor
+98,5.074987167881417,2.5098969628782033,3.2618711869652373,1.1258460217817419,Iris-versicolor
+99,5.58315801239743,2.531056806698373,3.9590747070355503,1.1165126670411198,Iris-versicolor
+100,5.216255717925301,2.6942514787387357,3.939401538719511,1.378239524938533,Iris-versicolor
+101,6.079067394379062,2.6000011281143114,5.5819867308561735,1.4333434277023143,Iris-virginica
+102,4.602302590079065,3.211212962677424,1.3949332924271527,0.20031853255623816,Iris-setosa
+103,5.098508918411109,3.5250436615419134,1.4042226913625047,0.2954224265126682,Iris-setosa
+104,5.381957425255531,3.9141026691040226,1.5884856848622761,0.3695137974903599,Iris-setosa
+105,4.601909831745191,3.3985046345410215,1.4033820135896282,0.29922333080564806,Iris-setosa
+106,6.013086594689059,2.892835822186472,4.476588826208861,1.5189799483831834,Iris-versicolor
+107,4.895438659589123,3.1050269346378827,1.5193401108405187,0.10000010263984022,Iris-setosa
+108,5.694627978001133,2.498448742223587,4.992480533144155,2.011748689041425,Iris-virginica
+109,6.698464126787419,3.3001994504811605,5.701889539084823,2.1080118264474472,Iris-virginica
+110,6.298642411507179,2.5008043616544513,4.876023167330947,1.4764793725497685,Iris-versicolor
+111,6.775652957325005,2.8172134783039438,4.808654562653613,1.4272461856029999,Iris-versicolor
+112,4.891470581313634,3.0,1.4037566738317364,0.19994184986151253,Iris-setosa
+113,6.0013880114703015,2.2000003404120245,4.991039366105675,1.4952342752087822,Iris-virginica
+114,6.6810356559816455,3.0,4.985978653374071,1.7319194600838266,Iris-versicolor
+115,6.127983519552855,2.5969567343455164,5.618504829121138,1.4214714096345498,Iris-virginica
+116,6.375495980342746,2.6944762674734286,5.3144509313614225,1.8806166399945545,Iris-virginica
+117,6.784576487211392,3.0,5.513097973751702,2.098439210097479,Iris-virginica
+118,5.802590710065333,2.8192992671379096,5.10151343007022,2.406705602918741,Iris-virginica
+119,5.56578265248713,2.4774893575759664,3.8689465326717736,1.102370800529613,Iris-versicolor
diff --git a/iris/tab_ddpm/8_2/4/test.csv b/iris/tab_ddpm/8_2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/4/train.csv b/iris/tab_ddpm/8_2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/4/val.csv b/iris/tab_ddpm/8_2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/5/synth.csv b/iris/tab_ddpm/8_2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d02067515294593876da5af291cdb9545d129d81
--- /dev/null
+++ b/iris/tab_ddpm/8_2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.446958784787163,2.8327886533956965,3.7054373519289006,1.361099720947127,Iris-versicolor
+1,4.500458960555662,2.2977775924100423,1.3035450753604363,0.2946455481383987,Iris-setosa
+2,6.306841227415514,2.5094301639902903,4.919767004484454,1.5089500212587854,Iris-versicolor
+3,4.993120439606746,3.39961656770144,1.567096577433609,0.4401886501977814,Iris-setosa
+4,5.066641938601599,3.370360338208553,1.4832324571363429,0.2054382187067063,Iris-setosa
+5,6.7140978314423245,2.4913226364605703,5.8009341909794,1.8031137353541362,Iris-virginica
+6,5.635185678114783,2.7257539828462183,4.399171855190695,1.2812081336464782,Iris-versicolor
+7,6.896789524948012,3.100428978217652,5.102974684297857,2.30430444969463,Iris-virginica
+8,6.582094352812481,3.0,5.798482832223407,2.2321107582257214,Iris-virginica
+9,5.88525415414439,3.2348489640757436,4.789164136935267,1.7984383909711492,Iris-versicolor
+10,5.522331527209733,2.4072396376119545,3.9184179829842307,1.1218566270663477,Iris-versicolor
+11,4.914666952184889,2.408630879575747,3.257270433320915,1.0426744718626428,Iris-versicolor
+12,6.705136383431491,2.471665820955539,5.834346339837223,1.8007700281968364,Iris-virginica
+13,5.142412128618458,3.773231086875981,1.5962150416722043,0.19956280246657215,Iris-setosa
+14,5.324775912079036,3.6171855357297007,1.5242650368788986,0.20141935830095237,Iris-setosa
+15,5.667307008563289,2.920750676726115,4.265713268675798,1.3471805467574292,Iris-versicolor
+16,6.2966563323909375,3.309147164321818,4.686410098263356,1.5879937047296206,Iris-versicolor
+17,5.995866853371548,2.7004703536082455,5.106139072210636,1.5943276352767215,Iris-versicolor
+18,7.899998707414191,3.8014089059801917,6.404318805694201,1.9916818246622143,Iris-virginica
+19,6.315289306414017,3.30343472363665,4.714257212021552,1.577516606193534,Iris-versicolor
+20,7.899998856599988,3.7847963293777926,6.400549588023195,2.016401770990751,Iris-virginica
+21,5.658139157603891,2.780968700994958,4.316950110852728,1.2975864240494743,Iris-versicolor
+22,4.4,2.889722776076366,1.402135253737786,0.1971718359516774,Iris-setosa
+23,5.973431985934298,2.7024433427802923,5.081326874170511,1.5779121217511325,Iris-versicolor
+24,6.055763642808477,3.0,4.78697713860078,1.8011411480103157,Iris-virginica
+25,5.118586621211973,3.533689161133944,1.3928968804040032,0.3020995507390699,Iris-setosa
+26,5.312865883638486,3.8470428654310243,1.6090699594763755,0.35282555240683544,Iris-setosa
+27,4.929984220885476,3.2927694173881945,1.4021136613290652,0.19703958752129658,Iris-setosa
+28,6.2982345215013416,3.299696441598757,4.665969639539044,1.5933460107136617,Iris-versicolor
+29,5.80922782787797,2.7920359689539116,5.099289574879459,2.403181735612676,Iris-virginica
+30,6.326824688710837,2.959321381810195,5.542870263548192,1.7991440566843742,Iris-virginica
+31,6.354928413502909,2.7148913094832445,5.066147498041826,1.8524085193262847,Iris-virginica
+32,5.0695241181218105,3.493832267798134,1.4049165802865116,0.2997037950429311,Iris-setosa
+33,5.898820153614928,3.0,4.077747366189359,1.4848797510344784,Iris-versicolor
+34,6.670204766650918,3.0,5.669123680594676,2.156432975167765,Iris-virginica
+35,4.400000521805255,2.905304385010258,1.4032054981901414,0.20291174242848609,Iris-setosa
+36,5.127854150605202,2.6507809664112396,3.7794654968197605,1.385076289347095,Iris-versicolor
+37,6.762082913540455,3.1914377698157397,5.86198960297496,2.290208536949585,Iris-virginica
+38,4.61848276682376,3.3995960532484273,1.4078045241170893,0.29654942813048957,Iris-setosa
+39,5.491751927676071,2.3795122876646735,3.825592407535983,1.1163673477886693,Iris-versicolor
+40,5.588621461065091,2.579042332917262,4.0803073389132,1.141700227100861,Iris-versicolor
+41,6.216198083860288,2.2000002950408226,4.515068692142,1.5082720938075975,Iris-versicolor
+42,6.478336483834936,2.6461321761646937,5.437750582579624,1.863348001370575,Iris-virginica
+43,6.679426690249847,3.2918789213046935,5.7420313988072,2.1242292746420697,Iris-virginica
+44,6.702151313433834,3.0,5.007122827051945,1.7135896505597608,Iris-versicolor
+45,6.004458881356153,2.9121704001402993,4.496152544080252,1.5156441510235419,Iris-versicolor
+46,5.451816102259143,3.4229539727362717,1.5421500235905696,0.355816652117875,Iris-setosa
+47,5.038127845829121,3.3162619564614304,1.3982879672072612,0.19653785381435424,Iris-setosa
+48,5.105228737988348,2.5094048673557623,3.0338754613935945,1.116791311851502,Iris-versicolor
+49,4.982035132533969,3.17931486706683,1.2,0.19826237075049358,Iris-setosa
+50,5.756871981294526,2.5710228027429927,5.042514471161782,1.9317425400837873,Iris-virginica
+51,5.700442712502509,3.784711032679802,1.6639824107226258,0.31309987460049143,Iris-setosa
+52,5.661465277026794,2.7554729115286545,4.310572944678209,1.3437834937140718,Iris-versicolor
+53,5.391924406595894,3.8936180124234627,1.5796552691542127,0.4479334297074736,Iris-setosa
+54,5.710978294933419,3.7985371656879576,1.6852186438537484,0.29371871604317185,Iris-setosa
+55,6.024037639569513,2.701519807534056,5.109196646981516,1.611905540129926,Iris-versicolor
+56,4.998386389103813,3.399302135394468,1.645616474725993,0.3688741014928702,Iris-setosa
+57,6.939556222695128,3.099898391790807,5.089509229375447,2.3081181229662073,Iris-virginica
+58,6.284118450481037,2.5143982604860518,4.91956264925452,1.4999594906193237,Iris-versicolor
+59,5.5265402458344255,2.4054182073456105,3.6462239773069167,1.0826734165729832,Iris-versicolor
+60,4.898192114187896,3.0,1.4015503898582167,0.20468940387249776,Iris-setosa
+61,7.281984036019076,2.8992671851808627,6.3214861866392935,1.795093242066017,Iris-virginica
+62,6.556910235156981,3.0,5.805108741622796,2.215147319394065,Iris-virginica
+63,4.905356076620455,3.1122277000659784,1.5078546837541795,0.10000011948286924,Iris-setosa
+64,4.997276103484818,3.173902853350481,1.2000001840731054,0.20024228340891373,Iris-setosa
+65,5.836377996823698,2.745563135971725,5.100043373853399,1.855374545516959,Iris-virginica
+66,6.044989450135887,2.691692888448511,5.103495326830729,1.5991213155701347,Iris-versicolor
+67,5.913040413388896,3.0,5.1158665785422475,1.7973695794786946,Iris-virginica
+68,6.294617762594515,2.8956204605840243,5.5585871342769515,1.7963244546466137,Iris-virginica
+69,6.104431598500982,2.8036018844595736,4.686898032397182,1.1837228569236258,Iris-versicolor
+70,5.800987031000335,2.8102140374242706,5.097041054184975,2.3999783131275576,Iris-virginica
+71,5.8455387008350055,3.2006363468006103,4.789268687338065,1.796568032059759,Iris-versicolor
+72,6.280277939507643,2.2851277668012213,4.4136087456433994,1.3186349054267636,Iris-versicolor
+73,4.803871211786809,3.0,1.388495189129585,0.1,Iris-setosa
+74,6.408952012285188,2.901185189474797,4.292636604691018,1.3076270421970524,Iris-versicolor
+75,4.40000064651734,2.8944998403880735,1.3890136749539685,0.197369191764046,Iris-setosa
+76,5.672936336135627,2.7826419075211883,4.444278554610314,1.3094335038924363,Iris-versicolor
+77,6.7117029016433,3.0,5.0009982920486085,1.6992872004958648,Iris-versicolor
+78,5.0888368343247,3.769041834740321,1.643930194200545,0.2017843484548311,Iris-setosa
+79,6.303496594043511,2.8926096490179645,5.617231479015799,1.7938469707855216,Iris-virginica
+80,6.416087699181344,2.884719042318506,4.131580096756963,1.2882884457254244,Iris-versicolor
+81,5.706350348444217,2.5975203354639698,5.065969508374516,1.9369662158966126,Iris-virginica
+82,5.609854628166554,2.7135900529719623,4.446584989702144,1.2894613466538427,Iris-versicolor
+83,6.2863272665492165,3.405436249616398,5.55774740072096,2.397786589391102,Iris-virginica
+84,5.619973170088868,3.0,3.9936511485738184,1.3085612658812849,Iris-versicolor
+85,4.9998210611627005,3.3005149442244326,1.4085187833149917,0.19452968140304877,Iris-setosa
+86,5.097932573658999,3.30644999667305,1.7419062692217189,0.48735034895071383,Iris-setosa
+87,5.614333488182448,2.917965837205224,3.6136912174946687,1.2926352378318273,Iris-versicolor
+88,6.847552280596695,3.2041660339548237,5.750252649413812,2.3007630464311277,Iris-virginica
+89,5.553058880667815,2.6223580415021854,4.340700822499961,1.2123820002799508,Iris-versicolor
+90,5.796254150794535,2.7979409057524784,5.106163250751006,2.4073539195176723,Iris-virginica
+91,6.378104661061853,2.8982241849572894,4.2814518470212475,1.3116039663924197,Iris-versicolor
+92,6.613674644247287,2.837440736262158,4.675906059775054,1.3530773421598228,Iris-versicolor
+93,6.274952846977894,2.6951873385786667,4.873737374909047,1.7967449324326952,Iris-virginica
+94,4.808739090383482,3.0,1.39950560884624,0.33204619477232594,Iris-setosa
+95,5.716119850665107,2.5461560087583286,5.028819506581324,1.9712478438217478,Iris-virginica
+96,5.701859609014886,2.7780629836581148,4.455554431539854,1.3103444213773052,Iris-versicolor
+97,5.79772549299406,2.685782965229662,5.097868782073402,1.9543274479138633,Iris-virginica
+98,6.547673851942116,3.0,5.482019573727986,1.8108712001499547,Iris-virginica
+99,6.100028671556408,2.876321018784029,4.667041042805826,1.2542724414484272,Iris-versicolor
+100,5.612716392438721,2.8772025856038446,3.6636511277377273,1.3076052205614164,Iris-versicolor
+101,5.615298530810317,3.7806879367105553,1.6031745996257503,0.30277074674401966,Iris-setosa
+102,5.4770209723851915,2.5897941461290843,4.375245901184389,1.1991648478575576,Iris-versicolor
+103,5.095441306490644,3.3371541151171917,1.8256780016617196,0.4175704833801348,Iris-setosa
+104,6.318646153397001,2.4572105075950326,4.815048870707219,1.476593390646421,Iris-versicolor
+105,6.814946718161147,2.793563807970715,4.785576640073281,1.391142254452034,Iris-versicolor
+106,5.308120144768801,3.7229706448498243,1.5009912301688242,0.20262261503106768,Iris-setosa
+107,5.505930760211492,4.1999990901728825,1.383409952648261,0.1963134385068987,Iris-setosa
+108,4.400000629898893,2.897014439181969,1.4004000319548249,0.20317535432377176,Iris-setosa
+109,5.096839511879661,3.2952721540648797,1.6870307228480481,0.4673075027906043,Iris-setosa
+110,6.510429135715432,3.185685830496036,5.109850203383201,2.00222265901582,Iris-virginica
+111,5.162738153893229,3.3381242001408107,1.6167034974725059,0.44261382636783053,Iris-setosa
+112,6.791719142280982,2.7971111178081154,4.801003090930994,1.384318703790354,Iris-versicolor
+113,5.591427876296386,2.502215338226076,3.9241222707522634,1.1201222427644189,Iris-versicolor
+114,5.898080401170707,3.0,5.098964777588656,1.8050775104723906,Iris-virginica
+115,6.2190916540758865,2.2000002953578908,4.52218824227987,1.5377889224597554,Iris-versicolor
+116,6.695054952435266,2.49830429838496,5.777849917552568,1.8042450624000936,Iris-virginica
+117,6.317140759543862,3.3105691224634,4.678568193519025,1.5865667475970735,Iris-versicolor
+118,7.031493641625623,3.0,5.831501392170689,2.082218802896768,Iris-virginica
+119,5.887418827333937,3.0,4.116494665763535,1.490318864537718,Iris-versicolor
diff --git a/iris/tab_ddpm/8_2/5/test.csv b/iris/tab_ddpm/8_2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/5/train.csv b/iris/tab_ddpm/8_2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/5/val.csv b/iris/tab_ddpm/8_2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/6/synth.csv b/iris/tab_ddpm/8_2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bf7946f364a973cb9d90974d687b291943699c40
--- /dev/null
+++ b/iris/tab_ddpm/8_2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.597291358576591,2.658931684704387,4.322289381541907,1.2746413675340558,Iris-versicolor
+1,6.864107212142986,3.1878427646398535,5.744497313621436,2.296795692957825,Iris-virginica
+2,6.265452692088808,2.706805943390019,4.9288931065543915,1.7902371242875923,Iris-virginica
+3,5.4078758974655114,3.0,4.499757351445738,1.4978758575808486,Iris-versicolor
+4,6.187449059539465,2.2,4.506680705754302,1.4693760274496364,Iris-versicolor
+5,7.71659027899608,2.60822493797145,6.9,2.3112719961418517,Iris-virginica
+6,5.185730037160894,3.721063859252158,1.5193902149852354,0.19962168966159347,Iris-setosa
+7,7.709668766664371,2.593835271249264,6.89999889578314,2.299632699317765,Iris-virginica
+8,6.288709478838137,2.8955440464428213,5.5944981823118285,1.7987927433244604,Iris-virginica
+9,6.710817813818844,3.2951004173814518,5.69043632567675,2.0971816165349075,Iris-virginica
+10,5.635496594590428,3.7863793735478324,1.6811082147302125,0.3343995920058565,Iris-setosa
+11,4.770031322708958,3.0,1.390013230827641,0.1,Iris-setosa
+12,6.899246583784262,3.10751738435835,5.100632319558126,2.2988709210328104,Iris-virginica
+13,6.105386116307675,3.0,4.640063988908356,1.3858292397280407,Iris-versicolor
+14,6.703755324362144,3.3031479228205445,5.701511223417385,2.1003705599581584,Iris-virginica
+15,6.297944029220323,2.9188008554762725,5.598736140542584,1.8035979857650013,Iris-virginica
+16,5.175927080487808,3.3346302848031324,1.5274827370678201,0.506930314078416,Iris-setosa
+17,4.908432212244278,3.096890695408309,1.5363255728187788,0.10000010123593171,Iris-setosa
+18,6.2924829714407124,2.4920924398475583,4.897953193135231,1.5025105049188625,Iris-versicolor
+19,5.455397967430557,3.90746782952167,1.7766700120121344,0.3322698131928091,Iris-setosa
+20,6.686635523763634,3.0,5.000651063491335,1.7078874435629592,Iris-versicolor
+21,5.804635276776922,2.7978174037371644,5.1060929960261205,2.4024674740272207,Iris-virginica
+22,6.7066805233687425,3.3021328570116064,5.734205653280788,2.5,Iris-virginica
+23,4.804497453716307,3.0,1.404662718929388,0.2946103448859878,Iris-setosa
+24,4.78919275144707,3.0,1.3938060764050992,0.297827619697728,Iris-setosa
+25,7.328667555152896,2.907457359178117,6.328720547898349,1.7811008293814146,Iris-virginica
+26,6.296330805296344,2.5056895735525258,4.924423014735466,1.500645301405601,Iris-versicolor
+27,4.802584413918823,3.0,1.3948687179595725,0.10000010554406429,Iris-setosa
+28,6.495068774957967,3.1900622692488807,5.093630754192697,1.994876421522701,Iris-virginica
+29,5.084526399519209,3.3157089553006376,1.7333731746216114,0.4944726169977197,Iris-setosa
+30,6.073423659971373,2.60928732779678,5.6359056509693675,1.4178494859451607,Iris-virginica
+31,5.003218236905241,3.3949039929777234,1.578617456339832,0.38269383155993725,Iris-setosa
+32,5.959363742232822,3.0,4.371130591007903,1.5466410056018167,Iris-versicolor
+33,6.395727811874337,2.7056242202879575,5.2998761504608085,1.8903603812132443,Iris-virginica
+34,6.007427025562976,2.2,5.009647080684691,1.5167482489460515,Iris-virginica
+35,5.07022956252026,3.344258697670735,1.58364861362782,0.4427161697722496,Iris-setosa
+36,6.650394006685901,3.282509952840274,5.6049046354478405,2.086079991170052,Iris-virginica
+37,6.181193557181887,2.5787825786151206,5.020075241837199,1.5412640141795808,Iris-versicolor
+38,6.4000696937756985,2.8976573357302153,4.295051775518602,1.3079676632601676,Iris-versicolor
+39,4.815454780986704,3.0,1.4017007358001008,0.30777457260359964,Iris-setosa
+40,6.5026336627440955,3.0,5.46242771832382,1.8032309913868703,Iris-virginica
+41,6.721628409405893,3.3117184459874327,5.69505991950293,2.5,Iris-virginica
+42,6.136289877763534,2.6008328211430536,5.60506946486201,1.4479058411457142,Iris-virginica
+43,4.892985546083088,3.1136436044466347,1.4991304922770678,0.10000009785231041,Iris-setosa
+44,6.686684213839136,3.0,4.9840483932785045,1.7251021868707483,Iris-versicolor
+45,5.708878192558602,2.8033561471638215,4.464786172162171,1.3306742006431218,Iris-versicolor
+46,5.324421302913013,3.6724976701611083,1.5196114666881675,0.20877569059202017,Iris-setosa
+47,6.301275521897927,2.6970326799732134,4.8465246958092125,1.8080353367642883,Iris-virginica
+48,7.9,3.836277270844927,6.405445030663561,1.9839505757138287,Iris-virginica
+49,6.291754772519201,3.4000040551769337,5.5995524057748085,2.399941804867318,Iris-virginica
+50,4.400000471562164,2.9074707245872893,1.4017346619300761,0.20259049426950662,Iris-setosa
+51,5.878390279347254,3.0,4.178365258929656,1.473789920326797,Iris-versicolor
+52,5.289877931391396,3.824270841241991,1.6534241181613953,0.41405907268633485,Iris-setosa
+53,5.280904433459929,3.7074392770506295,1.550761410285286,0.20043654938399197,Iris-setosa
+54,5.77381778249661,2.8015376949209405,5.103917104874602,2.3998522836996807,Iris-virginica
+55,5.800888885541038,2.7829619677657997,5.093206636884466,2.3924259516654884,Iris-virginica
+56,5.484838853837321,4.2,1.3891910871385091,0.20285928012597357,Iris-setosa
+57,5.078755872404564,3.6822761749516166,1.5079282373877678,0.3552087783041931,Iris-setosa
+58,6.1033297696385125,2.5988039482021628,5.595379491655864,1.4187451853236062,Iris-virginica
+59,5.246065321572334,2.687482206416841,3.981792519602294,1.392916849002514,Iris-versicolor
+60,5.288236349628011,3.3588802077904605,1.6628037586573745,0.38672536094232723,Iris-setosa
+61,5.7839353544615,2.6758316998119005,5.0734713279262005,1.9276719150695454,Iris-virginica
+62,6.685479490436995,3.2931340222959053,5.6937310929886245,2.104446337745574,Iris-virginica
+63,6.122645079774,2.7993732828059543,4.70048429964571,1.2042876162191334,Iris-versicolor
+64,5.881733539145307,3.202828332464765,4.78627665318858,1.802574733697581,Iris-versicolor
+65,4.4,2.893148542642211,1.4044004553332305,0.19468700128459282,Iris-setosa
+66,6.476871989018952,3.0,5.448651875015087,1.8005319984983754,Iris-virginica
+67,5.566851028006283,3.0,4.0747085846236875,1.2915489965641613,Iris-versicolor
+68,5.581438206034796,2.45355961076051,3.874863373292124,1.0964384536198328,Iris-versicolor
+69,5.665517999143501,3.7769340355196768,1.7005186148578724,0.29953829211936717,Iris-setosa
+70,4.898196683341408,3.0,1.3928884987956216,0.19495480755769665,Iris-setosa
+71,6.1802883376586015,3.0206254942648045,4.599171130834702,1.446076482479956,Iris-versicolor
+72,5.389769600544127,3.0,4.518731959865266,1.4981207538842933,Iris-versicolor
+73,6.194435784092046,2.2000003705364466,4.488012591829998,1.4877108479492414,Iris-versicolor
+74,7.111827645972441,3.0,5.920920530281992,2.096481081848518,Iris-virginica
+75,4.908777645305934,2.406415826960594,3.191950143599949,1.0358799528901568,Iris-versicolor
+76,6.414503829720908,2.716553906233108,5.279510640464904,1.9229259827405638,Iris-virginica
+77,5.922389474301506,3.2165502727645285,4.839212746358502,1.810642129876022,Iris-versicolor
+78,6.022874174063024,3.0,4.812462781649662,1.7991296171028217,Iris-virginica
+79,6.033152899251829,3.0,4.469863048924884,1.4583822778752713,Iris-versicolor
+80,5.093709822136328,3.296393346607579,1.8805740755444522,0.5162548448763248,Iris-setosa
+81,6.50454396568078,3.0,5.798582958705962,2.2098588898884013,Iris-virginica
+82,5.2116228986992414,2.7106952132990303,3.9285597393179623,1.4128046860321917,Iris-versicolor
+83,6.305271629442086,3.2938682470027176,4.669985803136926,1.5827604508592839,Iris-versicolor
+84,5.165319467942895,2.6556790775393706,3.8098817091494497,1.3507442526575242,Iris-versicolor
+85,5.812743853068945,2.728742362081129,5.106135475863238,1.879267377298543,Iris-virginica
+86,7.124436626785322,3.0,5.934244777420221,2.117346964943765,Iris-virginica
+87,5.229213326271656,2.694271564380885,3.878614830005535,1.3780039701312914,Iris-versicolor
+88,6.947734180053273,3.0,5.669269144822921,2.093820369888098,Iris-virginica
+89,6.002715766443311,2.9073076190782103,4.451326512131349,1.4870035948565783,Iris-versicolor
+90,6.311965815388454,2.6927146898931795,4.949114369759345,1.8022605125753073,Iris-virginica
+91,5.709699238528821,3.779737023927992,1.7368752019287563,0.29614312509985086,Iris-setosa
+92,6.74943519380119,3.1438480036372547,5.914742806868735,2.2833438212463015,Iris-virginica
+93,4.8105783465819005,3.0,1.4041201898546634,0.10000011007268543,Iris-setosa
+94,6.774614180526954,3.2203972931284253,5.791955219908699,2.0499157829575765,Iris-virginica
+95,6.942295717906525,3.1752418844113417,5.700623549910821,2.310414121139225,Iris-virginica
+96,6.070072196360177,3.0,4.574673637711016,1.4114985651653182,Iris-versicolor
+97,6.394941488560373,2.714071028763767,5.2845534943565395,1.894452949292584,Iris-virginica
+98,6.697012416850749,2.486333430688463,5.798112302455374,1.7993187063109488,Iris-virginica
+99,5.219659199609788,3.3714828776561814,1.581428585597877,0.20857366766806557,Iris-setosa
+100,5.137604816778386,3.306428029514118,1.7932811796830501,0.5461961901077232,Iris-setosa
+101,6.1042135729602744,2.5962992080841913,5.625393757552132,1.4269395179286475,Iris-virginica
+102,6.2967798453100245,2.4742340836300363,4.889160303038763,1.5024420527963047,Iris-versicolor
+103,6.113824527214911,2.9858638016736565,4.616345139816265,1.3828109856696174,Iris-versicolor
+104,5.92588291980855,3.0,4.237913674091782,1.5008264014266848,Iris-versicolor
+105,5.488230361036372,4.2,1.3924417735732297,0.19390044420286331,Iris-setosa
+106,5.148747593998778,2.5210784039755603,3.1345476256514013,1.0954404437568164,Iris-versicolor
+107,5.116923661285087,3.310609753759415,1.7572374460999916,0.4016939656264326,Iris-setosa
+108,5.29413687050829,3.6780235615402073,1.4992950769913187,0.2016070872581473,Iris-setosa
+109,6.287408589610938,2.2848307464635105,4.391637941295957,1.2968287582082356,Iris-versicolor
+110,5.550689925465942,2.847066121166905,3.596148056290373,1.3059836867223895,Iris-versicolor
+111,6.6471705237695735,2.722924294910177,4.86139626768793,1.4555014016008487,Iris-versicolor
+112,7.7010991504376225,2.5958619236283864,6.899998842073697,2.3103383882786206,Iris-virginica
+113,6.695155395625343,2.517757926838309,5.776494762648646,1.7988293586686677,Iris-virginica
+114,7.306402007803226,2.9032561919716846,6.266400678681327,1.8061985751425436,Iris-virginica
+115,6.515092167099381,3.201774734816728,5.102195282026101,1.9929829312940988,Iris-virginica
+116,6.24112585123837,2.20000027559608,4.520413234170097,1.5207458668864535,Iris-versicolor
+117,7.709954912730458,2.6068901173080654,6.899998363441971,2.306985865785898,Iris-virginica
+118,6.484682908502621,3.0,5.5339710119707615,1.8057037638194036,Iris-virginica
+119,5.976469255261254,2.868808907651317,4.550292401059506,1.491993808506553,Iris-versicolor
diff --git a/iris/tab_ddpm/8_2/6/test.csv b/iris/tab_ddpm/8_2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/6/train.csv b/iris/tab_ddpm/8_2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/6/val.csv b/iris/tab_ddpm/8_2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/7/synth.csv b/iris/tab_ddpm/8_2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a1947587fe40a6b062e2128cc83cd096010da5
--- /dev/null
+++ b/iris/tab_ddpm/8_2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.499757154868747,2.297194342147719,1.2991382681778316,0.29823475128203575,Iris-setosa
+1,4.815718733645348,3.0,1.40050702726787,0.27906867777497574,Iris-setosa
+2,6.974523497981836,3.098117377154973,5.09094679475503,2.300611507906389,Iris-virginica
+3,5.7996901555672675,2.8090901797896484,5.093239136423532,2.402053750633911,Iris-virginica
+4,5.973280058181402,2.200000284788561,5.0035316322783,1.517619727059622,Iris-virginica
+5,6.86771050347257,3.1997168346989757,5.802413147607576,2.3054075872355844,Iris-virginica
+6,5.0011195036246185,3.403757197926544,1.6009189726353155,0.403120503532752,Iris-setosa
+7,5.617704120915122,2.7080680869628453,4.305607999287661,1.2916404466571176,Iris-versicolor
+8,6.279692722800611,3.404476748601057,5.574818528792877,2.402949140124456,Iris-virginica
+9,5.895748888217992,3.0,5.095466110272686,1.799675732235973,Iris-virginica
+10,4.4000006779389,2.916993002874686,1.403696420648545,0.21042246616788424,Iris-setosa
+11,4.903867497066623,3.110254747556625,1.4971248653409575,0.1,Iris-setosa
+12,5.013056069879482,3.4553253983248107,1.5276723759444337,0.39260586756877447,Iris-setosa
+13,5.010155517115519,3.2061546580302953,1.20000018144348,0.19743506376959863,Iris-setosa
+14,4.997057350118731,3.3979729454077594,1.5250899824626956,0.43417894121328204,Iris-setosa
+15,6.109469889452981,2.5923398342426998,5.603872127216366,1.4159655988797224,Iris-virginica
+16,4.505847677337065,2.3118532119899053,1.3027102648765678,0.2980675264127938,Iris-setosa
+17,6.396123602968174,2.6811449648994596,5.29916439921694,1.8824938166895466,Iris-virginica
+18,5.006437535881148,3.2072390683250984,1.2,0.19590968571375939,Iris-setosa
+19,6.306285801215352,2.8974813172178946,5.604516828345378,1.7986005734259656,Iris-virginica
+20,7.9,3.8011645987429836,6.4058815906330855,1.9681385189353946,Iris-virginica
+21,6.901822227992328,3.09524577153753,5.108171818844562,2.3080857521522327,Iris-virginica
+22,7.003962309129241,3.0673636302867098,5.939330522949317,2.210026252461972,Iris-virginica
+23,4.804202047021017,3.0,1.4001641360780213,0.10000010146522172,Iris-setosa
+24,6.040763763368233,2.2,5.00002281808685,1.492106321543065,Iris-virginica
+25,5.99432963378428,3.0,4.866977434048388,1.7944883520486923,Iris-virginica
+26,7.310448099836532,2.895919510067676,6.346346726500787,1.8042801426825974,Iris-virginica
+27,7.288323147076015,2.892276382563659,6.277729303133449,1.8003861107458956,Iris-virginica
+28,5.009780999334232,3.4047223235217965,1.5386455303716917,0.44928429912141954,Iris-setosa
+29,5.798619176405286,2.8041059476605525,5.094036330008825,2.380427938035549,Iris-virginica
+30,6.07999740562192,2.996534633485024,4.63964387143306,1.3631889858131854,Iris-versicolor
+31,5.287565245283191,3.7187933265780098,1.4946953957003357,0.19863384738798698,Iris-setosa
+32,6.2176617191845125,2.2,4.5061290978715265,1.5098759750743782,Iris-versicolor
+33,6.111626512820031,2.5878968973074823,5.598081189974582,1.3970104855875605,Iris-virginica
+34,6.28388537101253,3.2908769007559027,4.688628061079355,1.6133343293263895,Iris-versicolor
+35,4.805927805637853,3.0,1.4085508958908732,0.2978718612594089,Iris-setosa
+36,4.87982009801204,3.0,1.4010026464827712,0.19675771969225345,Iris-setosa
+37,5.123807141611305,3.3981081392534778,1.5511671505883544,0.19881812252859937,Iris-setosa
+38,5.965762470193388,2.2000003342000642,4.996173798883979,1.5061041947242377,Iris-virginica
+39,6.2722936463650285,2.301075364309393,4.366215888133714,1.2716894587642156,Iris-versicolor
+40,6.80595677793893,2.8045816795718186,4.817171240268405,1.4286901776678627,Iris-versicolor
+41,7.716783261602987,2.6018500442786503,6.899998903729101,2.2977112078847832,Iris-virginica
+42,6.412096089441514,2.907094021692252,4.2731000886257515,1.3034166605800068,Iris-versicolor
+43,5.438547288295485,3.0,4.464324499609043,1.4492256055466397,Iris-versicolor
+44,5.08104208053939,3.4189238081957947,1.4040798584155265,0.2994739086651406,Iris-setosa
+45,4.905639531149688,3.120677942810698,1.4976453836349017,0.10000009898423154,Iris-setosa
+46,5.732989020656217,2.5117452688851785,4.997941435983868,2.0077720669751145,Iris-virginica
+47,6.445225997276869,2.882570142312271,4.331829288196116,1.3332908696833963,Iris-versicolor
+48,6.191134396183174,2.2000002953205806,4.546328971174074,1.504702632661854,Iris-versicolor
+49,6.7972280924565345,3.1734741955863788,5.8303664437726725,2.303515852883472,Iris-virginica
+50,4.985394928122606,3.2060584990933134,1.200000229168307,0.2050643079576573,Iris-setosa
+51,6.154277264987835,2.8162067239344046,4.705112423205645,1.1937283635633715,Iris-versicolor
+52,4.592065867496337,3.4037617195435943,1.4009034897639765,0.3075743056671804,Iris-setosa
+53,6.435258717150665,2.6826089393865273,5.323207783775685,1.8985946083241674,Iris-virginica
+54,7.304919322238914,2.8874666948355405,6.280348855324279,1.7842571871309574,Iris-virginica
+55,5.767668308137585,2.8034120546194665,5.096809543226567,2.4077420800383997,Iris-virginica
+56,6.278397620135562,2.8605211312338947,5.566356929545469,1.7775308829471825,Iris-virginica
+57,6.097513066915636,2.5993493413358526,5.622291672390347,1.3624775230862567,Iris-virginica
+58,6.40437757301446,2.6836927248257747,5.343313191594618,1.9104206056613735,Iris-virginica
+59,5.789104520048987,2.7115847747833843,5.111321755535295,1.8874444782132065,Iris-virginica
+60,7.701393164663804,2.627345642692002,6.899998589207434,2.3093051184374094,Iris-virginica
+61,5.586857627094557,2.4794555437198773,3.93520388632471,1.1076548493430742,Iris-versicolor
+62,6.302995061572485,2.7227441867222946,4.925618090029647,1.8052878734061804,Iris-virginica
+63,5.540366087787563,2.4426237268177835,3.922776834094137,1.0939523931065196,Iris-versicolor
+64,5.609374468819508,2.719361449112578,4.259859728552145,1.3013527760718084,Iris-versicolor
+65,5.082243982180296,2.49526296627033,2.8335378907073974,1.0960698772894528,Iris-versicolor
+66,4.903133186980753,3.0923193874779846,1.4987494209100662,0.10000009528100179,Iris-setosa
+67,6.020333290477669,2.6939718129665304,5.100660361483757,1.6061761670382992,Iris-versicolor
+68,5.550123870922154,2.6950623781393532,4.3758551193815896,1.258073027350319,Iris-versicolor
+69,5.589705386714396,3.0,4.106649742573039,1.301789345756392,Iris-versicolor
+70,5.92011743993618,3.0,4.322986264605702,1.4878106197973389,Iris-versicolor
+71,6.067792702978389,3.0,4.5232414314144975,1.4565966111275064,Iris-versicolor
+72,5.384517415558923,3.867688601741409,1.8125545941168024,0.38347670941251233,Iris-setosa
+73,5.525748602860722,4.2,1.4038305692892876,0.214937412135778,Iris-setosa
+74,5.684017094992455,3.778284009811655,1.559279741262151,0.3213313215096008,Iris-setosa
+75,5.990520800413655,2.2000003071722407,4.994383443286003,1.4696648947372328,Iris-virginica
+76,5.077892863668101,2.486199497608156,3.0236378401985373,1.0871475443764824,Iris-versicolor
+77,6.301015329614497,2.297102973195046,4.387026112397976,1.2929763423738034,Iris-versicolor
+78,6.303192387069587,3.283607165463166,4.685304014235757,1.593902515398005,Iris-versicolor
+79,4.902186589636258,3.1052304641993906,1.616487179532964,0.1,Iris-setosa
+80,6.289565976657954,2.7126342526635367,4.838661903236903,1.7982923430707713,Iris-virginica
+81,6.426074715510719,3.0,5.497312127202364,1.8053568408158291,Iris-virginica
+82,5.876913772467226,3.0,5.099905832254422,1.8028866722473051,Iris-virginica
+83,7.9,3.796000320052053,6.419074277761625,1.9812747053569453,Iris-virginica
+84,5.776231191936321,3.806242056072397,1.6332683357032467,0.2959134733439651,Iris-setosa
+85,5.796291652928554,2.7280253226140787,5.109697854952649,1.8732721317243144,Iris-virginica
+86,5.441449872663211,3.0,4.541699105929121,1.5120563782051277,Iris-versicolor
+87,7.9,3.780257216748228,6.414299926437041,2.0177222238369334,Iris-virginica
+88,5.161873719525547,3.7957978277831548,1.5448966464429832,0.19644212225798402,Iris-setosa
+89,5.211014594951138,3.8686163263377917,1.7197569300579492,0.392607209778258,Iris-setosa
+90,5.89846937758091,3.1706203800905377,4.805701976694758,1.7966650817631016,Iris-versicolor
+91,5.095387072195038,3.3036079767907047,1.5802193268511655,0.45830858461103363,Iris-setosa
+92,5.108437004242176,3.5135680609783675,1.400302625475331,0.29508517166331316,Iris-setosa
+93,6.106288817973635,2.795135971213468,4.71849708245857,1.2094814000937166,Iris-versicolor
+94,5.654403144381205,2.765892689600868,4.384722436717486,1.3095897581127791,Iris-versicolor
+95,5.921440652491806,3.0,4.194695784208309,1.4841347383756776,Iris-versicolor
+96,5.87903321110793,3.0,5.0920312451922465,1.808520225079064,Iris-virginica
+97,6.728528273859796,3.312005613340801,5.6867004850817775,2.5,Iris-virginica
+98,5.996370216113542,2.6933357146211856,5.083325378551151,1.6065377280079707,Iris-versicolor
+99,5.373526060606832,3.896677146193486,1.7126159450201572,0.40761342936392797,Iris-setosa
+100,6.293265857573339,2.658051075674131,4.892487188524344,1.7944950058847586,Iris-virginica
+101,4.813009907480393,3.0,1.3989291331866776,0.33445843737050884,Iris-setosa
+102,5.831863401123664,2.797010001816969,5.092006649602097,2.3989442067679283,Iris-virginica
+103,7.329032922629194,2.8987916274417977,6.296035711143188,1.7973064010074258,Iris-virginica
+104,6.297524660611274,2.476168134844414,4.890533513679727,1.4951940142853535,Iris-versicolor
+105,4.605146528995592,3.406414060489768,1.3946423416482718,0.30163143253313046,Iris-setosa
+106,6.471684023574179,3.0,5.776367466069555,2.178080302849498,Iris-virginica
+107,5.952437135432612,3.2351318292075746,4.78860805527256,1.788736618764342,Iris-versicolor
+108,6.295449374055639,2.300585479980559,4.414572887805259,1.322701916078242,Iris-versicolor
+109,7.295122585294539,2.9088959059776864,6.2981441203493995,1.8079035580485807,Iris-virginica
+110,5.882297628438974,3.194976566667709,4.7913711075234655,1.7963963050590728,Iris-versicolor
+111,5.914158350498868,3.0,5.095530587733554,1.7972154524735406,Iris-virginica
+112,6.315837387004488,3.391916136631855,5.604380080619514,2.382578120995519,Iris-virginica
+113,6.925261078843569,3.088982002530652,5.102399087369149,2.2833245118462826,Iris-virginica
+114,6.653881980118443,3.3017955971079918,5.6635615612816625,2.5,Iris-virginica
+115,6.705811941948067,2.5019863281587567,5.811482422477425,1.806098372130141,Iris-virginica
+116,5.92109407277035,3.0,4.254748539353674,1.5077343362251825,Iris-versicolor
+117,5.894896978413848,3.0,5.105521258435672,1.79819448601798,Iris-virginica
+118,7.12289656682687,3.0,5.900006413603544,2.0936000037342106,Iris-virginica
+119,5.303503922081064,3.3774882468086456,1.5447469315949918,0.3686052778446691,Iris-setosa
diff --git a/iris/tab_ddpm/8_2/7/test.csv b/iris/tab_ddpm/8_2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/7/train.csv b/iris/tab_ddpm/8_2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/7/val.csv b/iris/tab_ddpm/8_2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/8/synth.csv b/iris/tab_ddpm/8_2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..031e3574ad7d810d03d0b0df5f263a47d1488db2
--- /dev/null
+++ b/iris/tab_ddpm/8_2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.517662284696292,3.0,5.485627435134952,1.8073284210633882,Iris-virginica
+1,5.640776791104646,2.8146560243840266,4.524062756719343,1.298878958108446,Iris-versicolor
+2,5.40625035429461,3.401247242206036,1.6923342556679901,0.20086582703857686,Iris-setosa
+3,5.149985077942675,3.794458755521063,1.602016922971124,0.19941599634347923,Iris-setosa
+4,6.1074832365700535,2.7988004093994463,4.703423430394434,1.1950352492709548,Iris-versicolor
+5,6.29517315904867,2.4636457955238202,4.814263701269484,1.4638431749618412,Iris-versicolor
+6,6.285463295800983,2.3021768967235223,4.4272724135317105,1.307271208803795,Iris-versicolor
+7,5.693612383179597,3.8089426001357407,1.7457973687939516,0.3411318457303817,Iris-setosa
+8,5.695589788396055,2.7647526033507104,4.47168857126446,1.302595601165888,Iris-versicolor
+9,6.529261026827972,3.0,5.517354465842095,1.7962284048687422,Iris-virginica
+10,6.176417323558831,2.2000003116648754,4.497053509152597,1.480574695688072,Iris-versicolor
+11,7.295088060152576,2.952994804861025,6.26746461009176,1.8862853022625177,Iris-virginica
+12,4.508039496411657,2.2979315768570197,1.3013405872138202,0.3114752729978579,Iris-setosa
+13,6.283566177840342,3.4052953184618397,5.587388516390975,2.3932214257352733,Iris-virginica
+14,5.022744733005299,3.3239774625489984,1.4017700199139662,0.2028134350136008,Iris-setosa
+15,6.303229965963353,2.29087249327411,4.415732585559437,1.3020149129264462,Iris-versicolor
+16,5.010211932201025,3.207837383994247,1.2000002642104717,0.20326340557462194,Iris-setosa
+17,5.3972123524047655,2.44919283703842,3.7030274497466804,1.0851150743783662,Iris-versicolor
+18,5.867554272242104,3.0,4.133996066934293,1.51043832546503,Iris-versicolor
+19,4.989704120568518,3.221138598987943,1.2,0.19549575558639865,Iris-setosa
+20,6.051744018662714,2.2000003476713217,4.959751464976011,1.5282029103822659,Iris-virginica
+21,6.137884707740744,2.595194880646356,5.616569878866775,1.4248387371104116,Iris-virginica
+22,5.669142746705702,2.4787479617532884,4.994589171391127,1.9846553431168452,Iris-virginica
+23,6.665857252216083,3.288225816373096,5.789684159339001,2.0983564323227286,Iris-virginica
+24,5.012490055440383,3.2169202505151704,1.2000001891004626,0.19762836243359175,Iris-setosa
+25,5.52302928963626,2.641567756508555,4.451706063992347,1.2171371992823752,Iris-versicolor
+26,5.417530645927523,3.408752148691143,1.73884053687809,0.2026263621453919,Iris-setosa
+27,4.998434904438402,3.4086073154219503,1.5951607048957281,0.4069172046236856,Iris-setosa
+28,6.785828654960392,2.7908186096198127,4.773969609646441,1.4025249099185415,Iris-versicolor
+29,5.9888788245075455,2.2,4.99751875804534,1.5017021157561283,Iris-virginica
+30,7.696562579786445,2.595716716934133,6.9,2.304975584623838,Iris-virginica
+31,4.499372629077754,2.302500647245821,1.2945627266516404,0.2995900012844122,Iris-setosa
+32,4.906329595020763,3.0960971521637344,1.5806884138667647,0.10000009239073535,Iris-setosa
+33,5.978453815383354,3.0,4.92286738677615,1.8062001725971268,Iris-virginica
+34,5.934598253271235,2.7477301641450262,5.120357138611904,1.8773326186555725,Iris-virginica
+35,5.826046784278347,2.7305303652760258,5.124480753796114,1.8901882918815185,Iris-virginica
+36,7.113655822144083,3.0,5.969455194709182,2.0971688626682083,Iris-virginica
+37,5.316307939199174,3.40361524618178,1.5211429950163213,0.19891483440190091,Iris-setosa
+38,6.302282888921005,2.301511087247965,4.4256943386544805,1.310789517925572,Iris-versicolor
+39,5.051276302626682,3.3536999157952985,1.4522580713561433,0.20791224426545474,Iris-setosa
+40,5.787034348287921,2.813834664279723,5.111641833643588,2.3982528035354793,Iris-virginica
+41,5.431327873629022,3.9033158664711025,1.8061935882901834,0.3916716967831998,Iris-setosa
+42,5.375362378078092,3.0,4.468960820114508,1.5094273684955437,Iris-versicolor
+43,5.972133502135664,2.701978782254411,5.101791928995483,1.6117544830856805,Iris-versicolor
+44,6.36358577229089,3.103405615621715,5.081690920980844,1.9570984226812678,Iris-virginica
+45,5.588016328184306,3.662786474787523,1.6354312288400865,0.2705008474437196,Iris-setosa
+46,4.93046232027312,2.4155432783919086,3.426383752966306,1.034258615391064,Iris-versicolor
+47,6.156707308125407,2.6815044341778775,5.603537723966571,1.5486979779851981,Iris-virginica
+48,6.494536346307266,3.0,5.501754072351442,1.8002097618930684,Iris-virginica
+49,4.400000616849815,2.9184664572683348,1.408051795802232,0.2035570170773847,Iris-setosa
+50,5.388591591481549,3.0,4.512528378518796,1.5439962776799216,Iris-versicolor
+51,4.83051880777759,3.0,1.4106315656920168,0.10000011475490854,Iris-setosa
+52,6.301617881582602,3.400726241442783,5.619524379801714,2.3875541332676855,Iris-virginica
+53,5.082090646353771,3.3740972267656995,1.4629322685292476,0.19870707415299513,Iris-setosa
+54,5.28664437648915,3.8399966172199695,1.743313134604777,0.3743844795985254,Iris-setosa
+55,6.305043800118965,2.2993747510053812,4.3984940958953676,1.2818360127946273,Iris-versicolor
+56,5.993930485933769,2.7043115892569514,5.10553131176028,1.6046982401521028,Iris-versicolor
+57,5.504932320901518,2.5994081897333743,4.353835716067176,1.1903179087216946,Iris-versicolor
+58,7.0814743667660185,3.0,5.841095642697685,2.149733017624262,Iris-virginica
+59,5.910296990377697,3.2127409022251774,4.802316787557311,1.8046435980652875,Iris-versicolor
+60,4.9132162434449365,3.0,1.40304662779333,0.20177315915193997,Iris-setosa
+61,6.670284431851043,3.3161435672812223,5.7355007304815855,2.5,Iris-virginica
+62,6.528200153383174,3.2098674949253834,5.079070566354425,2.031885069813393,Iris-virginica
+63,6.791592407694146,2.804773539847658,4.811875237626014,1.3973610172939288,Iris-versicolor
+64,5.094301524349322,3.514035365852845,1.4004145140697246,0.33575136238124165,Iris-setosa
+65,5.225832657593953,3.351184503904527,1.585445652651655,0.4162769081769,Iris-setosa
+66,5.302704752444329,2.7623251724270506,3.8403347463272715,1.4205776878794092,Iris-versicolor
+67,5.9689447962855535,3.0,4.781668522488277,1.797210277421175,Iris-virginica
+68,7.181778315142891,3.0,5.95422429859119,2.0726009273130765,Iris-virginica
+69,7.685700799629446,2.59014541145359,6.9,2.290000389286292,Iris-virginica
+70,6.526598630599356,3.211874218934252,5.093998333833333,1.9922848526475143,Iris-virginica
+71,5.896598510954653,3.0,4.2427607546883035,1.515657712074149,Iris-versicolor
+72,6.290758396675853,3.2983666519572843,4.70382700827325,1.6036879759414933,Iris-versicolor
+73,4.858314003300985,3.0,1.4589748823934912,0.10000009225520877,Iris-setosa
+74,4.859295741139874,3.010338704207666,1.4000486680998852,0.20086214928681198,Iris-setosa
+75,5.555173883363045,2.4472644798873455,3.9032302136801036,1.1223664856609248,Iris-versicolor
+76,6.618647283761443,3.262954251856594,5.464821101915322,2.0477114368224685,Iris-virginica
+77,5.746872672248023,2.61389828247371,5.072463149914883,1.9495591686125395,Iris-virginica
+78,5.993196364975844,2.2000003287883683,5.0067426287150285,1.4792512367973718,Iris-virginica
+79,7.9,3.7985964684973337,6.407582985167329,2.01898071325376,Iris-virginica
+80,4.823530849880435,3.0,1.3983970427205181,0.2353676887168563,Iris-setosa
+81,6.006962680818476,2.785130205604452,4.67761191782258,1.181372345185233,Iris-versicolor
+82,5.389070628538777,3.0,4.507411569004806,1.5120904039714602,Iris-versicolor
+83,6.217822686482036,2.2000004047389683,4.554206838402822,1.4785806572828257,Iris-versicolor
+84,6.865999842154424,3.2064505570125745,5.902330176601165,2.311790081960058,Iris-virginica
+85,6.294205762248662,3.3086983178666673,4.723613912001305,1.5803684040358201,Iris-versicolor
+86,4.494372889879866,2.2977344918846407,1.3022689651748447,0.29679126168969416,Iris-setosa
+87,7.279904016014354,2.9004091276061374,6.286377543434868,1.8057933119834355,Iris-virginica
+88,5.961721617979402,2.9087229636609044,4.478572895335304,1.4895250871233443,Iris-versicolor
+89,6.189936260338334,2.200000331902563,4.5371637524453465,1.4824166598733688,Iris-versicolor
+90,5.221362028073162,3.3526641090612674,1.524054027933619,0.42048576373880087,Iris-setosa
+91,4.824648680362898,3.0,1.398455484825234,0.363409372669472,Iris-setosa
+92,5.987162419854948,2.901465579636566,4.50617097899781,1.496451440124845,Iris-versicolor
+93,6.012503890173047,3.0,4.458905720312619,1.414550962874559,Iris-versicolor
+94,4.502899922344305,2.313289945634492,1.2977937954454566,0.29931051396391334,Iris-setosa
+95,5.616012187299706,2.4633455776498123,3.9172757442661865,1.0970082051836274,Iris-versicolor
+96,5.902076250480494,3.202368131612194,4.812710947413899,1.799911633779238,Iris-versicolor
+97,4.891186945915982,3.1050443508805423,1.494614463729622,0.10000009732171625,Iris-setosa
+98,4.89333624235128,3.1128141414371933,1.680635207510491,0.10000009920872306,Iris-setosa
+99,5.083759577404265,3.398339796665979,1.49833313917736,0.1979138586714062,Iris-setosa
+100,4.786248987019878,3.0,1.395978312514966,0.29903595359699253,Iris-setosa
+101,5.5644042076247064,3.6479686865534227,1.6529383749513225,0.38606434009664486,Iris-setosa
+102,4.776793364328804,3.0,1.3997250415657505,0.3240299586061535,Iris-setosa
+103,5.47801710568062,4.2,1.4024108774772213,0.19580910988350586,Iris-setosa
+104,5.983372085999623,3.0,4.934658457738948,1.79491360124186,Iris-virginica
+105,6.288764649543762,3.282438828734462,4.694381132741998,1.624685878711812,Iris-versicolor
+106,6.69841480821285,3.0,4.982510655943414,1.7052499664762908,Iris-versicolor
+107,4.883993428110912,3.1096134249848277,1.5181169192768558,0.1,Iris-setosa
+108,4.98907948365348,3.3465114737030874,1.434947621464403,0.19590663570100042,Iris-setosa
+109,4.806249174048034,3.0,1.400957560743772,0.10000009124561036,Iris-setosa
+110,6.3064108328094255,2.8929710850237718,5.606761746678101,1.7986867423414905,Iris-virginica
+111,5.109444965995878,3.5019313157687995,1.3971558723040098,0.2895034197219256,Iris-setosa
+112,7.305075886219056,2.910667442950786,6.307495517392147,1.794279067812355,Iris-virginica
+113,6.399361763327474,2.9060028884539744,4.3156748149693565,1.29900194483269,Iris-versicolor
+114,5.698134929135625,2.7722518981522986,4.349913215174977,1.3369288668458126,Iris-versicolor
+115,6.218788379654037,2.2000002754041112,4.550464830469281,1.4921879464325158,Iris-versicolor
+116,7.070850539298435,3.0,5.828021399716293,2.1082068039699875,Iris-virginica
+117,6.915696954586349,3.08300628764642,5.099108930538535,2.309439963913893,Iris-virginica
+118,6.301334440548728,2.299179632089509,4.414781723457954,1.3164649325476356,Iris-versicolor
+119,6.023953974432118,2.805278596179061,4.671189763843531,1.2324240512557678,Iris-versicolor
diff --git a/iris/tab_ddpm/8_2/8/test.csv b/iris/tab_ddpm/8_2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/8/train.csv b/iris/tab_ddpm/8_2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/8/val.csv b/iris/tab_ddpm/8_2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/9/synth.csv b/iris/tab_ddpm/8_2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fab0dd4407bdcb3173900a913b59c11e60251525
--- /dev/null
+++ b/iris/tab_ddpm/8_2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.223112311615428,3.373413189608824,1.4946801503678686,0.207165644844488,Iris-setosa
+1,6.884216785225949,3.078401024705103,5.102926503008336,2.281897678628668,Iris-virginica
+2,4.9215997821933986,2.4150964997516993,3.339686190596911,1.0676122477717045,Iris-versicolor
+3,5.123855551929447,3.3138144529540865,1.7129525373165486,0.48707944930551655,Iris-setosa
+4,5.377847588704687,3.396741462014997,1.6639404231298276,0.19981788936980632,Iris-setosa
+5,5.581899732406236,3.0,3.9846812554252624,1.3051977806026889,Iris-versicolor
+6,4.904382774874425,3.105322411523633,1.496952562227838,0.1000001005692301,Iris-setosa
+7,5.129934048913375,3.55271439493475,1.5467067605563984,0.203399971749339,Iris-setosa
+8,5.42251000603044,3.90470219833265,1.8267043888399528,0.3880166741649257,Iris-setosa
+9,5.207457577336899,2.7321805127888137,4.0570584464709425,1.4219078434048635,Iris-versicolor
+10,5.523657566493232,2.4465334908255114,3.9691456910528324,1.0737283992743056,Iris-versicolor
+11,5.362663698944983,3.3962827227788353,1.656083959277807,0.20228382768977166,Iris-setosa
+12,6.032230044693648,3.0,4.591473962842646,1.472893889806963,Iris-versicolor
+13,6.295873883625095,3.309559318266592,4.7002806870521985,1.611095134020535,Iris-versicolor
+14,7.704038562375918,2.5995367873662807,6.899998784423425,2.2729743528706274,Iris-virginica
+15,5.404292385451345,3.892887449834008,1.6645397888504174,0.4400429244547693,Iris-setosa
+16,5.09187442311052,3.6889723794241425,1.4985701000537388,0.1957283199658949,Iris-setosa
+17,6.734752490497466,3.198489530526394,5.916962265467014,2.3014678521506013,Iris-virginica
+18,6.683673412094995,3.303362154198377,5.680942589677472,2.099604845536956,Iris-virginica
+19,5.96269647454133,2.9134201735232548,4.40353108136986,1.4887381901057806,Iris-versicolor
+20,5.693185734348868,2.8045675614321346,4.502552842476,1.3067402406932727,Iris-versicolor
+21,5.002737933423781,3.4031543663220187,1.6654314361634108,0.4288312120556724,Iris-setosa
+22,6.094456129966325,2.866796611584007,4.496825805654237,1.4235892749736596,Iris-versicolor
+23,5.797933808378874,2.7973122905739176,5.09385909264593,2.397478839314468,Iris-virginica
+24,4.8842916856258345,3.104312055209416,1.4992995519343235,0.10000009943912273,Iris-setosa
+25,4.892157598943875,3.09499925002652,1.5507145441412669,0.1000001057454778,Iris-setosa
+26,7.177296385642032,3.0,6.003746459126709,2.065403594515091,Iris-virginica
+27,6.705696001282022,3.0,5.014554680141987,1.7002504714323785,Iris-versicolor
+28,4.600304821952683,3.246138073211052,1.4016380512520674,0.21557860390663205,Iris-setosa
+29,5.84994438783194,2.8237271932221275,4.449634732171271,1.413010232983566,Iris-versicolor
+30,4.806276611738842,3.0,1.4009578702503223,0.30221345845480446,Iris-setosa
+31,7.9,3.807502393645219,6.399967235987058,2.019360663553342,Iris-virginica
+32,4.813666468442002,3.0,1.4058413652845683,0.10000011219362001,Iris-setosa
+33,6.289058844124884,3.398149575422386,5.6193901736382905,2.3998754725671554,Iris-virginica
+34,7.899998727368228,3.821160875905485,6.40587665580006,2.0096382110090794,Iris-virginica
+35,6.456663619981668,3.179169639021678,5.093986296171458,1.9689673345854666,Iris-virginica
+36,5.2239301509341525,3.7543774583368994,1.493971228805997,0.19925196855644434,Iris-setosa
+37,6.039053830221547,3.0,4.7972445820144864,1.8044302689744,Iris-virginica
+38,5.592082213467291,2.7018026266740347,4.232529010147587,1.3062736862776898,Iris-versicolor
+39,5.155786972598717,3.737023804001237,1.5616044355365286,0.3560285942317355,Iris-setosa
+40,6.39042652751436,2.878784104318157,4.407509384155226,1.2738570166047336,Iris-versicolor
+41,5.431694974449756,3.0,4.540751222050563,1.4819031080178553,Iris-versicolor
+42,6.317664752575732,2.881952548752519,5.5887060965255495,1.8050487842286467,Iris-virginica
+43,4.505553095165753,2.3019925086576256,1.3024759143299875,0.32873648679365797,Iris-setosa
+44,5.256449610243886,2.735346827514023,3.9631148732257646,1.3915556895689984,Iris-versicolor
+45,6.0358228640713545,3.0,4.811169001801854,1.7991179066521195,Iris-virginica
+46,5.886447398332479,3.178213168483838,4.825154354510356,1.801986285856682,Iris-versicolor
+47,6.694801570365267,2.4998060089609733,5.812435167630865,1.806383024588573,Iris-virginica
+48,6.494977070716034,3.1939587025994394,5.093168774000838,1.975785104470506,Iris-virginica
+49,7.297987298587809,2.8935039065695403,6.296545393660582,1.8032783160462926,Iris-virginica
+50,5.100794522820677,3.826457710295336,1.563590321966545,0.20384367548432145,Iris-setosa
+51,6.916031633294583,3.211823136101834,5.694069642615832,2.3111124737490805,Iris-virginica
+52,6.33577121026604,2.446612455634393,4.840179591265182,1.494017093115268,Iris-versicolor
+53,7.307698586372528,2.9157701504511824,6.27810398498706,1.8023982918567993,Iris-virginica
+54,6.004020442880239,3.0,4.773073451922981,1.8043095277795551,Iris-virginica
+55,5.291007866219727,3.37528175536669,1.6761272599108024,0.2372838099209621,Iris-setosa
+56,5.499362017354204,3.553651568261818,1.498578904713844,0.20800903232452503,Iris-setosa
+57,4.595862339629625,3.2028950339431757,1.4034604104697064,0.2010563220521054,Iris-setosa
+58,4.998261212865422,3.30908142397296,1.3963754615544648,0.19928720044713766,Iris-setosa
+59,6.758185780103499,3.165785660288848,5.905169001319118,2.29857203066904,Iris-virginica
+60,5.213990258953058,3.7251719058156008,1.4975774128162862,0.1936671188456086,Iris-setosa
+61,5.988419014897666,2.2,5.009538250008219,1.5103440709492204,Iris-virginica
+62,5.792286912954009,2.781774845173037,5.106202026555337,2.397026543159154,Iris-virginica
+63,5.080561843977074,2.4954137841738255,2.957972011443779,1.094162870284654,Iris-versicolor
+64,5.511104923763668,2.5951852273564087,4.377151460628723,1.1873468510836145,Iris-versicolor
+65,6.910616202281205,3.103811606777951,5.098373184011862,2.295349182513095,Iris-virginica
+66,5.096219047174628,3.4572162360839136,1.4016763070204685,0.38155077960058714,Iris-setosa
+67,6.300272923066495,2.885091621495898,5.59114769986052,1.8024365941588358,Iris-virginica
+68,4.4,2.9056171394017776,1.3977906323846,0.1993244468425998,Iris-setosa
+69,4.929115849085557,2.4173878713661154,3.231464934983192,1.0757233616825814,Iris-versicolor
+70,5.382462562612459,3.4393066652867312,1.6798242883078873,0.19424891227636687,Iris-setosa
+71,5.678659091214816,2.7858292849353767,4.416658981403784,1.298873921677292,Iris-versicolor
+72,6.511151627636818,3.0,5.843584493862515,2.194404040327415,Iris-virginica
+73,6.532332054052783,3.0,5.508739071113885,1.7914932791337048,Iris-virginica
+74,6.688454137997405,3.291464203509594,5.685225566651079,2.499999255057765,Iris-virginica
+75,5.098464378373786,3.835447296172277,1.585244244033621,0.20244414579636502,Iris-setosa
+76,6.4896289410395855,3.0,5.446978941197585,1.8124714889489684,Iris-virginica
+77,5.8127228306298155,2.6881984097610023,5.0957027271866,1.9080123724079219,Iris-virginica
+78,6.18477424753927,2.200000330989888,4.479296664326704,1.4774456521751225,Iris-versicolor
+79,6.812617523752844,3.18328048716244,5.878710700251185,2.297560792407767,Iris-virginica
+80,7.005265114146069,3.0838116731250578,5.922404601642908,2.2247254764409465,Iris-virginica
+81,4.613704016124729,3.404790262136265,1.407047134677711,0.3349813838726435,Iris-setosa
+82,6.005787640358874,2.200000338796312,5.010685728938058,1.5271831362929498,Iris-virginica
+83,4.902255219625095,3.1144423056351784,1.4986592758327049,0.1,Iris-setosa
+84,5.571558356909982,2.646020949315743,4.106527158049478,1.2650471131602326,Iris-versicolor
+85,5.0962853541834034,3.496500434063848,1.3951468299281096,0.2981870625834697,Iris-setosa
+86,6.159851629471933,2.83082587822408,4.672836625782372,1.2136435564774897,Iris-versicolor
+87,5.569793845112773,3.0,4.222102018514382,1.2997077843649272,Iris-versicolor
+88,4.877680103039671,3.1000741386492074,1.564256884999831,0.1,Iris-setosa
+89,6.96085044836708,3.106162466539533,5.090674602524469,2.3045942051905466,Iris-virginica
+90,4.872381000312142,3.093613817210113,1.4884786384865234,0.10000009490616964,Iris-setosa
+91,6.034520006288922,2.690683608266461,5.071369212946666,1.5820811667089256,Iris-versicolor
+92,4.995654118776021,3.2016760535870423,1.2,0.2026065250158399,Iris-setosa
+93,5.815240088096035,2.693503882756675,5.102123385996799,1.9055589745742296,Iris-virginica
+94,6.059388192442945,2.6735941733705895,5.069007835945447,1.5966328148805196,Iris-versicolor
+95,6.798692484909316,3.0,5.4558531917647235,2.100232521826135,Iris-virginica
+96,4.885342263524603,3.1140420849412087,1.498834945384883,0.1,Iris-setosa
+97,5.156456796304463,3.809167707073768,1.6305173584312496,0.20308563275540226,Iris-setosa
+98,5.516211049755154,2.407568702626987,3.8563437472508397,1.0964774272679763,Iris-versicolor
+99,5.933838296549137,3.0,4.217236855875887,1.5201681547524186,Iris-versicolor
+100,5.134161149398334,3.301709574040238,1.8255529490762747,0.4821839251703181,Iris-setosa
+101,5.899118024061501,3.1684582474682292,4.778065280747107,1.8037690474257744,Iris-versicolor
+102,6.081717967639282,2.6629271003918755,5.0539601979379345,1.5488654144632537,Iris-versicolor
+103,6.68934496456259,3.297173916363737,5.648284795280729,2.1075361669964656,Iris-virginica
+104,6.731257659460744,2.842460365513179,4.874156681912708,1.4361473070231723,Iris-versicolor
+105,6.185524267912674,2.2000002905383145,4.508390646843153,1.4849676981479176,Iris-versicolor
+106,7.100680235578109,3.0,5.888976648305623,2.1216404632155035,Iris-virginica
+107,5.608767735666691,2.7233313174906666,4.334332111276486,1.285137270379534,Iris-versicolor
+108,6.003056171704058,2.692747429071293,5.113753931570146,1.6110202908252231,Iris-versicolor
+109,4.818629297796437,3.0,1.3930820871280332,0.3040374085230725,Iris-setosa
+110,6.303987308986043,2.698657680247259,4.959951804599425,1.8066536352818128,Iris-virginica
+111,5.418965929735985,3.395939013794018,1.7456291773137835,0.20436174875790522,Iris-setosa
+112,7.689849686152852,2.606109367617217,6.9,2.28990362492457,Iris-virginica
+113,5.555173728048654,2.455082291224867,3.8350087291234765,1.1152517652623102,Iris-versicolor
+114,6.8053531704648575,2.8066002409385162,4.795691375971023,1.3885600737971393,Iris-versicolor
+115,6.187243496088629,2.593798005037148,5.005995482759031,1.551788407986233,Iris-versicolor
+116,6.01864136899902,3.0,4.405017743517284,1.4533692576812332,Iris-versicolor
+117,5.10984119440573,3.8177132091560986,1.6394777680532426,0.2010599030903458,Iris-setosa
+118,6.285962564765866,2.6911607792713506,4.92525298926541,1.8026466661392866,Iris-virginica
+119,5.172001611283385,3.7992621985377135,1.5576770224390473,0.3689163787531664,Iris-setosa
diff --git a/iris/tab_ddpm/8_2/9/test.csv b/iris/tab_ddpm/8_2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/9/train.csv b/iris/tab_ddpm/8_2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/9/val.csv b/iris/tab_ddpm/8_2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/8_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/8_2/params.json b/iris/tab_ddpm/8_2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..f25ec7042c8aebc608a7bef535d5e7c62d4fd7e9
--- /dev/null
+++ b/iris/tab_ddpm/8_2/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6482e8031131d436dc85672f6bbda7cd9e217de44548e005099a3fa827e51adb
+size 331
diff --git a/iris/tab_ddpm/8_2/tab_ddpm_eval.ipynb b/iris/tab_ddpm/8_2/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..d8e027a851f759af0d26d3a64db169a40cc4f788
--- /dev/null
+++ b/iris/tab_ddpm/8_2/tab_ddpm_eval.ipynb
@@ -0,0 +1,2226 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "f844c050",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:42.575657Z",
+     "iopub.status.busy": "2024-07-22T03:20:42.575294Z",
+     "iopub.status.idle": "2024-07-22T03:20:53.143832Z",
+     "shell.execute_reply": "2024-07-22T03:20:53.142714Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.580565,
+     "end_time": "2024-07-22T03:20:53.146121",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:42.565556",
+     "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",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 85%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "7836ddbf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:53.168654Z",
+     "iopub.status.busy": "2024-07-22T03:20:53.168320Z",
+     "iopub.status.idle": "2024-07-22T03:20:53.176032Z",
+     "shell.execute_reply": "2024-07-22T03:20:53.175221Z"
+    },
+    "papermill": {
+     "duration": 0.021486,
+     "end_time": "2024-07-22T03:20:53.178027",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:53.156541",
+     "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": "775297e2",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009821,
+     "end_time": "2024-07-22T03:20:53.197370",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:53.187549",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "d706bc14",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:53.217535Z",
+     "iopub.status.busy": "2024-07-22T03:20:53.217244Z",
+     "iopub.status.idle": "2024-07-22T03:20:53.224384Z",
+     "shell.execute_reply": "2024-07-22T03:20:53.223495Z"
+    },
+    "papermill": {
+     "duration": 0.019596,
+     "end_time": "2024-07-22T03:20:53.226374",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:53.206778",
+     "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": "c1cc8005",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:53.246429Z",
+     "iopub.status.busy": "2024-07-22T03:20:53.246162Z",
+     "iopub.status.idle": "2024-07-22T03:20:53.251291Z",
+     "shell.execute_reply": "2024-07-22T03:20:53.250499Z"
+    },
+    "papermill": {
+     "duration": 0.017402,
+     "end_time": "2024-07-22T03:20:53.253145",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:53.235743",
+     "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/8_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 = 0.9\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "97c0af77",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:53.274951Z",
+     "iopub.status.busy": "2024-07-22T03:20:53.274660Z",
+     "iopub.status.idle": "2024-07-22T03:20:53.281724Z",
+     "shell.execute_reply": "2024-07-22T03:20:53.280845Z"
+    },
+    "papermill": {
+     "duration": 0.020389,
+     "end_time": "2024-07-22T03:20:53.283682",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:53.263293",
+     "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": "9689de57",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:53.304313Z",
+     "iopub.status.busy": "2024-07-22T03:20:53.304024Z",
+     "iopub.status.idle": "2024-07-22T03:20:54.545865Z",
+     "shell.execute_reply": "2024-07-22T03:20:54.544899Z"
+    },
+    "papermill": {
+     "duration": 1.254601,
+     "end_time": "2024-07-22T03:20:54.548131",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:53.293530",
+     "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": "cf74998e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:54.570776Z",
+     "iopub.status.busy": "2024-07-22T03:20:54.570184Z",
+     "iopub.status.idle": "2024-07-22T03:20:55.553890Z",
+     "shell.execute_reply": "2024-07-22T03:20:55.552821Z"
+    },
+    "papermill": {
+     "duration": 0.997738,
+     "end_time": "2024-07-22T03:20:55.556065",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:54.558327",
+     "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": "f322934b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:55.578492Z",
+     "iopub.status.busy": "2024-07-22T03:20:55.578184Z",
+     "iopub.status.idle": "2024-07-22T03:20:55.587643Z",
+     "shell.execute_reply": "2024-07-22T03:20:55.586779Z"
+    },
+    "papermill": {
+     "duration": 0.023167,
+     "end_time": "2024-07-22T03:20:55.589662",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:55.566495",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/8_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": "67a885b3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:55.613373Z",
+     "iopub.status.busy": "2024-07-22T03:20:55.613026Z",
+     "iopub.status.idle": "2024-07-22T03:20:55.978079Z",
+     "shell.execute_reply": "2024-07-22T03:20:55.977049Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.379739,
+     "end_time": "2024-07-22T03:20:55.980571",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:55.600832",
+     "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": "4e18c67d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:56.003790Z",
+     "iopub.status.busy": "2024-07-22T03:20:56.002994Z",
+     "iopub.status.idle": "2024-07-22T03:20:57.642852Z",
+     "shell.execute_reply": "2024-07-22T03:20:57.641790Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.65429,
+     "end_time": "2024-07-22T03:20:57.645558",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:55.991268",
+     "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": "90dccf33",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:57.670925Z",
+     "iopub.status.busy": "2024-07-22T03:20:57.670475Z",
+     "iopub.status.idle": "2024-07-22T03:20:57.678976Z",
+     "shell.execute_reply": "2024-07-22T03:20:57.678268Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.02328,
+     "end_time": "2024-07-22T03:20:57.680868",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:57.657588",
+     "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": "feee9918",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:57.703522Z",
+     "iopub.status.busy": "2024-07-22T03:20:57.703204Z",
+     "iopub.status.idle": "2024-07-22T03:20:57.707824Z",
+     "shell.execute_reply": "2024-07-22T03:20:57.706879Z"
+    },
+    "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": 0.018387,
+     "end_time": "2024-07-22T03:20:57.709865",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:57.691478",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "ec75e62d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:57.733206Z",
+     "iopub.status.busy": "2024-07-22T03:20:57.732936Z",
+     "iopub.status.idle": "2024-07-22T03:20:57.846986Z",
+     "shell.execute_reply": "2024-07-22T03:20:57.846180Z"
+    },
+    "papermill": {
+     "duration": 0.128346,
+     "end_time": "2024-07-22T03:20:57.849290",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:57.720944",
+     "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": "ee7cb0f6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:20:57.874234Z",
+     "iopub.status.busy": "2024-07-22T03:20:57.873928Z",
+     "iopub.status.idle": "2024-07-22T03:21:02.304166Z",
+     "shell.execute_reply": "2024-07-22T03:21:02.303240Z"
+    },
+    "papermill": {
+     "duration": 4.445659,
+     "end_time": "2024-07-22T03:21:02.306886",
+     "exception": false,
+     "start_time": "2024-07-22T03:20:57.861227",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 03:20:59.609244: 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 03:20:59.609306: 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 03:20:59.610842: 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": "fd768806",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:02.332339Z",
+     "iopub.status.busy": "2024-07-22T03:21:02.331690Z",
+     "iopub.status.idle": "2024-07-22T03:21:02.337609Z",
+     "shell.execute_reply": "2024-07-22T03:21:02.336765Z"
+    },
+    "papermill": {
+     "duration": 0.02016,
+     "end_time": "2024-07-22T03:21:02.339613",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:02.319453",
+     "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": "c1750f14",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:02.365399Z",
+     "iopub.status.busy": "2024-07-22T03:21:02.365061Z",
+     "iopub.status.idle": "2024-07-22T03:21:05.101348Z",
+     "shell.execute_reply": "2024-07-22T03:21:05.100295Z"
+    },
+    "papermill": {
+     "duration": 2.751957,
+     "end_time": "2024-07-22T03:21:05.103946",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:02.351989",
+     "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": "65115dac",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:05.131252Z",
+     "iopub.status.busy": "2024-07-22T03:21:05.130893Z",
+     "iopub.status.idle": "2024-07-22T03:21:05.137703Z",
+     "shell.execute_reply": "2024-07-22T03:21:05.136772Z"
+    },
+    "papermill": {
+     "duration": 0.022838,
+     "end_time": "2024-07-22T03:21:05.139721",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:05.116883",
+     "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": "e2642e81",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:05.164446Z",
+     "iopub.status.busy": "2024-07-22T03:21:05.164119Z",
+     "iopub.status.idle": "2024-07-22T03:21:05.675992Z",
+     "shell.execute_reply": "2024-07-22T03:21:05.674937Z"
+    },
+    "papermill": {
+     "duration": 0.527255,
+     "end_time": "2024-07-22T03:21:05.678573",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:05.151318",
+     "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": "ad1453d0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:05.704868Z",
+     "iopub.status.busy": "2024-07-22T03:21:05.704488Z",
+     "iopub.status.idle": "2024-07-22T03:21:05.710900Z",
+     "shell.execute_reply": "2024-07-22T03:21:05.710038Z"
+    },
+    "papermill": {
+     "duration": 0.021665,
+     "end_time": "2024-07-22T03:21:05.712940",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:05.691275",
+     "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": "9d7f5952",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:05.737830Z",
+     "iopub.status.busy": "2024-07-22T03:21:05.736983Z",
+     "iopub.status.idle": "2024-07-22T03:21:05.783735Z",
+     "shell.execute_reply": "2024-07-22T03:21:05.782995Z"
+    },
+    "papermill": {
+     "duration": 0.061186,
+     "end_time": "2024-07-22T03:21:05.785799",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:05.724613",
+     "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": "07794900",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:05.812977Z",
+     "iopub.status.busy": "2024-07-22T03:21:05.812250Z",
+     "iopub.status.idle": "2024-07-22T03:21:05.818100Z",
+     "shell.execute_reply": "2024-07-22T03:21:05.817229Z"
+    },
+    "papermill": {
+     "duration": 0.021769,
+     "end_time": "2024-07-22T03:21:05.820060",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:05.798291",
+     "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": "66795262",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:05.844801Z",
+     "iopub.status.busy": "2024-07-22T03:21:05.844497Z",
+     "iopub.status.idle": "2024-07-22T03:21:05.848440Z",
+     "shell.execute_reply": "2024-07-22T03:21:05.847565Z"
+    },
+    "papermill": {
+     "duration": 0.018606,
+     "end_time": "2024-07-22T03:21:05.850469",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:05.831863",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "12c35482",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:05.875051Z",
+     "iopub.status.busy": "2024-07-22T03:21:05.874768Z",
+     "iopub.status.idle": "2024-07-22T03:21:05.880668Z",
+     "shell.execute_reply": "2024-07-22T03:21:05.879779Z"
+    },
+    "papermill": {
+     "duration": 0.020619,
+     "end_time": "2024-07-22T03:21:05.882638",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:05.862019",
+     "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": "72a1175a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:05.907452Z",
+     "iopub.status.busy": "2024-07-22T03:21:05.907152Z",
+     "iopub.status.idle": "2024-07-22T03:21:05.913996Z",
+     "shell.execute_reply": "2024-07-22T03:21:05.913096Z"
+    },
+    "papermill": {
+     "duration": 0.021529,
+     "end_time": "2024-07-22T03:21:05.915865",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:05.894336",
+     "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": "8bd01598",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:05.943708Z",
+     "iopub.status.busy": "2024-07-22T03:21:05.943324Z",
+     "iopub.status.idle": "2024-07-22T03:21:05.952928Z",
+     "shell.execute_reply": "2024-07-22T03:21:05.952056Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.026531,
+     "end_time": "2024-07-22T03:21:05.954949",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:05.928418",
+     "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": "13908087",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:05.979851Z",
+     "iopub.status.busy": "2024-07-22T03:21:05.979547Z",
+     "iopub.status.idle": "2024-07-22T03:26:55.900851Z",
+     "shell.execute_reply": "2024-07-22T03:26:55.899976Z"
+    },
+    "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": 349.936477,
+     "end_time": "2024-07-22T03:26:55.903231",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:05.966754",
+     "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 1000/76347 MLoss: 0.0 GLoss: 0.3566 Sum: 0.3566\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/76347 MLoss: 0.0 GLoss: 0.3053 Sum: 0.3053\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/76347 MLoss: 0.0 GLoss: 0.2926 Sum: 0.2926\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/76347 MLoss: 0.0 GLoss: 0.2807 Sum: 0.2807\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/76347 MLoss: 0.0 GLoss: 0.2714 Sum: 0.2714\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 6000/76347 MLoss: 0.0 GLoss: 0.2652 Sum: 0.2652\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 7000/76347 MLoss: 0.0 GLoss: 0.2591 Sum: 0.2591\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 8000/76347 MLoss: 0.0 GLoss: 0.256 Sum: 0.256\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/76347 MLoss: 0.0 GLoss: 0.2511 Sum: 0.2511\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 10000/76347 MLoss: 0.0 GLoss: 0.2482 Sum: 0.2482\n"
+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 19000/76347 MLoss: 0.0 GLoss: 0.2286 Sum: 0.2286\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 20000/76347 MLoss: 0.0 GLoss: 0.2246 Sum: 0.2246\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/76347 MLoss: 0.0 GLoss: 0.2244 Sum: 0.2244\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/76347 MLoss: 0.0 GLoss: 0.2255 Sum: 0.2255\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/76347 MLoss: 0.0 GLoss: 0.2256 Sum: 0.2256\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 24000/76347 MLoss: 0.0 GLoss: 0.2204 Sum: 0.2204\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 25000/76347 MLoss: 0.0 GLoss: 0.2201 Sum: 0.2201\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 29000/76347 MLoss: 0.0 GLoss: 0.2177 Sum: 0.2177\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/76347 MLoss: 0.0 GLoss: 0.2149 Sum: 0.2149\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/76347 MLoss: 0.0 GLoss: 0.2123 Sum: 0.2123\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/76347 MLoss: 0.0 GLoss: 0.2153 Sum: 0.2153\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/76347 MLoss: 0.0 GLoss: 0.2127 Sum: 0.2127\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/76347 MLoss: 0.0 GLoss: 0.2125 Sum: 0.2125\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/76347 MLoss: 0.0 GLoss: 0.2108 Sum: 0.2108\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/76347 MLoss: 0.0 GLoss: 0.2114 Sum: 0.2114\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/76347 MLoss: 0.0 GLoss: 0.2113 Sum: 0.2113\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/76347 MLoss: 0.0 GLoss: 0.2077 Sum: 0.2077\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/76347 MLoss: 0.0 GLoss: 0.2124 Sum: 0.2124\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/76347 MLoss: 0.0 GLoss: 0.2097 Sum: 0.2097\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 41000/76347 MLoss: 0.0 GLoss: 0.2085 Sum: 0.2085\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/76347 MLoss: 0.0 GLoss: 0.2091 Sum: 0.2091\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/76347 MLoss: 0.0 GLoss: 0.2081 Sum: 0.2081\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 44000/76347 MLoss: 0.0 GLoss: 0.2088 Sum: 0.2088\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/76347 MLoss: 0.0 GLoss: 0.2056 Sum: 0.2056\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/76347 MLoss: 0.0 GLoss: 0.207 Sum: 0.207\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/76347 MLoss: 0.0 GLoss: 0.2035 Sum: 0.2035\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/76347 MLoss: 0.0 GLoss: 0.2038 Sum: 0.2038\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/76347 MLoss: 0.0 GLoss: 0.2056 Sum: 0.2056\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/76347 MLoss: 0.0 GLoss: 0.2026 Sum: 0.2026\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/76347 MLoss: 0.0 GLoss: 0.2024 Sum: 0.2024\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/76347 MLoss: 0.0 GLoss: 0.2016 Sum: 0.2016\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/76347 MLoss: 0.0 GLoss: 0.2018 Sum: 0.2018\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/76347 MLoss: 0.0 GLoss: 0.2007 Sum: 0.2007\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/76347 MLoss: 0.0 GLoss: 0.2008 Sum: 0.2008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/76347 MLoss: 0.0 GLoss: 0.2003 Sum: 0.2003\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/76347 MLoss: 0.0 GLoss: 0.1987 Sum: 0.1987\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/76347 MLoss: 0.0 GLoss: 0.2003 Sum: 0.2003\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/76347 MLoss: 0.0 GLoss: 0.1971 Sum: 0.1971\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/76347 MLoss: 0.0 GLoss: 0.1967 Sum: 0.1967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/76347 MLoss: 0.0 GLoss: 0.1962 Sum: 0.1962\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/76347 MLoss: 0.0 GLoss: 0.198 Sum: 0.198\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/76347 MLoss: 0.0 GLoss: 0.1951 Sum: 0.1951\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/76347 MLoss: 0.0 GLoss: 0.1986 Sum: 0.1986\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/76347 MLoss: 0.0 GLoss: 0.1941 Sum: 0.1941\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/76347 MLoss: 0.0 GLoss: 0.1967 Sum: 0.1967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/76347 MLoss: 0.0 GLoss: 0.1955 Sum: 0.1955\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/76347 MLoss: 0.0 GLoss: 0.1954 Sum: 0.1954\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/76347 MLoss: 0.0 GLoss: 0.1921 Sum: 0.1921\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/76347 MLoss: 0.0 GLoss: 0.1914 Sum: 0.1914\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/76347 MLoss: 0.0 GLoss: 0.1922 Sum: 0.1922\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/76347 MLoss: 0.0 GLoss: 0.1939 Sum: 0.1939\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/76347 MLoss: 0.0 GLoss: 0.1922 Sum: 0.1922\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/76347 MLoss: 0.0 GLoss: 0.1902 Sum: 0.1902\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/76347 MLoss: 0.0 GLoss: 0.1939 Sum: 0.1939\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/76347 MLoss: 0.0 GLoss: 0.1904 Sum: 0.1904\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": "da80e7e0",
+   "metadata": {
+    "papermill": {
+     "duration": 0.01913,
+     "end_time": "2024-07-22T03:26:55.941563",
+     "exception": false,
+     "start_time": "2024-07-22T03:26:55.922433",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "00858d2c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:26:55.981811Z",
+     "iopub.status.busy": "2024-07-22T03:26:55.981424Z",
+     "iopub.status.idle": "2024-07-22T03:26:55.989424Z",
+     "shell.execute_reply": "2024-07-22T03:26:55.988653Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.029574,
+     "end_time": "2024-07-22T03:26:55.991495",
+     "exception": false,
+     "start_time": "2024-07-22T03:26:55.961921",
+     "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": "14d3f9d7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:26:56.028797Z",
+     "iopub.status.busy": "2024-07-22T03:26:56.028438Z",
+     "iopub.status.idle": "2024-07-22T03:27:12.332566Z",
+     "shell.execute_reply": "2024-07-22T03:27:12.331519Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.325832,
+     "end_time": "2024-07-22T03:27:12.335103",
+     "exception": false,
+     "start_time": "2024-07-22T03:26:56.009271",
+     "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": "68dd2af5",
+   "metadata": {
+    "papermill": {
+     "duration": 0.019314,
+     "end_time": "2024-07-22T03:27:12.373872",
+     "exception": false,
+     "start_time": "2024-07-22T03:27:12.354558",
+     "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": 393.065752,
+   "end_time": "2024-07-22T03:27:14.218881",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/8_2/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/8_2/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 2,
+    "epoch_scale": 0.9,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/8_2",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T03:20:41.153129",
+   "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