diff --git a/iris/tab_ddpm/4_1/0/synth.csv b/iris/tab_ddpm/4_1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..278471f1b180ccf529b4707f603c634bbeabf6fe
--- /dev/null
+++ b/iris/tab_ddpm/4_1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.8748932623191767,6.699998751014761,1.9858503063305517,Iris-virginica
+1,5.819277879175897,2.7157155892657503,5.132763062913228,1.8590642544658775,Iris-virginica
+2,6.217652932822592,2.5630776316975883,4.944319382161827,1.5244081062600081,Iris-versicolor
+3,5.822074229920657,2.6856080276339744,5.091155136929847,1.9117981127354846,Iris-virginica
+4,5.398149771268856,2.9985276154279865,4.516306947683339,1.4979025778137594,Iris-versicolor
+5,5.787705593335346,2.70548650891712,5.077423760755796,1.8899754751693145,Iris-virginica
+6,5.090337742699011,3.603591585535559,1.4550062140983488,0.2,Iris-setosa
+7,5.059507443212316,3.2922954298697293,1.273111005163825,0.2,Iris-setosa
+8,6.659039938795361,3.0100955907335534,4.409676768570162,1.4025307402682272,Iris-versicolor
+9,5.02428612584172,3.4784401002269334,1.342851070634534,0.2884676613206043,Iris-setosa
+10,5.326394630775856,2.999556856379346,4.476507453384191,1.5094343102746546,Iris-versicolor
+11,5.507109138842164,4.1992593422073785,1.400363073518004,0.2,Iris-setosa
+12,5.001850767090972,3.3665439860148743,1.6224695003805258,0.2,Iris-setosa
+13,5.089858960815851,2.4876445906514655,3.1352048591431276,1.0415021497519599,Iris-versicolor
+14,5.4991521754665635,2.3892177313919745,3.441651253804444,0.982075522602558,Iris-versicolor
+15,6.577261199700754,3.137037154233381,4.493116704765563,1.4519422304219958,Iris-versicolor
+16,5.506147287302166,2.636967418365502,4.320595579586799,1.2753111053602382,Iris-versicolor
+17,5.732789476067841,4.4,1.5370831097149904,0.3918184312733052,Iris-setosa
+18,4.948694995388075,2.412444549188482,3.222359679146391,0.9900947429036724,Iris-versicolor
+19,6.838556748959276,3.005056276350029,5.521830663099923,2.1129936616387934,Iris-virginica
+20,5.014908770041054,3.4891639012113647,1.29333189394254,0.2967797200477347,Iris-setosa
+21,5.222777263356184,2.6954036271768103,3.837154269562456,1.3986507123352232,Iris-versicolor
+22,5.010062895916984,3.5304842312483387,1.3345473544934423,0.2983822134750275,Iris-setosa
+23,5.411639830675752,2.4315797427151855,3.6509347166525066,1.1164836154131317,Iris-versicolor
+24,5.213736513853236,3.4584373625316522,1.5401799809117787,0.2,Iris-setosa
+25,5.913805909254473,3.2015558114649365,4.804681282356921,1.7853414017174145,Iris-versicolor
+26,5.8840812988583675,3.1754917520229675,4.722570394955952,1.7270446462227742,Iris-versicolor
+27,6.02309072622658,2.992581145977097,4.860150520039381,1.797485040285113,Iris-virginica
+28,6.269801052181326,3.3882163303274986,5.562417566231412,2.4114389613993983,Iris-virginica
+29,5.164497593526068,3.4404080363604597,1.5058259994459884,0.2,Iris-setosa
+30,7.7,2.8545042079923495,6.7,2.0113372060616137,Iris-virginica
+31,5.585756649898584,2.6112266143857896,4.349446416774061,1.2743961786679667,Iris-versicolor
+32,4.9250620544337265,3.0969950269575377,1.2738334375322051,0.2,Iris-setosa
+33,5.174266926955325,3.4200168597297265,1.425353240473877,0.2,Iris-setosa
+34,5.5963716831446915,2.398282718945148,4.018917564300353,0.9397449645890765,Iris-versicolor
+35,7.699998399981407,2.8155970545854814,6.699997610576203,1.987470074656982,Iris-virginica
+36,6.712051872520006,2.990488414265267,4.995909612363607,1.6907741786443375,Iris-versicolor
+37,6.684841280399908,3.0563450618170425,4.482476969742105,1.4146726114955996,Iris-versicolor
+38,6.38911823818384,3.095412506129381,5.449862251654221,1.8040601639289986,Iris-virginica
+39,5.098373299376742,3.8393415871934815,1.6423261140005445,0.4071708375198278,Iris-setosa
+40,4.627884191704277,3.42925224458963,1.3967359296377764,0.3100177503140963,Iris-setosa
+41,5.335840506896499,3.393821962339073,1.6666732360389078,0.2,Iris-setosa
+42,6.796974085087766,2.980105120612571,5.492390105503613,2.0845792533949377,Iris-virginica
+43,5.514492796560803,4.215213807281065,1.3829506726974015,0.2,Iris-setosa
+44,6.102557441013087,3.3139776074720637,4.522164088766252,1.5709627274069775,Iris-versicolor
+45,6.30462444989364,2.8695620802900423,4.2968715963517,1.297665000230883,Iris-versicolor
+46,6.293444955256784,2.6838847726375765,4.910799462398788,1.7967514553643786,Iris-virginica
+47,4.869963429639554,2.9969449267407757,1.3840471577390878,0.2,Iris-setosa
+48,6.099694109616102,2.9470709008069558,4.912504804140438,1.7869865151049265,Iris-virginica
+49,6.426784330562206,3.1113558066155296,5.502089199946608,1.7962093486778454,Iris-virginica
+50,7.699998635889576,2.7451514058303026,6.7,1.9968241354941918,Iris-virginica
+51,4.697502206298406,3.420217173100036,1.4074668555417806,0.30636796527648374,Iris-setosa
+52,4.4000005418450145,3.190830401813651,1.3014184051049478,0.2,Iris-setosa
+53,6.31140959096328,3.3812517820069643,5.598727361358067,2.391286226705858,Iris-virginica
+54,7.2418682883866206,2.919609279220659,6.240451205267495,1.8082438565219114,Iris-virginica
+55,4.400000451583585,3.2134883525248736,1.3189573041597717,0.2,Iris-setosa
+56,4.849170120478493,2.3872972722001897,3.3600635081451644,1.0086447139454466,Iris-versicolor
+57,6.930028004365663,3.210667289251425,5.679007078575846,2.259980630477012,Iris-virginica
+58,5.107221583991108,3.5955290523778585,1.447582991029242,0.3823797268072562,Iris-setosa
+59,5.345114375217429,2.8586562195121807,4.235707111274729,1.4390407577138422,Iris-versicolor
+60,4.937616014405541,2.4078807446038586,3.1022104485370807,1.0882089389610166,Iris-versicolor
+61,5.154882144839387,3.457425451409408,1.506839150836019,0.2,Iris-setosa
+62,5.106368728832933,3.319088147902575,1.6910858879499118,0.42089223742890236,Iris-setosa
+63,6.327948742156957,3.401690948084623,5.5944903513428414,2.3995581210522934,Iris-virginica
+64,6.326625665646788,2.844643657566235,4.261000656168119,1.2926236245353409,Iris-versicolor
+65,4.788585343901573,3.393056139475137,1.5713529460867346,0.2,Iris-setosa
+66,5.479309322113983,2.4103818876600487,3.7596846426108366,1.0621247323829892,Iris-versicolor
+67,6.311000413684433,3.397335789680985,5.589552747610385,2.3960206155476587,Iris-virginica
+68,4.500616858211429,2.3028662556559953,1.3001384857037068,0.3044360212279312,Iris-setosa
+69,6.292595549867385,2.4849725916682406,5.004555011961304,1.9036403769035517,Iris-virginica
+70,6.396713679094591,3.097150553277948,5.532250350569041,1.8052315949571238,Iris-virginica
+71,6.684446945005942,3.3041779172132197,5.665535997372225,2.127024599161389,Iris-virginica
+72,5.876523984209166,3.2037315058206244,4.821873633565716,1.824227512340162,Iris-versicolor
+73,6.323492516412853,2.7835643385210855,5.089382973068031,1.483414302798457,Iris-virginica
+74,4.601015230539318,3.586772627061244,1.0000005586300007,0.2,Iris-setosa
+75,4.967970567713438,3.4884432350249472,1.280462255203482,0.2999048061421089,Iris-setosa
+76,5.219304396784492,3.503605316232572,1.444765314626821,0.2,Iris-setosa
+77,4.492973931148892,2.295856638157818,1.2937246734825936,0.29720643260424817,Iris-setosa
+78,5.477098576064471,2.3908070917726723,3.7326045748901233,0.9521962203358473,Iris-versicolor
+79,5.099550013685571,3.3140121185093587,1.694146829268301,0.5105912579284775,Iris-setosa
+80,4.871477440348907,2.974655351850827,1.4077890899999699,0.2,Iris-setosa
+81,5.938119382872914,3.316072699808514,4.669444312527715,1.7519572997053519,Iris-versicolor
+82,4.851722193660488,3.0274409509423648,1.4060019620641893,0.2,Iris-setosa
+83,5.136683937598119,3.397868157262104,1.4187454568381659,0.2,Iris-setosa
+84,5.908327655511035,3.188245184095836,4.771253643243963,1.7683945381172117,Iris-versicolor
+85,5.642008123245087,3.0232798212019962,4.163898066775779,1.3192574707914324,Iris-versicolor
+86,5.078072282605568,2.483649146512606,2.994847627430745,1.105309506053636,Iris-versicolor
+87,6.004205913933477,2.6965146786746805,5.11279240037544,1.6113241780891001,Iris-versicolor
+88,6.694361984461503,3.0961642133360603,4.444694061124639,1.4104439901719594,Iris-versicolor
+89,5.391063046505879,3.457425325018262,1.692516466297062,0.2,Iris-setosa
+90,6.097924373761116,3.3280437292556417,4.50497952703932,1.5571478216058572,Iris-versicolor
+91,5.896414203697673,2.9861689289656237,5.09823871889975,1.8095533808409383,Iris-virginica
+92,7.041263170674232,3.013985581621644,5.857716558415643,2.108380486387037,Iris-virginica
+93,5.289585941400294,3.402729473718113,1.6719738403325222,0.2,Iris-setosa
+94,6.412002957969567,2.9920005895609276,5.541238594932997,1.7853030460123382,Iris-virginica
+95,4.400000687859629,2.92457155587656,1.3892675033473207,0.2,Iris-setosa
+96,4.5012720010252485,2.301420053619994,1.3154820167784387,0.3026039763601948,Iris-setosa
+97,4.997528116906718,3.5989894073535313,1.3990318467629685,0.2,Iris-setosa
+98,6.190828209488322,2.9702445078805737,4.517713191251952,1.380353049222187,Iris-versicolor
+99,6.031683758557412,2.7112343557554657,5.075537775964764,1.577472394042791,Iris-versicolor
+100,5.085491356687749,3.765460422012227,1.540397360708367,0.4762415284086061,Iris-setosa
+101,5.778347129464403,2.646554309900955,5.0858335897734674,1.9099830611844442,Iris-virginica
+102,5.5669587769189866,2.997415678853402,4.487868192870285,1.5035799815337398,Iris-versicolor
+103,4.908431221693339,2.4201729080380256,3.2335534992493633,1.0883634177420682,Iris-versicolor
+104,6.605082641230412,3.113929037694528,4.436173280562549,1.4410197969245533,Iris-versicolor
+105,6.013524075548357,2.2,5.00307550408414,1.4997329619975721,Iris-virginica
+106,5.9209423918042665,3.2136886005779717,4.773229431549935,1.7693520237021603,Iris-versicolor
+107,7.049494540279138,3.0332519818546806,5.769248267654143,2.1504265404979863,Iris-virginica
+108,6.343257416240081,3.029506125341678,5.499409247223118,1.7804251287247634,Iris-virginica
+109,4.400000707219631,3.1803000446169163,1.330582646998121,0.2,Iris-setosa
+110,7.699998843610669,2.7760606871648137,6.699998853503334,1.9912517403337147,Iris-virginica
+111,6.064890527625413,2.99588580700675,4.60167641294825,1.382217110065816,Iris-versicolor
+112,6.297059153754955,3.2169957182587403,4.546282743990012,1.5217804017983927,Iris-versicolor
+113,5.115168842977215,3.823947147572526,1.614118916205097,0.2,Iris-setosa
+114,6.433302866415231,3.171095815116589,4.516455734455407,1.4821355648948251,Iris-versicolor
+115,5.292519618926448,3.39169680617819,1.6393273113730498,0.2,Iris-setosa
+116,5.284233682671906,2.915458696377729,4.27388630122894,1.4692283605759484,Iris-versicolor
+117,6.308684224664075,2.638118988591415,4.971517469618728,1.5901722155482456,Iris-versicolor
+118,7.699997920694502,2.7678729843510292,6.699998718924832,1.9694448150532984,Iris-virginica
+119,4.987185153008202,3.5140810463624343,1.2560598492531956,0.3149724970965222,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/0/test.csv b/iris/tab_ddpm/4_1/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/0/train.csv b/iris/tab_ddpm/4_1/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/0/val.csv b/iris/tab_ddpm/4_1/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/1/synth.csv b/iris/tab_ddpm/4_1/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..94595f976523f7d72a8323092ea818e045fb4ac8
--- /dev/null
+++ b/iris/tab_ddpm/4_1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.977994307901235,3.1666210019784193,1.2464476603570471,0.2,Iris-setosa
+1,4.671088925828201,3.3993686844285143,1.4013831562991639,0.29828452467001637,Iris-setosa
+2,5.282593488769241,3.8328440681729496,1.4313548642886926,0.4315354352733351,Iris-setosa
+3,5.693022194076439,4.399998748488026,1.495154948625228,0.3964828542088787,Iris-setosa
+4,5.633855079426833,2.7525355444528388,4.201860893709822,1.3240635834888808,Iris-versicolor
+5,5.030728041302993,3.2925131363509603,1.2958860502813345,0.2,Iris-setosa
+6,5.480550199720327,2.5891210530690048,4.267976349627477,1.2971989117231963,Iris-versicolor
+7,5.801387012795928,2.6943252456896865,5.100188267909604,1.901892978640578,Iris-virginica
+8,6.026644379846308,3.4060543026887693,4.4828332206656425,1.588830806307865,Iris-versicolor
+9,4.839203486286061,2.4050230082041053,3.2925240951762915,0.9300032810046494,Iris-versicolor
+10,6.572904286846536,3.0297080975480473,4.467818271642665,1.4113485270933612,Iris-versicolor
+11,4.862540219832147,3.11138505881137,1.491225036209373,0.10000009340725022,Iris-setosa
+12,6.4438844162001265,2.9354962444447783,5.528728530759473,1.8036255556888883,Iris-virginica
+13,6.686237909807268,2.998456251399929,5.0017460842112715,1.7199222957740357,Iris-versicolor
+14,4.774446968451846,3.063001949890787,1.382951016005277,0.2,Iris-setosa
+15,4.400000523221936,2.8846781942358404,1.3898734062410916,0.2,Iris-setosa
+16,5.034766927757665,2.4768857247256357,2.9627659569136124,1.0910820738434912,Iris-versicolor
+17,5.4679158981809195,3.39760975666643,1.991493679311965,0.2,Iris-setosa
+18,6.046154768862543,2.7272425395894198,5.098220340847941,1.6142712035024624,Iris-versicolor
+19,5.981887905449833,3.0074035182214596,4.902775008060449,1.80762347815905,Iris-virginica
+20,6.708323324169372,3.311689720348906,5.695984450488762,2.105068853163583,Iris-virginica
+21,6.764440724308463,3.2693286584326464,5.656520716259587,2.5,Iris-virginica
+22,6.298700252615313,3.3859289072766066,5.592046464846028,2.408884393691465,Iris-virginica
+23,6.489798856517204,2.9553869951648926,5.523644057181259,1.7970314119750042,Iris-virginica
+24,6.778478008137833,2.9926240184950617,5.5022385856053155,2.084827866138185,Iris-virginica
+25,4.993641156004908,3.2742113805941258,1.4095957761210849,0.2,Iris-setosa
+26,5.170221498940048,3.4296179041581447,1.4060962493942837,0.2,Iris-setosa
+27,7.245361961129734,2.9647770250137144,6.078094367129034,1.9817591608910892,Iris-virginica
+28,6.685732457799782,3.310065958332095,5.734944039697852,2.097399285117749,Iris-virginica
+29,5.886954266125126,3.195451292271498,4.830483101465828,1.8289676009046507,Iris-versicolor
+30,6.120631670881773,2.999270681314451,4.583900628758467,1.379235977836572,Iris-versicolor
+31,5.548599046183857,2.6536453985337762,4.194595810237335,1.276573847257909,Iris-versicolor
+32,6.328074688908889,2.7252672805689895,4.9009089982126985,1.793506590417653,Iris-virginica
+33,7.289640728515558,2.9098609053440088,6.3145198008787125,1.7784993905090951,Iris-virginica
+34,7.7,2.811687183733902,6.7,2.016060241907711,Iris-virginica
+35,5.340951230176835,3.8104682517359505,1.4320996787863443,0.3790348820718508,Iris-setosa
+36,6.0143015713350785,2.9543016329359326,4.726636797209493,1.8000126825272518,Iris-virginica
+37,5.401496795908692,3.9199489309551163,1.2735940137270454,0.5171553694588654,Iris-setosa
+38,6.228907859888162,3.2772291433763465,4.518691152636223,1.525033443973081,Iris-versicolor
+39,4.57677729966352,3.6071669419326735,1.0,0.2,Iris-setosa
+40,5.040660859314447,3.498327274743762,1.311049930058375,0.2543719094711809,Iris-setosa
+41,4.861230502182698,3.0781783883561076,1.4970390671395433,0.10000017358123897,Iris-setosa
+42,5.102980906058334,3.3073255224164546,1.695037437048047,0.4529095125965568,Iris-setosa
+43,6.541098254356052,2.962840550391839,4.379291450896833,1.378556314376901,Iris-versicolor
+44,5.935501771348878,2.9360755732991337,4.2861400231939975,1.3259905761492796,Iris-versicolor
+45,5.392796559130381,3.889930437444619,1.882205564944042,0.4163438421506093,Iris-setosa
+46,6.345924530848746,3.391213414930746,5.618214224086899,2.403146192032015,Iris-virginica
+47,4.915523501378664,3.0027678027171927,1.4064582800311254,0.2,Iris-setosa
+48,5.46784987614769,4.2041671325430165,1.4005188824120776,0.2,Iris-setosa
+49,5.168075487174484,3.4615961597897296,1.4894830328921125,0.2,Iris-setosa
+50,5.88836397020004,3.1903577870195177,4.8234253141558545,1.8028960108031322,Iris-versicolor
+51,4.903660903345401,3.0209509938924004,1.3987660039777052,0.2,Iris-setosa
+52,5.488119088584969,2.617610999082042,4.190475184016188,1.2763049262377064,Iris-versicolor
+53,6.30919917557656,2.8050507487003196,5.088872885371122,1.5128811008486183,Iris-virginica
+54,5.751434552342737,2.6290971011560798,5.071779388631372,1.9455451114373727,Iris-virginica
+55,5.082648191567658,3.5025763771520237,1.3848438962324017,0.2996259535215796,Iris-setosa
+56,6.3798452021434695,3.096634623109463,5.489366386172751,1.8049358200556394,Iris-virginica
+57,5.636511667494831,3.000930668071175,4.17844761153914,1.319261463840219,Iris-versicolor
+58,6.352908612597445,2.9387062908003756,5.547457499146797,1.811809359209791,Iris-virginica
+59,5.220706307412594,3.4343658901348157,1.411643616643707,0.2,Iris-setosa
+60,6.053337108955872,3.0044480280091417,4.545993776724481,1.3907755118260285,Iris-versicolor
+61,6.025430547662725,2.9548331391503453,4.805722074297653,1.809968500857211,Iris-virginica
+62,5.106212188218322,3.774537531920359,1.6723668918070296,0.23288443940844156,Iris-setosa
+63,4.690674334063003,3.4089888399102986,1.4713401951670484,0.29958007284151605,Iris-setosa
+64,4.4,2.901484191680444,1.402164934006096,0.2,Iris-setosa
+65,5.455385375708805,2.9974016589774024,4.543253899297572,1.5038301955627584,Iris-versicolor
+66,5.049371012419489,2.4604635597850373,3.332162873782685,1.0694460382074444,Iris-versicolor
+67,4.842513000368886,2.381489913187875,3.2764903343332015,0.970583463938642,Iris-versicolor
+68,5.1120933627507394,2.4939378804443133,3.0195013832546085,1.0067518745569137,Iris-versicolor
+69,4.989138113068584,3.186216358693301,1.2182472952732961,0.2,Iris-setosa
+70,5.205174093203558,3.455855522800618,1.493417030199082,0.2,Iris-setosa
+71,5.4810680009482065,2.4108606930348677,3.8813692584679256,1.1457544282688956,Iris-versicolor
+72,5.114483043000802,3.296258354249823,1.6956622233524905,0.5096562085206211,Iris-setosa
+73,5.477186744504943,2.9990524018125657,4.531049977279002,1.5021386369468206,Iris-versicolor
+74,5.498376648887624,2.3962635756411,3.665810302219529,0.9708743876315055,Iris-versicolor
+75,5.5098434702895736,3.002763633984247,4.506798473615323,1.499550978436229,Iris-versicolor
+76,4.919270575543111,2.4122557110323806,3.26285716555695,1.0513098122320108,Iris-versicolor
+77,4.4,3.0262503337718907,1.362903345373688,0.2,Iris-setosa
+78,4.887913196687469,2.406659390114572,3.2385549791357082,0.99232641330773,Iris-versicolor
+79,6.318428696680061,2.6984927902010023,4.912434177322314,1.817848253188757,Iris-virginica
+80,5.041225039541498,3.507574170562729,1.3813557115400306,0.31524422465683205,Iris-setosa
+81,5.106591697390683,3.3454458750268103,1.3782243310614892,0.2,Iris-setosa
+82,6.086326140715939,2.6061946381250873,5.575652787068691,1.397787740542813,Iris-virginica
+83,5.9905081079524845,3.3783791151831357,4.4886062507032305,1.5514302326465448,Iris-versicolor
+84,5.8148635802848165,2.7909363203239868,5.110075578733237,2.40491974451197,Iris-virginica
+85,7.699998268765682,2.8349001194866763,6.699997674697674,1.985280361236719,Iris-virginica
+86,6.707918128312203,3.311513559552241,5.64165853890815,2.4999995293327393,Iris-virginica
+87,7.253998910934114,2.8950749928143997,6.296492220952729,1.8012780209138715,Iris-virginica
+88,5.828625422839854,2.790165232010349,5.113375929786436,1.8695695534280332,Iris-virginica
+89,4.4,2.916918579584645,1.3725916469900068,0.2,Iris-setosa
+90,6.099880552629634,2.5898567123512697,5.619835540024499,1.396628980980627,Iris-virginica
+91,6.091139678787779,3.3295321697603604,4.540095278787945,1.585160152353303,Iris-versicolor
+92,6.343339092272643,2.7331677898448015,4.986413388813608,1.5997001585185873,Iris-versicolor
+93,6.587505017324995,2.9775258036803423,4.354839775295858,1.3892199523559796,Iris-versicolor
+94,6.293181800161719,2.5040263147290296,4.999680420380323,1.8975341986437835,Iris-virginica
+95,5.426681535207683,2.9917713085578024,4.499076964594593,1.4980841895464219,Iris-versicolor
+96,5.065310755611864,3.4972130479351895,1.3383864674555181,0.28154108326023564,Iris-setosa
+97,5.8040439551709255,2.688878187658056,5.093406492694236,1.9308907783445486,Iris-virginica
+98,6.287349556790802,2.7326211382623313,4.9362842335850905,1.7592659319265174,Iris-virginica
+99,6.327012344815177,2.8499932011952147,5.551500620869485,1.821331032277274,Iris-virginica
+100,7.7,2.816124342145655,6.7,1.9968273578561657,Iris-virginica
+101,5.990168484429241,3.386946723851977,4.5477921204695395,1.5985607793301333,Iris-versicolor
+102,5.626730047086399,2.9987263623656024,4.490332071207327,1.4922241739467053,Iris-versicolor
+103,6.2489846405815035,2.772152857105707,4.881061611997013,1.7793906805625865,Iris-virginica
+104,6.646316481801351,3.0274791441518674,4.3880379421515645,1.4089645104089736,Iris-versicolor
+105,6.005715916081965,3.3900124351480136,4.48747777775315,1.5819197353570786,Iris-versicolor
+106,5.505250242039692,2.9915955746678846,4.169346415450071,1.3337564590030622,Iris-versicolor
+107,5.5715928715568195,3.019550540596447,4.0770316012535055,1.3133730381198265,Iris-versicolor
+108,6.457953360257531,3.078839558912147,5.488663789637977,1.815618361199017,Iris-virginica
+109,5.474021839391916,2.58916814239046,4.414911129484912,1.1919032361258526,Iris-versicolor
+110,5.776488341458581,2.680908114371153,5.091762793637652,1.908028049392329,Iris-virginica
+111,6.912379876685173,3.1927639343430614,5.69711115310043,2.2939036711342315,Iris-virginica
+112,5.675830366530116,2.4745904716782388,4.988628659669802,1.9899321014250972,Iris-virginica
+113,4.584625459942551,3.204739193344978,1.3679223130269462,0.2,Iris-setosa
+114,4.604538517155422,3.3868941592868804,1.388683318006731,0.2996030884929688,Iris-setosa
+115,4.877920317101602,3.099739124410924,1.5087849886797828,0.1,Iris-setosa
+116,6.302800132328221,2.6992996753938168,4.917790188997316,1.7963741435994065,Iris-virginica
+117,5.208311851423901,3.407888118048523,1.400547295478916,0.2,Iris-setosa
+118,5.493981444708121,4.15878878991805,1.3919060685849478,0.2,Iris-setosa
+119,6.072125431481235,3.3230379311563305,4.526813225775523,1.561439418989102,Iris-versicolor
diff --git a/iris/tab_ddpm/4_1/1/test.csv b/iris/tab_ddpm/4_1/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/1/train.csv b/iris/tab_ddpm/4_1/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/1/val.csv b/iris/tab_ddpm/4_1/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/10/synth.csv b/iris/tab_ddpm/4_1/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2783605d323b24ecbb6d6855d3c37c9324a8b65a
--- /dev/null
+++ b/iris/tab_ddpm/4_1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.51020118752707,2.430994278502541,3.896854946517851,1.107136428637494,Iris-versicolor
+1,6.0185474688741145,2.701976815174785,5.173317734385987,1.604425574473963,Iris-versicolor
+2,6.002548029370495,2.985642759876917,4.790378841529674,1.8160978085534625,Iris-virginica
+3,6.00244043351346,3.4030960683541,4.463009134442618,1.592454925315403,Iris-versicolor
+4,6.715484334814547,3.295176342174123,5.711498523552646,2.4999995043193475,Iris-virginica
+5,5.837163893358197,2.986461457881211,4.212414855558505,1.462958846899556,Iris-versicolor
+6,4.8609758612883,2.413879905583039,3.113175300494963,0.8923051012421646,Iris-versicolor
+7,6.665866497336148,3.119487295774724,4.430596736623727,1.4205051609115689,Iris-versicolor
+8,5.260637407581576,3.544054990619949,1.5338855854850095,0.2,Iris-setosa
+9,7.699997702057044,2.790754920264329,6.699998147839457,1.9934464607370395,Iris-virginica
+10,6.309118960923711,2.2970443552209376,4.459691026596241,1.2997533455354269,Iris-versicolor
+11,5.9265102829345695,3.1961950970291824,4.752622361734213,1.8117245252511738,Iris-versicolor
+12,4.4,2.884256138949194,1.3946499737631646,0.2,Iris-setosa
+13,6.331817153756964,2.5420866750550837,5.055854573355489,1.9045421208146556,Iris-virginica
+14,5.077002807433347,3.603180051814311,1.4440329769156006,0.3831093856392127,Iris-setosa
+15,5.4950870667346985,2.3940366577663257,3.789248400271127,1.1017502352222082,Iris-versicolor
+16,5.088949380736874,3.742434786443011,1.6151000987674915,0.2,Iris-setosa
+17,5.98843627329488,2.2,5.020300469528536,1.489575748926469,Iris-virginica
+18,5.739659352320962,2.995525685729861,4.29210168534405,1.492193580008855,Iris-versicolor
+19,6.0087064257005505,3.3904161105085535,4.484305001097013,1.5812918084137269,Iris-versicolor
+20,5.122745706974326,3.6746758713665413,1.5715914404689184,0.2,Iris-setosa
+21,5.1104508351275975,3.293931127091095,1.8620925343613381,0.45773660598148413,Iris-setosa
+22,6.099704933830704,2.991426619483901,4.607105537341231,1.4119343580773234,Iris-versicolor
+23,5.890576747392156,3.2021799242865505,4.818679452360283,1.7981470544646307,Iris-versicolor
+24,5.810604997755819,2.734868768675106,5.099775462297456,1.8895066164772525,Iris-virginica
+25,6.296763673765537,3.3810113711419114,5.580031133446166,2.3902250077429583,Iris-virginica
+26,5.0608029429022725,3.4732811357911597,1.347956631104674,0.29079990735816086,Iris-setosa
+27,7.699998841700788,2.7730777372105155,6.699997994860717,1.9588227276648817,Iris-virginica
+28,5.35482363474343,3.9152038748300186,1.2944590300839207,0.5123867693528539,Iris-setosa
+29,5.997467318528885,2.2000003167095294,4.961393287779239,1.5024490260948562,Iris-virginica
+30,4.490363665526297,2.299215879049633,1.3042342604007273,0.29292548845476774,Iris-setosa
+31,5.384330260894263,3.919494663259221,1.6915881913598931,0.3929111659513611,Iris-setosa
+32,7.69999900206023,2.8131131933469087,6.699998931862879,1.967790987948753,Iris-virginica
+33,7.112054108397055,2.991330120344415,5.869009962315406,2.111526739028919,Iris-virginica
+34,5.497570071873276,4.204019034165912,1.400349886222349,0.2,Iris-setosa
+35,6.300677326782824,3.412136437975101,5.616910913849055,2.409825902435656,Iris-virginica
+36,5.974264290569181,3.409605341260656,4.512058812514446,1.6339568100317925,Iris-versicolor
+37,5.1080982863666815,3.7634264744565344,1.8806616075401374,0.4151330976076426,Iris-setosa
+38,5.216181302614314,3.4729012873084084,1.5395479339497853,0.2,Iris-setosa
+39,5.9770802019750064,2.696261434103089,5.075401883745175,1.5557391154162479,Iris-versicolor
+40,6.126459185140188,2.976045883583147,4.586068727455699,1.3697026280853322,Iris-versicolor
+41,6.676275440951923,3.2902303496806606,5.669125023059259,2.085857809524416,Iris-virginica
+42,6.70027347928618,2.9828477378734495,4.998474651248968,1.7140390390236793,Iris-versicolor
+43,5.762688442819423,2.6840282062798537,5.062819666727486,2.2562370023934073,Iris-virginica
+44,5.518820601690746,4.201796643692824,1.4078463360273787,0.2,Iris-setosa
+45,6.193164967037139,2.3270836493540283,4.283380899367241,1.2826996939195519,Iris-versicolor
+46,5.108947659732269,3.7781321903473275,1.9032100054985586,0.486195159632009,Iris-setosa
+47,5.328637787447971,3.8876595510598344,1.475478382979534,0.2,Iris-setosa
+48,5.502303969595529,2.583051143805565,4.383597177057183,1.1716775476812322,Iris-versicolor
+49,5.996944217775883,3.002369611905734,4.751744956204954,1.8043779931953854,Iris-virginica
+50,5.800227466653208,2.6476741871842373,5.0928069358440915,1.9160133653359028,Iris-virginica
+51,6.351385847804047,2.46956032750099,4.828708978317705,1.5033986731397575,Iris-versicolor
+52,5.39479702729609,2.9970983298164993,4.4637068448414405,1.4804233498665953,Iris-versicolor
+53,6.327948283097062,2.4670121389868207,4.858490119012933,1.48526803340312,Iris-versicolor
+54,5.60658561575761,2.700088557181385,4.320609064474247,1.2876826360462252,Iris-versicolor
+55,5.798513704434116,2.67370016939432,5.084479087827013,1.9116355724105183,Iris-virginica
+56,5.865056918221317,3.181903007214237,4.772366886799204,1.7809110309481193,Iris-versicolor
+57,5.911128022446941,3.2072434389296207,4.789332870352289,1.7803437640302577,Iris-versicolor
+58,5.756500767604212,2.5999391627274484,5.067668674392844,1.9471120513745148,Iris-virginica
+59,6.411760685102398,2.942700794067016,5.4950127629275975,1.809162671740751,Iris-virginica
+60,6.28709621031497,2.485326041355247,4.853549313826904,1.4948499799170525,Iris-versicolor
+61,5.778640120490833,2.58164953228444,5.070239964625165,1.9488278183716137,Iris-virginica
+62,5.874261336585354,3.005565020869043,5.117120861499574,1.807410573128694,Iris-virginica
+63,6.286682083175066,2.7267394742937885,4.874747653608011,1.7776403836490995,Iris-virginica
+64,5.469519363789563,3.0028602488678198,4.5340694261076475,1.4993856881847243,Iris-versicolor
+65,5.112001234310967,2.5354568621975364,3.004141023177972,1.277535907771941,Iris-versicolor
+66,5.255667249162235,3.8998217948501717,1.7123721990894578,0.37589598873634145,Iris-setosa
+67,5.525050658179692,2.440428707915627,4.119219865824124,1.1690038047709441,Iris-versicolor
+68,5.083725559997204,3.402476111161009,1.505533142493274,0.2,Iris-setosa
+69,6.516727919401289,2.9788209278986058,5.520659925088561,1.8014048796119362,Iris-virginica
+70,6.736647239624716,2.885721778051245,5.967085773675809,1.8133714919407822,Iris-virginica
+71,6.689258147118946,3.1183147909099045,4.423603454123146,1.4101759746800577,Iris-versicolor
+72,6.2962611360065415,2.854086787682812,5.682256466401462,1.7894839876966853,Iris-virginica
+73,5.550126637871862,3.0078545163175954,4.143550055542498,1.309501278261458,Iris-versicolor
+74,4.997443660617776,3.608146319296137,1.4021474031208074,0.2,Iris-setosa
+75,4.7949198866310505,3.0803684798178024,1.4057845017847137,0.2,Iris-setosa
+76,5.2074841018571885,3.5010433109671206,1.4876442077545973,0.2,Iris-setosa
+77,4.4,2.911258629893542,1.4121119230021257,0.2,Iris-setosa
+78,5.256349041333236,3.593492393095133,1.5101305270693501,0.2,Iris-setosa
+79,5.1362186226078546,3.3697330358441238,1.3161138920793318,0.2,Iris-setosa
+80,5.060158817788802,3.4073846254066242,1.5078395377045548,0.2,Iris-setosa
+81,5.598468468418554,3.003721651897602,4.041325240273655,1.302365623245202,Iris-versicolor
+82,5.127061052123859,3.8471296384892435,1.8881198336913465,0.3929784727263821,Iris-setosa
+83,4.601589134888976,3.339886371033573,1.4016188176451432,0.24004244988620624,Iris-setosa
+84,4.916859634925689,3.029720631189384,1.3860828375546244,0.2,Iris-setosa
+85,5.0017272195244455,3.5996192069000514,1.3671887736341248,0.2,Iris-setosa
+86,6.6010668741503915,2.973426130291275,4.356915603599051,1.3955166703513386,Iris-versicolor
+87,5.913618133619351,3.0197179159996432,5.125469652664333,1.817627866038087,Iris-virginica
+88,5.929414568236194,2.8095812406189227,4.994329705686324,1.8392382761290316,Iris-virginica
+89,5.092859547765937,3.7177734875037856,1.4851456080703611,0.4273805962973486,Iris-setosa
+90,4.596312076185331,3.613647394339722,1.0000006226163751,0.2,Iris-setosa
+91,6.263193089401468,2.305403906513516,4.427818817499092,1.2994731828118944,Iris-versicolor
+92,6.0040254653069365,2.7008831243871048,5.097704805713764,1.6242688954825693,Iris-versicolor
+93,5.2240216996124955,2.7769253125408793,4.05158102517479,1.4339572387342403,Iris-versicolor
+94,5.802202437518162,2.7057423977309436,5.129811108704924,1.888527738241049,Iris-virginica
+95,7.7,2.7749301230212198,6.7,2.0603389344122567,Iris-virginica
+96,5.105604260415517,3.6440469495402983,1.5888191408415446,0.2,Iris-setosa
+97,7.7,2.8617420746361004,6.7,2.034671426791622,Iris-virginica
+98,6.714652303416441,3.004563798757292,5.487697030636279,2.081361872061695,Iris-virginica
+99,5.498605958920376,2.4125245479643183,3.68212137112024,1.0803736638291577,Iris-versicolor
+100,5.408682001894253,3.844576386549009,1.2957400913347095,0.39362682197030474,Iris-setosa
+101,7.068820585686093,3.00255641744579,5.8167698653510485,2.1014689611648105,Iris-virginica
+102,5.990800752045103,3.426811442224686,4.439029553645672,1.58820145245881,Iris-versicolor
+103,5.382722281230508,3.874561469081715,1.6640407077712305,0.38910312695931126,Iris-setosa
+104,5.0157594233964895,2.4705826753805193,3.3834652624703945,1.1422405162677935,Iris-versicolor
+105,5.756177207538817,2.754011622129583,5.101214885722877,2.373580039561655,Iris-virginica
+106,4.400000698602996,2.9010836837693867,1.4021531136572098,0.2,Iris-setosa
+107,7.206014151651141,2.996560916363481,6.007840365198134,2.0868038368569906,Iris-virginica
+108,4.582037666356873,3.6153178093987366,1.0000003730881428,0.2,Iris-setosa
+109,5.525467584754659,2.6085469377495794,4.42347544470924,1.2140523688250828,Iris-versicolor
+110,6.46602602429618,2.9911302140551754,5.558980987710826,1.779078144595453,Iris-virginica
+111,5.00306253082376,3.5059279404550443,1.3309049669414748,0.29479720361842027,Iris-setosa
+112,5.225594686850709,3.5108609354244718,1.5178918015157068,0.2,Iris-setosa
+113,5.016359422852123,3.306305839154038,1.4136138931888231,0.2,Iris-setosa
+114,6.663782559084501,3.0559949143564946,4.621261157873703,1.4780675675613677,Iris-versicolor
+115,5.792413633667992,2.677926704003965,5.094465158054112,1.9143027941888313,Iris-virginica
+116,5.289873690196568,3.398071798215786,1.6604518010919427,0.2,Iris-setosa
+117,6.686794300528186,3.0999873234102098,4.447321584867471,1.4248672907037259,Iris-versicolor
+118,5.069735822707279,3.3143165589882524,1.3214152104854797,0.2,Iris-setosa
+119,5.0336264723086375,3.3239544280872657,1.4334855838772225,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/10/test.csv b/iris/tab_ddpm/4_1/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/10/train.csv b/iris/tab_ddpm/4_1/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/10/val.csv b/iris/tab_ddpm/4_1/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/11/synth.csv b/iris/tab_ddpm/4_1/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c078a588d3c3413edacb66265a738c3a2490e03a
--- /dev/null
+++ b/iris/tab_ddpm/4_1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1046581036043985,3.5974894944881886,1.4695532209073043,0.3828088205445459,Iris-setosa
+1,6.290125602754921,3.3947959349958583,5.6154372724672355,2.3941129995785753,Iris-virginica
+2,6.46401907587705,2.929070406541201,4.3548441153920665,1.3399931826002816,Iris-versicolor
+3,5.5321495595207555,2.677243301209176,4.226598540786736,1.3063339703865717,Iris-versicolor
+4,5.016677491207409,2.464281305471133,2.8147913542887535,1.118239233221633,Iris-versicolor
+5,4.8582839585639555,3.4460821607359704,1.616616541480231,0.2,Iris-setosa
+6,4.8493852565675555,3.0686742953922215,1.5110273660532438,0.1000001271907996,Iris-setosa
+7,5.00690723607753,3.178963996486046,1.1833443535055368,0.2,Iris-setosa
+8,5.791827346180256,2.7051239917675374,5.114138292265083,1.8917594109430267,Iris-virginica
+9,5.428281237600785,2.992858664650043,4.540970774609722,1.5070445758323883,Iris-versicolor
+10,6.944370721247802,3.1468772127141764,5.7211611488913166,2.2672243859422485,Iris-virginica
+11,5.812478345967381,2.6827297572140973,5.087140943910039,1.907682701467589,Iris-virginica
+12,6.378006906989569,2.6955867478519475,5.264254306240217,1.8852192551046194,Iris-virginica
+13,5.072576078052648,2.4899207359337483,3.0612363672831813,1.0718573178013293,Iris-versicolor
+14,5.112997131651498,3.8000844043193553,1.7272036151251098,0.44662343112444775,Iris-setosa
+15,5.298491548131978,3.8288371733371545,1.5540901569688146,0.2,Iris-setosa
+16,6.8553739937441565,3.1388544357851282,5.624204575880273,2.250999853805099,Iris-virginica
+17,4.882284450195315,3.099861516024986,1.4945076101695511,0.10000009140357319,Iris-setosa
+18,5.716813593874393,2.515179629124947,5.017263167759808,1.9880421915943716,Iris-virginica
+19,5.949203082831076,3.3073948914417297,4.539030710389858,1.6492511115559034,Iris-versicolor
+20,6.1509029942859215,3.011428988076765,4.50080976000431,1.3957930210943394,Iris-versicolor
+21,6.738424639721397,3.327574627065968,5.660705645653158,2.5,Iris-virginica
+22,6.685972224970631,3.298843189887159,5.634450550268829,2.499999383075141,Iris-virginica
+23,6.38569058956071,3.1159719103901344,5.514820590466974,1.813656884956518,Iris-virginica
+24,5.788382794245244,2.81428954835821,5.1087438003790036,2.404340064194084,Iris-virginica
+25,7.07550955550732,3.042835202034636,5.882592413052763,2.1780395478259216,Iris-virginica
+26,5.489261264714763,2.4138924249443265,3.8834338755702467,1.1654396606878712,Iris-versicolor
+27,6.713904673690493,3.3219855498726267,5.6976193674595885,2.4999995240895982,Iris-virginica
+28,4.967266802171779,3.2702826466874217,1.383874366185966,0.2,Iris-setosa
+29,6.698105218407645,3.0809275421740945,4.4494149540278345,1.392202597602661,Iris-versicolor
+30,6.2831830754841675,2.3061242052663866,4.436268141390844,1.2955102038752557,Iris-versicolor
+31,5.990397512308303,2.6931432432561855,5.123131502845051,1.6096110324056794,Iris-versicolor
+32,5.49962067050712,4.2050870317639495,1.3663029764687553,0.2,Iris-setosa
+33,5.352844701015328,3.417916200831298,1.6682052519082289,0.2,Iris-setosa
+34,5.084724470139405,3.299824035029335,1.6933723801104836,0.5146602657614847,Iris-setosa
+35,6.419870333266818,2.9803738904181576,5.419794416851149,1.8065084995671397,Iris-virginica
+36,6.123361181968095,2.6668775239710376,5.465881592464852,1.440373594540805,Iris-virginica
+37,4.815763122520515,3.413585802048037,1.5924033787514973,0.2,Iris-setosa
+38,4.995973888180628,3.5804365923957446,1.380857358548779,0.2,Iris-setosa
+39,5.118328493441181,3.394984713374789,1.5124127164351364,0.2,Iris-setosa
+40,5.1710899153500565,2.6923605140168534,3.863175421312654,1.4011888844517737,Iris-versicolor
+41,6.683864127335944,3.3001121172138728,5.615540526074562,2.5,Iris-virginica
+42,5.522944313858562,2.5375516152083715,4.2745910078374365,1.1624585287226266,Iris-versicolor
+43,5.000499989931311,3.608726691813534,1.4025083138721661,0.2,Iris-setosa
+44,5.289007223037363,3.6847659026068493,1.4996829293020757,0.2,Iris-setosa
+45,5.349077214081469,2.432531569384467,3.5595794412101656,0.9490634846138996,Iris-versicolor
+46,5.145003572401008,3.813997841324284,1.5840109509435796,0.22523960320857697,Iris-setosa
+47,4.880084621889632,3.103168649153599,1.5016290587435523,0.1,Iris-setosa
+48,4.4,3.212424211904525,1.2972340341761974,0.2,Iris-setosa
+49,5.502238453525433,2.392518523029327,3.660912848170003,1.0119289118217756,Iris-versicolor
+50,5.984592338087339,3.352911594335881,4.570655912929923,1.6379083599234794,Iris-versicolor
+51,5.045985575517631,3.359107769969677,1.415862034992219,0.2,Iris-setosa
+52,6.7806884299821,2.9985567321726525,5.466315809728311,2.0977361890021626,Iris-virginica
+53,6.367123799949709,2.8804856071770204,4.308278969762075,1.295439526892876,Iris-versicolor
+54,6.675723746543486,3.2935646432629357,5.721115486822053,2.5,Iris-virginica
+55,6.312254442975095,2.545317108996265,5.068840857125325,1.9084991782370302,Iris-virginica
+56,6.003951777096578,3.413326976868973,4.494438225207276,1.604154010259259,Iris-versicolor
+57,4.4,3.011031197733162,1.3547942801500414,0.2,Iris-setosa
+58,5.1054516242756,3.8706196183121913,1.699863760514893,0.2832051558811969,Iris-setosa
+59,6.333774161975034,2.727225773933107,5.325112623323681,1.855562972727496,Iris-virginica
+60,6.021481351854393,3.3826726700629415,4.4738772058454455,1.5964994324347828,Iris-versicolor
+61,6.284484681448888,2.3085522243149033,4.402851252166766,1.293941737325857,Iris-versicolor
+62,6.699730481511685,2.9503308041773946,5.385338312345586,2.060345074334566,Iris-virginica
+63,4.713332176008412,3.3660637137492753,1.410584178259891,0.2,Iris-setosa
+64,6.368899929039766,2.8997222252942554,5.545205672310228,1.8244764835449725,Iris-virginica
+65,5.573604780471261,2.681176146907164,4.2428728175938994,1.282612172328666,Iris-versicolor
+66,6.7326866711912885,3.005223473406991,5.0130224314205645,1.7084256518675935,Iris-versicolor
+67,6.690887340469733,3.29244313467795,5.651656700019349,2.0904590917126136,Iris-virginica
+68,5.053845253254711,3.5121173788996916,1.3699366639648993,0.3060838469249692,Iris-setosa
+69,7.699998654078876,2.7772765001345334,6.7,1.9803891360370065,Iris-virginica
+70,6.32682924508369,2.5224096325755174,5.02280143434758,1.8990095797965236,Iris-virginica
+71,6.311141321209498,2.657720658958963,4.876146749573493,1.795080484047525,Iris-virginica
+72,4.5929638231550305,3.194518439860349,1.3853424289467804,0.2,Iris-setosa
+73,6.775200549397598,3.040686313028875,5.536197755116675,2.122590618083261,Iris-virginica
+74,6.091306128880387,2.997134598190677,4.645038579051216,1.3936819215999967,Iris-versicolor
+75,5.80754274260932,2.7770712001806213,5.090957369102579,2.4062715642929025,Iris-virginica
+76,5.504496783145247,4.196452418108627,1.362340426219067,0.2,Iris-setosa
+77,6.565273766511775,2.9784566877588214,4.384126354335317,1.376275058611406,Iris-versicolor
+78,5.983019284609879,2.6922159997724346,5.093177120195438,1.5987374474572964,Iris-versicolor
+79,5.725862393731449,2.6006295205336203,5.0584041883966995,1.9429861928319667,Iris-virginica
+80,5.260482291711327,3.397597096497787,1.61352754113636,0.2,Iris-setosa
+81,6.604039090136878,3.0924015464098544,4.465670610091321,1.4398500758883388,Iris-versicolor
+82,5.403014706527434,2.9911097258940003,4.473707648106766,1.509018082223627,Iris-versicolor
+83,6.01000668534742,2.6966441643066172,5.106216722245375,1.5873484913222435,Iris-versicolor
+84,5.793217602074292,2.7005874531606238,5.107146348223831,1.90544858036374,Iris-virginica
+85,5.008216671623419,3.217026388704746,1.2234512751994318,0.2,Iris-setosa
+86,6.24549962928236,2.680808263322734,4.930918674726686,1.8286294157978176,Iris-virginica
+87,5.086986065926198,3.73742948368136,1.869305029867342,0.4167127013574395,Iris-setosa
+88,5.470506750486547,2.3994041921696803,3.5483700899125816,0.9843627230924631,Iris-versicolor
+89,5.900984490034058,3.2080191376357927,4.81685694090875,1.7765615852436822,Iris-versicolor
+90,5.735043105859436,4.4,1.4997919877052674,0.5402863505160156,Iris-setosa
+91,5.6191361689553325,2.985776527283813,4.21632514172644,1.3108222807102636,Iris-versicolor
+92,5.056542200059566,3.7596246924377716,1.6164765078272438,0.2,Iris-setosa
+93,5.0970237850368365,3.7921574724552407,1.8544175134209084,0.3846521629674222,Iris-setosa
+94,5.009583982158347,3.513782683960584,1.2879956585347576,0.28539008054712084,Iris-setosa
+95,5.836584009211819,2.8069563212560964,5.150866711891943,2.407527069503086,Iris-virginica
+96,5.114679730253154,3.394362180241182,1.6834107055024776,0.5318209374908265,Iris-setosa
+97,5.7264178108036035,2.5066197933158647,5.003673304107204,1.9885960505903788,Iris-virginica
+98,5.364436666828815,3.3972395488753704,1.645411236517488,0.2,Iris-setosa
+99,5.791853275473401,2.8157663868556972,5.163148299589785,2.4043367183931372,Iris-virginica
+100,6.6817266735041665,3.0014006907507125,4.986602230748078,1.6677623725323836,Iris-versicolor
+101,5.56413231179886,2.9621242063685043,4.128679560934404,1.2958979560369326,Iris-versicolor
+102,5.045576887715564,2.502062929681202,3.1045586881142135,1.2539867353875844,Iris-versicolor
+103,5.811469262080769,2.7220066131015317,5.133191932354665,1.8901469238706454,Iris-virginica
+104,5.500217271619046,2.473559827365424,4.007407124009209,1.170000346230923,Iris-versicolor
+105,5.086946726338647,3.296892730558183,1.8645021875194112,0.5052522977489902,Iris-setosa
+106,5.905318467150799,3.0094359385441574,4.236140818779607,1.4914435734637954,Iris-versicolor
+107,5.407373168938295,3.001276572000104,4.426665195677655,1.494063820281696,Iris-versicolor
+108,6.418508956189491,2.705151104994917,5.314247858791816,1.9086157679606428,Iris-virginica
+109,6.675441859134775,3.0442918612211973,4.42587295616762,1.4065610915012308,Iris-versicolor
+110,6.687039395082795,3.281759282161668,5.69858527288451,2.499999253211156,Iris-virginica
+111,6.683575721359616,3.0684906580228306,4.445769719442488,1.4078352712924118,Iris-versicolor
+112,5.779192907508232,3.012684709793129,4.167498739112156,1.3999074953313722,Iris-versicolor
+113,6.183565714837246,2.6608912029197365,5.4871401430404,1.4777335065828106,Iris-virginica
+114,4.588251260408443,3.6360684893031374,1.0,0.2,Iris-setosa
+115,7.7,2.8092018058345247,6.7,2.0298588033936573,Iris-virginica
+116,5.136359778627538,3.7432137680564823,1.588631451342584,0.45273403050960304,Iris-setosa
+117,6.097939715716965,2.6076674638321813,5.590109266102274,1.4085853461927984,Iris-virginica
+118,6.284370343118868,2.558302543030254,5.042844302715045,1.905028248460472,Iris-virginica
+119,6.901927990772174,3.0775167970122568,5.584595493234181,2.221085045804745,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/11/test.csv b/iris/tab_ddpm/4_1/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/11/train.csv b/iris/tab_ddpm/4_1/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/11/val.csv b/iris/tab_ddpm/4_1/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/12/synth.csv b/iris/tab_ddpm/4_1/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fc226b92ade0d70fcbb65ffcb219ebf74196c13a
--- /dev/null
+++ b/iris/tab_ddpm/4_1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.999394873164923,2.991090422893004,4.931085078190152,1.803764456213228,Iris-virginica
+1,6.6739725456077625,3.047466821311195,4.43348168207326,1.3951172090842057,Iris-versicolor
+2,5.6616265570786295,4.4,1.4929404818962484,0.3941007726371321,Iris-setosa
+3,5.100457003816774,3.3967887709993607,1.495343377094965,0.2,Iris-setosa
+4,5.81098996136522,2.731018736902581,5.092121903819394,1.900412902710871,Iris-virginica
+5,6.1066065951970785,2.6169016545628385,5.007115991097491,1.5293179525193867,Iris-versicolor
+6,5.879134396104127,3.0201050589300613,4.274023736644323,1.5187845468545147,Iris-versicolor
+7,6.330694666801468,2.8685478083373135,4.294955732009075,1.2783145742229565,Iris-versicolor
+8,6.269175078660742,3.3463433232558564,5.570119616658146,2.374934105735324,Iris-virginica
+9,4.900491292793392,3.0987598227844875,1.48835949073835,0.10000009970038494,Iris-setosa
+10,5.0538902499671865,3.377750241954839,1.490479454777124,0.2,Iris-setosa
+11,5.3879182622919695,3.8743705849111905,1.2943869314987837,0.44513119800164425,Iris-setosa
+12,7.290459340147355,2.918171019798533,6.284954047745709,1.8216469159334159,Iris-virginica
+13,5.506735815290689,2.4022216183870815,3.823513060688498,1.16426566161222,Iris-versicolor
+14,5.393393651466344,3.000246799335105,4.484825337499928,1.4928022924371591,Iris-versicolor
+15,5.505431652423661,2.408235599559048,3.767816762961906,0.9663397705403858,Iris-versicolor
+16,5.92006730308765,3.1935265398229107,4.8220104831568085,1.784875316208931,Iris-versicolor
+17,5.108486073840428,3.3049006052469254,1.6988853650645601,0.5248665902884211,Iris-setosa
+18,5.1204138381455735,3.743223879702046,1.5974158287898728,0.2,Iris-setosa
+19,5.305463875187942,3.8483843810289677,1.5058466148995664,0.2,Iris-setosa
+20,6.866259376360868,3.119708912269467,5.598037170389907,2.2247107233650496,Iris-virginica
+21,6.233650555348166,3.0613092053159203,4.583795851793542,1.4347729749197813,Iris-versicolor
+22,6.3180579946944935,2.4816731296139167,5.0015131265544115,1.8896339439057643,Iris-virginica
+23,5.002517115269133,3.194035317441526,1.2281390394865785,0.2,Iris-setosa
+24,5.954062487177232,2.6897059791408067,5.071661327475562,1.5590726623746953,Iris-versicolor
+25,4.607193253583334,3.2572825662711185,1.3973533442824067,0.2,Iris-setosa
+26,4.582978314950795,3.4057244903881454,1.3785939184575164,0.2884843868887502,Iris-setosa
+27,6.625368406513046,3.0283825050524946,4.4012749286436215,1.4018251068563248,Iris-versicolor
+28,4.400000555528965,3.2080818226656005,1.2984753105451672,0.2,Iris-setosa
+29,5.700947038523791,2.749974245955622,4.23619700395322,1.3178762212635702,Iris-versicolor
+30,6.784061171242242,3.361808837525822,5.61809278765695,2.5,Iris-virginica
+31,6.264145295345039,2.660094762736567,5.001118427222766,1.8359389342750174,Iris-virginica
+32,5.0059837671164,3.595598236918418,1.3984429956884972,0.2,Iris-setosa
+33,5.104286724132808,3.302095581659264,1.6783021882193414,0.527749727696187,Iris-setosa
+34,5.14095293260807,3.3283281624779146,1.310719822070492,0.2,Iris-setosa
+35,5.405681874755977,3.382873125004525,1.8978943104344965,0.2,Iris-setosa
+36,6.605119707227496,3.2554378926968823,5.5966175067847335,1.9725863956385659,Iris-virginica
+37,6.519505639725537,2.9260666620526594,4.323592214261736,1.3343485912908948,Iris-versicolor
+38,7.6999990339779565,2.8002037953071506,6.7,1.989459044523517,Iris-virginica
+39,5.5139255342724836,4.1632016469717765,1.4001372338656835,0.2,Iris-setosa
+40,5.987333627211321,2.693980932390037,5.088898829033395,1.611097152506057,Iris-versicolor
+41,5.14727914945326,3.4459966304514245,1.5154700473508211,0.2,Iris-setosa
+42,5.625725655007766,2.9896344893573277,4.155904948533207,1.32251305391454,Iris-versicolor
+43,5.305629670019713,2.980977927599406,4.366712901980097,1.4869465007171856,Iris-versicolor
+44,6.480056157085015,2.92107429262209,4.278973276008447,1.3515513610593621,Iris-versicolor
+45,5.030286692068538,2.475690375326775,2.7567973297813326,1.0867072364610881,Iris-versicolor
+46,6.572041762208283,2.981919368317281,4.4230934186615025,1.4007938611887103,Iris-versicolor
+47,5.590556395978621,2.9888357945096495,4.185505732081263,1.2961985729174057,Iris-versicolor
+48,5.084545656736764,3.464296326762565,1.5535106431609498,0.2,Iris-setosa
+49,5.07263180436426,3.771380846326255,1.6086108394272103,0.40551822659990494,Iris-setosa
+50,5.480051642853482,2.7372808724704756,4.110657581401225,1.3037113888277907,Iris-versicolor
+51,5.020823431980377,3.2860996199962083,1.314420690497005,0.2,Iris-setosa
+52,7.699998274002253,2.7939346764108075,6.699998325985295,2.0046381638504847,Iris-virginica
+53,4.831303360800889,3.4042779962200247,1.5900240836035013,0.2,Iris-setosa
+54,7.699998184717025,2.802441909795563,6.699998829751369,1.9648383520677708,Iris-virginica
+55,5.507886506807766,4.180338916070675,1.404177440669962,0.2,Iris-setosa
+56,6.7977476855093055,3.0042550187310755,5.519320428347659,2.0831859000674635,Iris-virginica
+57,6.692971651697653,3.1227012474901783,4.409373649495597,1.404390167135626,Iris-versicolor
+58,6.300915552572589,3.4260087004599096,5.637915096687222,2.400111064622966,Iris-virginica
+59,7.101222591442519,2.9834954640236044,5.940389040237073,2.062018545294215,Iris-virginica
+60,4.912925478492719,3.099986721339716,1.4904261851588205,0.1,Iris-setosa
+61,5.122607347857371,2.5068379419179223,3.0478955811170567,1.0892035748804751,Iris-versicolor
+62,6.41783171339323,2.9068734819501314,4.292234903080373,1.2965473198441058,Iris-versicolor
+63,5.4979815395710805,3.0203962975851755,4.552272130777003,1.5054711245153314,Iris-versicolor
+64,4.884600758068806,3.408391402158027,1.5918450459301208,0.2,Iris-setosa
+65,5.1835445863341905,3.465053812346543,1.4999657363723866,0.2,Iris-setosa
+66,6.275657174970065,2.483131194986284,4.882027931865301,1.4838252405620196,Iris-versicolor
+67,5.19548653612844,3.4962379586253975,1.4906486658759242,0.2,Iris-setosa
+68,5.6120809066029365,2.6666748928149313,4.390825136012122,1.282707436222065,Iris-versicolor
+69,5.930831467792155,3.213755220434548,4.809519834025769,1.7917634479374622,Iris-versicolor
+70,6.757906842075082,3.0059235688765096,5.019335684805827,1.7162736405363244,Iris-versicolor
+71,5.454372857988592,4.1703957936723475,1.3939267872703645,0.2,Iris-setosa
+72,5.506455304460278,4.198739605354765,1.3804304745565203,0.2,Iris-setosa
+73,5.353288294880619,2.644908429714988,4.094463493015237,1.3101020948027646,Iris-versicolor
+74,5.262116679563249,3.5903833999748334,1.3655550593865895,0.3158449720196707,Iris-setosa
+75,6.160308726225295,3.0029526181313666,4.62076693213024,1.3875293138530782,Iris-versicolor
+76,5.549722326584122,2.70884128321347,4.1480974354313584,1.309925085027671,Iris-versicolor
+77,6.307877932300991,2.691294178051152,4.914820420216178,1.8216892001804406,Iris-virginica
+78,5.767260770565751,2.617372010962891,5.07167273428628,1.9185120552541919,Iris-virginica
+79,5.38216115080462,3.003087515112309,4.4844854258298605,1.5029727407132372,Iris-versicolor
+80,5.308161930152974,3.4615185279192406,1.6270045335694359,0.2,Iris-setosa
+81,4.400000770670499,2.9225662644914543,1.3651659830643057,0.2,Iris-setosa
+82,4.9093748246965925,2.3964573925832853,3.2865388899536248,1.056661466149857,Iris-versicolor
+83,5.2531330498774,2.5050062687706625,3.768419815752292,1.0589911372410543,Iris-versicolor
+84,5.144192259845234,3.415107695473914,1.5366532365370802,0.2,Iris-setosa
+85,4.612573543814245,3.188055515211968,1.3898031963087774,0.2,Iris-setosa
+86,5.970663230863497,3.295676170400411,4.66506804432361,1.6913838829368026,Iris-versicolor
+87,5.8117941241822955,2.369274803858602,4.0483367010087195,1.1029873949889124,Iris-versicolor
+88,5.7437207137379,4.399999257245266,1.4947636971377307,0.47885637822758154,Iris-setosa
+89,7.699999007380329,2.7859614253223968,6.699998934561861,1.9870981919112216,Iris-virginica
+90,6.0032228977607796,2.9911208548708994,4.737740396087557,1.7997038044437994,Iris-virginica
+91,5.896263589091749,3.195005487808728,4.771860999807027,1.7920154628528033,Iris-versicolor
+92,5.504903106322078,2.621323276046675,4.4045961108941585,1.2562362485068004,Iris-versicolor
+93,4.906424213510169,2.4100931997627284,3.1594509737457015,1.0163435686179358,Iris-versicolor
+94,7.35310567171221,2.9027668646978806,6.332114260774652,1.7920894508599068,Iris-virginica
+95,6.723563045416076,3.271606086288372,5.67013515579027,2.151175921405483,Iris-virginica
+96,6.672072307992494,3.048212032407641,4.932876740409301,1.6669472675524908,Iris-versicolor
+97,6.3085111603024595,3.3778826669416633,5.632153253509577,2.3993127692148626,Iris-virginica
+98,4.495733571583932,2.3002184693264054,1.2905736406153234,0.2967553974897569,Iris-setosa
+99,5.954115940999674,2.2,4.955508710637018,1.4616321143884137,Iris-virginica
+100,6.38029168403681,3.1060185333570227,5.51916200864552,1.8096987299037994,Iris-virginica
+101,4.623089116623133,3.3824989514186434,1.4026938062314203,0.2739185431316784,Iris-setosa
+102,5.80733810495801,2.7717497544741994,5.137769241170587,2.396120986720282,Iris-virginica
+103,5.253177482010567,3.589050432944495,1.4960130783585917,0.2,Iris-setosa
+104,5.123646503131605,2.5235040863200338,3.0900885005587435,1.2448957837853472,Iris-versicolor
+105,5.425637592839816,3.9112762700057973,1.3147114738337162,0.39602038825155533,Iris-setosa
+106,6.395973335109844,2.9238551829219626,5.535299469447383,1.7955379420891764,Iris-virginica
+107,5.7920375728372875,3.0563957866087867,4.569637963297643,1.5771543402397339,Iris-versicolor
+108,7.316751241822749,2.8978201365912604,6.322371925125992,1.8033074866974477,Iris-virginica
+109,4.996506410210868,3.1879234344494076,1.2330506330105384,0.2,Iris-setosa
+110,6.6278705944672875,3.2539496819786744,5.595480008383466,2.499998938885101,Iris-virginica
+111,5.190431405765109,3.5507449715547024,1.4027032279820588,0.250404320682766,Iris-setosa
+112,5.7892705830629145,2.8077239880432594,5.12289168689323,2.399390135800622,Iris-virginica
+113,5.09915620621183,3.3855836279772458,1.5053763541053917,0.2,Iris-setosa
+114,5.0018974602490065,3.222104944746293,1.232466789661014,0.2,Iris-setosa
+115,5.066377624348966,3.7002826754487974,1.426364025076893,0.2,Iris-setosa
+116,7.295787426615719,2.886781311310566,6.309559187499561,1.788193720212553,Iris-virginica
+117,6.083343223803648,2.607466918290265,5.5939457555259935,1.4084573395682753,Iris-virginica
+118,5.736322107221459,4.399997443138518,1.4998860693287126,0.3773940369167263,Iris-setosa
+119,5.537601517835371,4.214984617988744,1.4000530974873355,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/12/test.csv b/iris/tab_ddpm/4_1/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/12/train.csv b/iris/tab_ddpm/4_1/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/12/val.csv b/iris/tab_ddpm/4_1/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/13/synth.csv b/iris/tab_ddpm/4_1/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2930b33307823893204f24b216b34f3080cfaa0f
--- /dev/null
+++ b/iris/tab_ddpm/4_1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6914555925527965,2.4673324248181197,4.975672354854733,1.9928280403868341,Iris-virginica
+1,5.993369671685466,3.3824495037050744,4.492109405189845,1.5559120833291085,Iris-versicolor
+2,4.673051882072398,3.238715400248188,1.4290545492781237,0.2,Iris-setosa
+3,5.808604500065587,2.7448984391140714,5.109754005928253,1.8789268858113057,Iris-virginica
+4,5.660504799674896,2.458252001036265,5.00632242512414,2.0450743903136277,Iris-virginica
+5,6.321876564232588,2.4583262712154714,4.834153817671787,1.4713394701175955,Iris-versicolor
+6,4.993859178323527,3.5968016427133453,1.3948801884786544,0.2,Iris-setosa
+7,5.4452539284626695,3.890436282879965,1.3226508014580873,0.3948948840893679,Iris-setosa
+8,4.508262903870819,2.2948427930431743,1.2882098176497558,0.2821176519782124,Iris-setosa
+9,6.003824110040692,2.20000032460298,5.022119040689789,1.4933320633107139,Iris-virginica
+10,6.391235704709733,3.0782919238110766,5.486074520019173,1.7990284997968669,Iris-virginica
+11,4.400000525721702,2.8941567749879646,1.4004675877490194,0.2,Iris-setosa
+12,6.376020975009453,3.079004696038827,5.523601916239806,1.788598901063753,Iris-virginica
+13,5.195540782306923,3.5125699161144714,1.4958640763316633,0.2,Iris-setosa
+14,6.2757080680888,2.300646349356886,4.379780772004421,1.2890034506352446,Iris-versicolor
+15,5.186130441202904,3.39959994736901,1.4089323237204043,0.2,Iris-setosa
+16,5.9648804443891885,2.200000275643132,4.98150111689283,1.5037110709935348,Iris-virginica
+17,5.97253151705635,3.0004559067269008,4.808905469560975,1.7846066642351128,Iris-virginica
+18,4.400000458687769,3.1985577747916887,1.2930942608568414,0.2,Iris-setosa
+19,7.7,2.824993297406262,6.699998977925218,1.9858712778067327,Iris-virginica
+20,6.611123080732374,3.307929790893096,5.614209813198173,2.3189397044478186,Iris-virginica
+21,5.2623067931153145,3.5041069577586264,1.4112577618706565,0.2,Iris-setosa
+22,4.501418007705525,2.304906810960256,1.3038109900547659,0.2950831476754669,Iris-setosa
+23,6.670897318729698,3.1309962295344724,4.45366060939108,1.414610086582587,Iris-versicolor
+24,5.15492799106828,3.5014154379694205,1.3622234998066693,0.26640473176516766,Iris-setosa
+25,5.096006984478672,3.2966736649337056,1.6983951091849776,0.5261636619479328,Iris-setosa
+26,5.792927093124549,2.7846340446075692,5.09972156838594,2.3949973425326223,Iris-virginica
+27,5.153157692258003,2.6080271094688965,3.215562811455791,1.3530256522654907,Iris-versicolor
+28,5.781910445612963,2.6720877722783936,5.071226833778179,1.9205982502796457,Iris-virginica
+29,7.356015494066844,2.900260423363286,6.320870279503766,1.8060927939820788,Iris-virginica
+30,6.270228352314626,2.697302502510013,4.901278344232717,1.809992374511566,Iris-virginica
+31,5.3860638241092955,3.956213766107638,1.3034945006861896,0.5042478584717881,Iris-setosa
+32,6.686267634100753,3.00725150642632,5.00858139767236,1.7258663590045127,Iris-versicolor
+33,7.7,2.798687160478644,6.7,1.9848675001863259,Iris-virginica
+34,7.699998589348938,2.819962445440973,6.7,2.002222280582034,Iris-virginica
+35,4.858659283009773,3.006832410745836,1.39137102536107,0.2,Iris-setosa
+36,5.313428253590151,3.701481103483077,1.5039326754952538,0.2,Iris-setosa
+37,6.279569356358995,2.87657448271114,5.514627596358943,1.686636103568825,Iris-virginica
+38,6.006382644173475,3.373080553601541,4.523428511215789,1.635398475845893,Iris-versicolor
+39,5.791429368510372,2.721490886537098,5.0959197995391765,1.8943262708828916,Iris-virginica
+40,4.680518086796219,3.433311877378189,1.3672466397006207,0.2801436331922547,Iris-setosa
+41,5.109410097981873,3.7303810429753117,1.5671302963328217,0.4102882237674256,Iris-setosa
+42,5.055908192405965,3.311620948691494,1.4058024739921677,0.2,Iris-setosa
+43,6.312076071435743,2.904827332598493,5.642466337507185,1.796085293885778,Iris-virginica
+44,4.492814373342077,2.300620015026251,1.2843988236839572,0.30401131113185315,Iris-setosa
+45,4.400000637653563,3.1809406013934542,1.3004016062291064,0.2,Iris-setosa
+46,6.128362726022649,2.602039618681465,5.599986591887383,1.4067479149937272,Iris-virginica
+47,5.177341853393508,3.3735823105146214,1.381827582089265,0.2,Iris-setosa
+48,6.413986494460321,3.0961193724786282,5.486967939073623,1.805996035418382,Iris-virginica
+49,4.727822122869481,3.4320587035240466,1.403165123228212,0.2,Iris-setosa
+50,5.498004762206597,4.201328559465857,1.4010460916279444,0.2,Iris-setosa
+51,5.896932136231714,3.009741994845283,5.083724209046804,1.7893500966741742,Iris-virginica
+52,4.8470800146155755,2.379753223374718,3.3612185287348852,0.9649989782645938,Iris-versicolor
+53,5.367493633432123,3.42796281415939,1.6923092910599526,0.2,Iris-setosa
+54,6.392678732270684,2.698390478268695,5.317975091754818,1.9069905251346748,Iris-virginica
+55,6.329302959225763,3.416389611263952,5.585977769427032,2.3937922710521584,Iris-virginica
+56,5.862287089861419,2.9959113132216753,4.219611106430905,1.4920849921295116,Iris-versicolor
+57,5.774890723592595,2.6338494262991867,5.090286992643473,1.93195057435042,Iris-virginica
+58,6.421712795729082,3.087220958351221,5.481456214777088,1.8023871306799581,Iris-virginica
+59,5.106777344371512,3.313495981240379,1.7667245293634986,0.48379084072478995,Iris-setosa
+60,5.798639674914084,2.6788388634231377,5.094158951401952,1.9079093772208433,Iris-virginica
+61,6.418462283028424,3.099715729562732,5.5077934980984145,1.8026801735292246,Iris-virginica
+62,5.986430125332872,2.200000324246803,4.98455617812445,1.496904194477021,Iris-virginica
+63,5.104472109488277,3.7232374693429593,1.4175782363366953,0.2,Iris-setosa
+64,7.258659053089044,2.884548637408357,6.278002946963526,1.7836979995431101,Iris-virginica
+65,5.123163045405051,3.7814673156931025,1.6021765258582725,0.2,Iris-setosa
+66,6.959478732854709,2.999753596148648,5.636713741371187,2.150333647498142,Iris-virginica
+67,4.4,2.904161193590616,1.4010913496702708,0.2,Iris-setosa
+68,5.742040975453744,4.4,1.5286285273622142,0.640302091091251,Iris-setosa
+69,5.292493298468234,2.6626684072322524,4.0567990324129575,1.3535070141055388,Iris-versicolor
+70,4.501883075518733,2.3129384219902964,1.3033929752680522,0.3135818935097231,Iris-setosa
+71,5.706869797680353,2.492724274151141,4.9946446678741605,2.0047619492489788,Iris-virginica
+72,5.006448960993999,3.300444126581552,1.4013302449865337,0.2,Iris-setosa
+73,5.111338916269071,3.811301662249177,1.5937963450764274,0.2,Iris-setosa
+74,4.869041819828238,2.9615178579675523,1.391952822787719,0.2,Iris-setosa
+75,7.1235774526639615,2.990115471005371,5.83798439099063,2.077795007324333,Iris-virginica
+76,4.576553776003981,3.396438963150572,1.3891645898501337,0.30382495984260033,Iris-setosa
+77,4.595079820135492,3.2307281066854,1.4032330765158372,0.2,Iris-setosa
+78,6.253414164973829,2.526753259463143,4.956687152084685,1.5209954256996323,Iris-versicolor
+79,6.328033130743541,3.4316663573869484,5.602955896652739,2.393853290003497,Iris-virginica
+80,6.037088859388914,2.2000002887708683,4.986878316692461,1.5099747165075292,Iris-virginica
+81,5.170143417028168,3.457513808568134,1.498110631373699,0.2,Iris-setosa
+82,4.991577916931292,3.1978913452891318,1.1954258991104032,0.2,Iris-setosa
+83,5.136614356341682,2.5444067325907613,3.5678323194442942,1.2849414747508756,Iris-versicolor
+84,6.686125449418634,3.2986773002339698,5.645705849098551,2.499999373247264,Iris-virginica
+85,6.83787613534706,2.994982483072118,5.542017148883247,2.104166013952819,Iris-virginica
+86,4.995645328865691,3.498956890495922,1.3469896067949734,0.2625661356019475,Iris-setosa
+87,6.373001657993309,2.915363599804093,5.387171435511255,1.6440120514992096,Iris-virginica
+88,6.781818388430702,3.0101397451517333,5.517115990168584,2.139272563470294,Iris-virginica
+89,5.817560567008782,2.8172759682231803,5.1212524499705845,2.4149920348920437,Iris-virginica
+90,6.103817045213679,2.9983777496392885,4.625356297025383,1.3908387974618435,Iris-versicolor
+91,6.316390982448561,2.684428240318563,4.931007920176487,1.799563341790107,Iris-virginica
+92,6.345365977439201,2.96150232701162,5.536506849947044,1.7946489262827925,Iris-virginica
+93,5.8314095934674235,2.8367968600924205,5.0956280446621385,2.3964068830853855,Iris-virginica
+94,4.899711173656696,3.1261826775153425,1.4937110922970802,0.1,Iris-setosa
+95,7.7,2.8186162217796853,6.7,2.0197105722757116,Iris-virginica
+96,7.7,2.810797065730336,6.7,2.064354147783815,Iris-virginica
+97,6.458645461600714,3.0688467695835357,5.508828830076264,1.8033798463504482,Iris-virginica
+98,4.908428472732087,2.407413863876687,3.2169395168543735,1.0417440539812481,Iris-versicolor
+99,7.7,2.8650362088164534,6.7,2.012465334673566,Iris-virginica
+100,5.805375707843442,2.828342118365297,5.112165593393715,2.4000503566234097,Iris-virginica
+101,6.000662947132774,3.40164104741438,4.532457260774794,1.6008574602148733,Iris-versicolor
+102,6.652118240826088,3.283457434538628,5.634680557995733,2.3272029277344637,Iris-virginica
+103,5.9925517359472344,3.4132691225725704,4.485512450122039,1.5984432440895344,Iris-versicolor
+104,7.215371815430308,2.976247293947151,6.041043506411449,1.9866561061135573,Iris-virginica
+105,4.998991108284644,3.217960152122133,1.218292649543736,0.2,Iris-setosa
+106,7.7,2.8130466322446313,6.7,2.0375478587138827,Iris-virginica
+107,4.628559344894548,3.3939037718025573,1.4060679755109151,0.3016722030265442,Iris-setosa
+108,6.42140910528742,2.7162827714181477,5.385797320532572,1.891896804814574,Iris-virginica
+109,5.9067736385102005,3.0007595406077923,4.148982576172106,1.5198193952516135,Iris-versicolor
+110,5.782322556638973,2.8004751734414213,5.14882215879085,2.4142561913185943,Iris-virginica
+111,6.189182662110867,2.641164917290889,5.09511436675187,1.9048026504195257,Iris-virginica
+112,5.616844091724702,3.007446763035943,4.077765596740077,1.3112473233177815,Iris-versicolor
+113,5.585127227867467,2.9905340470540507,4.0942101131828865,1.2673833299576267,Iris-versicolor
+114,4.950688436155969,3.5525370357262265,1.6206535269348503,0.2,Iris-setosa
+115,5.0934768058804725,3.511828952627276,1.3722713056584528,0.3001852398868872,Iris-setosa
+116,5.433158732001429,3.4213796141192367,2.0283670014717208,0.2,Iris-setosa
+117,7.7,2.804598148324342,6.7,1.9792434336225984,Iris-virginica
+118,5.03597457494374,3.5088349700629915,1.3640638199386967,0.3054220979524452,Iris-setosa
+119,6.352198238143773,2.785193442989807,5.104864056401754,1.4931447632403338,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/13/test.csv b/iris/tab_ddpm/4_1/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/13/train.csv b/iris/tab_ddpm/4_1/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/13/val.csv b/iris/tab_ddpm/4_1/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/14/synth.csv b/iris/tab_ddpm/4_1/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ef1c01eaba0dd895b3dcc467982c583932471e0b
--- /dev/null
+++ b/iris/tab_ddpm/4_1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.501338501732895,2.403482448607483,3.721473055972478,1.0246536924986978,Iris-versicolor
+1,6.442687071859647,2.9255018269255317,4.323826423854125,1.3147616077327864,Iris-versicolor
+2,6.0149846518373264,2.621246208825059,5.020217655006564,1.5253358588942136,Iris-versicolor
+3,4.927437336064486,2.4081417293751497,2.9143876028556184,1.019793634953517,Iris-versicolor
+4,4.599080348009603,3.3942148732941884,1.3717254870429867,0.30137184434215675,Iris-setosa
+5,4.6018405280484895,3.6103165959566366,1.0,0.2,Iris-setosa
+6,6.43941006193915,3.0485214416141595,5.512556778522186,1.8030452978537497,Iris-virginica
+7,6.324364786334028,2.8014349394402913,5.096553183535137,1.5115224882473481,Iris-virginica
+8,4.6793359448196785,3.357055703840599,1.4124128978569948,0.2,Iris-setosa
+9,5.004779649095056,3.325501214389425,1.3991591817169717,0.2,Iris-setosa
+10,5.75671497978684,2.8256552878878667,4.415108284304663,1.370087940883523,Iris-versicolor
+11,6.308049219864685,2.722237185364686,4.912775669585301,1.7638148166479786,Iris-virginica
+12,5.893145894376673,2.9997371029009763,4.371749536102629,1.3636672235419443,Iris-versicolor
+13,5.192930504359977,3.498942832364369,1.50515224470233,0.2,Iris-setosa
+14,5.478455409567437,2.5707315983801884,4.364285461273036,1.089947120152778,Iris-versicolor
+15,4.4,2.8966780583991905,1.4003018538926404,0.2,Iris-setosa
+16,6.3267140902156065,2.913229965307497,5.582031608657861,1.790951043828202,Iris-virginica
+17,5.985905043741289,3.4045363350706874,4.458717170603271,1.5857041338246298,Iris-versicolor
+18,6.0140079198929275,3.0068540597680564,4.7304737928092795,1.8022331685460231,Iris-virginica
+19,6.306973229455481,2.89778555094672,5.5980052301722045,1.8062244914890493,Iris-virginica
+20,6.697652492702891,3.3067891977949504,5.707326778686104,2.0772429313042036,Iris-virginica
+21,4.892880989628988,2.397005470465168,3.201082529816863,0.9704343614376795,Iris-versicolor
+22,6.1171760731453855,2.616077915638059,5.010003685280347,1.53241806965146,Iris-versicolor
+23,6.783827598674958,3.1090425569122244,4.414481147077234,1.3996431412848072,Iris-versicolor
+24,5.259757600047117,3.8551016904537247,1.8435513602961617,0.4435975935551918,Iris-setosa
+25,6.2859476246185775,2.309868370079304,4.422222585221087,1.304514586715466,Iris-versicolor
+26,6.447511320603179,3.050823746664271,5.489409701075095,1.8021482276936147,Iris-virginica
+27,6.003514689270944,2.7129549827219184,5.104910715560503,1.604853294129129,Iris-versicolor
+28,6.682747359068121,3.2806964609603972,5.775692083464311,2.1082469827164645,Iris-virginica
+29,6.021547209680022,2.9825991936808776,4.578662651961971,1.37525975272659,Iris-versicolor
+30,5.950368110579602,2.981722954791617,4.429703944611602,1.4587801610736852,Iris-versicolor
+31,6.056639102088311,2.2000002946371717,5.023955089122675,1.5027245914607064,Iris-virginica
+32,5.777254677982597,2.6494769113663468,5.080441052572369,1.9175930590176589,Iris-virginica
+33,6.535942891777394,2.9597446630735393,5.391945148356647,1.8028853734783052,Iris-virginica
+34,4.630127343225543,3.244672887982019,1.4012830541776609,0.2,Iris-setosa
+35,6.3220173460765565,2.2948170698468693,4.3796131284438005,1.29872181702672,Iris-versicolor
+36,6.260128824571858,3.2630366956812615,4.529272824994073,1.5302819982532898,Iris-versicolor
+37,5.111413209336718,3.651702107690837,1.491389782636132,0.4163104174988238,Iris-setosa
+38,6.818640052950314,3.2504037253226223,5.673320568026925,2.2158694079186594,Iris-virginica
+39,6.276921655002445,2.62952039280702,5.032615868751373,1.901448040403788,Iris-virginica
+40,5.824719562613228,4.399999273595881,1.514553358637705,0.4017355487764007,Iris-setosa
+41,6.115036083986212,2.6265491105842598,5.58279902176416,1.4236077603044508,Iris-virginica
+42,5.0695011512888,3.650755338910243,1.621366602258996,0.2,Iris-setosa
+43,5.955622195337137,2.2,5.014851336776984,1.4939983647624275,Iris-virginica
+44,5.382409040760653,3.881516559956364,1.6970719924108426,0.3917897484287697,Iris-setosa
+45,5.494113799659597,2.5968304719293687,4.419271527461105,1.1325825450779432,Iris-versicolor
+46,5.5716751702249,2.654078952910487,4.387699729968504,1.2642323802465476,Iris-versicolor
+47,6.330911254974634,2.909648520085295,5.585573091489651,1.783308704919284,Iris-virginica
+48,5.778478014553509,2.6451901220766296,5.0669502194398,2.240813646235668,Iris-virginica
+49,6.286250880062069,2.298273991758007,4.378760155794892,1.3094502307234333,Iris-versicolor
+50,4.984649036640474,3.5751140998274007,1.3871047403229733,0.2,Iris-setosa
+51,4.95999223966542,3.527986359883395,1.3145064248667302,0.3001543959865943,Iris-setosa
+52,4.4,2.904794725843839,1.4095795200797725,0.2,Iris-setosa
+53,6.623590067087554,3.0109335000053417,4.380726877295939,1.3898629809651188,Iris-versicolor
+54,4.9075524809582785,3.5173017970682845,1.3446842498982114,0.2876438419456312,Iris-setosa
+55,5.012712273338393,3.522546363322107,1.387244411343573,0.3081627789166683,Iris-setosa
+56,5.487523780553826,2.6144542695043063,4.376507554938142,1.1477422254063052,Iris-versicolor
+57,5.796801030985626,2.7821955796236404,5.099541786883464,2.395580067861788,Iris-virginica
+58,4.992340857781301,3.3031808208820626,1.3942271048910937,0.2,Iris-setosa
+59,5.370020272108169,3.8914056737206457,1.8192358494847618,0.3901166695117735,Iris-setosa
+60,6.681525525251203,2.9105951137841504,5.8995072492013625,1.7697106325842495,Iris-virginica
+61,6.012214994775178,3.0015038660989366,4.781966279483275,1.8071104620983254,Iris-virginica
+62,6.678823760468119,3.0988070822807128,4.426143475220911,1.400223569842003,Iris-versicolor
+63,5.448424423869023,2.982278638259685,4.443829346323939,1.500753802095141,Iris-versicolor
+64,5.910194085330668,3.2094058821522338,4.7530690549753745,1.7986732797318161,Iris-versicolor
+65,5.509111775412678,2.596035757608225,4.286703567258184,1.205644692554021,Iris-versicolor
+66,5.790633968160047,2.722314585457305,5.085048332579626,1.897110016228258,Iris-virginica
+67,6.754861060855079,3.168656383442614,5.617360012391154,2.108856115826378,Iris-virginica
+68,5.474645609537449,2.403355806227726,3.7254734476465012,1.1009458057497659,Iris-versicolor
+69,5.63275310204307,2.6944860997626505,4.209565192387071,1.3062059980130982,Iris-versicolor
+70,6.682573673782085,3.2943033102569386,5.645212417334998,2.0928462608842593,Iris-virginica
+71,5.501381531207056,2.391672580191899,3.747725016519568,1.0728066190119718,Iris-versicolor
+72,4.923507297787901,2.423308433030965,3.2270342263120497,1.0690993836115803,Iris-versicolor
+73,5.165822565055035,3.466391979445872,1.5092929717977017,0.2,Iris-setosa
+74,6.939472996316862,3.200204017669272,5.676187700167572,2.285388982834915,Iris-virginica
+75,4.610012476626107,3.2094076598234134,1.3773580057510133,0.2,Iris-setosa
+76,4.844812492737666,2.9599148746431405,1.405103623367128,0.2,Iris-setosa
+77,4.997027063128659,3.496237666811,1.3165755138801876,0.3019703369610003,Iris-setosa
+78,4.4,2.9072403675271485,1.401826179348317,0.2,Iris-setosa
+79,7.6999990619037515,2.7765916482830595,6.7,1.996029728588467,Iris-virginica
+80,5.100838560961053,3.8363480861799726,1.5753533806932651,0.2,Iris-setosa
+81,4.590617509421243,3.6028174794279004,1.0,0.2,Iris-setosa
+82,5.008613004280623,3.4998116048951333,1.3102226277698459,0.2938148220551445,Iris-setosa
+83,5.917270394933157,2.9930655882494097,5.096763202372478,1.8028485700709584,Iris-virginica
+84,5.107965605109445,3.769199132475573,1.6800090084294599,0.25385490001146693,Iris-setosa
+85,6.066623642356867,3.367703017183484,4.507353279054136,1.5970016540742664,Iris-versicolor
+86,5.983986126048304,2.7031175099146982,5.08437812888881,1.5955141925219183,Iris-versicolor
+87,5.227999890004789,3.4310364336719945,1.3996339431467086,0.2,Iris-setosa
+88,4.4,2.888798154921917,1.4073319627223733,0.2,Iris-setosa
+89,5.063537553855466,3.5048464809345785,1.3530073029659544,0.32849755247669987,Iris-setosa
+90,5.782114215349956,2.597981770687395,5.02184117561446,1.9428640682815257,Iris-virginica
+91,6.264826170499926,3.4074290715955735,5.592166865516644,2.3937855554059464,Iris-virginica
+92,5.234049742149859,2.4897054569968238,3.097027598983364,1.181417561637914,Iris-versicolor
+93,4.98128621035986,3.501398255810717,1.3088397199705697,0.2868872532903014,Iris-setosa
+94,6.0926937755042365,3.056545780680415,4.530405489435772,1.4853927929735793,Iris-versicolor
+95,5.145795583663342,3.8439243404236585,1.6084784393954372,0.224150997365919,Iris-setosa
+96,6.325868214698004,2.29661842396239,4.409707112388537,1.291120623480686,Iris-versicolor
+97,5.90338715387184,3.0144234423889076,5.108785923745703,1.800980122231575,Iris-virginica
+98,5.998213812661941,2.697593811591479,5.129168237603977,1.6025578970742083,Iris-versicolor
+99,6.315524953737732,2.7892370915092948,5.103585937065566,1.4929890106667272,Iris-virginica
+100,4.908288593937599,3.1151500059171284,1.5161734999221064,0.1,Iris-setosa
+101,5.111163199845945,3.7853357755470327,1.955849812134275,0.39460607615443455,Iris-setosa
+102,5.177150669510326,3.4168450478328287,1.444860297455278,0.2,Iris-setosa
+103,5.937288556134178,3.228659733108893,4.717622866403324,1.7128336982880865,Iris-versicolor
+104,5.994349176532217,2.9977513966160125,4.754590430833116,1.8093068309545155,Iris-virginica
+105,6.66998404207379,2.9636491842683195,5.409634846476311,2.0359647337706783,Iris-virginica
+106,4.612272143965902,3.1848141614846903,1.3650147637967687,0.2,Iris-setosa
+107,5.087092294295532,3.5251430410119893,1.4476748922868172,0.2,Iris-setosa
+108,5.229350878215186,2.634894482564889,3.894510432169591,1.3567817668969142,Iris-versicolor
+109,5.974136011018255,3.3648528285708363,4.5186998509851675,1.6236073150914474,Iris-versicolor
+110,5.754989385420623,2.936386120133605,4.16943728852359,1.3171852856517594,Iris-versicolor
+111,6.289247266078419,2.877388257843107,5.695484547441131,1.8135448722580554,Iris-virginica
+112,6.425120232034102,2.6947395104132297,5.2450060468292925,1.8982920069834623,Iris-virginica
+113,4.611261824484921,3.4168460789444564,1.3954579830705374,0.2827437423299689,Iris-setosa
+114,5.133550282034904,3.53037197153152,1.4217572145836388,0.2,Iris-setosa
+115,5.169915486407765,2.6869035872564733,3.922490283254386,1.4076963441506594,Iris-versicolor
+116,4.655137961995558,3.4073229517254213,1.405320793441739,0.3011781380134514,Iris-setosa
+117,4.970648565974776,3.596892215191347,1.3737623788468514,0.2,Iris-setosa
+118,6.105871901511517,3.009885671992422,5.0778329332501615,1.8126078667079966,Iris-virginica
+119,7.699997672561354,2.7630542271469856,6.69999693314237,2.0412096303714913,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/14/test.csv b/iris/tab_ddpm/4_1/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/14/train.csv b/iris/tab_ddpm/4_1/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/14/val.csv b/iris/tab_ddpm/4_1/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/15/synth.csv b/iris/tab_ddpm/4_1/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..75c75dabb9204af885fff0223324633cd3a5e886
--- /dev/null
+++ b/iris/tab_ddpm/4_1/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.653106888851643,2.9935815237640218,4.179263661946708,1.3204281162793818,Iris-versicolor
+1,6.35476079528071,2.8861262464553827,4.269164832107322,1.2963926062274407,Iris-versicolor
+2,4.821938331111904,3.3995836634171024,1.5989396427925142,0.2,Iris-setosa
+3,4.90346206363593,2.404172925817793,3.425520073861062,0.9329641961930347,Iris-versicolor
+4,4.889481260022115,3.092795285465711,1.4897402787003107,0.10000012307299928,Iris-setosa
+5,5.513095462278794,2.6231904348580457,4.287922648314737,1.2794233523421124,Iris-versicolor
+6,5.830833670397229,3.0092975634271055,4.279870772348225,1.5138358509400962,Iris-versicolor
+7,6.270782410257521,2.3014404993247917,4.372813651507929,1.305135724310332,Iris-versicolor
+8,7.7,2.8099667188480097,6.7,1.9890494853472922,Iris-virginica
+9,7.282950938796684,2.900335390813237,6.3034809324415555,1.7945098986140724,Iris-virginica
+10,5.1046711074536075,3.7658400088678445,1.632307639112872,0.4110991953549308,Iris-setosa
+11,6.2733215954986,2.7083361673951414,4.857924389655664,1.7953018107464094,Iris-virginica
+12,4.870721569681891,3.0914383566783976,1.4902544237772273,0.1,Iris-setosa
+13,6.877455959954717,3.1271521127537745,5.676559724773805,2.206483685931517,Iris-virginica
+14,6.09613384985237,2.5872755690009517,5.673634917562698,1.3888146876362901,Iris-virginica
+15,4.998184608733522,3.5984982041307303,1.369869090656765,0.2,Iris-setosa
+16,5.457345229600739,2.410474526067986,3.551816712997409,1.0185678753946017,Iris-versicolor
+17,5.597214419205058,2.923935794455942,4.058884138846077,1.3123619541934444,Iris-versicolor
+18,6.177008333133342,2.629892714100743,5.527569569175238,1.45358797319992,Iris-virginica
+19,5.368283627438725,3.6985914143844782,1.4014315442095944,0.2475560014550646,Iris-setosa
+20,5.369054718110571,3.8988530844142644,1.9297450373084462,0.5070068531143569,Iris-setosa
+21,5.982195755142528,2.702030105625835,5.087710791649865,1.5879753813230244,Iris-versicolor
+22,5.577011089812134,2.526959753512307,4.065910428398277,1.261389387765065,Iris-versicolor
+23,6.711368364325421,2.9949535259918254,5.011079167767285,1.7007478527389355,Iris-versicolor
+24,6.305165861744152,2.6479638889187584,4.917775833880565,1.8089194805178828,Iris-virginica
+25,5.504140802016139,2.3897333428017147,3.5575651913673116,1.1256598810083194,Iris-versicolor
+26,4.797712291731109,3.3988025920839995,1.6103135218751496,0.2,Iris-setosa
+27,5.9470960425559225,3.2825807578886783,4.668206493666979,1.7046483479306123,Iris-versicolor
+28,6.910918068598456,3.1401913451248733,5.6609948339550344,2.2532684703130657,Iris-virginica
+29,5.879909273755199,3.202924677732643,4.752928276160025,1.8141190681690578,Iris-versicolor
+30,5.318884609855142,3.6928753602104987,1.5714544009205842,0.2,Iris-setosa
+31,4.605308735100883,3.3015833813154067,1.4022823226613108,0.2085005068046396,Iris-setosa
+32,5.484312584610927,4.216394718738794,1.380158996882444,0.2,Iris-setosa
+33,4.886571052790909,3.1095822128472745,1.4854269187988278,0.10000020947413994,Iris-setosa
+34,6.111617591805891,2.605087645468053,5.577205984806927,1.4469149188282682,Iris-virginica
+35,4.605064895571426,3.598280273028218,1.0000005864369925,0.2,Iris-setosa
+36,5.048333670473458,3.379245268761677,1.364441981878096,0.2,Iris-setosa
+37,6.481814781426785,3.0360547280168877,5.515928795818936,1.7830522516762388,Iris-virginica
+38,5.020566597612486,2.466894485542829,3.0844324958905753,1.2192921064507358,Iris-versicolor
+39,6.476593408304894,2.9914460428050504,5.479953379320026,1.8053161092313361,Iris-virginica
+40,4.906875626204396,3.011959751530071,1.3721939359450221,0.2,Iris-setosa
+41,4.897370704703345,2.392278274042333,3.76153925762274,1.0404332935869114,Iris-versicolor
+42,5.9804190243926465,3.3408061073883366,4.57554087742863,1.6252362798188913,Iris-versicolor
+43,5.824026410024232,2.7398523258371035,5.095445149419958,1.8900014463508712,Iris-virginica
+44,6.377083891699173,2.7847562712404184,5.475334712676423,1.8747025196778826,Iris-virginica
+45,6.683132381200732,3.2671656778032903,5.669554760172468,2.114369943570113,Iris-virginica
+46,6.49705740287579,2.943659869448958,4.349218178307588,1.356415238988986,Iris-versicolor
+47,5.800630964514789,2.797924353385557,5.116393094591491,2.3965398153494353,Iris-virginica
+48,6.336106081186329,3.230966969473622,4.502006578318316,1.5179456531279472,Iris-versicolor
+49,5.061865104945918,2.4824881000204364,3.0538954595164722,1.0126081274516432,Iris-versicolor
+50,7.699998179166582,2.8166484513469414,6.699998367807255,1.9959494907063233,Iris-virginica
+51,4.400000639191428,2.9009740793112537,1.4043956316459887,0.2,Iris-setosa
+52,5.25832405262828,3.453933806865372,1.4084932624545883,0.2,Iris-setosa
+53,7.699989564996515,2.8096933014245598,6.699991303710659,1.9888489091472996,Iris-virginica
+54,5.669000767363595,4.4,1.4805086827966598,0.38647952180594536,Iris-setosa
+55,5.010219051627625,3.496236307416385,1.3089582058515938,0.3053012869980415,Iris-setosa
+56,6.531160384855764,3.1720143716015845,4.453261525013684,1.468746791237592,Iris-versicolor
+57,5.41458213872741,3.389269870304139,1.7324135372348273,0.2,Iris-setosa
+58,6.2506305747686355,2.383309585778669,4.608650689501045,1.3911753312880772,Iris-versicolor
+59,5.797633811097301,2.7975521613644903,5.096383139551017,2.4112146219011894,Iris-virginica
+60,6.288617787502356,2.4764351201076886,4.849359566028965,1.485390736946746,Iris-versicolor
+61,4.988309662534911,3.5799214424521026,1.4035575386330716,0.2,Iris-setosa
+62,5.813740905976932,2.7948560080808837,5.1538340115213686,1.8790676408672677,Iris-virginica
+63,7.7,2.7784303717899155,6.7,2.017475290865162,Iris-virginica
+64,5.739010022519298,2.535184881744739,5.040599499382632,1.9849010762130692,Iris-virginica
+65,6.293544048734496,2.7826591807240577,5.082183912551253,1.5099143490144746,Iris-virginica
+66,7.7,2.800194913088702,6.7,1.9942753019104755,Iris-virginica
+67,5.877282903939716,2.9834471426059235,5.082677361938716,1.7978763332908105,Iris-virginica
+68,5.444299128371913,3.3822900376317704,2.0053311846773894,0.2,Iris-setosa
+69,5.990609031705485,3.3297366595195435,4.588029095230624,1.650359967825966,Iris-versicolor
+70,6.167104785267876,3.0311969075187584,4.544826974149142,1.4178547582080536,Iris-versicolor
+71,6.028809600993595,2.6990976577020724,5.1345304278125585,1.6042710731153595,Iris-versicolor
+72,6.736850860616358,3.298212522734213,5.73953858320181,2.112503418171369,Iris-virginica
+73,6.2817272131813615,2.4600203792982196,4.810690444255231,1.4781272395125968,Iris-versicolor
+74,6.316356896438249,3.4041685251314133,5.592107717679416,2.410607261094042,Iris-virginica
+75,6.750046506815373,3.314769581962042,5.651621175002281,2.5,Iris-virginica
+76,4.4,3.22909065303176,1.299826008407919,0.2,Iris-setosa
+77,6.004066653483104,3.4062762854147706,4.521277802730432,1.6184693942499548,Iris-versicolor
+78,7.213430672788914,2.893796248691897,6.250202639391771,1.825077554164456,Iris-virginica
+79,5.681742322274839,4.39999915477634,1.4903270381246378,0.4962817520799914,Iris-setosa
+80,5.5043853639536415,4.204146068407162,1.4008704545359882,0.2,Iris-setosa
+81,5.814877398319208,2.698764036732343,5.102898285538092,1.8973984921431835,Iris-virginica
+82,6.4556433705708995,2.996637214206164,5.443198349977732,1.8068704957970376,Iris-virginica
+83,6.304132797163505,2.453954422868432,4.803231736001707,1.478008181103401,Iris-versicolor
+84,5.467221367757281,3.0118950931598913,4.544928892109969,1.5083291742271328,Iris-versicolor
+85,6.349220817490096,3.3916925114468786,5.6376676724510695,2.3831640223853534,Iris-virginica
+86,6.423872696879147,3.084180768038427,5.478996521540012,1.8069500993212984,Iris-virginica
+87,5.66089110167755,4.399999074869196,1.48150269774063,0.3835181294011403,Iris-setosa
+88,6.034523625031433,2.2000002845757893,5.003734751880763,1.5038522831087446,Iris-virginica
+89,6.010067846638948,2.6900240304123693,5.125467412144963,1.6058933270909521,Iris-versicolor
+90,5.1673464252417185,3.812375831765242,1.6808279261393855,0.39164568391388044,Iris-setosa
+91,6.476642228694438,2.9951487835518367,5.495234998349252,1.7799322315250072,Iris-virginica
+92,5.423826282793366,3.92726409713596,1.305364303726426,0.4303605781819785,Iris-setosa
+93,6.374334651287136,2.9922513577272736,5.465370985675273,1.8243739157982966,Iris-virginica
+94,4.604924943979834,3.6354334808429396,1.0000004892698326,0.2,Iris-setosa
+95,5.730321091258566,4.399999193785017,1.512726270624097,0.3935019858772122,Iris-setosa
+96,4.998907596575049,3.4605945738065196,1.3219297180655665,0.23132348070019654,Iris-setosa
+97,5.498642721016606,2.415553333594934,3.849596658324791,1.1714078910121744,Iris-versicolor
+98,5.730186849034466,4.4,1.498180874995549,0.5163934353810963,Iris-setosa
+99,4.612336615330486,3.161113463654366,1.4087550791994659,0.2,Iris-setosa
+100,6.315530906201791,2.5235192521015066,5.0215107337813825,1.8885596567205165,Iris-virginica
+101,5.586606311274911,2.652947375881427,4.184377251689243,1.288162716798104,Iris-versicolor
+102,5.156267103685637,3.314481851172352,1.7174551571492276,0.3490592858568037,Iris-setosa
+103,5.914890768447396,2.7162207205510533,5.028217913901463,1.553568290000774,Iris-versicolor
+104,5.465298404352164,4.133547595405528,1.4078390728538304,0.2,Iris-setosa
+105,6.732429627598004,2.9941413471632976,5.027799206656683,1.7265267250675886,Iris-versicolor
+106,6.619362579617384,3.316814288974976,5.669840646674579,2.244130785478651,Iris-virginica
+107,4.582015388243453,3.668416208639988,1.0,0.2,Iris-setosa
+108,5.193214316910458,3.4959436314028802,1.5085293892299105,0.2,Iris-setosa
+109,6.78545981590645,3.2224010212329266,5.764861600373906,2.2887300868335343,Iris-virginica
+110,6.355375724070623,2.861196185558488,4.267008177869583,1.2886738827439408,Iris-versicolor
+111,5.808488083849313,2.819871185893682,5.096138749773917,2.4022687127304265,Iris-virginica
+112,6.273455650253924,2.5010669934272522,4.908610458664388,1.5169847824347726,Iris-versicolor
+113,6.0134332852766,3.4197188528866653,4.536473155213908,1.6164642405771297,Iris-versicolor
+114,5.518509666190421,2.448318460612539,4.140228595049067,0.9702993895363713,Iris-versicolor
+115,5.494718917426373,2.3883556459819504,3.7093845996400843,0.9992058351543991,Iris-versicolor
+116,7.7,2.7500478554779066,6.7,2.0483461425182967,Iris-virginica
+117,6.107001089513648,2.6059005678211404,5.64252568768651,1.4027676937866673,Iris-virginica
+118,5.113444939255953,3.80053087664163,1.6729051581722267,0.4421269321107185,Iris-setosa
+119,4.502065308997849,2.309586650398484,1.3122692240882787,0.30275491181995967,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/15/test.csv b/iris/tab_ddpm/4_1/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/15/train.csv b/iris/tab_ddpm/4_1/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/15/val.csv b/iris/tab_ddpm/4_1/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/16/synth.csv b/iris/tab_ddpm/4_1/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2c9d6aced3eade5c1c189d79f1da0670085e19b4
--- /dev/null
+++ b/iris/tab_ddpm/4_1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.886674889703011,2.9941453006207457,1.3857614904657276,0.2,Iris-setosa
+1,5.496460182986065,3.011884612421049,4.516560939631484,1.5271110092436062,Iris-versicolor
+2,6.858312154568452,3.018162586887093,5.5327339563035824,2.1440315229759577,Iris-virginica
+3,6.698868609164643,3.051515894130155,4.80725797536958,1.5623323538874998,Iris-versicolor
+4,6.371193863249941,3.043957751748806,5.479412117463809,1.7963182363358778,Iris-virginica
+5,5.832461029036935,2.886674850161059,5.111274962243132,1.8448197667155566,Iris-virginica
+6,6.675336372940371,3.108203499856,4.4352605278026696,1.405509450507535,Iris-versicolor
+7,4.886040198440052,3.223634295519492,1.4507049591706755,0.2,Iris-setosa
+8,4.631103066218859,3.422342308359892,1.4000241677328482,0.33148390669255634,Iris-setosa
+9,5.085163775182441,3.37458250263616,1.4755859482535079,0.2,Iris-setosa
+10,4.950777763278049,2.432795533625029,3.01330040744912,0.9910690349127868,Iris-versicolor
+11,6.298623252715211,2.7049663275443523,4.884646619478255,1.7784041371017612,Iris-virginica
+12,5.808996450510806,2.6951134214126355,5.074137165427703,1.9096029687522567,Iris-virginica
+13,5.434767103781261,3.0012590626886864,4.488523545877993,1.4967959341868509,Iris-versicolor
+14,4.955405136205384,2.4135523115003212,3.1666940545080964,0.9675654248523804,Iris-versicolor
+15,5.063802332764326,3.3338953743502353,1.407411525503099,0.2,Iris-setosa
+16,5.464706970777805,2.9923061861517004,4.405482837191809,1.4792359757152769,Iris-versicolor
+17,5.778157516399286,2.7004516994049137,5.107344793168533,1.893799710353888,Iris-virginica
+18,5.542947235290685,2.6616655967357703,4.231934788270793,1.2924210806819068,Iris-versicolor
+19,4.4,3.141454763274295,1.313816475647224,0.2,Iris-setosa
+20,5.501488325213995,2.4022173801907396,3.5875640643805236,1.1073722422302312,Iris-versicolor
+21,4.926371810795777,2.419332537977721,3.3973802224390734,0.9864357115132502,Iris-versicolor
+22,5.119468923343866,3.7793585507643397,1.6834257451042338,0.4388272989812692,Iris-setosa
+23,5.806824411299615,2.6819735953257906,5.100039255070828,1.9080954515481523,Iris-virginica
+24,5.312601005615333,3.707092576141842,1.5000339490809125,0.2,Iris-setosa
+25,5.877368039668749,3.0012725609671733,4.169295766069697,1.4996013440197715,Iris-versicolor
+26,4.4,3.212244163912965,1.2849912812624453,0.2,Iris-setosa
+27,6.69001214423332,3.0822814651319197,4.398170259263785,1.403306412494931,Iris-versicolor
+28,5.767174014143185,4.399999008631354,1.4946097813510142,0.36763678332114136,Iris-setosa
+29,5.893809024882014,2.983706620393684,5.111230744367603,1.8161501141029426,Iris-virginica
+30,5.814073519301235,2.7542777263391893,5.107279750207829,1.8942637393431956,Iris-virginica
+31,5.078689456979215,3.7789234069997777,1.6196861589672422,0.2,Iris-setosa
+32,4.4,2.9260313711276016,1.3832071341620253,0.2,Iris-setosa
+33,6.707718533593244,3.2516135073654273,5.680044904286843,2.1795430450004183,Iris-virginica
+34,6.384177987914254,3.010733144486167,5.488435328588307,1.7893510807058721,Iris-virginica
+35,5.501304140938512,2.6213930755912807,4.348487526674095,1.2597108647375694,Iris-versicolor
+36,6.3005370778397465,2.7835218519932514,5.112329890085199,1.479222272783395,Iris-virginica
+37,4.585330976187768,3.6036218117659247,1.0000003688750756,0.2,Iris-setosa
+38,4.852987259230822,3.128867219541412,1.4862086898842306,0.10000010405373584,Iris-setosa
+39,5.084167649202344,2.4613675763143474,3.441178972396715,1.137300221792521,Iris-versicolor
+40,5.0801933311477505,2.48375565424579,3.0183021132936565,1.0660902224760216,Iris-versicolor
+41,5.9185874569697505,2.9901291922645883,4.179073117996635,1.496638304536,Iris-versicolor
+42,6.7704149565916145,2.9939331743928617,5.453013574788333,2.0564772048727327,Iris-virginica
+43,5.815770655789626,2.7981953500568,5.103034533612519,2.3764186927661766,Iris-virginica
+44,7.7,2.720792102982973,6.7,2.083212528898784,Iris-virginica
+45,5.917878853667991,3.2296728510442128,4.788776390420493,1.7821649581119325,Iris-versicolor
+46,7.7,2.825242919681452,6.7,1.9666979329210208,Iris-virginica
+47,4.9085579357095,3.4863726743490817,1.606677771610821,0.2,Iris-setosa
+48,5.496011861734877,2.4023257921868333,3.833099493014031,1.0738490758582429,Iris-versicolor
+49,5.119588870075124,3.3144829049764466,1.7888938336995712,0.5258929167547609,Iris-setosa
+50,7.7,2.8028855244484676,6.7,1.988266794959718,Iris-virginica
+51,5.9958224337954285,2.2000003136064707,4.9867662827100565,1.4807922618224763,Iris-virginica
+52,4.773077697555093,3.3596339901435104,1.5067800529817943,0.2,Iris-setosa
+53,5.779377159493503,2.682185057449927,5.09157638646832,1.904960000574173,Iris-virginica
+54,4.991360138625933,3.317861082849373,1.4012388651492778,0.2,Iris-setosa
+55,6.728006261495584,2.9913228461075216,5.020696344566557,1.712912199015216,Iris-versicolor
+56,5.1480165340410675,3.3939664656445485,1.43749352888398,0.2,Iris-setosa
+57,5.983668972766085,3.429129846512169,4.539697432167209,1.5741058015636316,Iris-versicolor
+58,6.010612549327679,2.2,4.988802810983758,1.5003874637861272,Iris-virginica
+59,5.887981919195881,2.9903362455299276,5.087864515825075,1.8033849338739485,Iris-virginica
+60,6.105192908155805,2.933574719576922,4.930967046465574,1.7598357612916151,Iris-virginica
+61,5.408847157229348,2.4208511590023307,3.5567820379025585,1.0472715060991646,Iris-versicolor
+62,6.721107963292999,3.2958265448293553,5.655422263166125,2.5,Iris-virginica
+63,5.783438922915272,2.689351308322077,5.093969870708745,1.8952751183641008,Iris-virginica
+64,5.892284943885596,2.990275707440435,5.094256973265475,1.8204231666535369,Iris-virginica
+65,4.590359045880212,3.6052157534582125,1.000000405308453,0.2,Iris-setosa
+66,5.10138367135191,3.4414298196756423,1.4065365418187494,0.2,Iris-setosa
+67,6.279379803708648,3.232720273504939,4.548636153493009,1.506593948368303,Iris-versicolor
+68,6.316648556997154,2.7311478207415973,4.844731030440046,1.76183028894671,Iris-virginica
+69,6.097559998035843,2.6130932363028245,5.590930103485607,1.4051870237065174,Iris-virginica
+70,4.912339819083748,3.394436506045598,1.5602108386622562,0.2,Iris-setosa
+71,6.233493373521717,3.429209131846942,5.661237292563919,2.4014031672128238,Iris-virginica
+72,5.108291660586975,3.794562142701046,1.6272206983281159,0.2,Iris-setosa
+73,5.469493558150993,2.415489223084734,3.585010301066479,1.1082875444034008,Iris-versicolor
+74,5.477065077864606,2.396665407160272,3.7844489600019564,1.057940897447897,Iris-versicolor
+75,5.159403207567634,3.4529068315333387,1.5127916597778852,0.2,Iris-setosa
+76,5.892316139809204,2.806358884192293,5.1160140120905035,2.3958261791299726,Iris-virginica
+77,5.336343655521027,3.594988944891673,1.5248893202913945,0.2,Iris-setosa
+78,5.820273308121737,2.7126644402325106,5.1086117545505205,1.8997634191728654,Iris-virginica
+79,5.799927315625794,2.690770655610911,5.079447306146701,1.8837895290578353,Iris-virginica
+80,4.902986371821011,2.4122852496246887,3.207518802457749,1.028060325270519,Iris-versicolor
+81,6.632397531761844,3.1015410454827173,4.416003432971072,1.4331555898452162,Iris-versicolor
+82,7.200130598032281,2.958951977115264,6.0845419754683405,1.9456973325294082,Iris-virginica
+83,5.031586517033539,3.327836891793857,1.4028123993589343,0.2,Iris-setosa
+84,5.4196172867276635,3.918995483973299,1.2959653894803154,0.4460340374088972,Iris-setosa
+85,6.077879997227096,2.9919810871747985,4.578432683278429,1.388147147161396,Iris-versicolor
+86,5.108117384185833,3.8081089284913454,1.598928780369967,0.2,Iris-setosa
+87,5.3183047331418765,3.703722234247706,1.5106078109133385,0.2,Iris-setosa
+88,5.898932206875099,3.0014954614108977,5.118918399585147,1.8229767321165593,Iris-virginica
+89,4.641625731119556,3.5705661196408838,1.000000523011324,0.2,Iris-setosa
+90,6.6920637006335575,3.1034859745730983,4.40156672046656,1.3866890596836863,Iris-versicolor
+91,4.5854546884097385,3.2066736651647925,1.3763368232985853,0.2,Iris-setosa
+92,5.634252493729173,4.399999271313301,1.5086590725671927,0.3590648563540726,Iris-setosa
+93,5.570277948392301,2.9932035475702574,4.134494582951857,1.2953012573019789,Iris-versicolor
+94,7.7,2.789319745223473,6.7,2.0447565409861648,Iris-virginica
+95,5.9891021629631656,3.427500253462889,4.54771522218556,1.6563950314613376,Iris-versicolor
+96,7.699998965119684,2.781165089098768,6.699998757116236,2.0006949080339327,Iris-virginica
+97,5.650008813945849,2.9552676956610457,4.273626625172653,1.4720332771151958,Iris-versicolor
+98,4.915565478435697,3.020301482287617,1.401220006473253,0.2,Iris-setosa
+99,5.018317175041226,3.3209117987343975,1.3869247318115976,0.2,Iris-setosa
+100,5.788169463429125,2.647522252212047,5.072355049897621,1.9179038354074913,Iris-virginica
+101,5.072369665999842,3.366015501256106,1.4682367153267615,0.2,Iris-setosa
+102,4.496325980533142,2.2985223180909515,1.3041916754240417,0.274402203644384,Iris-setosa
+103,5.3698809315631895,3.3964461603695364,1.6909210648002932,0.2,Iris-setosa
+104,5.399691332697964,3.4269444224132894,1.6426011334660826,0.2,Iris-setosa
+105,6.69846911672373,3.007092621231125,4.987910785373454,1.7011169222200244,Iris-versicolor
+106,5.672382527235031,2.815105109058308,4.2655591808419455,1.2971595874646538,Iris-versicolor
+107,5.620048928980585,3.009140203992611,4.498842046062524,1.500125432582903,Iris-versicolor
+108,6.636313611985913,3.0412917723330537,4.386229457358703,1.405641440154509,Iris-versicolor
+109,4.400000508131802,3.1948035846691423,1.3060226443617484,0.2,Iris-setosa
+110,6.276392286606839,2.8893983501123253,5.6155430711885,1.8132649448231302,Iris-virginica
+111,5.348487434902067,2.991672631366253,4.478444145479884,1.494324835088332,Iris-versicolor
+112,5.7796637584131405,2.682736641964953,5.102915509879738,1.9085560513676498,Iris-virginica
+113,7.699998733014849,2.8244710349752515,6.7,2.0251100414333414,Iris-virginica
+114,4.4,2.89012880515612,1.404451333042486,0.2,Iris-setosa
+115,5.1726272067856796,3.815400005436848,1.90165382331755,0.4387884320596387,Iris-setosa
+116,4.4,2.9397412058089794,1.3960804228516723,0.2,Iris-setosa
+117,6.97484534562106,3.1710013138044952,5.7587978610202635,2.2818273589895877,Iris-virginica
+118,5.28143793675615,2.9501942327620565,4.307517817128032,1.4731748827578615,Iris-versicolor
+119,6.537418624853699,3.1636590003615055,4.472304899362817,1.4732325980882142,Iris-versicolor
diff --git a/iris/tab_ddpm/4_1/16/test.csv b/iris/tab_ddpm/4_1/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/16/train.csv b/iris/tab_ddpm/4_1/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/16/val.csv b/iris/tab_ddpm/4_1/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/17/synth.csv b/iris/tab_ddpm/4_1/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..095953342daa5f2fff6329ba079c67418ca3bbd7
--- /dev/null
+++ b/iris/tab_ddpm/4_1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.002500292688895,2.472012115870692,3.2692670648312645,1.1042295839410103,Iris-versicolor
+1,6.407509057613394,3.183097770925913,4.569199546292591,1.4796223297056383,Iris-versicolor
+2,5.346231224129769,3.8685805474080226,1.682049967268037,0.3964846983545587,Iris-setosa
+3,5.210743422779463,3.481156223189778,1.487936251866389,0.2,Iris-setosa
+4,6.430537061236077,3.096156203754518,5.506097062287718,1.8220282695059553,Iris-virginica
+5,4.599428089555981,3.5949804749879433,1.0000008562784328,0.2,Iris-setosa
+6,5.167407027869736,2.5004739717563487,3.06682479731104,1.1630397532022996,Iris-versicolor
+7,5.790273664873828,2.7673658721145045,5.11880766181444,1.8824094272536271,Iris-virginica
+8,5.090086264941422,3.7483669059879476,1.6290732052712988,0.39175352176500566,Iris-setosa
+9,6.249851026938492,2.842082146466529,5.613423840811693,1.7617920428379317,Iris-virginica
+10,7.7,2.8042463930071633,6.69999883643819,2.0060472302233654,Iris-virginica
+11,6.290857122480513,2.8910327240945963,5.632534223829151,1.8087297495318662,Iris-virginica
+12,6.46805729702467,3.1821709775542897,4.504218151189706,1.4707072680334432,Iris-versicolor
+13,6.252021919765047,3.0359387280835737,5.344846816810343,1.7587013646084715,Iris-virginica
+14,6.453251153918034,3.0030341711309405,5.49139772816382,1.7943421852469483,Iris-virginica
+15,4.585483534852183,3.211137896934758,1.3963551225455395,0.2,Iris-setosa
+16,6.281786850333631,2.688365415367879,4.931168771335911,1.8168306153075957,Iris-virginica
+17,5.763164550948204,2.7903023201166937,5.09443887978682,2.415251112192333,Iris-virginica
+18,5.709839089982388,4.4,1.5216667475825831,0.5035323132335779,Iris-setosa
+19,5.309760719922443,2.8796646932885253,4.177231927504479,1.4527858215116674,Iris-versicolor
+20,6.012102393655105,3.0053222637793118,4.739866410952131,1.8118613292064623,Iris-virginica
+21,5.810435809989269,2.8209291026850156,5.098741924635994,2.402211716948517,Iris-virginica
+22,5.0899002079450035,3.749884779981849,1.6058138819410002,0.4741626675028412,Iris-setosa
+23,4.596522386659232,3.611002719954304,1.0000003932331032,0.2,Iris-setosa
+24,5.648063110929061,4.399997921076115,1.4931499083572235,0.38809397621610564,Iris-setosa
+25,5.818749832705756,2.730390108898696,5.1202432929093105,1.8843195613773545,Iris-virginica
+26,4.989648963945565,3.559826684033392,1.4012059686549223,0.2,Iris-setosa
+27,5.274410583284023,3.481480321832902,1.5825461346172065,0.2,Iris-setosa
+28,5.982083590815665,3.3983981012808484,4.437120092424043,1.5502746901493392,Iris-versicolor
+29,6.424789538933489,2.9101701213012268,4.354890001289354,1.3276624125154757,Iris-versicolor
+30,5.3964633157985915,3.9075960971452735,1.6999323647827491,0.3913330102210717,Iris-setosa
+31,5.866376483796198,3.1502840544728588,4.859027319972744,1.763132422706037,Iris-versicolor
+32,5.2287107887806075,3.4514419219250083,1.436364045978093,0.2,Iris-setosa
+33,5.897068090545448,3.004300455491727,4.207597944740759,1.5063367010586444,Iris-versicolor
+34,5.089192335021429,3.3790336621899444,1.4156134302641832,0.2,Iris-setosa
+35,5.46159557719345,3.0060968899612557,4.546787820675964,1.5048820286490883,Iris-versicolor
+36,5.497930768127619,4.190831887374813,1.3831076171781551,0.2,Iris-setosa
+37,6.694197238366196,3.1059564073452,4.3957430343805814,1.3996708507016347,Iris-versicolor
+38,5.707020546368038,4.399998823490536,1.4787464890054545,0.34899138212395425,Iris-setosa
+39,6.009623142131572,2.726926450600198,5.111248346578597,1.6073228828573842,Iris-versicolor
+40,7.01954094106256,3.0419175430205727,5.746232590645989,2.1722552615969435,Iris-virginica
+41,5.097990397033025,3.2915513878343536,1.8011711529295427,0.43332992234220813,Iris-setosa
+42,7.7,2.7750076103967056,6.7,2.069901393906837,Iris-virginica
+43,5.245034830024454,3.5568400864020595,1.4933050327459072,0.2,Iris-setosa
+44,5.198155332154823,3.4939330338452677,1.50180494783683,0.2,Iris-setosa
+45,7.283179422384723,2.903521599158265,6.3073853842682555,1.7824615472485383,Iris-virginica
+46,4.757005319454964,3.393294722159998,1.5622240666980063,0.2,Iris-setosa
+47,5.150696068778311,3.468531302268044,1.503674082584757,0.2,Iris-setosa
+48,4.999132632436161,3.598705091955429,1.4050540977324864,0.2,Iris-setosa
+49,4.601464337771097,3.5885670468993265,1.0000003862103588,0.2,Iris-setosa
+50,6.460062945381904,3.1704044067777675,4.44719487671916,1.4879644867901791,Iris-versicolor
+51,5.988452938469825,2.2,4.983621976637074,1.5101821057982177,Iris-virginica
+52,4.934016250958364,2.4250065007228416,3.2207332517100893,1.0410940366712071,Iris-versicolor
+53,5.511054755516749,2.4047699438499803,3.4199549550874933,0.9266466061705664,Iris-versicolor
+54,5.702334904031396,4.4,1.5093581737103956,0.39127368534174933,Iris-setosa
+55,5.81946910635726,2.997515323175182,4.365210625315299,1.4992029675217031,Iris-versicolor
+56,4.626808122829997,3.598634754366325,1.0000004532536029,0.2,Iris-setosa
+57,5.504518828810671,4.19124396042689,1.402067579340911,0.2,Iris-setosa
+58,5.483331033422461,2.991751332385887,4.49566270241381,1.47719295613219,Iris-versicolor
+59,5.103724548471809,3.3095108333464753,1.6868555364362718,0.5466783992329926,Iris-setosa
+60,6.491762423088042,3.1911898283831865,4.481024984044302,1.5088869007731869,Iris-versicolor
+61,6.498965761904062,2.9552632739160156,4.349426027170149,1.3473722745351038,Iris-versicolor
+62,4.586303763133359,3.643916659935734,1.0,0.2,Iris-setosa
+63,6.483274888545973,3.0717766003659728,4.492719334058956,1.4384465736142529,Iris-versicolor
+64,4.4975104713914575,2.310276800448588,1.2986659183378282,0.3250200394634256,Iris-setosa
+65,5.401827115743282,3.3907769152899507,1.6854957094652077,0.2,Iris-setosa
+66,6.195215738977186,2.3088537957431856,4.303941629639818,1.3021607510151465,Iris-versicolor
+67,4.602818397668732,3.604965206947693,1.0000004903541058,0.2,Iris-setosa
+68,6.804791432004446,3.1928812000582227,5.58088596496598,2.2357928058240564,Iris-virginica
+69,4.854710839441383,3.4820316719573507,1.3566563988093032,0.3287827036587576,Iris-setosa
+70,6.697352153990448,3.308682736218973,5.745118005337468,2.5,Iris-virginica
+71,5.322519686337503,3.7040288010967286,1.4993753274389556,0.2,Iris-setosa
+72,6.676536506725506,3.2647787495523306,5.742790242660537,2.095965492891846,Iris-virginica
+73,5.773173649811987,3.0929119319471727,4.6509355121715785,1.6126327989734377,Iris-versicolor
+74,6.310307061465144,2.298422979194022,4.40199159161811,1.3001590206986746,Iris-versicolor
+75,5.525411574625709,2.4221888894979418,3.7998791339605233,0.9256216001503348,Iris-versicolor
+76,5.021938221792068,3.2301986570346246,1.3195311740188775,0.2,Iris-setosa
+77,4.916535625401906,3.0094723223618023,1.4011213826987963,0.2,Iris-setosa
+78,6.085990158467674,2.6106518294387167,5.589213710393673,1.386189250521905,Iris-virginica
+79,5.502438887675054,2.9894103906917326,4.4248029738812855,1.4966161795135144,Iris-versicolor
+80,6.336046474145017,2.9122053199435185,5.558408413182307,1.7884591735810418,Iris-virginica
+81,5.416261875621941,3.0059496332672744,4.51326934207576,1.5040669377843485,Iris-versicolor
+82,6.261564965490488,2.510791137183703,4.990437935070784,1.8986832931569428,Iris-virginica
+83,5.346339076086763,3.855400905298459,1.31765526881106,0.393912978565206,Iris-setosa
+84,5.108088191943433,3.394376960667509,1.4916239149338038,0.2,Iris-setosa
+85,5.729103015313849,2.60278394930254,5.081577631700924,1.9535557365708567,Iris-virginica
+86,5.386888899596412,2.9799566620084015,4.425447474517008,1.4985915903368687,Iris-versicolor
+87,5.987180118243102,2.7265179695435084,5.097402231983473,1.6132040465501365,Iris-versicolor
+88,6.487417347007996,2.9518153018695545,5.568338845013828,1.8052444820574693,Iris-virginica
+89,7.330815146018209,2.905606521496842,6.30658703849713,1.8096530258463452,Iris-virginica
+90,4.598642003788777,3.2127322185620475,1.405718698257831,0.2,Iris-setosa
+91,5.0176222782589734,3.5692913716617416,1.4102503416882444,0.2,Iris-setosa
+92,5.596158947665942,2.995379329282299,4.100446885320668,1.3037558086340375,Iris-versicolor
+93,6.285900484384673,2.6357723946411427,4.947865030709287,1.8406771470847387,Iris-virginica
+94,5.364553290968803,3.4137786756778783,1.6780115879991877,0.2,Iris-setosa
+95,5.112821269270606,3.818288351690815,1.5653953404453298,0.2,Iris-setosa
+96,6.359139081650609,2.7941904191934586,5.091691348209651,1.5006385137087792,Iris-virginica
+97,6.365325882481862,2.8895905061213005,4.317043429909312,1.2917563662558345,Iris-versicolor
+98,4.4,2.8860583008539704,1.3989630355792455,0.2,Iris-setosa
+99,7.69999909867548,2.776842401298887,6.699998953920697,2.0268146957686937,Iris-virginica
+100,5.7887441613139945,2.7111600060270264,5.124125510209588,1.8990509087074599,Iris-virginica
+101,6.130341520710855,2.6019216627161788,5.628670276642037,1.3968941415625482,Iris-virginica
+102,5.683072610314357,4.3999972960168225,1.489076118337991,0.40269234976541823,Iris-setosa
+103,7.369335744261273,2.8694909707859,6.365883023036107,1.8001231382155691,Iris-virginica
+104,6.522357383389249,2.975005279896427,5.51447357554496,1.8160277846365869,Iris-virginica
+105,5.790262835324566,2.8079987206648767,5.089342728486834,2.400168765725527,Iris-virginica
+106,5.438747383041549,2.995001709055729,4.528828298609751,1.514084582514917,Iris-versicolor
+107,7.699997429983919,2.817878075251819,6.699996864968279,2.0180113099894665,Iris-virginica
+108,5.464505303514875,3.0030633925163523,4.548263742056686,1.5086131865090793,Iris-versicolor
+109,4.919407205406485,2.393746261449981,3.3745232430092593,1.043609697853575,Iris-versicolor
+110,5.716898813561365,2.497966197339196,5.005662941106006,1.998807669934187,Iris-virginica
+111,4.599212298426248,3.273524076053982,1.4061189282534359,0.2,Iris-setosa
+112,6.677582971118816,3.2967798348179667,5.700428402605374,2.1222065800428034,Iris-virginica
+113,5.39842000969098,3.0037981189965395,4.487471216255072,1.5028589923371733,Iris-versicolor
+114,5.711681413837839,4.4,1.521308116099249,0.42323116507027103,Iris-setosa
+115,5.1788333162813,3.757268026020744,1.5998920180861538,0.39382456857668635,Iris-setosa
+116,5.798338462765381,2.712208702966805,5.093009649348199,1.8851645118859783,Iris-virginica
+117,5.183986406858898,3.7441790957981778,1.5283974343214366,0.2,Iris-setosa
+118,6.748692322765943,3.2974312235591334,5.701247456081047,2.5,Iris-virginica
+119,6.000572567517352,3.358846083152783,4.527638390409566,1.583408002102285,Iris-versicolor
diff --git a/iris/tab_ddpm/4_1/17/test.csv b/iris/tab_ddpm/4_1/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/17/train.csv b/iris/tab_ddpm/4_1/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/17/val.csv b/iris/tab_ddpm/4_1/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/18/synth.csv b/iris/tab_ddpm/4_1/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b11266bb3bc85d3a9a7a2793d401d6122057bade
--- /dev/null
+++ b/iris/tab_ddpm/4_1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.7708998182689966,6.7,2.0074997839393807,Iris-virginica
+1,4.837000673360136,3.3956850700569388,1.5868799667832014,0.2,Iris-setosa
+2,5.234080218401553,2.737004496172673,4.057008187110405,1.3978008368090111,Iris-versicolor
+3,6.7499091289758715,3.0986847845137033,4.407263751197443,1.379881438511432,Iris-versicolor
+4,4.5969415896930474,3.2097759192339943,1.3964657804864928,0.2,Iris-setosa
+5,5.1066681124793725,3.3207725646294954,1.3228066751151615,0.2,Iris-setosa
+6,5.4870054232691805,4.214230976250818,1.3878124842770885,0.2,Iris-setosa
+7,5.1716757957324555,3.3821406072484104,1.405556291442622,0.2,Iris-setosa
+8,5.0090014130220055,3.3182084527387232,1.4074403245645206,0.2,Iris-setosa
+9,6.44222828473047,3.091228176205214,5.513598851540758,1.7991549844744061,Iris-virginica
+10,6.979342493001311,3.218264418088688,5.711456257358322,2.3171805803217493,Iris-virginica
+11,5.341790632574649,3.8335202508149218,1.4714033949214902,0.2,Iris-setosa
+12,7.699997758535672,2.794875641248276,6.699997261962271,1.9930704239987018,Iris-virginica
+13,5.536946055550717,2.998125351273198,4.1075960723677625,1.3033236562242494,Iris-versicolor
+14,5.605895609798577,2.373988371482846,3.902101091946693,1.1379149898844947,Iris-versicolor
+15,6.291351811739337,2.907786600744503,5.570204908475617,1.8128626850799479,Iris-virginica
+16,7.298543119959174,2.9108524954951673,6.31710247186565,1.7893541839535245,Iris-virginica
+17,6.236814396731124,2.5828631226785856,4.91301403893504,1.5202509150690302,Iris-versicolor
+18,6.669104759566532,3.2928750283703687,5.672803343623664,2.2269015711654343,Iris-virginica
+19,7.075150132995488,2.9939973951571344,5.72056198415244,2.1597219049455245,Iris-virginica
+20,5.73477466415797,2.50711139560231,4.999005001068175,1.9894656423853867,Iris-virginica
+21,6.751843626964472,3.2896534382801477,5.688454474480504,2.177518029613732,Iris-virginica
+22,6.692996069904468,3.272599154683761,5.628035609979382,2.4999990938729777,Iris-virginica
+23,5.422650125665699,3.8937445059963265,1.2974289392488478,0.4291624214548991,Iris-setosa
+24,5.000936225996544,3.2146550659020336,1.209808428967968,0.2,Iris-setosa
+25,6.560953214670047,2.972543055315458,4.343295406967612,1.37410650675755,Iris-versicolor
+26,5.134066551363816,3.418894440911126,1.4821066058138468,0.2,Iris-setosa
+27,5.164885072771939,3.4753903662080776,1.5015858072044908,0.2,Iris-setosa
+28,6.780326163237064,3.0253675141333827,5.519911660970894,2.1230201779452282,Iris-virginica
+29,6.347760776804383,2.930101911874697,5.590563089826411,1.806439179453776,Iris-virginica
+30,6.328915780966116,3.4073485434590114,5.592150032599681,2.39458526834886,Iris-virginica
+31,6.665463918590703,3.3147171501091486,5.750619787907315,2.5,Iris-virginica
+32,5.125646286458066,3.803881208521972,1.9220657014133438,0.40071499951449635,Iris-setosa
+33,6.325967428586735,2.5066704266468416,4.918024519550986,1.5188444380521502,Iris-versicolor
+34,5.82129675510162,3.0121926005750845,4.229255750992541,1.4889898700886235,Iris-versicolor
+35,5.184521409775091,2.542368427837547,3.9060416492100787,1.1750528755264429,Iris-versicolor
+36,6.421063073962362,3.107434110682141,5.478295272381764,1.8349598632398072,Iris-virginica
+37,6.735419167168853,3.0118397050280485,4.977462870765995,1.6672065167145809,Iris-versicolor
+38,4.79914055716404,3.4028528381031955,1.6035998987456672,0.2,Iris-setosa
+39,5.263904389324747,2.8961074477498503,4.228486463044569,1.4463068726996389,Iris-versicolor
+40,4.828995201740982,3.392003862603438,1.6204197896604684,0.2,Iris-setosa
+41,5.815038850460515,2.7289898066205236,5.122568605885208,1.8932916568662788,Iris-virginica
+42,6.347692469107719,3.376378697314193,5.600708669020334,2.3835314679980755,Iris-virginica
+43,4.853354907896728,3.2745752460118553,1.4084776514642559,0.2,Iris-setosa
+44,6.440112553714135,3.008840506078602,5.495544455867218,1.8012474867794361,Iris-virginica
+45,5.101575833342415,3.788696822928653,1.8379288151622322,0.3905704732223574,Iris-setosa
+46,5.565998516295527,2.9921996850822246,4.111460822356392,1.2834210036080818,Iris-versicolor
+47,4.9701138764471615,3.162645952539256,1.2265168433400548,0.2,Iris-setosa
+48,4.616854974548913,3.206767466601415,1.4073575321855165,0.2,Iris-setosa
+49,6.516469670039334,3.130423681244029,4.482447369966266,1.4568661129291574,Iris-versicolor
+50,5.527962238982036,2.40474039245345,3.919098125053626,1.0010784901061305,Iris-versicolor
+51,5.025013604795758,3.340033081866788,1.5103392791847519,0.2,Iris-setosa
+52,5.12213048907819,3.796402939237401,2.233376638678054,0.39930043355584977,Iris-setosa
+53,4.611878679396278,3.600651206094193,1.0,0.2,Iris-setosa
+54,5.368198749747098,2.436214705733539,3.7127310189307234,1.1191792557138642,Iris-versicolor
+55,5.2174658913962055,2.7687902901195853,4.041950648050714,1.431233388341303,Iris-versicolor
+56,6.610017326823551,3.003607836961524,4.414984176958996,1.4186491436611672,Iris-versicolor
+57,6.43832134596529,2.9099722096967193,4.308176740372213,1.3263703298025313,Iris-versicolor
+58,4.594704667488025,3.6514110785953506,1.0,0.2,Iris-setosa
+59,5.095917447087891,3.8301486500684048,1.6104290619439978,0.2,Iris-setosa
+60,6.733235656626495,3.003490587583012,5.002692244282674,1.6904977461644255,Iris-versicolor
+61,6.0473954939320596,2.9971937591325135,4.544837803995673,1.396612457741905,Iris-versicolor
+62,5.326345860378901,3.611713902014332,1.5000604229526995,0.2,Iris-setosa
+63,7.7,2.8088170960963517,6.7,2.0270001366225734,Iris-virginica
+64,5.118341985038694,3.4079530537505116,1.4957573243986688,0.2,Iris-setosa
+65,4.400000510805181,2.886451437049938,1.4059148036778892,0.2,Iris-setosa
+66,4.4,2.905918485802221,1.3911022105763016,0.2,Iris-setosa
+67,6.622408974890902,3.0086852912093147,4.435566464341826,1.4139946831395123,Iris-versicolor
+68,6.929569251511418,3.1424353307860406,5.693213385843018,2.286924509932116,Iris-virginica
+69,5.112145005975006,3.6876042232170194,1.4706539352806007,0.39270090082475084,Iris-setosa
+70,6.408207172251927,2.780088791997637,5.395323581018212,1.8738149518935194,Iris-virginica
+71,6.691662202903557,2.989547894112253,5.003070583555179,1.7120042763335466,Iris-versicolor
+72,6.663760312822268,3.2957876739320024,5.721978488085768,2.499999370699919,Iris-virginica
+73,6.524890577049017,2.9544450822018886,4.370583453258149,1.3621602379878754,Iris-versicolor
+74,6.71575813157616,3.3378201572636903,5.701367176601586,2.5,Iris-virginica
+75,5.978591598652108,2.2000003284386023,5.020671440110151,1.501215812879885,Iris-virginica
+76,6.7867971382863255,3.2534818768721148,5.6232727987887685,2.173115466423259,Iris-virginica
+77,7.313025780426971,2.895111844091835,6.299896326595873,1.8178663466496185,Iris-virginica
+78,5.010170907097966,3.472882040768288,1.3063932736547839,0.2894285305909545,Iris-setosa
+79,5.792975304253153,2.695190268418251,5.089017031712536,1.8880265455260654,Iris-virginica
+80,6.296996657767009,2.296472532503603,4.426217836257744,1.2891795613093122,Iris-versicolor
+81,4.4000007186648,3.1950270689712315,1.2571964906120936,0.2,Iris-setosa
+82,5.9812497619375655,3.0047057278646534,4.814790083202851,1.8016696884870855,Iris-virginica
+83,5.7445073040761105,2.6028153531935736,5.0881927612883215,1.947946543358756,Iris-virginica
+84,4.9332710477589705,2.4167373332329,3.3476604876181986,1.0458154593278133,Iris-versicolor
+85,4.572484848523384,3.215684234543285,1.404013567249629,0.2,Iris-setosa
+86,4.617632164914426,3.657758426337707,1.0,0.2,Iris-setosa
+87,5.893465641484929,2.995949173576066,5.067262650263603,1.8245985944091678,Iris-virginica
+88,6.4444330304858015,3.0373311078328724,5.5235936249327535,1.7964820985266094,Iris-virginica
+89,4.7722408721044784,2.9746183420907535,1.4601515444753876,0.10103661370380022,Iris-setosa
+90,5.485405244696627,2.5939225652148465,4.333932268049983,1.2559951380654875,Iris-versicolor
+91,5.1418352445665665,3.3702046585459264,1.3844279498240404,0.2,Iris-setosa
+92,5.189036779219821,3.4557787949241288,1.4702472031745037,0.2,Iris-setosa
+93,4.4000005337336985,2.9051630265469157,1.3868871596625127,0.2,Iris-setosa
+94,5.054504207185193,3.4969728847515493,1.3785542712138683,0.2922279202617786,Iris-setosa
+95,5.040658301809369,2.4701969247543865,3.160755854363086,1.0264878545928489,Iris-versicolor
+96,6.343537964023029,2.883038616632308,4.2860337692429695,1.2843343543891357,Iris-versicolor
+97,4.509306222908054,2.291810746251675,1.2985890107874467,0.2986482572464272,Iris-setosa
+98,5.323148778472894,2.7494451640070565,4.066889061439671,1.374152242497498,Iris-versicolor
+99,4.4890536846875255,2.2897407349364056,1.2888559462629172,0.28246774265608654,Iris-setosa
+100,4.790635740886184,3.410456450041618,1.5769565328707693,0.2,Iris-setosa
+101,4.929119723749953,2.4260915900492965,3.017173069189808,1.0246265863121589,Iris-versicolor
+102,6.666362222955059,3.2901606986657064,5.639581424849144,2.5,Iris-virginica
+103,5.77325477668201,2.707482220815685,5.099149035666959,1.8942641986815727,Iris-virginica
+104,5.777221476901695,2.697121769219004,5.090157494768133,1.8984240147698765,Iris-virginica
+105,5.488947729603857,2.606712419184632,4.357828065227163,1.1947984684719883,Iris-versicolor
+106,5.002744479155291,3.5977516251145367,1.404305562976497,0.2,Iris-setosa
+107,5.819808328101977,2.737075024486558,5.1198315253383315,1.9029393484717363,Iris-virginica
+108,5.2966353938471915,3.8109164625614746,1.4143947195771103,0.3956817431062851,Iris-setosa
+109,7.025199740001991,3.0828801263020096,5.742122816365651,2.252494686168257,Iris-virginica
+110,4.400000455905222,2.9179787228325127,1.3897288393922602,0.2,Iris-setosa
+111,5.803489808595385,2.685050054175725,5.097941520589225,1.8992465707659067,Iris-virginica
+112,5.152373454680741,3.3765230553112517,1.4203315697169372,0.2,Iris-setosa
+113,5.968710952229987,3.0137387144056316,4.873472230298135,1.8055114267610344,Iris-virginica
+114,6.296838507130439,2.768723421877337,5.116652616847857,1.4812094101937603,Iris-virginica
+115,5.809350799865997,2.7005906401839344,5.103724822895181,1.895871921312434,Iris-virginica
+116,5.605314598368162,2.655149332386215,4.357793041086556,1.2791803239983568,Iris-versicolor
+117,4.585271713243049,3.383181289510151,1.4042996530521403,0.30551057574109597,Iris-setosa
+118,5.768409032343663,2.6646263714865963,5.095144923709275,1.9211684782776683,Iris-virginica
+119,5.0878328224486555,3.3373202639786173,1.402130140838432,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/18/test.csv b/iris/tab_ddpm/4_1/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/18/train.csv b/iris/tab_ddpm/4_1/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/18/val.csv b/iris/tab_ddpm/4_1/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/19/synth.csv b/iris/tab_ddpm/4_1/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f8098adddbac1d5e5f46a2bcb57fe44182b46df5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.699998989847952,2.8054399286859373,6.6999986814455355,1.9814562322693816,Iris-virginica
+1,5.362403851235416,3.8526056650976033,1.2792886545513333,0.42146355442802264,Iris-setosa
+2,6.109258722045133,2.586255311893763,5.597895359940597,1.3868877132667947,Iris-virginica
+3,5.901562374664661,2.9969106683155324,5.096355744383061,1.795143853916975,Iris-virginica
+4,6.650967539510489,3.322397726075944,5.693322434210883,2.5,Iris-virginica
+5,6.280909145405563,2.8162819074082144,5.0975306114605505,1.5204248802010552,Iris-virginica
+6,5.033815466864834,3.3277605905223617,1.4338203637530773,0.2,Iris-setosa
+7,6.2853302611678235,2.895920496529935,5.578063735873577,1.8071186518783255,Iris-virginica
+8,6.63145238307826,3.0454202615020316,4.468496550938511,1.4173378809171142,Iris-versicolor
+9,6.415994762811504,2.6896947570934584,5.318064142234137,1.9008908360086072,Iris-virginica
+10,4.902902872165104,3.0961328008972147,1.5240935999869296,0.10000009965643869,Iris-setosa
+11,6.020148987199879,3.3921779355289643,4.480048282796862,1.609886672999661,Iris-versicolor
+12,4.9099858106073535,3.0894353098911784,1.4916962892232677,0.10000014089532423,Iris-setosa
+13,6.039482974192633,2.6871835402796758,5.097108195101926,1.5791749955673016,Iris-versicolor
+14,7.3356261432544185,2.89535660305875,6.339954304593621,1.8144139482758463,Iris-virginica
+15,5.131511280470355,3.5241320871674695,1.3813753667127033,0.3043648938884711,Iris-setosa
+16,6.183400091214903,3.018621076883903,4.604999609303289,1.4186293879887313,Iris-versicolor
+17,5.655198922996084,2.5192178931548717,4.99715839687756,1.9986462332639605,Iris-virginica
+18,6.603226479523648,2.9947590582987855,4.440283348709151,1.399277719463378,Iris-versicolor
+19,6.72130077252735,3.280886455315099,5.702216357349977,2.4999993784779164,Iris-virginica
+20,5.742348333230096,2.6806028141693607,5.092424358558345,1.910236590291315,Iris-virginica
+21,6.084417799537508,2.603531557346143,5.607801747408605,1.4077547884866266,Iris-virginica
+22,5.735874540437222,4.3999987457397935,1.5125767803236971,0.3994651552248807,Iris-setosa
+23,4.837332479581358,3.293906177332747,1.4338191642956213,0.2,Iris-setosa
+24,7.699998745462344,2.8035720381966573,6.6999989730889995,1.9777892084110076,Iris-virginica
+25,7.7,2.8296133657882243,6.699998398885623,2.0142707513963316,Iris-virginica
+26,5.7223313924969235,2.5406637815040036,5.007689257613105,2.0063411963587976,Iris-virginica
+27,4.4000005363424055,3.2151006248080494,1.3155155233686964,0.2,Iris-setosa
+28,5.571690462567754,2.633420950170779,4.27267818424358,1.2670306529151432,Iris-versicolor
+29,6.687770598602336,3.3261950631083077,5.736574274250581,2.5,Iris-virginica
+30,6.339313981277778,3.113258713993698,5.447392328672861,1.8261236377122285,Iris-virginica
+31,6.6693428919896345,3.144653601615143,5.580120550547578,2.0785516676390787,Iris-virginica
+32,5.993962671292197,2.2000003271935213,4.990512960431414,1.4923733878929246,Iris-virginica
+33,4.605788043860756,3.5974085645932554,1.0,0.2,Iris-setosa
+34,7.7,2.813069289931104,6.7,2.01048834672101,Iris-virginica
+35,4.9683571123798185,2.450683380914281,3.066525592250257,1.0603885976131413,Iris-versicolor
+36,6.868438436213768,3.0269427982404586,5.545553067852918,2.162589034239131,Iris-virginica
+37,4.998845737824696,3.4959971407902843,1.3058260841446852,0.2964705635492214,Iris-setosa
+38,5.907383169714432,2.950678004794431,5.149063099065321,1.8313126536429607,Iris-virginica
+39,5.378611792495841,3.8331306190958303,1.6839820802598424,0.3839780523456273,Iris-setosa
+40,5.449818940982611,2.811524948361744,4.447029689348595,1.4493237421545606,Iris-versicolor
+41,5.782511895213639,2.792551159984109,5.146138838115656,2.3941239988232317,Iris-virginica
+42,5.041303790695333,3.4987315271200266,1.3434600718127716,0.2924290507558029,Iris-setosa
+43,5.271842062011977,3.726150435583657,1.3530145859880636,0.3667907799468382,Iris-setosa
+44,5.788972058579613,3.041484862256977,4.506279671762861,1.526837819010576,Iris-versicolor
+45,5.18680790528414,3.4731630931882598,1.5377795785152333,0.2,Iris-setosa
+46,5.0975500486772365,3.2992248047813684,1.8469567486543463,0.4353376783802584,Iris-setosa
+47,5.228648104956545,3.429599221464864,1.4041046754610873,0.2,Iris-setosa
+48,4.610592073510588,3.3762596451100566,1.4052332294728194,0.28775480219727667,Iris-setosa
+49,5.206720400089582,3.393524166700661,1.374504861719307,0.2,Iris-setosa
+50,5.749242996672975,2.584753561431958,5.0308825051401245,2.146324637746107,Iris-virginica
+51,6.4135659358307855,2.58270341354308,5.093060946457315,1.9027227379332547,Iris-virginica
+52,5.311728293621951,3.4022664758854915,1.6507169616806125,0.2,Iris-setosa
+53,5.518224854402488,3.0018369771287756,4.46575348898297,1.4954222826079042,Iris-versicolor
+54,6.727034812103351,2.982381068966515,5.025034316557386,1.7087098245202816,Iris-versicolor
+55,6.309050157608258,2.5259177436543587,5.009297961807569,1.8906816928622594,Iris-virginica
+56,4.596032292365797,3.391106633256491,1.3895840374155248,0.28974230631254855,Iris-setosa
+57,5.775241739656569,2.9957552333666304,4.42502933582761,1.4922700129547681,Iris-versicolor
+58,5.514291045126516,2.6022650574433435,4.374810056189275,1.2600193967759634,Iris-versicolor
+59,4.801303628123376,3.3821293382030366,1.6163416529790358,0.2,Iris-setosa
+60,6.40546362902731,2.902935423346241,4.318986784335257,1.31008426023334,Iris-versicolor
+61,7.7,2.7941409873188086,6.7,2.0714530069703443,Iris-virginica
+62,6.005424494231735,3.3829162978396554,4.562296847446157,1.6136173768901227,Iris-versicolor
+63,5.053295185409589,3.4964077195421432,1.3623109822935682,0.29258316576164095,Iris-setosa
+64,6.409054514427745,2.6930491498477247,5.304003064471976,1.9086045401947944,Iris-virginica
+65,7.142162369367581,2.971446907602526,5.934039224476286,2.0996825206995036,Iris-virginica
+66,4.4,3.1731510757763433,1.2976638640909872,0.2,Iris-setosa
+67,5.003926737409715,3.481458515936989,1.324308112897219,0.3008618851911873,Iris-setosa
+68,6.370889013792555,2.982334186460855,5.027999424776131,1.7433570197351045,Iris-versicolor
+69,6.088600850241758,2.9958654787896126,4.621164169291367,1.4077001054699148,Iris-versicolor
+70,6.583524439214868,2.901441435089547,5.320747460913414,2.0180683571548954,Iris-virginica
+71,5.748166158706985,2.5140412680997555,5.016413941214299,1.984070905095359,Iris-virginica
+72,5.7069921913665915,4.4,1.5023111021286666,0.4037098856250727,Iris-setosa
+73,7.353237816578924,2.9066999022596134,6.349204457273389,1.7932216512049897,Iris-virginica
+74,6.355881516448437,2.567090079522114,5.051688237313213,1.8971850738674134,Iris-virginica
+75,4.892735985077518,2.3997294819098745,3.170831162814946,0.9833257934893719,Iris-versicolor
+76,6.383789723638895,3.2040289422292316,4.540345704433865,1.5043832859247257,Iris-versicolor
+77,6.316420002609595,2.8557866257850293,5.592761110404298,1.743588400345252,Iris-virginica
+78,5.988185976606692,3.3833129014777072,4.485923577522991,1.6108907258534173,Iris-versicolor
+79,5.673514009463788,2.990640371335271,4.151663437985363,1.340543112284019,Iris-versicolor
+80,5.809459330608548,2.796284187076547,5.096475060597493,2.4002648289264714,Iris-virginica
+81,6.378178603116918,3.202376010561153,4.514222211798403,1.5043987434585921,Iris-versicolor
+82,4.900049637963175,2.9942815231824436,1.4036775687493244,0.2,Iris-setosa
+83,5.112808036976949,2.559729713724626,3.042778504126824,1.289323479638164,Iris-versicolor
+84,5.685628704490723,2.9997788956911564,4.4941979188641525,1.4788279232873855,Iris-versicolor
+85,4.609163988174797,3.5980506629477715,1.0000004207926374,0.2,Iris-setosa
+86,5.210079711390255,3.862198709206185,1.7748518937657398,0.39326934399393776,Iris-setosa
+87,5.358381503368397,2.976035691920345,4.432605484376955,1.482944028661571,Iris-versicolor
+88,5.098400786928139,3.7950008494358802,1.6551411922188959,0.5665439048671492,Iris-setosa
+89,5.529880229883367,2.391706687714039,3.8375284650194468,1.073533867387288,Iris-versicolor
+90,6.730601133314007,3.3203171213485922,5.724750171089938,2.5,Iris-virginica
+91,5.1771915170619796,3.5253774272083875,1.5022547499760381,0.2,Iris-setosa
+92,5.54868249593522,3.009024967345183,4.53570518109701,1.5005976901423141,Iris-versicolor
+93,5.544669392195347,2.588706874631186,4.3060558988043685,1.1965309008641527,Iris-versicolor
+94,6.329118260469518,3.4277059538452717,5.590746062490816,2.4057248025175504,Iris-virginica
+95,6.497455574932183,3.1784876637829624,4.447960581290133,1.4635662163491028,Iris-versicolor
+96,5.753948141834903,2.710527295841098,5.116782950743984,1.8993105606619851,Iris-virginica
+97,4.881319682905916,2.9902286187099256,1.4005872329140856,0.2,Iris-setosa
+98,5.479806188214099,2.401492323401587,3.6251115513643115,1.0758537573657836,Iris-versicolor
+99,4.887730135559724,3.091892375244042,1.506778110065842,0.10000011468437983,Iris-setosa
+100,5.008907532743072,3.520686521869019,1.29872371597506,0.29252222690301555,Iris-setosa
+101,5.479278740403908,2.9807864945486267,4.522035442017582,1.5048118712459297,Iris-versicolor
+102,5.16976074251131,3.859084703295056,1.5886651772331422,0.2,Iris-setosa
+103,6.29452624184669,2.5289685822358456,5.0051688750467624,1.8750088599044488,Iris-virginica
+104,5.803081894700058,4.4,1.503110750003389,0.5369371967055158,Iris-setosa
+105,5.996329440340899,3.4125976631453265,4.447656810016058,1.6082817747102214,Iris-versicolor
+106,5.088879097352585,3.710765294484097,1.508614075398639,0.39811250886847427,Iris-setosa
+107,7.304551273110529,2.9204987359319126,6.305932265683651,1.7781919494977734,Iris-virginica
+108,6.273684485739549,2.856484916930347,5.637275602774856,1.7744596350481403,Iris-virginica
+109,5.454967276265598,2.5823793938503394,4.304181362703847,1.1312360039437752,Iris-versicolor
+110,4.400000677876315,3.2169139336565813,1.2907927381595665,0.2,Iris-setosa
+111,5.130972808398864,3.4327976347804525,1.4994024782884385,0.2,Iris-setosa
+112,6.352383610023184,2.9052149784003714,5.602999903682028,1.8130509774015595,Iris-virginica
+113,4.8979592772756355,2.985328380780466,1.3882613307938136,0.2,Iris-setosa
+114,5.2442727164154785,3.6802385256755272,1.5143887529846953,0.2,Iris-setosa
+115,6.373721791674629,2.9093381264358786,5.577211489342869,1.8050848427882908,Iris-virginica
+116,5.633908026621117,2.9958281227545474,4.480585056686366,1.50149468332327,Iris-versicolor
+117,6.355121380560762,2.648037067378255,5.225279288264295,1.8968433950819872,Iris-virginica
+118,4.613730445074536,3.3980944058667575,1.4046479300995565,0.2938304898165863,Iris-setosa
+119,4.497801259171315,2.310575712243511,1.2955059784764102,0.29388983874337277,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/19/test.csv b/iris/tab_ddpm/4_1/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/19/train.csv b/iris/tab_ddpm/4_1/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/19/val.csv b/iris/tab_ddpm/4_1/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/2/synth.csv b/iris/tab_ddpm/4_1/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b8d71c742ae092bab16e0ba2a353ea8f6d8caa64
--- /dev/null
+++ b/iris/tab_ddpm/4_1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.988587743854012,2.200000432404046,4.971007515193596,1.51370353833288,Iris-virginica
+1,4.59401923607058,3.6386145098661435,1.0000003839965006,0.2,Iris-setosa
+2,6.334130128094909,2.7972986474541117,5.101836249580035,1.4980454274874055,Iris-virginica
+3,6.738670982117129,2.9909254312873323,5.001344767311972,1.688865107511022,Iris-versicolor
+4,6.294877904948293,3.3953562617190656,5.675640270203143,2.388558204516813,Iris-virginica
+5,6.414311995715926,3.2080826592870815,4.509279020737368,1.5043664517753954,Iris-versicolor
+6,5.021444393947621,3.307062844813422,1.403930572015974,0.2,Iris-setosa
+7,5.0889641664874485,3.38297909861402,1.4873264287980092,0.2,Iris-setosa
+8,6.714358853551704,3.287460920847524,5.642020123576713,2.4999993550747033,Iris-virginica
+9,5.532228618938354,3.0200852114841945,4.530382267502374,1.5321389350302055,Iris-versicolor
+10,5.77996415743634,4.399998446129189,1.5092465799373416,0.4852470312928292,Iris-setosa
+11,6.3182937226061515,2.811656193957416,5.127687209591932,1.4848418738643185,Iris-virginica
+12,5.889102068099947,3.004156954168433,4.179299001464008,1.5025468613833488,Iris-versicolor
+13,6.301315434421282,2.802903061859613,5.081534777096026,1.5079919789996827,Iris-virginica
+14,5.7734848582522575,2.6651030018140114,5.088452932961266,1.9229802710922943,Iris-virginica
+15,5.038444141754389,3.496069296778255,1.3345041762553025,0.3013255653667106,Iris-setosa
+16,6.225206792201616,2.709235120095833,5.305231351477197,1.470389936633121,Iris-virginica
+17,5.523099206441223,4.172042945987126,1.4017990291794007,0.2,Iris-setosa
+18,7.7,2.8113950967662302,6.7,2.015056653553438,Iris-virginica
+19,5.090866207883793,3.709227969495498,1.5037957708375183,0.41954778987741437,Iris-setosa
+20,7.170670243001206,3.0142943565630675,6.0302677534764015,2.0993684358768396,Iris-virginica
+21,6.277204404436219,2.810581368108927,5.081792990854801,1.527127043344773,Iris-virginica
+22,6.007130077183219,2.2,4.986391718670828,1.5199333681472624,Iris-virginica
+23,5.795299940312093,2.788960802460085,5.097728259392425,2.410745980769625,Iris-virginica
+24,5.49706711090701,2.6528536579890645,4.196863278174161,1.2751398326844692,Iris-versicolor
+25,5.101478024767332,3.857341738613565,2.099344693103834,0.3931302044583329,Iris-setosa
+26,7.306815833695511,2.902150684808646,6.273851972440597,1.8217013752574558,Iris-virginica
+27,5.04589491481565,3.361693339185601,1.4653428646230648,0.2,Iris-setosa
+28,5.093044419912543,3.769592930893763,1.790607687050914,0.38735402419267384,Iris-setosa
+29,5.46217957977766,3.0015634936680176,4.497619963108603,1.497850278567183,Iris-versicolor
+30,4.400000557506746,3.193834442793997,1.3066617327223042,0.2,Iris-setosa
+31,4.592288334510942,3.21279214682238,1.3887887765819462,0.2,Iris-setosa
+32,5.527555428427227,2.3943334873265893,3.8380983184245654,1.0127977068834566,Iris-versicolor
+33,4.596830288405259,3.6073738325592224,1.0000004184922326,0.2,Iris-setosa
+34,7.7,2.769866366530416,6.7,1.9998939784601146,Iris-virginica
+35,4.400000901715742,3.2313664790370096,1.3058258416602802,0.2,Iris-setosa
+36,4.604665986345323,3.199915502762759,1.4003158468330048,0.2,Iris-setosa
+37,6.014061008286305,2.9992532958108633,4.790295264464404,1.8170436770875222,Iris-virginica
+38,6.696656848018558,3.1153308446638475,4.425857247271832,1.397907981763708,Iris-versicolor
+39,5.218928682022047,3.8447968694698154,1.6770123463308761,0.38227012289382956,Iris-setosa
+40,5.43194451416047,3.004794369168991,4.516839503237416,1.5088758648911957,Iris-versicolor
+41,5.703135270102794,4.4,1.509380479686981,0.3945687892861386,Iris-setosa
+42,7.10548544564955,2.9826419474322248,5.91201710842517,2.048269913504689,Iris-virginica
+43,6.390286151546372,3.1951382973665567,4.513770517706997,1.487763167433248,Iris-versicolor
+44,5.590918784162303,2.993670993830356,4.083121481647698,1.3067504022183773,Iris-versicolor
+45,4.943821384711219,2.425892438604976,3.307961335953509,1.0661761789544744,Iris-versicolor
+46,5.992152617787084,2.6721001453589612,5.129922928042184,1.5981685548669275,Iris-versicolor
+47,5.996937203603881,3.3571607420631753,4.568143710469507,1.7043559450886923,Iris-versicolor
+48,6.866151373602579,3.205694384285405,5.726340765037326,2.284534780558379,Iris-virginica
+49,5.060272151674598,3.4086440061777745,1.4017446427346345,0.20761750024936917,Iris-setosa
+50,5.842198574072084,2.9778843988096293,4.132485449683414,1.4898158912897215,Iris-versicolor
+51,5.71043066856098,4.39999897321614,1.4852178419853623,0.37180235925758376,Iris-setosa
+52,4.8145982147157085,3.4399325212799097,1.605074902381784,0.2,Iris-setosa
+53,5.669766020413075,2.9636357964085827,4.414405537559208,1.4692569891272051,Iris-versicolor
+54,5.145534573387845,3.3307109599349984,1.6980927871747256,0.35632912171407805,Iris-setosa
+55,6.785979822327089,2.9969575558727235,5.508610766771722,2.1071094976978983,Iris-virginica
+56,5.4334160549616195,3.3985812870697885,1.6958054669999005,0.2,Iris-setosa
+57,5.4796943400115525,2.5926972799464294,4.411109339117229,1.2453835688400825,Iris-versicolor
+58,5.165241461932752,2.637821694536163,3.5074029078328115,1.3648464603801838,Iris-versicolor
+59,6.325903797810684,3.422064244023706,5.63231033984983,2.403636259902661,Iris-virginica
+60,6.872787329014566,3.184886597841837,5.681503364488583,2.283383813714767,Iris-virginica
+61,5.833987295007401,3.0209761700638027,4.361747193209674,1.5166216678775137,Iris-versicolor
+62,6.123161574791347,3.2528481471251336,4.617419668111386,1.6157384749329504,Iris-versicolor
+63,6.016426803381162,2.7224304336917373,5.097201828666621,1.6186342545870247,Iris-versicolor
+64,5.26777710504412,3.585585741588468,1.5227080957941526,0.2,Iris-setosa
+65,4.4,2.9188290960065166,1.3989506269345193,0.2,Iris-setosa
+66,5.067758882945057,3.735475604413039,1.6773926591667876,0.3746122674695185,Iris-setosa
+67,5.388988501804348,3.000763313931136,4.4982104980567295,1.5090758283093213,Iris-versicolor
+68,5.920804972522257,3.200871954463622,4.837342569301092,1.7722495018909459,Iris-versicolor
+69,6.876929464716173,3.207133659322248,5.636694860842729,2.3066488813867188,Iris-virginica
+70,5.047602143190289,3.286408212791012,1.306181736302925,0.2,Iris-setosa
+71,5.995073241445446,3.389854837185185,4.463199035544182,1.6047570380718812,Iris-versicolor
+72,5.718165281126548,2.5064148405412356,5.0033631018047995,2.0042446326521537,Iris-virginica
+73,5.020172504747907,3.269984767127041,1.257780598687181,0.2,Iris-setosa
+74,6.504848010128888,2.9939652473629663,5.451763941704992,1.8064671071973275,Iris-virginica
+75,5.780205111774238,2.6808056066308925,5.105094476369492,1.9061228612343082,Iris-virginica
+76,5.138150593535365,2.593921643301907,3.4188165356453326,1.3299159732159485,Iris-versicolor
+77,5.618638249893075,2.9980637138483286,4.078930988220005,1.305655519269395,Iris-versicolor
+78,4.503452066595875,2.308202643221502,1.2868181010403625,0.28107584294494803,Iris-setosa
+79,5.783749312807632,2.6720056534433123,5.0824421133108375,1.9093096725600747,Iris-virginica
+80,4.4,3.2160559262366983,1.2910261557035816,0.2,Iris-setosa
+81,5.363152101045715,3.8689780883524456,1.7621667800479548,0.39938761938846823,Iris-setosa
+82,4.600704953399237,3.2032702994319724,1.3992375740809684,0.2,Iris-setosa
+83,5.5027856713322105,2.3960210547291134,3.7567223376476644,1.1366145875087041,Iris-versicolor
+84,5.003377659164019,3.492578117897985,1.273549503725366,0.2966080068385755,Iris-setosa
+85,5.8853682066881285,2.97578695768308,5.086773682078055,1.8174504554598754,Iris-virginica
+86,5.420472556281839,2.9871628246214326,4.289779823487651,1.4035300663394834,Iris-versicolor
+87,5.2024417386027455,2.6819478492376136,3.995909203739335,1.3955647087159981,Iris-versicolor
+88,6.339682268030834,2.3263746300888566,4.461481960524771,1.3299717309966523,Iris-versicolor
+89,6.393911508803142,3.091122547091968,5.459575326543198,1.7962045543072482,Iris-virginica
+90,5.51071458228341,2.6881327829254595,4.164396261379364,1.2945381152407631,Iris-versicolor
+91,4.911859442670928,2.3955997928041843,3.5183956435269557,1.0073380282080246,Iris-versicolor
+92,5.0949190577208086,3.2872430094095475,1.265121498190215,0.2,Iris-setosa
+93,5.954421710006056,2.686799856486038,5.070262233836252,1.5477284312989197,Iris-versicolor
+94,6.430929528899599,2.907850836582819,4.284285681184751,1.308577375458072,Iris-versicolor
+95,6.0169375180405105,2.696557263804506,5.091765968818599,1.6034508357945443,Iris-versicolor
+96,6.645032508243281,3.0800819197186646,4.403340751316272,1.433413993873222,Iris-versicolor
+97,6.085294553377025,2.6105232794666797,5.6273510987054705,1.4124797817499002,Iris-virginica
+98,4.594157743934984,3.59952087408893,1.0,0.2,Iris-setosa
+99,5.097211653096174,2.48477801155551,3.1733476761937824,1.120905701946859,Iris-versicolor
+100,5.738219742472615,4.4,1.4977483844506614,0.41281166916521334,Iris-setosa
+101,4.607008033359855,3.6055229660085155,1.0000005768726847,0.2,Iris-setosa
+102,5.419472864190309,3.002711663899169,4.503485475190735,1.500039498933304,Iris-versicolor
+103,6.711666496516863,3.1083073618227277,4.405250598108254,1.398813643587628,Iris-versicolor
+104,6.317624647091037,2.885491444767857,4.288766317255995,1.299510646704718,Iris-versicolor
+105,5.773717609167503,2.8175079297704575,5.102156936459887,2.394033323746571,Iris-virginica
+106,4.400000477546447,2.918754082519167,1.397784673829321,0.2,Iris-setosa
+107,5.079809780002648,3.7776801882322992,1.6815583929511604,0.38601306396949164,Iris-setosa
+108,5.75795277356163,2.487523686377986,4.074719977801729,1.272918661158977,Iris-versicolor
+109,5.184439843121679,3.4744228203413248,1.5038050089183381,0.2,Iris-setosa
+110,5.35331672344371,3.8525612035747856,1.6318337232730336,0.33426937379330923,Iris-setosa
+111,7.7,2.805747739741192,6.7,2.0183677303604433,Iris-virginica
+112,5.691984594275798,3.0105706982562532,4.475172242311229,1.501361130946823,Iris-versicolor
+113,4.787706533499746,3.3829422389844086,1.5988613035081851,0.2,Iris-setosa
+114,4.962429509227077,3.144610122101995,1.2460560409489563,0.2,Iris-setosa
+115,4.4,2.8586334732004888,1.3980392407264361,0.2,Iris-setosa
+116,5.010592592723049,3.2090527448861024,1.1875710346986161,0.2,Iris-setosa
+117,6.316006561845956,2.524060880102601,4.97157384385506,1.882212080080504,Iris-virginica
+118,6.276994386746809,2.8003450636966836,5.095635728579673,1.4935412474685363,Iris-virginica
+119,5.261145524771342,3.5553128805188394,1.4987989019081331,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/2/test.csv b/iris/tab_ddpm/4_1/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/2/train.csv b/iris/tab_ddpm/4_1/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/2/val.csv b/iris/tab_ddpm/4_1/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/20/synth.csv b/iris/tab_ddpm/4_1/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..019723cbaac2e47f3c46fb458353eea63cc1d279
--- /dev/null
+++ b/iris/tab_ddpm/4_1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.910213540068254,3.19929457965555,4.8083159989940025,1.8205381217459136,Iris-versicolor
+1,5.440704516582246,2.991387937561684,4.484502744810002,1.4954665728306393,Iris-versicolor
+2,6.361090029178891,2.986112975457261,5.5614962211588335,1.801913969139026,Iris-virginica
+3,6.44955898975833,2.9867899847306076,5.521665711498708,1.798469910706204,Iris-virginica
+4,5.250120923685627,2.714303297666097,4.031715779728381,1.3978076729769109,Iris-versicolor
+5,7.7,2.820922711414501,6.7,2.045332133730098,Iris-virginica
+6,5.618002577716223,3.003469923881037,4.1367684304895915,1.3282824806127664,Iris-versicolor
+7,6.670759609612881,3.3064122917113807,5.685484810447436,2.5,Iris-virginica
+8,5.60389635986681,3.007693884445248,4.10330429737813,1.3072947332066562,Iris-versicolor
+9,5.109291959340868,3.3041926304940383,1.6981692840900164,0.5722720255416113,Iris-setosa
+10,6.715800022255038,3.28475796104101,5.691224871363711,2.1111083385791725,Iris-virginica
+11,6.001410096203129,3.0062619126931867,4.891110544756203,1.7755349986761382,Iris-virginica
+12,6.283093672281256,2.3078434965907983,4.397503871150108,1.3128887942625371,Iris-versicolor
+13,5.5506697957164155,3.0054469011785203,4.474105343434567,1.5111546955685347,Iris-versicolor
+14,5.943417766657406,3.009139191181571,5.045980597577846,1.7983492126223166,Iris-virginica
+15,4.499951388829724,2.304838921283638,1.2899049686847435,0.30887175531979766,Iris-setosa
+16,7.7,2.7825332392917907,6.7,2.0150896172018467,Iris-virginica
+17,5.436566496662914,3.0102692984848494,4.519636027883362,1.511233190358301,Iris-versicolor
+18,7.7,2.7998264958519257,6.7,1.9805190662331793,Iris-virginica
+19,6.286099498680691,3.395821595513222,5.612819242619379,2.405186284302341,Iris-virginica
+20,5.47974101442546,2.8971701883499916,4.151928437402086,1.445448673255617,Iris-versicolor
+21,5.385350286434177,3.9152730101599187,1.2974480426790889,0.45332609585477573,Iris-setosa
+22,5.050709302209542,3.278156478875828,1.372505613519178,0.2,Iris-setosa
+23,4.904582896849524,3.0875884839196046,1.4864388325536821,0.1,Iris-setosa
+24,4.964531479092252,2.461878446178556,3.2776904548137296,1.0469752214500545,Iris-versicolor
+25,6.373673569391997,2.900419431234078,4.308844479855104,1.3037357267533551,Iris-versicolor
+26,5.794204615185001,2.70411841358233,5.087693016209157,1.9193401406585755,Iris-virginica
+27,4.4,3.201912873539174,1.29013421461975,0.2,Iris-setosa
+28,5.184475723141222,3.395213339153344,1.398904536047097,0.2,Iris-setosa
+29,5.889979066286037,2.989940756155478,5.10914102260633,1.8045900981152108,Iris-virginica
+30,5.932774779450679,3.1912970570375343,4.701080841768109,1.7097743990305172,Iris-versicolor
+31,5.99285903114036,3.015880601317,4.764611180522955,1.8060387171488188,Iris-virginica
+32,6.294682322483042,2.3000708780985493,4.400815939409307,1.305402293555466,Iris-versicolor
+33,6.349837019525029,3.125999879534967,5.455823724350247,1.7862754435819552,Iris-virginica
+34,7.103710760439294,2.9882215306372175,5.852497573619974,2.123376370161716,Iris-virginica
+35,5.099201865803411,3.7831497656021438,1.6005587447200473,0.2,Iris-setosa
+36,5.492573893362435,4.204711332502619,1.3843595145344136,0.2,Iris-setosa
+37,7.699998848204598,2.7853070210085837,6.699998712745396,2.034955825438304,Iris-virginica
+38,7.7,2.7876664836843736,6.699998147982258,1.9632683240249553,Iris-virginica
+39,6.315373971509228,3.388281219349436,5.577995394947469,2.4037306703639607,Iris-virginica
+40,6.690141263218829,3.295176665003785,5.759638618484724,2.5,Iris-virginica
+41,5.515879371645693,2.403311117722549,3.7134927925136454,1.0420755399550958,Iris-versicolor
+42,6.149003901583708,3.000073035737454,4.5641847245643365,1.3917256208062103,Iris-versicolor
+43,6.2674335995509525,3.212543914531801,4.441845497701136,1.4836780102899683,Iris-versicolor
+44,5.398753384757657,3.40184177438866,1.662576134579705,0.2,Iris-setosa
+45,5.990814241809946,3.3774525886795193,4.597341913879651,1.6607002980475762,Iris-versicolor
+46,4.983195963606535,3.6269917861162386,1.4033944953124198,0.2,Iris-setosa
+47,5.832957797691173,2.750796593474677,5.088132150012021,1.8821794909660303,Iris-virginica
+48,4.4,3.236835685707846,1.2989410161020931,0.2,Iris-setosa
+49,5.206686949483961,3.4201342235224015,1.4077362069172656,0.2,Iris-setosa
+50,6.687296479148588,3.3157795818441924,5.739603581813627,2.4999994597787696,Iris-virginica
+51,7.7,2.815680595412278,6.7,2.007037927613212,Iris-virginica
+52,5.809843045106605,2.795686741001499,5.103126399112595,2.404480748774701,Iris-virginica
+53,6.000864949952083,2.710865744628902,5.0896153686200885,1.6042150494214127,Iris-versicolor
+54,5.775052426152255,2.707787198309061,5.101786635787582,1.8974562688422218,Iris-virginica
+55,4.59174062336617,3.226431847790963,1.4036805290409318,0.2,Iris-setosa
+56,6.106209655902542,2.6036672066094,5.596323780550741,1.4124824996179548,Iris-virginica
+57,5.426724343219116,3.400845988193485,1.6827363185553676,0.2,Iris-setosa
+58,7.360741853457501,2.8910287168949704,6.308185773640352,1.7716228856237932,Iris-virginica
+59,6.731314214216425,3.3001543882662068,5.713523497200274,2.134473189587463,Iris-virginica
+60,6.549954636292981,2.9635903327278794,4.379340708334891,1.373892619495099,Iris-versicolor
+61,6.683485396424245,3.297500544609685,5.728565072326925,2.499999520572431,Iris-virginica
+62,5.092264438811451,3.4805632910068227,1.3590247318379833,0.30345682783513755,Iris-setosa
+63,5.919773060671643,3.215728267029348,4.83127953789781,1.800096170504693,Iris-versicolor
+64,7.7,2.819337863747516,6.7,2.033612517273183,Iris-virginica
+65,6.093375309634191,2.603372152904256,5.59815262119834,1.3966110656849489,Iris-virginica
+66,6.475663684401063,3.0132121981272584,5.498312874087654,1.8009364220792576,Iris-virginica
+67,6.307127662590424,2.575870768260579,5.080826036079119,1.908613604179192,Iris-virginica
+68,4.951860331968621,3.093884132044931,1.3023449523621657,0.2,Iris-setosa
+69,4.492611337718065,2.292668992165485,1.3068725879146652,0.3022064171262103,Iris-setosa
+70,7.7,2.725083660365814,6.7,2.015764153527978,Iris-virginica
+71,5.606697213994798,2.9946191801601247,4.130936429952835,1.3039846103837687,Iris-versicolor
+72,4.903613910277577,3.10047408475095,1.4920163034508283,0.1,Iris-setosa
+73,4.627406966594302,3.5903728043025165,1.0000004812069474,0.2,Iris-setosa
+74,5.106202979929123,3.272619343444468,1.6866699904797617,0.4258352440249012,Iris-setosa
+75,5.749798498572007,2.7230803735380853,5.140835829090889,1.9035830411530121,Iris-virginica
+76,7.1345935626634445,2.984470075155325,5.975319411646944,2.0786097746926897,Iris-virginica
+77,4.4,2.909017229722862,1.3633021791066313,0.2,Iris-setosa
+78,5.453346879814852,3.0107980625411193,4.496252702244052,1.5088395800348002,Iris-versicolor
+79,6.890630375109899,3.2052705869072153,5.677387714120307,2.3200239569809304,Iris-virginica
+80,6.465425876971398,3.1775948004394072,4.474694238190243,1.46730081393602,Iris-versicolor
+81,5.99672430706992,3.39970252941598,4.474908647835173,1.5991308486641016,Iris-versicolor
+82,6.304977632026559,2.505441379276153,4.993810646412152,1.911820776360158,Iris-virginica
+83,5.292535241052635,3.6495774484093646,1.50478019313609,0.2,Iris-setosa
+84,5.522390331136195,2.6170303790090053,4.427163253272691,1.2224576071853381,Iris-versicolor
+85,6.3447918571555535,2.874661622607165,5.63872199810446,1.7937532781123446,Iris-virginica
+86,5.1260111705608,3.3509696685319086,1.3706404098966356,0.2,Iris-setosa
+87,5.983650583091696,2.9968302825668216,4.753864698534224,1.8107415049345539,Iris-virginica
+88,4.899693176675281,2.41039276336738,3.4706315346644234,0.9936024196629044,Iris-versicolor
+89,5.251141774523244,2.616202366606284,3.897564052116328,1.3124856715820108,Iris-versicolor
+90,4.610408104106862,3.5923785554220404,1.0000005705391322,0.2,Iris-setosa
+91,5.403367963848749,3.5002457270555642,1.6518432685192552,0.2,Iris-setosa
+92,6.645176482203676,3.2444977754456543,5.694774766587188,2.4999993867542543,Iris-virginica
+93,6.419810553708166,2.960903398473172,5.502036400756861,1.7846241372505927,Iris-virginica
+94,6.948376272169127,3.230763641331917,5.67897435966489,2.2199502371415814,Iris-virginica
+95,6.8348020936620175,3.2493061775794807,5.679908303992937,2.214414203634334,Iris-virginica
+96,4.613750652796301,3.230258249382959,1.3711696705055298,0.2,Iris-setosa
+97,5.935793536582727,3.262616444618554,4.710121682236857,1.7650669745594612,Iris-versicolor
+98,5.666580486211304,2.7685462411847594,4.2177902476015525,1.3371420483704821,Iris-versicolor
+99,5.9213338603086525,3.1645315662943934,4.685273565170156,1.7522834298361158,Iris-versicolor
+100,5.76940455244197,3.014049515347137,4.239471877865782,1.482713099104988,Iris-versicolor
+101,5.10237175262021,3.7957494535139022,1.9910503163925768,0.459321488286327,Iris-setosa
+102,5.801244040972962,2.7004709919593957,5.090421332484605,1.9062344195233325,Iris-virginica
+103,6.320686893773011,2.73297896459972,5.17555126822887,1.4976943415428765,Iris-virginica
+104,5.093666882757105,3.2998735178062653,1.767251677425164,0.4918525502740039,Iris-setosa
+105,6.324401116097353,2.7663465425697145,5.152173744790168,1.489662805234914,Iris-virginica
+106,5.107649366436309,2.49605864358684,3.140887075952465,1.1088944593979706,Iris-versicolor
+107,7.699996675043663,2.787627755248387,6.6999964517802235,2.0017564737227067,Iris-virginica
+108,5.941202314327576,3.021236965540355,4.96220801898547,1.8011323230495122,Iris-virginica
+109,5.130916381226071,2.473723865468404,2.831136660785771,1.0446958882283237,Iris-versicolor
+110,5.656421734183517,3.0314864634872603,4.563033866781822,1.5341653235311237,Iris-versicolor
+111,5.166661959179596,2.5974553742490065,3.481738001776116,1.3381028621713047,Iris-versicolor
+112,5.219557179414877,2.7365786708402005,4.055229962088319,1.4080902078977005,Iris-versicolor
+113,5.1844576935439495,2.68369165427246,3.88389655532118,1.3852863564936457,Iris-versicolor
+114,5.161449769245045,2.5936173884454794,3.367782532754636,1.325111095637285,Iris-versicolor
+115,6.428393731647907,3.403609682361697,5.6481516258918285,2.264409670443404,Iris-virginica
+116,4.8313987193917205,2.9369091312523623,1.375663758801521,0.2,Iris-setosa
+117,5.468335613389908,4.0793115916268095,1.4210591079586927,0.2,Iris-setosa
+118,5.106958038870946,3.290088171810632,1.7544882307102345,0.37720434654944013,Iris-setosa
+119,5.619870423646635,3.0260929371502865,4.145704636968114,1.297435641974019,Iris-versicolor
diff --git a/iris/tab_ddpm/4_1/20/test.csv b/iris/tab_ddpm/4_1/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/20/train.csv b/iris/tab_ddpm/4_1/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/20/val.csv b/iris/tab_ddpm/4_1/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/21/synth.csv b/iris/tab_ddpm/4_1/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9f410e0ef1f38dca930d077669dfc69343d32e0d
--- /dev/null
+++ b/iris/tab_ddpm/4_1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.346457014544098,2.7629858525943054,4.974095305997559,1.8408271508390686,Iris-virginica
+1,5.476507521170601,3.9848961812899826,1.4699504250862452,0.2240793524396967,Iris-setosa
+2,6.006587225905832,2.692595767530995,5.078804922141683,1.591613261300462,Iris-versicolor
+3,4.4,2.9042555132411985,1.396368430808755,0.2,Iris-setosa
+4,7.26663868222979,2.876023176923684,6.3019397508528625,1.8359246638989142,Iris-virginica
+5,6.175801290879443,2.7160487515239056,5.380790859229262,1.4637029546706732,Iris-virginica
+6,4.7453454276286555,3.306563744835704,1.4778014398036943,0.2,Iris-setosa
+7,6.400348782038274,2.7128247045353686,5.330963318324425,1.9069300902148514,Iris-virginica
+8,5.207366039229729,3.4210114958312228,1.3736135126432059,0.2,Iris-setosa
+9,5.110144598615259,3.3101390702743334,1.8421730872081483,0.5016853855166807,Iris-setosa
+10,6.337209849529982,2.920602218921909,4.374463527968551,1.3145184777621872,Iris-versicolor
+11,5.736210963497328,2.9875664038586995,4.3711720545199535,1.451632612575035,Iris-versicolor
+12,6.773301527996132,3.20893668396296,5.620044280064081,2.2262204553357425,Iris-virginica
+13,5.991429967300033,3.007689296344953,4.8696502201026215,1.7803010126789927,Iris-virginica
+14,6.529014220509226,2.9487723525165097,4.356964778619813,1.3603444151801654,Iris-versicolor
+15,6.319897696693369,2.7941123194009556,5.12996631650137,1.5003224134426796,Iris-virginica
+16,5.308221481832206,3.6508657708601477,1.4949138436072151,0.2,Iris-setosa
+17,4.913024478577174,2.410823731553904,3.354666029227239,0.9790979026451379,Iris-versicolor
+18,4.9826549425998286,3.1929271416954066,1.1903851212825136,0.2,Iris-setosa
+19,6.726554818949331,3.2853445234806338,5.71665011850218,2.1174842263741094,Iris-virginica
+20,4.880148370496492,3.106687236223505,1.5101378609898235,0.10000014320503706,Iris-setosa
+21,6.3030997813871075,3.364716115564198,5.577262202424781,2.3593955704327016,Iris-virginica
+22,5.018306778796161,3.5004123886835097,1.3492041568339426,0.3132391947416116,Iris-setosa
+23,4.603489881070773,3.195922868383184,1.381086487038203,0.2,Iris-setosa
+24,5.738181677530823,4.4,1.499410606727633,0.3982965909131071,Iris-setosa
+25,5.103868808513651,3.655467276638656,1.4864840838005602,0.41599839005714856,Iris-setosa
+26,4.859676660176306,3.528725429227289,1.3861387534441096,0.2,Iris-setosa
+27,5.805202794537517,2.7126201046558167,5.09766296944647,1.8775937565855285,Iris-virginica
+28,5.9317185822353045,3.0053073439805305,5.155757007852326,1.797590517151128,Iris-virginica
+29,5.881004180826962,3.211746499876458,4.759605771482322,1.810180980561267,Iris-versicolor
+30,4.400000486870449,2.914320910257372,1.3784361378326568,0.2,Iris-setosa
+31,4.4,3.118573734129549,1.315155480940744,0.2,Iris-setosa
+32,5.778722644875881,2.8352431213974936,5.101301605647727,2.420517596066441,Iris-virginica
+33,4.793787519415272,3.396770198116032,1.6146277825677948,0.2,Iris-setosa
+34,5.113919279881809,3.507315082708679,1.397527732770225,0.29295085812541155,Iris-setosa
+35,5.02084411787342,3.2938905723442775,1.2996382874565013,0.2,Iris-setosa
+36,5.209474388484164,3.4481469803735973,1.5508313827233873,0.2,Iris-setosa
+37,5.805202780762854,2.7256304971680287,5.090498845554928,1.8973913041306387,Iris-virginica
+38,5.291876869714233,3.7904546281269913,1.5166053603926386,0.2,Iris-setosa
+39,6.855147259826204,3.0301176252536743,5.561794412187336,2.122243368381718,Iris-virginica
+40,5.356449259943432,3.3971133673158866,1.6751207943195474,0.2,Iris-setosa
+41,6.294445909300688,2.497248935755922,4.879527000660374,1.4852413007241048,Iris-versicolor
+42,5.38015116874619,3.878077655426142,1.6803502622130324,0.37631566898846447,Iris-setosa
+43,5.05839210656612,2.4680199394188085,2.7911437828122976,1.0554496519934196,Iris-versicolor
+44,5.773124364705143,2.589139888169894,5.060311955818181,1.950834288612812,Iris-virginica
+45,6.412076071607584,2.909576994039716,4.281200646772335,1.325840187558279,Iris-versicolor
+46,5.363055210911627,2.4312768142796974,3.3681975951051752,1.002293396364251,Iris-versicolor
+47,5.10555111776068,3.7853696749068697,1.6045400590308203,0.2,Iris-setosa
+48,7.257772995876922,2.903944504745076,6.274055417061506,1.8320140515375578,Iris-virginica
+49,5.72751515783608,2.5448564318267626,5.01440125075019,2.089917222617053,Iris-virginica
+50,4.978443048279669,3.2043861976425663,1.2515295403435922,0.2,Iris-setosa
+51,5.551098913537293,2.997508425898733,4.4902790902370295,1.4960725091717901,Iris-versicolor
+52,5.38569753561896,2.987232212958862,4.478167389715009,1.4939796524905864,Iris-versicolor
+53,6.434964233813861,3.195274708983978,4.479949629047185,1.4775377737673567,Iris-versicolor
+54,4.60890453923199,3.582891789312942,1.0000004842989558,0.2,Iris-setosa
+55,7.27863169284317,2.8980014107640257,6.274357393974253,1.7720444463875697,Iris-virginica
+56,4.9076245136070344,2.3923491571103717,3.292596392868779,1.0317961054810483,Iris-versicolor
+57,4.506279912795988,2.2944278979010644,1.314264835496201,0.32666437909436585,Iris-setosa
+58,4.493616493872676,2.3162147981293404,1.2889656805745977,0.2891435913711263,Iris-setosa
+59,5.0944777115995645,3.811846648993632,1.6681558547469002,0.43570124965394497,Iris-setosa
+60,5.770595491019262,2.7655689960065573,5.086193110244618,2.373800659268604,Iris-virginica
+61,4.898486973255881,3.009486104786217,1.4054281916056575,0.2,Iris-setosa
+62,4.7284381051393485,3.3881911276667083,1.5516762135759727,0.2,Iris-setosa
+63,7.7,2.77815170866607,6.699998859838995,2.0097945665685746,Iris-virginica
+64,5.136699800871292,3.8111702568468275,1.7180614000706205,0.43596886918185196,Iris-setosa
+65,5.459105402082423,2.4087749129869294,3.499030581333507,1.0876486485629542,Iris-versicolor
+66,6.309902263856781,3.3914778176405043,5.61904929697712,2.397838715099648,Iris-virginica
+67,5.913415129233826,3.1951856998794623,4.759366498958172,1.773835333060962,Iris-versicolor
+68,5.909050726332307,3.2044822570964575,4.802822113200766,1.8067476349384777,Iris-versicolor
+69,5.284698069818188,3.629336265971577,1.520246180435206,0.2,Iris-setosa
+70,5.022319902012662,3.5807190759221887,1.4014637494113178,0.2,Iris-setosa
+71,4.833018573225603,3.427548944769988,1.6322511038984648,0.2,Iris-setosa
+72,6.275777181834585,2.2999811116851028,4.3924200749138205,1.3135569728156566,Iris-versicolor
+73,5.876543121292085,2.989520512259352,5.09081580844533,1.7860175802404996,Iris-virginica
+74,5.212211807735252,3.7514349822805,1.5568500954223716,0.2,Iris-setosa
+75,5.857359043908754,2.99539127306405,4.437641445474343,1.3815918675718046,Iris-versicolor
+76,6.664746398669523,3.2823365800875384,5.727014896164937,2.499999238728002,Iris-virginica
+77,7.038966173793443,3.1031908198985763,5.730492668455991,2.21839008844088,Iris-virginica
+78,6.298024368648514,2.8219392465935234,5.086447516041588,1.5068621900911559,Iris-virginica
+79,7.7,2.836536166781825,6.6999990016446525,2.030160643609965,Iris-virginica
+80,6.499466769863599,2.9785629845211425,5.50216242773363,1.7903125822111352,Iris-virginica
+81,5.779044845811977,2.78203774793356,5.081031107543804,2.4001010786777126,Iris-virginica
+82,6.29160072621099,2.7337996747301747,4.9114569337271385,1.7584218238185552,Iris-virginica
+83,7.7,2.8046763868941538,6.7,2.02474908770157,Iris-virginica
+84,6.692336373986153,2.995002106536749,5.437905805620363,2.094252511592584,Iris-virginica
+85,5.815042094747285,2.7906928010484457,5.091251473176066,2.3929721522122835,Iris-virginica
+86,5.57917834016953,3.0023654902775916,4.469808758521883,1.487952324098559,Iris-versicolor
+87,6.281535368672082,2.3054728824929747,4.381495619870945,1.2920470565415598,Iris-versicolor
+88,5.6572879181708515,3.0127076030069277,4.104152528677351,1.314302042153304,Iris-versicolor
+89,6.294341640557784,2.5183915435245314,5.005421237148724,1.8802780101284484,Iris-virginica
+90,6.528297877697614,2.959445817641631,4.38794376612299,1.3622910838189413,Iris-versicolor
+91,5.112960230774886,3.305204538757157,1.6936905043918398,0.4744537709582279,Iris-setosa
+92,4.811555550749033,3.442198590305373,1.361537004466457,0.3017253593494474,Iris-setosa
+93,5.4987953100948,4.205858889663241,1.3925236615095162,0.2,Iris-setosa
+94,5.432489458168417,2.447357283321851,3.8371830763953803,1.1100105774743807,Iris-versicolor
+95,4.953660748904773,3.462831482813235,1.6056948610522968,0.2,Iris-setosa
+96,5.076945665705352,3.5234695687347144,1.3695521412325986,0.306121586165953,Iris-setosa
+97,7.7,2.7655968962594866,6.7,2.0716515724716427,Iris-virginica
+98,5.475687199775943,2.3877258306080043,3.73528742760094,1.0842853330970428,Iris-versicolor
+99,6.118494172333166,3.001272425221035,4.598984460741224,1.4015139489167536,Iris-versicolor
+100,4.937492695770809,3.182624642518173,1.2325352754412664,0.2,Iris-setosa
+101,6.10093858628453,2.601084005202007,5.637436664576499,1.4030097464003948,Iris-virginica
+102,6.668187402978873,3.2658927399135043,5.630300553566764,2.5,Iris-virginica
+103,6.326290277515041,3.4200804466227557,5.584684051243107,2.3936743627787656,Iris-virginica
+104,6.40449308937345,2.693783005571033,5.262109036599065,1.892822897513957,Iris-virginica
+105,6.034855018462015,2.200000381878603,4.975203756956601,1.480938265655205,Iris-virginica
+106,6.696285179937922,2.980964920346736,5.529260276599197,2.0281094525532093,Iris-virginica
+107,5.471933776840827,4.208451402027747,1.3979241945563579,0.2,Iris-setosa
+108,6.487596701336556,3.017549771256496,5.505755689734309,1.7938465856197694,Iris-virginica
+109,5.518479453442062,2.4148172900442133,4.012845749080882,1.1117812149112107,Iris-versicolor
+110,6.043940426786844,2.705289479610927,5.087571599603128,1.5912132782138984,Iris-versicolor
+111,6.316231316089516,2.4936156964245715,4.935496461121887,1.5066360385130144,Iris-versicolor
+112,5.677338116014597,4.4,1.5066516941624657,0.4804888079187358,Iris-setosa
+113,5.81059017124059,2.738862437705181,5.10678324985508,1.8781675774382376,Iris-virginica
+114,6.294801228130518,2.97867266443659,4.473017518052135,1.3734827633251123,Iris-versicolor
+115,5.28931680010552,3.4647553261763386,1.5813854508972522,0.2,Iris-setosa
+116,5.012494580253394,3.5060827662743295,1.3104700142392853,0.2986668447022355,Iris-setosa
+117,5.280639413805836,3.4299351612507465,1.626013348627398,0.2,Iris-setosa
+118,4.4,2.9215423581192836,1.3762304238107548,0.2,Iris-setosa
+119,4.987424621749224,3.2134597561602507,1.1889841184734453,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/21/test.csv b/iris/tab_ddpm/4_1/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/21/train.csv b/iris/tab_ddpm/4_1/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/21/val.csv b/iris/tab_ddpm/4_1/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/22/synth.csv b/iris/tab_ddpm/4_1/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c8c016e5e293d600d9b80b3a0677bccf928c497d
--- /dev/null
+++ b/iris/tab_ddpm/4_1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.304753121623202,2.8013138985793273,5.075533307104778,1.5124743248873112,Iris-virginica
+1,5.609031962029973,2.996704633510906,4.475354583676883,1.4917371389409628,Iris-versicolor
+2,5.362663699120244,3.8632938204847513,1.6944745200906843,0.4827893725864896,Iris-setosa
+3,5.86382117539841,3.188057417831793,4.856161496417703,1.7821392504199685,Iris-versicolor
+4,6.26842069160559,2.308761526020435,4.350716105910118,1.2916918509482787,Iris-versicolor
+5,6.289840564093358,2.871935191346192,5.591538759016116,1.7927843883835084,Iris-virginica
+6,5.150947278755305,3.8480531229658173,1.7339078376015937,0.4329712743131984,Iris-setosa
+7,5.493192130682175,4.1926338528495135,1.4040965828259329,0.2,Iris-setosa
+8,6.343703344365865,2.510924764289112,4.597830107330619,1.3953872862610395,Iris-versicolor
+9,6.348436482736932,3.0953366019124777,5.497339313113067,1.7915788351413524,Iris-virginica
+10,5.79974013903919,2.9913765715915477,4.364765375632819,1.4847047405505769,Iris-versicolor
+11,5.083791310706111,3.775572209254707,1.6109677105245734,0.4582750232605878,Iris-setosa
+12,5.435605598400147,2.989473664567508,4.488809969277595,1.500959657617818,Iris-versicolor
+13,6.1131752350127275,2.5989393645226366,5.627635077817949,1.3869315502596868,Iris-virginica
+14,5.0420235699346545,3.5035245218629836,1.320696979930172,0.3013195613655103,Iris-setosa
+15,6.002882890139275,2.6934957143181744,5.177769011435517,1.5820811753418234,Iris-versicolor
+16,5.173221681665084,3.467069689799366,1.4911223417034496,0.2,Iris-setosa
+17,6.678486805946093,3.1118276220926107,4.401981791921245,1.4220238193542154,Iris-versicolor
+18,6.613094720250664,3.0083305995021643,4.411052787572451,1.4024609953674485,Iris-versicolor
+19,6.25059924304559,2.3138585750633545,4.367663001512702,1.3093431139643628,Iris-versicolor
+20,6.426058709241013,2.929477307574589,5.445732064883802,1.7286783964199022,Iris-virginica
+21,5.169648199429707,2.6386457731278306,3.6838493613980074,1.3721142688014683,Iris-versicolor
+22,7.004224505454403,3.012277160726345,5.7399796866831245,2.1442685608026237,Iris-virginica
+23,5.909210894070214,2.994099822313552,5.081760843363906,1.7887711088604634,Iris-virginica
+24,5.526681528887405,2.3936261825056704,3.7975510910735224,1.034349849813323,Iris-versicolor
+25,6.0002657661059935,2.697754305947094,5.085185998126527,1.5325781768923141,Iris-versicolor
+26,6.389917538783832,2.8241403242948873,5.512310408991135,1.8451946977331863,Iris-virginica
+27,5.0140520182306165,3.306452861224479,1.3316635975029707,0.2,Iris-setosa
+28,7.7,2.797547306595828,6.7,2.013504508023017,Iris-virginica
+29,4.590272097401658,3.408021099797756,1.3750976451883874,0.30185069453845437,Iris-setosa
+30,5.490324653253956,4.193015468689479,1.3838060895336382,0.2,Iris-setosa
+31,5.541223984461571,3.000098292537748,4.539299749739416,1.5272988289629619,Iris-versicolor
+32,5.9822437484322935,2.6942655167189047,5.128698838863774,1.6041184008262943,Iris-versicolor
+33,5.244149651705904,3.4271915594091773,1.5973565884715482,0.2,Iris-setosa
+34,6.719298355868685,3.284254456499811,5.715909834142347,2.052752348515961,Iris-virginica
+35,5.542503231332808,2.99360040394222,4.10504053936682,1.2877630234916633,Iris-versicolor
+36,6.211497696197802,2.961820023657524,4.3484213970105206,1.4008213990504863,Iris-versicolor
+37,6.313390797205305,2.593109879560245,5.053368079106157,1.9114282118580017,Iris-virginica
+38,6.852593177748652,3.0190215898718225,5.530250188907134,2.1308510893019244,Iris-virginica
+39,4.957718805002148,3.5271007521562057,1.5671794781274855,0.2,Iris-setosa
+40,5.444866378674225,2.4434399460885814,3.9984207613474627,1.0895767945966992,Iris-versicolor
+41,5.479040239188645,3.001080692524505,4.513986258070728,1.4968016068488628,Iris-versicolor
+42,5.713410084808122,4.4,1.4975863646957652,0.5104705008343866,Iris-setosa
+43,5.161662210437606,3.757292277238755,1.5608127400627256,0.2,Iris-setosa
+44,5.509104990522661,2.6191487625309007,4.409593725977298,1.184052880028231,Iris-versicolor
+45,5.472357468561271,3.000680776830283,4.486677017137288,1.5038802471700767,Iris-versicolor
+46,5.206131236817301,3.5098871575090085,1.4982264182915261,0.2,Iris-setosa
+47,5.4981076249776075,2.4066201463667922,3.862620840638539,0.9962931351411382,Iris-versicolor
+48,5.402215194029903,3.4033423812019965,1.7700751880830876,0.2,Iris-setosa
+49,6.403968463018793,2.961434584184916,5.5131426611806305,1.7838037647751737,Iris-virginica
+50,5.9427277569376,3.2835549598259894,4.691621628976719,1.70590757156335,Iris-versicolor
+51,6.283813046257394,3.389599383723285,5.6482500691465996,2.393186617792339,Iris-virginica
+52,7.699998472854337,2.7734513666802587,6.699998683667702,1.9720383121407319,Iris-virginica
+53,5.056014866006367,3.3131782192738966,2.245583470614347,0.4192177036214717,Iris-setosa
+54,5.011917050819067,3.192113437239703,1.1838626812979456,0.2,Iris-setosa
+55,5.77867740756073,2.6310193545527594,5.0781724608134695,1.9346738463384339,Iris-virginica
+56,7.699998994735409,2.8066413406294,6.6999989164366625,2.0084681688278643,Iris-virginica
+57,4.623378073128971,3.1923138863469034,1.4004246907748543,0.2,Iris-setosa
+58,6.050918672154906,2.966282607009916,4.466688078463391,1.3949436375458688,Iris-versicolor
+59,6.66172473737761,3.3196229581474763,5.676262933472267,2.4999995152502117,Iris-virginica
+60,5.823013081824172,2.733226613261267,5.095470650290321,1.8904007664297218,Iris-virginica
+61,5.866794660513745,3.0031701747466037,4.2431635708178055,1.5094066919426652,Iris-versicolor
+62,5.110749809877864,3.7827640734390253,1.5832459039323674,0.2,Iris-setosa
+63,7.699998706848198,2.790262062614225,6.699998643713746,1.999717657168285,Iris-virginica
+64,6.443537381714525,3.0940700192018036,5.518963336937539,1.7846462514011947,Iris-virginica
+65,5.688374888772244,2.4725536501891887,4.990619471361554,2.025313005940183,Iris-virginica
+66,6.280166735968439,2.508689025520073,5.002280136144177,1.8810575452322935,Iris-virginica
+67,5.513652482407528,2.7970419905199875,4.2947476215071525,1.3852714100840036,Iris-versicolor
+68,5.084602679909502,3.516820084501374,1.3968099571019381,0.3217954839497732,Iris-setosa
+69,5.318687595605546,3.7450574367625644,1.510579508351857,0.2,Iris-setosa
+70,6.070560065631637,2.6433831400672148,5.052632925031331,1.5598483369660097,Iris-versicolor
+71,4.5074939868957395,2.3124972263276407,1.2997808976677723,0.29643983720264655,Iris-setosa
+72,5.779821021996042,2.821567386109982,5.168361859377687,2.397296595082114,Iris-virginica
+73,4.4985395129186045,2.317146371229736,1.279125064657863,0.29429434009686495,Iris-setosa
+74,4.98753038600298,3.2102346250333893,1.2385531159042973,0.2,Iris-setosa
+75,4.908835221762298,3.0760463527895827,1.4982440259895884,0.10000009855826596,Iris-setosa
+76,6.682857542748832,2.9919116265725276,5.002505074691072,1.6992875269384653,Iris-versicolor
+77,6.888541687735282,3.184265443200626,5.689075196151301,2.2900178160982714,Iris-virginica
+78,5.34310931913681,3.409216524305534,1.7453384312218345,0.2,Iris-setosa
+79,4.4,3.156884559621268,1.2744944598300307,0.2,Iris-setosa
+80,5.01777392431509,3.5152340114743157,1.3266024979432474,0.3068171938708803,Iris-setosa
+81,5.3219229884494546,2.9825145654778344,4.463741140314,1.4964167390207752,Iris-versicolor
+82,6.937450799727473,3.0196944723933647,5.597595105826079,2.1782582791752496,Iris-virginica
+83,4.9839322855162544,3.199074500168709,1.2325587699574665,0.2,Iris-setosa
+84,6.4864337916211365,2.7212870789394685,4.9409850510908475,1.5341604976994516,Iris-versicolor
+85,7.699997815823149,2.7666117722085533,6.699998325507892,1.9874388553908093,Iris-virginica
+86,5.704157005061393,2.9841833290683,4.145470808255879,1.3165672081833557,Iris-versicolor
+87,6.324170908630817,3.4062401478849376,5.633838973376937,2.3937184887186946,Iris-virginica
+88,6.0399106169963686,2.2,5.004631705999924,1.487883905632482,Iris-virginica
+89,4.400000460356755,3.1948004664362495,1.3063389134213301,0.2,Iris-setosa
+90,4.75267791308462,3.186035759800132,1.354740210266438,0.2,Iris-setosa
+91,6.658427060066226,3.1388221677762003,4.426238250270908,1.4233523354555464,Iris-versicolor
+92,5.88033863024902,2.997380476420059,4.205438986130939,1.4999846837811068,Iris-versicolor
+93,4.6118820611856215,3.235487373956901,1.3900216280139153,0.2,Iris-setosa
+94,6.2882041480917,2.8381886122165327,5.091325555517665,1.5320724479741554,Iris-virginica
+95,5.543299942170761,2.5814803754836824,4.221693779845954,1.1951097739583816,Iris-versicolor
+96,4.985509591148644,3.194483684166879,1.2082811493894654,0.2,Iris-setosa
+97,4.9730278759803355,3.487269047296504,1.321716230442169,0.31207285723581935,Iris-setosa
+98,6.476911436253441,2.9946168646342652,5.502528777867056,1.8086671930468283,Iris-virginica
+99,6.621149686005494,3.015377290611302,4.407656427974975,1.4057104969790164,Iris-versicolor
+100,7.7,2.8274062812470393,6.7,1.9974561399872588,Iris-virginica
+101,4.902070974851438,3.0859485730867053,1.4998055534295855,0.1,Iris-setosa
+102,4.603143109710863,3.5796346203169462,1.0,0.2,Iris-setosa
+103,5.8141649984403525,3.0101082600592535,4.296993675438199,1.504442630187956,Iris-versicolor
+104,5.107392093983232,3.8147843461897204,1.5947028959614797,0.2,Iris-setosa
+105,5.092408572646957,3.7956936976148277,1.5997557632107495,0.2,Iris-setosa
+106,6.315645380673283,2.504901408687211,4.925270340092912,1.505908349038758,Iris-versicolor
+107,6.2829313057974945,2.455511018261559,4.994793010237645,1.9124993608495662,Iris-virginica
+108,5.54999769484062,3.0062983082212855,4.110220584721002,1.3009786254787257,Iris-versicolor
+109,4.917751554509404,2.403604494573977,3.32506395582626,1.0620344738986376,Iris-versicolor
+110,6.8052475766914045,3.0067009828564317,5.529130333031118,2.1061683901201818,Iris-virginica
+111,5.6883035800236295,4.3999991101955045,1.4945516994251942,0.4448647935033556,Iris-setosa
+112,6.002866000166413,2.200000304443089,5.020618210119028,1.5047237619573846,Iris-virginica
+113,6.8702970945411135,3.1146655324929333,5.679680621039324,2.2072999460001324,Iris-virginica
+114,6.516681556352858,3.341130165587611,5.599600178234694,2.2993211763858588,Iris-virginica
+115,6.69213035326454,3.2819805468342476,5.653326002351225,2.4999994486145733,Iris-virginica
+116,6.576216187488587,3.374990494849174,5.668486844493018,2.178725112498488,Iris-virginica
+117,5.537824558847541,2.649945733453174,4.372423065695145,1.2688360930953622,Iris-versicolor
+118,5.779004420413062,2.701986964052717,5.10516542383571,1.8927418081202256,Iris-virginica
+119,4.891660183492535,3.0916475736335935,1.4933897745171536,0.10000010091823486,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/22/test.csv b/iris/tab_ddpm/4_1/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/22/train.csv b/iris/tab_ddpm/4_1/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/22/val.csv b/iris/tab_ddpm/4_1/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/23/synth.csv b/iris/tab_ddpm/4_1/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..45d03c6512bb326af429734215f71990e14bf3f4
--- /dev/null
+++ b/iris/tab_ddpm/4_1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.021067509712606,2.708223071444356,5.097098533509123,1.6021439197755754,Iris-versicolor
+1,6.676725910001736,3.1144720386561007,4.385840023016159,1.412376809964449,Iris-versicolor
+2,6.098208909577328,3.359348105957063,4.514878021533734,1.5930056539186586,Iris-versicolor
+3,4.400000607357906,3.1927676105106224,1.3040243206035178,0.2,Iris-setosa
+4,7.329805547425163,2.8879000354752438,6.335227992910426,1.7817685375718915,Iris-virginica
+5,5.917901813460297,3.2164472918911415,4.794886122298743,1.8137431607962768,Iris-versicolor
+6,5.505580001435729,4.190175348329424,1.400302505936668,0.2,Iris-setosa
+7,5.953805191893195,3.0177168649678636,5.129151647276984,1.794964398607429,Iris-virginica
+8,5.688856083776818,2.485663556762441,5.023798189682086,1.9968717706426615,Iris-virginica
+9,4.947228642806767,2.4232537749405108,3.2918142595755144,0.9375385184792387,Iris-versicolor
+10,5.1056640011959855,3.6624208836816936,1.5131915630993895,0.4172395886873767,Iris-setosa
+11,5.411776975598602,3.0077744732569447,4.578451981123036,1.4932252423849153,Iris-versicolor
+12,5.09557791502365,3.294333950496821,1.2962772903321795,0.2,Iris-setosa
+13,5.236920466630204,3.5604347368230953,1.5354384217988535,0.2,Iris-setosa
+14,6.6762710850827265,2.980220873354964,4.999651134132563,1.7033206675130739,Iris-versicolor
+15,6.04592706743626,2.2,5.00147107299004,1.507663171484303,Iris-virginica
+16,6.67623318695205,3.290967120846509,5.679899447754836,2.0837680180477127,Iris-virginica
+17,4.4,3.218221610629947,1.287187022262409,0.2,Iris-setosa
+18,6.697982044604158,3.0008336080285147,4.99257052078144,1.720297277129325,Iris-versicolor
+19,6.322901374327367,2.6541175440112963,4.9168142177893,1.8329903373310414,Iris-virginica
+20,6.475857743283669,2.9400723086081766,4.332125746591739,1.3489280198398135,Iris-versicolor
+21,5.883154700148378,2.997361739254595,4.215166385986259,1.4957788296218444,Iris-versicolor
+22,4.902815693330211,3.0132930243465412,1.4002456709033984,0.2,Iris-setosa
+23,4.400000616668732,3.2113281487717416,1.2798548251584185,0.2,Iris-setosa
+24,5.23870907036893,2.580715020804341,3.9149782376083335,1.2835217342488756,Iris-versicolor
+25,6.668828475129964,3.2889465467971606,5.69042083428938,2.0910103950704295,Iris-virginica
+26,6.594123041504474,3.1593364413982843,4.4187018884252875,1.444374602571502,Iris-versicolor
+27,6.6548728915134365,3.03232238530558,4.700039605782766,1.499669432732378,Iris-versicolor
+28,5.106784437145297,3.4994542395330446,1.3816485474635025,0.309147954265572,Iris-setosa
+29,7.699998734153523,2.809030077975164,6.699998920804562,1.9755726071579718,Iris-virginica
+30,4.4,3.1943561193107177,1.288125434816961,0.2,Iris-setosa
+31,5.064504645619025,3.4929807368167145,1.332624431086897,0.2982597055337143,Iris-setosa
+32,4.601895003437585,3.4088790533100815,1.4105243455609946,0.3140131634007397,Iris-setosa
+33,6.749445048211012,3.102182542892414,4.351997975823609,1.3899946620444976,Iris-versicolor
+34,6.690386666109811,3.2893645838076786,5.711358265567114,2.4999992262551807,Iris-virginica
+35,6.28443405238745,2.7232410059006718,4.895979183933076,1.8095340680003356,Iris-virginica
+36,5.012385100643469,3.517681429919048,1.3107302994041161,0.3059401435728122,Iris-setosa
+37,4.916103287849206,3.07719981227583,1.3468496878561949,0.2,Iris-setosa
+38,6.937677114140727,3.1360022225166846,5.627760317570342,2.2627766108499956,Iris-virginica
+39,5.1044945865825,3.406982505399376,1.4940884547194284,0.2,Iris-setosa
+40,5.701770369604775,4.4,1.4879092189444572,0.36801569530427514,Iris-setosa
+41,4.400000571321855,3.064259975119672,1.340136918395952,0.2,Iris-setosa
+42,5.129295672207305,3.579324456945491,1.43250713908335,0.34777924786979086,Iris-setosa
+43,5.049019819491056,3.600140099918981,1.573552080745299,0.2,Iris-setosa
+44,4.726594562021567,3.4275009635718887,1.398257257018277,0.3037871656331681,Iris-setosa
+45,6.008020913905045,2.9757842821469604,4.9129307268884865,1.7840312182940674,Iris-virginica
+46,5.896265567587129,3.1977171122851806,4.797254587620592,1.804217631352149,Iris-versicolor
+47,5.535201878544689,2.734089957170488,4.163041597311163,1.325316267345565,Iris-versicolor
+48,4.501780303109242,2.3092406463733295,1.313529113885568,0.29788447512241234,Iris-setosa
+49,5.504944739113365,4.190242467501111,1.3981258563407535,0.2,Iris-setosa
+50,5.846955214889467,2.9778161251497672,4.222966410010261,1.4858992817652643,Iris-versicolor
+51,5.968388797328317,2.99875957806341,5.0179971496713325,1.812905743914038,Iris-virginica
+52,6.37869508230363,2.686690574839973,5.249673104103672,1.8992349143520695,Iris-virginica
+53,4.49702028290817,2.2966517433950226,1.2798328494957933,0.2923973554244089,Iris-setosa
+54,6.317659844928253,2.4544663571003205,5.0194535075507805,1.9030700908244789,Iris-virginica
+55,5.867168439128091,2.9985124863494597,4.996242077786355,1.7961966642786045,Iris-virginica
+56,6.277991233285513,2.5706198920308734,5.034514082644054,1.8709593160039206,Iris-virginica
+57,4.59911814405563,3.3995246650373048,1.393155661050295,0.30962418136536807,Iris-setosa
+58,4.50460042963994,2.308912911579899,1.2926958975380192,0.28667948630389606,Iris-setosa
+59,5.9672329325318865,2.697645765360253,5.080525107361504,1.608118463979321,Iris-versicolor
+60,5.789958532671951,2.6512474497249654,5.073201107633776,1.923563277700289,Iris-virginica
+61,4.902325650065948,3.1189985906678834,1.5049356556649096,0.10000014256472939,Iris-setosa
+62,6.317461735544734,2.820938910413243,5.073595025961295,1.482999653925022,Iris-virginica
+63,6.297498012262289,2.509893551324443,4.980921547689695,1.897929748874104,Iris-virginica
+64,6.245779733285538,2.673080884505151,5.016618318032646,1.6220742823266696,Iris-versicolor
+65,5.999072082244636,3.0023475496653163,4.726278594379368,1.8014496994534819,Iris-virginica
+66,5.136896929680178,2.496863955290263,2.901963627521519,1.1024092541387662,Iris-versicolor
+67,5.098744167243151,3.8033561564816325,1.6020209845877236,0.2,Iris-setosa
+68,6.403264122806873,3.130268313573232,5.501866271371983,1.8018949219950797,Iris-virginica
+69,5.007485961040158,3.601232525972415,1.3870798477733204,0.2,Iris-setosa
+70,7.7,2.757196023255877,6.7,2.024578560119455,Iris-virginica
+71,5.69469281285505,2.514798158167418,5.009743829747162,2.0040130320556107,Iris-virginica
+72,6.445380094706918,2.9450446841581477,4.425451203531169,1.366455457315472,Iris-versicolor
+73,6.632785690480529,3.12087804355764,4.429051203208665,1.439241309408788,Iris-versicolor
+74,4.88313109832612,2.385845569898367,3.437922513819548,1.070009143161231,Iris-versicolor
+75,6.40050167715483,2.906209678988116,4.3151299734414765,1.3441501983290673,Iris-versicolor
+76,6.928599718877585,3.0492500396678106,5.71530108987748,2.210439991196249,Iris-virginica
+77,4.400000536672425,2.8731008160434723,1.3857242517311186,0.2,Iris-setosa
+78,6.655456609064178,3.035242599186687,4.405800106873846,1.400734036859367,Iris-versicolor
+79,5.447196599884571,2.9913262232942395,4.556136394853438,1.4864856978381629,Iris-versicolor
+80,5.917902747344484,3.210664917841535,4.835389973875692,1.7934889705579935,Iris-versicolor
+81,6.0890199210453755,2.608232759503769,5.585119618182957,1.4085495816194764,Iris-virginica
+82,6.5973934279428725,2.9815651477692855,5.497432029224098,1.9603402850708993,Iris-virginica
+83,5.472689029430024,2.5646301451185325,4.263203223288031,1.2659552593558436,Iris-versicolor
+84,5.538244324759772,2.997423753253776,4.176220457924198,1.304912405882354,Iris-versicolor
+85,6.415986334138911,3.073806199834026,5.457363655996319,1.8025606167759542,Iris-virginica
+86,4.594705282987767,3.180174467549524,1.4019252876547295,0.2,Iris-setosa
+87,4.799227958842824,3.3929246094522085,1.5847430244751852,0.2,Iris-setosa
+88,5.900133263318057,3.1887909058773647,4.841462016629,1.8124094325830504,Iris-versicolor
+89,7.080635340508663,3.0104607710733564,5.872349058022068,2.1083730116215555,Iris-virginica
+90,6.3052596689292955,2.5120572206902207,5.009068662251281,1.9011933959817378,Iris-virginica
+91,6.6946276728165355,2.987835913270409,5.485497692182229,1.9931288584121842,Iris-virginica
+92,5.701888872320783,3.0036965464949787,4.396303690887636,1.4969517126001763,Iris-versicolor
+93,6.001400954496193,2.2,5.026234505394877,1.4942222245373946,Iris-virginica
+94,5.113415231219903,3.7946417595199478,1.7836460185312433,0.5301696950834289,Iris-setosa
+95,4.60009843768623,3.385228891666716,1.3916825282521894,0.28761919424218013,Iris-setosa
+96,6.3024189048447505,2.9497120075104,4.434766143392432,1.3369542898672393,Iris-versicolor
+97,5.655760027436299,2.7442297672511553,4.247977984345746,1.3156684853320417,Iris-versicolor
+98,6.266032151132419,2.72168368015602,4.892194782661717,1.8092448249234534,Iris-virginica
+99,6.327307306427307,2.697411534486413,4.9176252868155155,1.7881438056687249,Iris-virginica
+100,6.389450531943664,3.099497878324804,5.485861570799912,1.792471567160695,Iris-virginica
+101,6.867406383394946,2.9838354160521585,5.559072239985084,2.0938387822526523,Iris-virginica
+102,6.297688967031302,2.63529213676961,4.8835970078823046,1.8215763180086086,Iris-virginica
+103,6.193028760207772,3.0663616545978165,4.638432082541157,1.4581133601816276,Iris-versicolor
+104,5.406215178342166,3.9443495520142298,1.3210089394713418,0.38325417740978895,Iris-setosa
+105,6.6996037044481795,3.2709882547562623,5.681637307540772,2.0488707926320933,Iris-virginica
+106,6.824564359764757,3.358990011412208,5.757094209135394,2.5,Iris-virginica
+107,4.400000545317962,3.209726898712399,1.3038944446366358,0.2,Iris-setosa
+108,7.365177501816898,2.883466431427545,6.345971160426499,1.7980157823455176,Iris-virginica
+109,6.315684629180329,2.7756287442870264,5.063018671230868,1.525107219044856,Iris-virginica
+110,5.037576768188672,3.320608789040545,1.3390605480646816,0.2,Iris-setosa
+111,5.435885430948936,3.92701192091941,1.8498990056538835,0.4223357294759147,Iris-setosa
+112,5.249090332617372,3.47057926044822,1.4140671270915233,0.2,Iris-setosa
+113,6.014776085426434,2.714846591817917,5.116808721932576,1.599132088080318,Iris-versicolor
+114,6.271781785338353,2.7590475892444464,4.908627227674125,1.7942501128698174,Iris-virginica
+115,5.090393745251572,3.415202694071859,1.502095372444901,0.2,Iris-setosa
+116,5.678628517178343,2.513109506326881,4.966731820529423,1.9962245281905318,Iris-virginica
+117,5.61605545871952,4.399654377531732,1.4903494927713592,0.2862596324667296,Iris-setosa
+118,5.147177855857723,2.6057513927755385,3.3349704353503506,1.3459926830260511,Iris-versicolor
+119,5.496562097678657,2.9937800397566985,4.483133060443796,1.4960168350510787,Iris-versicolor
diff --git a/iris/tab_ddpm/4_1/23/test.csv b/iris/tab_ddpm/4_1/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/23/train.csv b/iris/tab_ddpm/4_1/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/23/val.csv b/iris/tab_ddpm/4_1/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/24/synth.csv b/iris/tab_ddpm/4_1/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2844906b70b3482b7afc3f94e2bfc606fd3a72db
--- /dev/null
+++ b/iris/tab_ddpm/4_1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.617265752102501,3.418899892243375,1.4034190163005407,0.2933211150558451,Iris-setosa
+1,5.377623642327508,2.9818461224404684,4.472321601279844,1.4909160670609185,Iris-versicolor
+2,6.779227726531991,3.0061719476414046,5.528175343096687,2.1200113608467848,Iris-virginica
+3,5.688707285155108,2.4735502145897263,4.961875332043937,1.9956900023236015,Iris-virginica
+4,5.37668754830683,2.9926516831813528,4.458675296223564,1.4948501166166785,Iris-versicolor
+5,5.037620217294054,3.4220967130949655,1.4033156050789344,0.2,Iris-setosa
+6,5.718139003042867,2.5228175010106635,5.014243120324598,1.9804169975694719,Iris-virginica
+7,7.056780816690395,3.011241575138434,5.879421109902974,2.128305602266144,Iris-virginica
+8,6.671977596822881,3.06609512052211,4.368788859406361,1.4112716609798455,Iris-versicolor
+9,5.759153251731373,2.992097444886737,4.215911829407839,1.4208902734978077,Iris-versicolor
+10,5.459964026397371,2.40102464242198,3.6662751883520968,1.0328939515381697,Iris-versicolor
+11,5.449020761236602,2.922827365615688,4.057099746972763,1.2968820139568649,Iris-versicolor
+12,5.393560576568413,3.3908773017532163,1.7701994807685506,0.2,Iris-setosa
+13,5.714622568494065,3.0200787641777884,4.116346169803796,1.32846226714336,Iris-versicolor
+14,6.27898193607036,3.4073374008783603,5.603515599443651,2.3886497170664454,Iris-virginica
+15,5.735459349990883,2.981784702524613,4.2379472921307775,1.4404744932862314,Iris-versicolor
+16,6.931172367235521,2.902042728825944,6.042901023594354,1.7737080365187032,Iris-virginica
+17,5.457625484128001,2.4150992621652683,3.813679919040167,1.054147476111205,Iris-versicolor
+18,5.126708226476876,3.4134281498566414,1.4423595807505452,0.2,Iris-setosa
+19,6.000121548474844,2.9905500583566647,4.908997363720537,1.7833012717139616,Iris-virginica
+20,4.4,3.189204632926158,1.299735208888902,0.2,Iris-setosa
+21,5.781831210040861,2.787605673217691,5.092191453316566,2.394639001982088,Iris-virginica
+22,6.451370493569688,3.192699844933449,4.514104801926476,1.486527449652554,Iris-versicolor
+23,4.4,2.821119427760875,1.4044990683362728,0.2,Iris-setosa
+24,5.186971760920658,2.4547300654921957,3.2228373988052814,1.1427184002386348,Iris-versicolor
+25,5.412958489227716,3.9649002460636247,1.3816643544794422,0.2,Iris-setosa
+26,4.999317485544268,3.184005021989153,1.1834258387892893,0.2,Iris-setosa
+27,5.722091148002507,4.3999987846464785,1.5029494876195884,0.39047503275294104,Iris-setosa
+28,6.785744278253156,3.2581485046778162,5.665611279701886,2.2474132370798063,Iris-virginica
+29,4.4,3.2226232051080923,1.2792279146828416,0.2,Iris-setosa
+30,5.122062349989996,2.5628371969598964,3.0208632933366104,1.3024792767136377,Iris-versicolor
+31,4.906237774656927,3.096795599505351,1.4910172351600435,0.1,Iris-setosa
+32,6.418382627200496,2.923863664125129,5.451688173623082,1.7823633104902106,Iris-virginica
+33,5.016198889724965,3.645232055943788,1.428629967652619,0.2,Iris-setosa
+34,6.7593533386418105,3.314247801764812,5.804849797961016,2.5,Iris-virginica
+35,4.981273401065758,3.5937252421942634,1.4036756990762684,0.2,Iris-setosa
+36,5.49968968714463,2.3983282216499155,3.7025685711839156,1.0613152602783669,Iris-versicolor
+37,5.640052465908768,4.3999986986793465,1.491324776499205,0.43194865645461855,Iris-setosa
+38,6.202488602187621,3.2046778801573006,4.4970273239630885,1.6225793743639283,Iris-versicolor
+39,5.999723662185194,2.68968927560153,5.116724088834443,1.6107383286895545,Iris-versicolor
+40,6.485274163065614,3.0494720739617778,5.509523701771176,1.798827149571306,Iris-virginica
+41,5.901005151127883,2.9073461540033825,5.084012356775666,1.848800610098658,Iris-virginica
+42,6.298045141387487,2.821765080667492,5.076214927323949,1.5130736457068705,Iris-virginica
+43,5.480056564486241,2.4104671422847934,3.761432317708387,0.95930350665,Iris-versicolor
+44,6.1078733148719895,2.6349855261695754,5.043673783003863,1.6062541646862638,Iris-versicolor
+45,6.299776300080397,2.9607353854293956,4.403943256347042,1.4002118184289705,Iris-versicolor
+46,5.179205472594891,3.367387013789644,1.6977594514186634,0.25194567394167006,Iris-setosa
+47,4.400000643118247,3.148898185685946,1.3194772045642233,0.2,Iris-setosa
+48,6.3191860720559845,2.9003927119662785,5.575962128950697,1.7922037086230924,Iris-virginica
+49,7.699998736641278,2.804808087211907,6.699998849742311,1.9890651268058837,Iris-virginica
+50,5.101916064999283,3.510697553990566,1.4071189620433193,0.2953231940707135,Iris-setosa
+51,5.071569939943439,3.4874367246860127,1.367247794209047,0.30622761943102805,Iris-setosa
+52,5.076129496986436,3.600636565671372,1.4535836070559747,0.37119943930154503,Iris-setosa
+53,5.816026606368264,2.7176563726472707,5.09301187709254,1.908002107189189,Iris-virginica
+54,5.897869943868912,3.190097225377771,4.7925591922702795,1.810278627256174,Iris-versicolor
+55,5.8807654092498955,2.906264115880175,5.113680614111035,1.8356647012643976,Iris-virginica
+56,5.489550397408517,2.402228149716709,3.737773332569933,1.012871246318707,Iris-versicolor
+57,5.453611633257527,2.9853745909836458,4.30076148611119,1.4222277982274172,Iris-versicolor
+58,5.995613516612115,2.200000394443692,4.98518469799651,1.4995787837977632,Iris-virginica
+59,5.105025401279406,3.30482800929969,1.7571041400137197,0.5050939218055649,Iris-setosa
+60,5.024294771365739,3.473495657731659,1.319815354190032,0.2780044945412695,Iris-setosa
+61,6.552563000882727,3.166951455896338,4.452600590161385,1.4645567146755938,Iris-versicolor
+62,5.275063319778181,2.4495885412044545,3.4474908600960683,1.1223584764304122,Iris-versicolor
+63,6.364025424141319,3.23153450069174,4.543691566876634,1.5190076004375777,Iris-versicolor
+64,4.4,3.0993562844919196,1.3086189008348228,0.2,Iris-setosa
+65,5.380539669590196,3.822568577301255,1.3216548129807195,0.3790299592974301,Iris-setosa
+66,5.1020597185659975,3.3131680940092796,1.697417297990271,0.5741911792860392,Iris-setosa
+67,5.546083082998294,2.5842022593658145,4.211429828257721,1.2797196111944162,Iris-versicolor
+68,6.636326298912635,3.121443509817484,4.462092800332458,1.455656199986526,Iris-versicolor
+69,4.98764106916425,3.2065554910327116,1.2253144490646033,0.2,Iris-setosa
+70,5.496098665587663,2.3969197566838387,3.7905182119422394,0.9643647773429218,Iris-versicolor
+71,5.092014482301129,3.3043158810242765,1.6984422455432977,0.537471263780331,Iris-setosa
+72,5.37875852502452,3.88029632924859,1.2974773815581664,0.4589769368277861,Iris-setosa
+73,6.693071438530186,3.2975622548323473,5.634882942816342,2.5,Iris-virginica
+74,7.7,2.783880826724231,6.7,2.020087990904072,Iris-virginica
+75,5.763912793723489,2.6885562432817145,5.095928036832421,1.9099707975867208,Iris-virginica
+76,6.232967841196451,3.091723217716069,5.403371963842301,1.8000941042815046,Iris-virginica
+77,6.004741424726732,3.3971258122004597,4.511584127325208,1.605579164804614,Iris-versicolor
+78,5.159010936268852,3.538241797855508,1.4024998964065183,0.33054269308484663,Iris-setosa
+79,5.789087261009773,2.735754313312476,5.108645995620107,1.8880226425691966,Iris-virginica
+80,4.400000497827195,2.9036553665033935,1.4003896967415612,0.2,Iris-setosa
+81,6.863606468109017,3.2257732781982664,5.745952794116418,2.3051902855562596,Iris-virginica
+82,5.095940336663313,3.6732555188789653,1.5004077909547466,0.3905485749373525,Iris-setosa
+83,5.513938801878475,2.402951518409308,3.5020615131088135,1.095585016348099,Iris-versicolor
+84,5.752226540627977,2.631387704225669,5.069603267771558,1.935041981344813,Iris-virginica
+85,5.6578881339278295,2.998063785351162,4.114793997594265,1.3321283436535833,Iris-versicolor
+86,4.771512435223424,3.379595947772378,1.5212701594191298,0.2,Iris-setosa
+87,5.1700436404801,2.651954656749833,3.951916726842321,1.373451372833791,Iris-versicolor
+88,5.595606245293996,3.009399492649085,4.459291885979841,1.4945429051318857,Iris-versicolor
+89,4.902756690656581,3.000012391905592,1.3866173568808147,0.2,Iris-setosa
+90,6.0372681091340805,2.7027407795289187,5.106504198535967,1.5850885310359515,Iris-versicolor
+91,5.400724833529842,3.852246929538888,1.322399541015567,0.3915871955452058,Iris-setosa
+92,6.145205240306851,2.933779963664181,4.90370733440987,1.7771105419671793,Iris-virginica
+93,5.1026697862477866,3.3953850539021913,1.4979747547871456,0.2,Iris-setosa
+94,5.886137332318002,2.9843470353555506,5.114825379825506,1.786008405153885,Iris-virginica
+95,5.212164398342164,2.714880026912392,3.553630467555263,1.4116996725037245,Iris-versicolor
+96,6.6808639398136185,2.976605768182081,5.464033046951642,2.064129381933039,Iris-virginica
+97,5.184798115861376,3.387942588400743,1.5594625652260885,0.2,Iris-setosa
+98,5.472687941120018,2.9974541420491896,4.460380391314147,1.484625857462326,Iris-versicolor
+99,6.675751426886212,3.2747923421000924,5.630795807580063,2.4999994824808236,Iris-virginica
+100,5.258616082992483,3.445072193202992,1.616051873476654,0.2,Iris-setosa
+101,5.954063042721302,2.2000004027698816,5.033347415647658,1.502975992099963,Iris-virginica
+102,4.887132959428118,3.36489424923579,1.5253196143187169,0.2,Iris-setosa
+103,5.707775530799788,2.4749328962359267,5.0006170300243715,2.0026627269929915,Iris-virginica
+104,6.72464164985544,3.3080353946033165,5.720983332025906,2.49999947624148,Iris-virginica
+105,6.6803232944654125,3.0859119085942566,4.402112497096756,1.3884010013042902,Iris-versicolor
+106,5.764055893797509,2.794894767414042,5.087167980165182,2.400841971379391,Iris-virginica
+107,5.479694183346294,2.402725575010204,3.6879336738084096,1.005633299219096,Iris-versicolor
+108,6.33129289751238,2.5222973046637356,5.018094411883798,1.9219707594032203,Iris-virginica
+109,4.817509641088429,3.433643727141922,1.609403404000281,0.2,Iris-setosa
+110,5.123547151155776,2.5042682469775888,2.988773589914972,1.0180959844702877,Iris-versicolor
+111,4.9115237930106375,3.458581126539447,1.321612969478898,0.29676192115507866,Iris-setosa
+112,7.699998629520796,2.805061784491265,6.699998425278492,1.9874071154817516,Iris-virginica
+113,4.904568207483203,2.3863073926764486,3.2433058162119606,1.0226177648301396,Iris-versicolor
+114,4.4,2.8941899878141526,1.404696543870816,0.2,Iris-setosa
+115,5.534839422909564,2.624735161412748,4.38394440222129,1.2574347136411543,Iris-versicolor
+116,5.757387371411414,4.4,1.5115055815159393,0.38695782242632265,Iris-setosa
+117,4.4,3.1968979313286394,1.3140927839780885,0.2,Iris-setosa
+118,5.45311897946277,2.4085586503271474,3.617038066311645,1.1635944982703281,Iris-versicolor
+119,5.624376073444757,2.732439867640206,4.239655195053735,1.306243347214937,Iris-versicolor
diff --git a/iris/tab_ddpm/4_1/24/test.csv b/iris/tab_ddpm/4_1/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/24/train.csv b/iris/tab_ddpm/4_1/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/24/val.csv b/iris/tab_ddpm/4_1/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/25/synth.csv b/iris/tab_ddpm/4_1/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..13876c4b94122b6f0d43c83b24f1a99914897282
--- /dev/null
+++ b/iris/tab_ddpm/4_1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.252473906530771,3.537031562281677,1.523152527345211,0.2,Iris-setosa
+1,6.322630975609783,2.276174556243262,4.432386053408098,1.307729252726512,Iris-versicolor
+2,4.580280247070673,3.6056998687933364,1.0,0.2,Iris-setosa
+3,7.7,2.778498984718838,6.7,2.01852735911978,Iris-virginica
+4,6.002246629844711,2.9814932901579927,4.946686346496829,1.789805933350951,Iris-virginica
+5,6.427669339482902,2.9250728222869355,4.351631211578725,1.3310132935781225,Iris-versicolor
+6,6.929550622595866,3.0117802279960673,5.636257395992055,2.1003106140393806,Iris-virginica
+7,5.142333884893831,3.416670045789944,1.4677713452349659,0.2,Iris-setosa
+8,5.10508391772848,3.8512244166360716,2.0539808381959466,0.4533383814975565,Iris-setosa
+9,5.999133097822221,2.2000003044366814,4.980172058195699,1.5182424437603106,Iris-virginica
+10,5.228657310239431,3.4739186109211393,1.4261835905409639,0.2,Iris-setosa
+11,6.280070144627723,2.3000832621125897,4.408275966112568,1.2815526274091602,Iris-versicolor
+12,6.7133336775278085,3.098271821963808,4.43881912216334,1.4032920304703038,Iris-versicolor
+13,5.998526632663658,2.2,5.002343894544648,1.516351814878863,Iris-virginica
+14,6.304397412564145,3.3854077466441233,5.600902578647364,2.3961774896333408,Iris-virginica
+15,6.688226647097568,3.0013035560614196,4.975569184972882,1.7023255836136202,Iris-versicolor
+16,6.815606833370315,3.2356611874367704,5.684224569184144,2.2606306845599415,Iris-virginica
+17,7.7,2.7746030617825315,6.7,2.023166724948261,Iris-virginica
+18,6.324744548953362,2.4658619458828985,4.794487377210542,1.4465663056733715,Iris-versicolor
+19,6.752125924897134,3.157848996634765,5.61185527718289,2.1049416026526293,Iris-virginica
+20,6.41386793706084,3.070632766363804,5.50050697117752,1.815708861050047,Iris-virginica
+21,6.690626639571505,3.187790493888204,5.590560944242504,2.053546743492963,Iris-virginica
+22,5.7120958105944455,2.972358592132479,4.204321183707618,1.3568919515808981,Iris-versicolor
+23,5.864198657719705,2.912129223231874,5.149025389989995,1.8465614631772604,Iris-virginica
+24,4.5676796364684265,3.3740843178851065,1.3999744300858714,0.306832403098823,Iris-setosa
+25,7.7,2.8246784931438773,6.7,2.009189063433509,Iris-virginica
+26,5.360797782938199,2.987988780236556,4.479292905129219,1.4934318492979053,Iris-versicolor
+27,5.473573857183124,2.403376847402213,3.8325833971556653,1.0195026780990715,Iris-versicolor
+28,5.464593996313147,4.169734904827801,1.3976086107250965,0.2,Iris-setosa
+29,7.6999990992457565,2.8150800650410375,6.699998585791985,2.002391581205745,Iris-virginica
+30,7.291133935391756,2.8847878724153966,6.2713952088377045,1.802718401427314,Iris-virginica
+31,6.320752795042032,2.918673243197732,5.53707061241735,1.7970050568881084,Iris-virginica
+32,5.061290889295621,3.5202686944247192,1.362715049740973,0.3023300581436027,Iris-setosa
+33,5.109203726392884,3.3990668421489207,1.4977284317272601,0.2,Iris-setosa
+34,6.28645766632349,2.3029396251418044,4.4219631157229164,1.313657752590864,Iris-versicolor
+35,6.849033195372893,3.0141642876418633,5.537848514203083,2.142654338136534,Iris-virginica
+36,5.369962714236447,3.92307993613788,1.315387416226558,0.38193517778155467,Iris-setosa
+37,5.117998680980448,3.303614156028674,1.8080269154957613,0.504724105105081,Iris-setosa
+38,6.326350030977479,2.2994198409325453,4.386228313237361,1.2954818893941709,Iris-versicolor
+39,5.799720568858299,2.731891066519508,5.087561439660939,1.8833265923772051,Iris-virginica
+40,7.699998979381142,2.7731205593596138,6.7,2.036972456418611,Iris-virginica
+41,6.424312904702459,3.1390662234685975,4.486934993193826,1.4751646674995702,Iris-versicolor
+42,5.133593221879183,3.4760900937267762,1.5029862469969357,0.2,Iris-setosa
+43,6.306002522117288,2.507400563715618,4.907444731610288,1.5149604462508388,Iris-versicolor
+44,5.294449223869116,3.665657052432463,1.5060482650548255,0.2,Iris-setosa
+45,7.699998833579845,2.818032948699066,6.69999873337728,2.02940791398558,Iris-virginica
+46,5.057064768006881,3.765744785865897,1.6358469755031955,0.2,Iris-setosa
+47,4.814513449780849,3.3805230565464974,1.5844066402306387,0.2,Iris-setosa
+48,5.210093088280375,2.740126033735032,4.030418512849228,1.4111794757937506,Iris-versicolor
+49,5.349884543465289,3.4960492680454958,1.6332825307948204,0.2,Iris-setosa
+50,5.084011748111547,3.577787030388319,1.6707598223798161,0.3770380521730987,Iris-setosa
+51,6.2843113073828105,2.763271153631006,5.155194240763772,1.516580741732107,Iris-virginica
+52,4.865388352018147,3.0807239549715457,1.489558418662485,0.1000001155713575,Iris-setosa
+53,6.667430326911124,3.2725770855736105,5.663368598703787,2.091074230939436,Iris-virginica
+54,5.029513372170921,3.3214205292401746,1.4098343145894945,0.2,Iris-setosa
+55,6.845852826098066,3.0030941196128795,5.536560781926983,2.108899908332821,Iris-virginica
+56,6.293664143839036,2.898506120729155,5.592684688902378,1.8069529853990072,Iris-virginica
+57,5.509278504970211,4.218486058703001,1.3700423514003672,0.2,Iris-setosa
+58,6.483392844933481,3.1546536971882655,4.5024614530980065,1.4808118338361236,Iris-versicolor
+59,5.49243975948995,4.170851696222028,1.3970933745495109,0.2,Iris-setosa
+60,5.080287959620946,3.5066904053146954,1.363341439128568,0.3023995628566459,Iris-setosa
+61,6.677623156148844,3.284827665691343,5.637713712986771,2.4999989495240045,Iris-virginica
+62,5.377337498005065,3.877014188938561,1.2808671786366006,0.3998058682613237,Iris-setosa
+63,6.6877833847241694,2.9911789108751368,4.991157491512594,1.7125504820326867,Iris-versicolor
+64,6.268577935580832,2.761002759751611,5.144080423841676,1.480365430776597,Iris-virginica
+65,6.711758527847392,3.3151011572898192,5.732047183301126,2.4999992455988993,Iris-virginica
+66,6.3906943375754075,3.1025440168894716,5.4996710519534995,1.7971825712256486,Iris-virginica
+67,4.627736090524549,3.5943999985355135,1.0,0.2,Iris-setosa
+68,6.790637917989151,3.29031977577893,5.678187149840342,2.4999994684137086,Iris-virginica
+69,6.292518431338459,2.511102140631202,5.004795917199719,1.8849357339647272,Iris-virginica
+70,5.266582890110208,3.66176166027018,1.503114482407398,0.2,Iris-setosa
+71,6.700674962332116,3.0945745560129403,4.398431404345727,1.4102457496056116,Iris-versicolor
+72,5.14880005332792,3.3185805762190066,2.0130196573748274,0.5287005035709926,Iris-setosa
+73,5.371023861675167,3.8705470496524104,1.6958133938724254,0.39516839981546714,Iris-setosa
+74,4.890559382491101,3.082007713530183,1.4953056143410433,0.10000014359937044,Iris-setosa
+75,6.155678745478432,2.566904777612371,4.997363405193793,1.5335561620863505,Iris-versicolor
+76,5.228971194208085,3.449867863316779,1.4036487097673025,0.2,Iris-setosa
+77,6.396054208622072,3.091034378874797,5.525396456562127,1.7663515285418472,Iris-virginica
+78,5.874623931557998,2.933309926027902,5.132052609416157,1.8178554805956595,Iris-virginica
+79,6.45662385463163,3.1735640692423748,4.534731138205091,1.482365456065291,Iris-versicolor
+80,6.278386546430732,2.500757826136714,4.9003516346194775,1.4984311501206395,Iris-versicolor
+81,6.699955542529681,3.280062776413397,5.724926045655224,2.5,Iris-virginica
+82,7.699999031100785,2.777601102554782,6.699998464798718,2.0370678491019913,Iris-virginica
+83,4.912053997557076,2.389089913549083,3.106457711071135,0.9973580867476527,Iris-versicolor
+84,6.112243216365555,2.609155944848221,5.651712188625265,1.3889225423000917,Iris-virginica
+85,6.518640118165382,2.9712759022441175,4.3488561839698265,1.3741885607006292,Iris-versicolor
+86,6.165676584879092,3.292113485502082,4.554013118761852,1.5716325920714498,Iris-versicolor
+87,4.734093081980536,3.1974902707709147,1.4063186681860376,0.2,Iris-setosa
+88,6.346291096664102,3.0842860888542702,5.457709704482039,1.8189854284900744,Iris-virginica
+89,6.876133779954818,3.0083112837417647,5.519667784918686,2.1001921007377535,Iris-virginica
+90,5.981782009978397,3.3570593967625286,4.59753938864221,1.6326756610519222,Iris-versicolor
+91,5.092532616389407,3.732556630465397,1.614629040670507,0.5151297398936853,Iris-setosa
+92,6.744459457787772,3.3061614076304098,5.745663783931933,2.5,Iris-virginica
+93,5.425401388638475,3.8980044206779514,1.3350167955600742,0.35994209802741267,Iris-setosa
+94,6.305080831040833,3.4060137758908184,5.609497230316483,2.397889247532139,Iris-virginica
+95,5.731410651548888,4.4,1.4870672774317821,0.35728393170890926,Iris-setosa
+96,5.12657092064495,3.7646738577772902,2.021687048171675,0.38079402108444593,Iris-setosa
+97,4.901260474269448,3.0117121118658723,1.3924179201158973,0.2,Iris-setosa
+98,5.8753167454899184,2.987569312242984,5.0741849042789156,1.8124849367155467,Iris-virginica
+99,5.2254621077785,3.5076361467744457,1.5072605775057157,0.2,Iris-setosa
+100,6.767011826435055,3.0090560650285463,5.480668836785109,2.0625689856507603,Iris-virginica
+101,5.48261406797325,3.008765288546691,4.493449217433784,1.5100322052668866,Iris-versicolor
+102,5.492766253487303,2.4096342399122577,3.7316783956716577,1.0926623243348437,Iris-versicolor
+103,5.994093925523627,2.7340180137990022,5.095121296820912,1.598086950803381,Iris-versicolor
+104,5.256452614866306,3.8048348766560074,1.6237812008993857,0.3592406116206891,Iris-setosa
+105,5.956133747702928,2.200000349057957,4.976158284789996,1.4934775396406001,Iris-virginica
+106,5.092676775196696,3.791934095318049,1.7253808993023656,0.3652265106338117,Iris-setosa
+107,4.995054455467257,3.2831806386371083,1.40675820912173,0.2,Iris-setosa
+108,4.907331620009955,3.0084467769293255,1.39854385561436,0.2,Iris-setosa
+109,5.441411004410213,4.115609639272585,1.4166504620740277,0.2,Iris-setosa
+110,5.17701287857053,3.405805552067976,1.400846746499847,0.2,Iris-setosa
+111,5.263463906668299,3.52316927704805,1.4891944158100214,0.2,Iris-setosa
+112,5.643570825001134,3.01235377505962,4.535907343783577,1.509700500528424,Iris-versicolor
+113,5.729819411224765,2.5624995327434408,5.0429008721167214,1.96994504847165,Iris-virginica
+114,6.269211372117458,2.8547380008356593,5.615783415407742,1.799049461544005,Iris-virginica
+115,6.703436597692587,2.9819197660873433,5.010547452777744,1.7315824590766054,Iris-versicolor
+116,5.391885154239028,2.9489352702218885,4.379431431777086,1.4690668786113477,Iris-versicolor
+117,5.344201974943895,2.8219836399071876,4.161923564667737,1.425838416979245,Iris-versicolor
+118,5.475744650100714,2.995879878859133,4.495306946778704,1.5034904040648884,Iris-versicolor
+119,5.915081674600713,3.0084237296053,5.026791072383709,1.8095671183942368,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/25/test.csv b/iris/tab_ddpm/4_1/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/25/train.csv b/iris/tab_ddpm/4_1/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/25/val.csv b/iris/tab_ddpm/4_1/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/26/synth.csv b/iris/tab_ddpm/4_1/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c22c5d64a2467e87c26d05a55a9b9280e006dafe
--- /dev/null
+++ b/iris/tab_ddpm/4_1/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.430519979174207,2.416844251703871,3.4705152461438367,1.0984800100964236,Iris-versicolor
+1,6.672655413716352,3.309003902502246,5.705129849483974,2.089575363144407,Iris-virginica
+2,5.418101763984153,2.996519651307661,4.517574566058121,1.4973274878570435,Iris-versicolor
+3,4.4,2.892486156016602,1.4016869808253822,0.2,Iris-setosa
+4,6.394947183077539,3.3744005946505866,5.620609215806416,2.3961749507413432,Iris-virginica
+5,6.749709779562456,3.009364320928278,5.518028223750476,2.075586521023131,Iris-virginica
+6,6.669495861668035,3.267983133977509,5.656800031841261,2.3382489658755694,Iris-virginica
+7,4.400000525849727,3.1899042355810785,1.3242472864662442,0.2,Iris-setosa
+8,5.999483094999614,2.200000358837306,5.028718270410281,1.4934025689410064,Iris-virginica
+9,5.100109133139016,3.691935204882813,1.5244905629398906,0.39579963998072176,Iris-setosa
+10,4.40000048338272,2.993690012503868,1.349937232664916,0.2,Iris-setosa
+11,6.29141754644825,2.3001419132114833,4.382145142698534,1.3096538305451109,Iris-versicolor
+12,5.091874319666205,3.5665438394954405,1.5639346680059119,0.3702896708725124,Iris-setosa
+13,4.969124478086281,2.4312074056293222,3.3349952588646214,1.0648238040042834,Iris-versicolor
+14,5.187925602759385,3.492274680756499,1.4962796516428862,0.2,Iris-setosa
+15,5.523503452939029,4.182763999406247,1.3930141934682156,0.2,Iris-setosa
+16,5.0670961461839665,3.479900390473877,1.3842382382612022,0.2981916973950859,Iris-setosa
+17,4.591862021697371,3.380739528352149,1.4003041460795893,0.3132616636258846,Iris-setosa
+18,5.248396038850447,2.8369748114055677,4.071261175429636,1.4571733708751502,Iris-versicolor
+19,4.741367237655053,3.3518705062651786,1.5343494279483265,0.2,Iris-setosa
+20,6.013189078900661,2.9932559923597792,4.6830182197996955,1.8104442295208911,Iris-virginica
+21,5.090287279768943,3.8028373231112846,1.6419811722146662,0.23319621676129576,Iris-setosa
+22,5.057452924853092,3.4832951100246947,1.314541024507693,0.28264095584625637,Iris-setosa
+23,6.421247069035868,3.0977358825745274,5.489253872844095,1.8049605563947277,Iris-virginica
+24,6.653717058859554,3.0628322635308862,4.415747837259926,1.3886066889540878,Iris-versicolor
+25,6.831549623371666,3.2382757372709103,5.6987352827012465,2.309753982708328,Iris-virginica
+26,6.263818853155164,2.3040412474380108,4.355276810435393,1.304478614489944,Iris-versicolor
+27,4.578669502211363,3.198392865189406,1.4034191520774686,0.2,Iris-setosa
+28,5.430302964556398,3.8807277503636213,1.3102639609988802,0.3681946130345508,Iris-setosa
+29,4.606859008422215,3.598399075481068,1.0,0.2,Iris-setosa
+30,6.219737191215976,2.6368448244810794,5.0017133462246814,1.5448233667334201,Iris-versicolor
+31,6.180181256820749,2.604664820563182,5.508642298991211,1.4594011079490892,Iris-virginica
+32,5.760172394412184,4.4,1.5008055541931782,0.7242179531472359,Iris-setosa
+33,5.0241861629472835,3.239420993660647,1.2428792804585789,0.2,Iris-setosa
+34,6.476528795693709,2.9377643984775776,4.372431782948002,1.3371263565886145,Iris-versicolor
+35,6.085161861157539,2.594075180675178,5.586345377357188,1.4079648695022793,Iris-virginica
+36,4.780302738921625,3.2746985350419506,1.3836139727478445,0.2,Iris-setosa
+37,5.819732997307012,2.817943679658268,5.110787110859918,2.409390830515389,Iris-virginica
+38,5.403031559270548,3.8778712813516214,1.2855340620247355,0.38687814163595624,Iris-setosa
+39,6.408602078130706,3.1443683553705952,5.477793663852248,1.8272394915583248,Iris-virginica
+40,6.827091763413205,3.236815307362122,5.664126091106523,2.24886205878878,Iris-virginica
+41,5.974571974491377,2.2,4.9852977871608015,1.4812840166987735,Iris-virginica
+42,4.6369873916935305,3.4019948535847266,1.3920059529776596,0.3042197104438514,Iris-setosa
+43,7.699999092459293,2.745431015972354,6.699998431706986,1.9599943188330324,Iris-virginica
+44,6.28767308279881,2.7971780778235895,5.0894677461847415,1.4980202407815577,Iris-virginica
+45,5.087468447029808,3.7513385993195367,1.5630763421543017,0.2,Iris-setosa
+46,7.7,2.773398639491249,6.7,1.9633900645924127,Iris-virginica
+47,4.996530202436707,3.1876047864969608,1.1981708403444333,0.2,Iris-setosa
+48,5.99763874696041,3.391559819324051,4.5344492261176175,1.626275672747306,Iris-versicolor
+49,5.869710774636081,3.003045005694448,5.136685121122453,1.8051032729114316,Iris-virginica
+50,6.7775946729576875,3.310481571181132,5.742467355304733,2.5,Iris-virginica
+51,4.931269577804705,2.421803355120118,3.2238040674587722,1.0005122543901261,Iris-versicolor
+52,6.288480542920313,2.4405353541777464,4.776838700530893,1.465140042109259,Iris-versicolor
+53,6.581123634514298,2.9831312978313806,4.371357789274746,1.3692488638979357,Iris-versicolor
+54,4.8654048704108375,2.3854160050402546,3.3631210137496153,1.045491324479207,Iris-versicolor
+55,5.071829073587178,3.793461519928829,1.6908250051682778,0.3809680429201433,Iris-setosa
+56,4.835606518964196,3.0961391026174474,1.5144383084846242,0.10000013961137433,Iris-setosa
+57,5.528944851905031,2.636439197994019,4.27913329093103,1.2643258552101813,Iris-versicolor
+58,6.938557695747152,2.9976841650731787,5.6607053000498935,2.156461193113956,Iris-virginica
+59,5.500497812449993,2.3866143747951307,3.5532919653240924,1.004726492265024,Iris-versicolor
+60,4.882872252969661,3.1167181758908287,1.491911531773738,0.1,Iris-setosa
+61,6.180732447404441,2.8653500539079695,4.863798340334078,1.7770679348787013,Iris-virginica
+62,6.424982305891583,3.177993632094821,4.526973526482432,1.5022733876217165,Iris-versicolor
+63,7.248639801876794,2.9350304447448776,6.1753197037981495,1.8774032423587252,Iris-virginica
+64,4.875942702819445,2.3975419057769702,3.211444894578356,0.9058396860448023,Iris-versicolor
+65,6.3916221423785435,2.756109605755768,5.339215475894847,1.886072102917092,Iris-virginica
+66,7.699998448055276,2.8205891771983644,6.699998115361348,2.034706692921838,Iris-virginica
+67,4.496184258629266,2.3075152014357556,1.31654820350834,0.3136030193721985,Iris-setosa
+68,4.801079898820351,2.3868494104383835,3.455692840217635,0.9801609718116407,Iris-versicolor
+69,6.38278787213528,3.0541376185700644,5.479301119721369,1.7931654727393689,Iris-virginica
+70,6.750482170747631,2.9953273369088538,5.497287118383543,2.06561639957177,Iris-virginica
+71,5.094275049399915,3.284959908467138,1.6890254015327897,0.6121343055311638,Iris-setosa
+72,6.68558312459895,3.0001031458164213,5.007358079794282,1.740796746500561,Iris-versicolor
+73,6.005054863526825,3.4003013437723535,4.500841577160399,1.5982448666564188,Iris-versicolor
+74,4.607029791756535,3.6000447913178233,1.0000006770426604,0.2,Iris-setosa
+75,5.004569774961575,3.20271944544136,1.2066266323285852,0.2,Iris-setosa
+76,5.098099868417526,3.422684454790667,1.5045808981194808,0.2,Iris-setosa
+77,5.877919485211492,2.983199629523439,4.225570209031041,1.488224026296445,Iris-versicolor
+78,4.5796485632749615,3.1935895169672843,1.4035844320418165,0.2,Iris-setosa
+79,4.893266978550657,3.10956982406914,1.5045939768908656,0.1000001111215058,Iris-setosa
+80,6.9362375094419635,3.2078522668059883,5.7438842540083925,2.3232526923178978,Iris-virginica
+81,5.018264336661968,3.5699606920120885,1.4061774170096233,0.2,Iris-setosa
+82,4.904932094821766,3.098213472818606,1.4921527965857948,0.1000001666709147,Iris-setosa
+83,5.097610422922791,3.7003218327239975,1.5047835465439303,0.4052389096292405,Iris-setosa
+84,5.5258661386279435,4.178723834308972,1.4003407589133607,0.2,Iris-setosa
+85,6.126665991954571,2.627429148664412,5.5186341409212405,1.4439320734983383,Iris-virginica
+86,6.328561245753228,2.80263907012223,5.095768964628148,1.4936302081081667,Iris-virginica
+87,6.289626684843467,2.3024520650323517,4.431679948965726,1.3014431628214604,Iris-versicolor
+88,4.609004820583254,3.5886470848827052,1.000000520383221,0.2,Iris-setosa
+89,5.7568575079184185,2.68196083948261,5.083480938763364,1.9075959956115847,Iris-virginica
+90,5.687944846773568,2.532809329011484,5.029057908420587,1.9873370168248672,Iris-virginica
+91,4.903946366081539,3.0783528681119194,1.4985843640237204,0.1,Iris-setosa
+92,7.7,2.7375315891078906,6.7,2.0164617570950423,Iris-virginica
+93,4.987478889295851,2.449950593405801,2.991766229951685,1.0639640228263947,Iris-versicolor
+94,6.474154255224278,3.0688258552924483,5.536213054528982,1.826981604115409,Iris-virginica
+95,7.699998422911417,2.7692421127996387,6.69999855822543,1.9995070860775002,Iris-virginica
+96,6.315191202131047,2.7975768744421203,5.104556488428813,1.5115311350586038,Iris-virginica
+97,5.6539117089031095,3.0096314408812024,4.190269089724946,1.325002241801387,Iris-versicolor
+98,5.258450435662029,2.6827587972916067,4.073468118945646,1.3548778759333258,Iris-versicolor
+99,6.237046843727347,2.81528641675685,5.616411316793336,1.7841996520679122,Iris-virginica
+100,6.2737970521727915,2.8093555844628484,5.0772110558977825,1.5179975254996607,Iris-virginica
+101,4.4,2.8993028901279763,1.3938087234280585,0.2,Iris-setosa
+102,6.227823525399339,2.83815205550212,5.668750375015461,1.7859355037602307,Iris-virginica
+103,5.756867926109104,2.50731564564402,4.9971127457235935,1.9968531746027938,Iris-virginica
+104,6.004307694771612,2.689857832154677,5.093695663101093,1.5776798965759546,Iris-versicolor
+105,6.078229873320829,2.621802184091773,5.57987535350056,1.4040998267479687,Iris-virginica
+106,6.053949515413023,2.6986680004150787,5.093540590626779,1.5802136852087298,Iris-versicolor
+107,4.90193032312965,3.087148478906303,1.496033550559183,0.1,Iris-setosa
+108,5.908857060812456,3.0031706937624594,5.0513288198980915,1.7835875982806115,Iris-virginica
+109,5.270544810518767,3.4442563581006858,1.626330237601456,0.2,Iris-setosa
+110,5.152119970087554,3.469536611941737,1.530727525422805,0.2,Iris-setosa
+111,6.419604177101552,3.201099502555065,4.494450368339595,1.4931268657373984,Iris-versicolor
+112,6.274702873988916,2.3090937444349504,4.420573949510665,1.2905730207673314,Iris-versicolor
+113,6.004693595992588,3.3957710275714486,4.4757189930979795,1.5955399584116965,Iris-versicolor
+114,6.308996700373066,2.895601722850417,5.630198180453069,1.8130773335997212,Iris-virginica
+115,4.997035960810866,3.202874976681098,1.2154125579259452,0.2,Iris-setosa
+116,5.807129428186569,2.7220406604874827,5.103728530910446,1.8856562527665177,Iris-virginica
+117,5.064069637940145,2.4744343392400827,3.118686656829917,1.0636977620918369,Iris-versicolor
+118,4.99598264552858,2.463322210961559,2.9306728780880693,1.0111942993082965,Iris-versicolor
+119,4.4,3.0975806144818523,1.335375611491381,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/26/test.csv b/iris/tab_ddpm/4_1/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/26/train.csv b/iris/tab_ddpm/4_1/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/26/val.csv b/iris/tab_ddpm/4_1/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/27/synth.csv b/iris/tab_ddpm/4_1/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ab8d22ead6cd9603401ae4987f46495d31c9be02
--- /dev/null
+++ b/iris/tab_ddpm/4_1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.632712352612654,3.296857346815515,5.722806135261116,2.0551812910477465,Iris-virginica
+1,4.871973913267976,3.0022813166585323,1.4040471515556006,0.2,Iris-setosa
+2,5.169441922474727,3.470233198334384,1.5042877038387727,0.2,Iris-setosa
+3,5.6853826368971,3.003890571585813,4.119452115859855,1.347745289532749,Iris-versicolor
+4,4.918831055367466,3.089281653739861,1.494244204401999,0.1,Iris-setosa
+5,7.0805829956010164,2.997630726449963,5.861526479622926,2.0990023650462653,Iris-virginica
+6,4.400000511741754,2.878307625205592,1.386466281140895,0.2,Iris-setosa
+7,6.274681582629528,2.301541222475049,4.432259523422669,1.3086434634161743,Iris-versicolor
+8,5.035052537242362,3.510952391898483,1.40078551500161,0.29645010887757156,Iris-setosa
+9,4.88467304645983,3.0934978394237147,1.497651184420552,0.10000010406149526,Iris-setosa
+10,4.803873145043464,3.403839841719551,1.5960148503905294,0.2,Iris-setosa
+11,4.6017251627793385,3.6246346998454246,1.0000004496749464,0.2,Iris-setosa
+12,5.5109172140120695,3.001675202998516,4.5293492962486015,1.4945242494899922,Iris-versicolor
+13,4.604516628320528,3.2060467021961725,1.4042627083740815,0.2,Iris-setosa
+14,6.372651635191855,2.427660177082175,4.60983214637628,1.397733933715044,Iris-versicolor
+15,6.335879001866348,2.940986028527126,5.623260774511351,1.8204196874568044,Iris-virginica
+16,6.310739406242227,2.5673293703524904,4.9426386129002,1.8774815741206132,Iris-virginica
+17,6.011885734448368,3.4047528628228374,4.48871137006873,1.6338270935744734,Iris-versicolor
+18,4.4,3.1743133652314217,1.319591341786361,0.2,Iris-setosa
+19,5.097175979737207,3.3326002727177224,1.6650284153047068,0.39046767391163073,Iris-setosa
+20,5.074709904583283,3.8181237410035314,1.6396947801240844,0.2,Iris-setosa
+21,6.383504797040183,2.6187922313473573,5.18812243964704,1.9107791536684724,Iris-virginica
+22,5.2369358315268535,3.5111499042832452,1.5196587623876658,0.2,Iris-setosa
+23,5.9381492994768,3.267630206046156,4.641230414284039,1.7158343006006556,Iris-versicolor
+24,5.918347238486181,3.2150631390123974,4.748285223967134,1.8058994386128588,Iris-versicolor
+25,7.7,2.802653020145839,6.7,1.9876933983333913,Iris-virginica
+26,5.870199737258544,3.0005750421889963,4.21339632532691,1.467398108642853,Iris-versicolor
+27,4.8690438073545215,2.4038356905166256,3.2359095531091673,0.9736028509385197,Iris-versicolor
+28,5.6533068769815715,3.006341223917356,4.136211847650892,1.2901576026498793,Iris-versicolor
+29,6.7470029687223425,3.291243454188211,5.742153512364407,2.5,Iris-virginica
+30,6.291798899446929,3.414372188264817,5.58547922391789,2.3988430951124613,Iris-virginica
+31,6.439442705180094,2.717186099806524,5.303583505774901,1.9191618839988334,Iris-virginica
+32,5.586136899811404,2.9897249675131197,4.071466477093147,1.3047243801093102,Iris-versicolor
+33,4.593938850901082,3.4023991360918844,1.400808061830321,0.31304768126147914,Iris-setosa
+34,5.102822528663849,3.815055624281649,1.60680749386347,0.2,Iris-setosa
+35,5.4204231634072775,3.928090261762897,1.2986507900067574,0.3896987623669864,Iris-setosa
+36,5.420073244266191,2.9963042115785004,4.487381643579764,1.503499308810896,Iris-versicolor
+37,5.520404207575893,2.4365301967828477,4.070546250753222,0.9536296989414189,Iris-versicolor
+38,6.8307311780974045,3.356955387279451,5.727065693016901,2.5,Iris-virginica
+39,6.671048400982147,3.0013196720634996,4.968747094460123,1.7055143810206839,Iris-versicolor
+40,5.081332631885037,3.4133994273107953,1.5206505163756183,0.2,Iris-setosa
+41,5.9318396596181175,3.238391324882438,4.769503195564066,1.7540373110288863,Iris-versicolor
+42,4.9878131354603905,3.5185746219711196,1.3177944734027522,0.3015903304418973,Iris-setosa
+43,7.699998410878416,2.823993807909826,6.699998753927272,1.9919302772053746,Iris-virginica
+44,4.565877006395416,3.2242128053285706,1.3614981255274898,0.2,Iris-setosa
+45,5.9974016844636555,3.411203274884846,4.460659467625272,1.57843176689524,Iris-versicolor
+46,6.989918609687322,3.0217918315384362,5.7083684635587595,2.151204745795923,Iris-virginica
+47,5.995136520316166,2.701829154052147,5.096120416456145,1.595802337003996,Iris-versicolor
+48,5.096201914714765,3.6247644175235325,1.4671023848525377,0.4221508932746208,Iris-setosa
+49,7.699998873845417,2.787227876982097,6.699998789193267,1.997884506676078,Iris-virginica
+50,5.019522169710769,3.60449252849034,1.3991087976557843,0.2,Iris-setosa
+51,7.074897105066553,3.006914078036617,5.812336659531554,2.120657563794394,Iris-virginica
+52,4.935720786068228,2.4191867163809855,2.9908444194922,1.0059612801293998,Iris-versicolor
+53,6.110653772453543,2.615152636176358,5.613533968243056,1.427334594510871,Iris-virginica
+54,4.736561264121855,3.374004215082976,1.5137662171823707,0.2,Iris-setosa
+55,7.699998101231304,2.8253298515871736,6.699998400689204,2.0269893767181753,Iris-virginica
+56,5.0019321008980535,3.2041438006786365,1.237560631964526,0.2,Iris-setosa
+57,5.138022002709083,3.353939032455251,1.3334462604889787,0.2,Iris-setosa
+58,4.591410572006263,3.632681943416808,1.0,0.2,Iris-setosa
+59,6.40882457064568,3.0928089545502515,5.478374307325931,1.812964466264099,Iris-virginica
+60,6.473547317551247,3.016221354362654,5.505441177048463,1.8024380105880204,Iris-virginica
+61,6.358294440106476,2.666878587862289,5.249570021255054,1.8934563945676617,Iris-virginica
+62,6.675192873664431,3.1043588623290836,4.3854022520746225,1.4089729581470278,Iris-versicolor
+63,5.618682371276879,4.399999223926398,1.495614807091153,0.36979324151783277,Iris-setosa
+64,5.441934721749435,3.3765475356884336,2.013207471073422,0.2,Iris-setosa
+65,5.754577034469784,2.618205822700052,5.062931883049924,1.959467998618106,Iris-virginica
+66,6.36718300440394,2.621755469058691,5.098162201022964,1.9058707959814456,Iris-virginica
+67,7.2826537513626395,2.899356927218307,6.28480048784136,1.7956889621125214,Iris-virginica
+68,4.999861877711509,3.2022840625678293,1.1954631799406912,0.2,Iris-setosa
+69,5.126970557048596,3.560420651791932,1.3828258610486015,0.3084547383019275,Iris-setosa
+70,6.6933993178599405,3.0075571730699666,5.0073594014721134,1.69779921957536,Iris-versicolor
+71,5.102271044660449,3.7886791224599103,1.648493905650977,0.3644664548031973,Iris-setosa
+72,5.1482718813140265,2.6183743000448065,3.5063021572668918,1.3479673535603025,Iris-versicolor
+73,6.68036805013663,3.311054151228223,5.689261748663385,2.5,Iris-virginica
+74,5.808639702300382,2.697379697767775,5.161779201129718,1.8964228571063242,Iris-virginica
+75,6.302618214951185,3.4194690528604768,5.610899194161009,2.3766495177840463,Iris-virginica
+76,6.31857566329694,2.931119838939174,5.592701176703329,1.7897128259462274,Iris-virginica
+77,5.3929191024260374,3.908593865487691,1.937543396381446,0.44333937073645474,Iris-setosa
+78,6.441921468456225,2.866324884145668,5.315232331172413,1.7867347050403852,Iris-virginica
+79,4.400000710729381,2.885438099283613,1.4049006418554961,0.2,Iris-setosa
+80,5.1824236233021,3.3427068793063075,1.8737684514797273,0.37665733848626193,Iris-setosa
+81,5.961114867624211,2.979229701780485,4.5136339138332815,1.3403291357251954,Iris-versicolor
+82,5.48374670332239,2.5641277380997796,4.3457321718218145,1.1718449519170577,Iris-versicolor
+83,5.6662630248837855,4.399998970671522,1.4937099324544443,0.3915319625608734,Iris-setosa
+84,5.509506262868629,4.202539871263455,1.389872690366441,0.2,Iris-setosa
+85,6.0055334844150705,2.9945413287844644,4.471132293580734,1.381893077564241,Iris-versicolor
+86,6.139399645197171,3.003612401756193,5.462484379899604,1.7843747866872013,Iris-virginica
+87,4.919943599613878,3.0559775852803495,1.351792980675847,0.2,Iris-setosa
+88,4.4,2.9481608092542446,1.3893025102168923,0.2,Iris-setosa
+89,6.2874268787707885,2.3339099664090304,4.432243040913496,1.3284101980430945,Iris-versicolor
+90,6.918891692637875,3.2002889482262886,5.6913806543184124,2.288925923928545,Iris-virginica
+91,6.675300424151063,3.2971419793859424,5.657159526042475,2.4999978268448237,Iris-virginica
+92,6.269507186040133,2.8097981299604196,5.04764597048313,1.6151160145353887,Iris-versicolor
+93,5.882257006552191,3.0083899017563427,5.081000121332247,1.7910225251606686,Iris-virginica
+94,4.601406119896663,3.567825555782328,1.000000955244238,0.2,Iris-setosa
+95,4.5083908033437075,2.3054329386287375,1.3101931754764675,0.30401338116236504,Iris-setosa
+96,6.284690954275675,2.300986113587097,4.375685202183869,1.3048180911806662,Iris-versicolor
+97,6.354238834350981,2.72873437959679,5.287451693475051,1.8686631338549193,Iris-virginica
+98,4.4,2.8732751470223663,1.3960040897978556,0.2,Iris-setosa
+99,5.370379019810928,3.5099497178562635,1.6317953094842617,0.2,Iris-setosa
+100,7.7,2.7883227118299887,6.7,1.9945302323792067,Iris-virginica
+101,6.233377085114256,2.9501826441259165,4.347621409446932,1.3436848333978502,Iris-versicolor
+102,6.446652266201882,2.9318226947708492,4.3125818006091645,1.334806623527816,Iris-versicolor
+103,5.021922857646841,3.5884197686695565,1.3994478183410348,0.2,Iris-setosa
+104,6.330227000600391,2.4828527883898857,5.0038877782658,1.8901237740343795,Iris-virginica
+105,5.791481152299092,2.672538620171138,5.059089862491997,2.2598446186295305,Iris-virginica
+106,5.098716316978617,3.802985509445766,2.007393093144361,0.43224840211617227,Iris-setosa
+107,5.204570440616935,3.457143377857583,1.430372539642324,0.2,Iris-setosa
+108,6.303270544735355,2.53339479943806,4.919169259513209,1.5073432329002507,Iris-versicolor
+109,5.095004999487761,3.2937882171750217,1.8255035841711873,0.489508752273817,Iris-setosa
+110,6.301159959338259,2.817258736326034,5.545373268905713,1.83596801234921,Iris-virginica
+111,5.428827207512582,3.981616334607767,1.3026041051818908,0.39917592528450924,Iris-setosa
+112,6.447697445411515,3.0515161902900023,5.517915933946886,1.7951617245597422,Iris-virginica
+113,5.722290407240115,4.4,1.4988489157916345,0.3980919265498375,Iris-setosa
+114,4.611271018128692,3.1900899499514095,1.4048119477942305,0.2,Iris-setosa
+115,4.9724375619382535,2.4320603971754413,3.2261946481446877,1.0580225571574662,Iris-versicolor
+116,6.284285847454676,2.3116767988290268,4.450340086946521,1.30795589575502,Iris-versicolor
+117,5.421500200184562,3.395580924046894,1.7610325813719039,0.2,Iris-setosa
+118,6.320043929154728,2.550738536737251,4.927094242670138,1.5326450288957378,Iris-versicolor
+119,4.757062411387103,3.4350023706262376,1.3808407610078792,0.3312289733049875,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/27/test.csv b/iris/tab_ddpm/4_1/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/27/train.csv b/iris/tab_ddpm/4_1/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/27/val.csv b/iris/tab_ddpm/4_1/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/28/synth.csv b/iris/tab_ddpm/4_1/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..628fedf33538f8ee366e57249700285e5f0b702e
--- /dev/null
+++ b/iris/tab_ddpm/4_1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.478590408308332,4.082699140320385,1.3512575741198,0.24577103535847855,Iris-setosa
+1,6.204434272994588,3.0211565260426605,4.5808500577929285,1.420891903911209,Iris-versicolor
+2,5.939858223595855,3.0045488494213677,4.965631588956657,1.7898512544040397,Iris-virginica
+3,4.982280774030992,3.278794016692166,1.3762667141706328,0.2,Iris-setosa
+4,5.280057205251412,3.4770655804895076,1.569168904245099,0.2,Iris-setosa
+5,6.326974193213665,2.309222695380044,4.352402077227179,1.3029695416843592,Iris-versicolor
+6,5.139058782565562,3.3894781776167466,1.4783047301245533,0.2,Iris-setosa
+7,6.507228624570272,3.0187264296573986,5.492215966012975,1.7907349040110023,Iris-virginica
+8,6.016276826903546,3.371664515940313,4.528076792184513,1.6105154281116778,Iris-versicolor
+9,5.503570636705306,2.4008201092734716,3.7533652211760655,1.0492851909467553,Iris-versicolor
+10,5.914721815205327,3.184028224338291,4.845066784342836,1.7925624418659694,Iris-versicolor
+11,5.491491180002452,4.193987230276509,1.3996433440101748,0.2,Iris-setosa
+12,5.9703676416526665,3.005937446125851,5.006948294197955,1.8000780880642173,Iris-virginica
+13,6.732177914148568,3.333229897783662,5.686277625794349,2.5,Iris-virginica
+14,6.013492851970233,3.3886566266552616,4.522027969257004,1.632887538158685,Iris-versicolor
+15,6.023642023499827,2.998800493017539,4.860924184650652,1.7995911391154489,Iris-virginica
+16,4.845372855969645,3.4251180311515927,1.5991503838419883,0.2,Iris-setosa
+17,5.049317003862575,2.47536157559488,3.3524752557288178,1.1102682768604564,Iris-versicolor
+18,6.177142697805021,2.6750822391258264,5.447381507366308,1.420498467022563,Iris-virginica
+19,6.472664516304374,3.0310952337022807,5.526361786127096,1.7956446922973759,Iris-virginica
+20,6.023969028574921,2.2,4.969232425191248,1.4600519623016106,Iris-virginica
+21,7.332752418974658,2.9004529654780673,6.300275542713762,1.7791181444351425,Iris-virginica
+22,7.180219583670993,2.962518624408519,6.085723837260106,1.9671067992624263,Iris-virginica
+23,6.870470392226103,3.178513958783771,5.72718414651064,2.2628048377470797,Iris-virginica
+24,5.713563751084552,3.0761439544418856,4.713644036791367,1.6265566329072119,Iris-versicolor
+25,5.783220973326402,2.6950113806635665,5.083872072923916,1.8975096737482546,Iris-virginica
+26,5.095982327912015,3.374746743710739,1.425263933214848,0.2,Iris-setosa
+27,5.468318931155989,2.4083422412975746,3.7420376746987873,0.9717015628591531,Iris-versicolor
+28,5.752013637666524,2.5094589293168066,5.012716973079646,1.9908088048174766,Iris-virginica
+29,6.296515509049543,3.4087265371553324,5.6319809435328665,2.3930709710539935,Iris-virginica
+30,6.32000166163929,2.514881486333337,4.922984230499865,1.5123833595101772,Iris-versicolor
+31,4.629775730207261,3.5862802511852854,1.0000010341348298,0.2,Iris-setosa
+32,7.330790677283103,2.9009858638846233,6.32770686431764,1.8152963865083194,Iris-virginica
+33,6.468254955404718,3.022614450531619,5.455139591789303,1.759115532117421,Iris-virginica
+34,5.583207819587406,2.3976855969803554,3.664791709481839,1.024055654784121,Iris-versicolor
+35,5.090154340941311,3.801241465578346,1.6857087996158138,0.40799282158287986,Iris-setosa
+36,5.114664892491657,3.810558632967363,1.6061193874259623,0.2,Iris-setosa
+37,5.243567009865497,3.5205628727519347,1.5135849980467437,0.2,Iris-setosa
+38,5.521787089056617,2.9991454222340113,4.172321620551653,1.3136736975798857,Iris-versicolor
+39,5.999164370705148,3.0010311637952225,4.794423272611556,1.7988476349595284,Iris-virginica
+40,5.9986312024329305,2.7038718541316125,5.154091087877353,1.6288249334456861,Iris-versicolor
+41,5.708407175077241,2.986406659949441,4.296553830682519,1.5009505524778093,Iris-versicolor
+42,6.568856971809793,2.971275235421654,4.372720854584577,1.4029130684827942,Iris-versicolor
+43,5.424973339526242,3.9413317828547547,1.290382597845077,0.4036040003070707,Iris-setosa
+44,5.100785670835784,3.28925322191842,1.2863124561266062,0.2,Iris-setosa
+45,4.624679803868883,3.5983578561234992,1.0000004399033722,0.2,Iris-setosa
+46,5.002909406322103,3.4847518592495708,1.3095379616600316,0.3008507916888661,Iris-setosa
+47,5.247228612435066,2.4912173659141033,3.470446686284862,1.1123504928665353,Iris-versicolor
+48,5.9755128543341085,2.6899156470255314,5.090029573674325,1.579231643041466,Iris-versicolor
+49,5.973162545147096,3.372823861874107,4.4551371483903495,1.6655314252456341,Iris-versicolor
+50,5.392384391847284,3.3957948932404647,1.6653545676356205,0.2,Iris-setosa
+51,4.4,2.8982964071474293,1.3975596734455733,0.2,Iris-setosa
+52,4.906255446252433,3.0811782777333825,1.501885535763689,0.1,Iris-setosa
+53,4.4,2.8845114942168792,1.3947362096716704,0.2,Iris-setosa
+54,6.325563420168376,2.29245806450832,4.405285933775588,1.2976641767705008,Iris-versicolor
+55,6.6253398723167285,3.0298573838746825,4.413350115009323,1.3902525120578513,Iris-versicolor
+56,5.264799554973919,2.8367498819699093,4.106615970756106,1.440804809156634,Iris-versicolor
+57,6.647637479695531,3.267588191480993,5.646838862290686,2.342971962348054,Iris-virginica
+58,5.689036009422001,2.5125086095062743,5.003490703371381,1.9916153448617255,Iris-virginica
+59,6.678624897319782,3.2942505196004404,5.6651606936665075,2.0807430177758204,Iris-virginica
+60,6.322774799596713,3.4173224030029865,5.602371617726435,2.4033236510061506,Iris-virginica
+61,6.478732450386713,3.0263842629006645,5.478004489252713,1.8138128350900309,Iris-virginica
+62,5.05256245426575,3.4985839443289404,1.3460563694978651,0.28761411210132726,Iris-setosa
+63,5.936789855761603,3.005192837512632,5.125344807093575,1.8026084006942025,Iris-virginica
+64,6.6758422986880595,3.312818352736133,5.693106760586723,2.5,Iris-virginica
+65,5.767915394805582,4.399999017189478,1.482403518859764,0.4389235011216689,Iris-setosa
+66,4.504257580772077,2.30859346861188,1.289337359312091,0.3071078772978546,Iris-setosa
+67,7.7,2.7771016214923137,6.699998791882349,2.036011035247355,Iris-virginica
+68,7.277009127613185,2.9031455104967203,6.2854085889464795,1.8124685966277845,Iris-virginica
+69,4.911370821055629,3.0957630950754482,1.4858454899823057,0.1,Iris-setosa
+70,4.4,3.2056290269307954,1.2986404969813836,0.2,Iris-setosa
+71,5.181351169927554,3.710593448934166,1.539251147596381,0.39438562355141493,Iris-setosa
+72,6.2997677001063925,3.410529277634649,5.632185828126898,2.400518962221675,Iris-virginica
+73,5.289648430047545,3.7080217286743773,1.3256182134886367,0.39748141641194557,Iris-setosa
+74,5.424714937589552,3.9863000868186806,1.3325121033013314,0.25612858853576254,Iris-setosa
+75,4.8949060473129675,3.014381782030278,1.403006628308042,0.2,Iris-setosa
+76,5.342114354075517,3.420914946664543,1.6421068871682898,0.2,Iris-setosa
+77,5.604176186392319,2.9956083373367615,4.517821783273699,1.4911750044209122,Iris-versicolor
+78,5.956479381883713,3.0351786237107583,4.248002571177356,1.5075342615086407,Iris-versicolor
+79,5.382715612238249,3.8585970484962915,1.308170508722268,0.42628705362232877,Iris-setosa
+80,4.608892920021533,3.239404581188283,1.4064385199854066,0.2,Iris-setosa
+81,4.777664289974694,3.3721394856375393,1.5819318500645918,0.2,Iris-setosa
+82,5.792802492688202,2.6743221127654837,5.090375576168915,1.9054797688599467,Iris-virginica
+83,5.029837373441941,3.5857429206932294,1.46907414043634,0.2,Iris-setosa
+84,4.8410548717065955,2.3815349226968077,3.2472633131715165,0.9829030742676304,Iris-versicolor
+85,5.627845197969205,2.8080270831389034,4.206036435712447,1.2944053900095471,Iris-versicolor
+86,5.487380238468299,4.155042490565322,1.4005301666564358,0.2,Iris-setosa
+87,5.2379956937186005,3.486390371915767,1.4248820471999866,0.2,Iris-setosa
+88,5.273006357993384,3.571964910381418,1.5158130945437995,0.2,Iris-setosa
+89,5.084911823367389,3.3769015560025264,1.5168808045034967,0.2,Iris-setosa
+90,6.019507211863211,3.3730661199295935,4.521098681754835,1.5642690515417046,Iris-versicolor
+91,6.740641928742057,3.1347590393314273,5.580276175430178,2.1462266454796417,Iris-virginica
+92,5.5178907124561185,2.5916414790696116,4.359836868001835,1.1789112921287823,Iris-versicolor
+93,4.400000532481629,2.880992788909085,1.4040342571507285,0.2,Iris-setosa
+94,6.668493168500804,3.269552532052655,5.6012047034355925,2.499999356589062,Iris-virginica
+95,5.640407310721581,2.4875963340708327,4.986889150888617,1.9913905996467394,Iris-virginica
+96,5.172307049301375,2.6580190749052455,3.44320369958671,1.3809053854380224,Iris-versicolor
+97,4.4,3.0749155857612256,1.3202681401112164,0.2,Iris-setosa
+98,5.475975120166328,2.9896727270587293,4.400805085720207,1.472179193891881,Iris-versicolor
+99,6.007161600726528,2.66562258937542,5.079526456259211,1.6014597573994132,Iris-versicolor
+100,4.623907588500721,3.396948793730238,1.393294058584329,0.31132091900241643,Iris-setosa
+101,6.411771792101709,2.9200734425324995,4.3368314647393005,1.319395963848158,Iris-versicolor
+102,6.541715385186147,3.3538673817288336,5.632931043937966,2.294960538973858,Iris-virginica
+103,4.400000700712982,2.921209540793571,1.4011079977418417,0.2,Iris-setosa
+104,5.999980599330519,2.675327547397948,5.096072701037381,1.633223142007992,Iris-versicolor
+105,5.640877497738892,2.502571459400618,4.980894043932995,1.9989663621096532,Iris-virginica
+106,4.905992156532162,3.0106751323040437,1.393808035542854,0.2,Iris-setosa
+107,5.2503655911557034,3.43947396925099,1.5801701742541674,0.2,Iris-setosa
+108,4.605840794779764,3.609149804964728,1.0000004470395414,0.2,Iris-setosa
+109,6.728148204199119,3.0783800286381817,4.391248389461531,1.4134925261516385,Iris-versicolor
+110,4.596615953778879,3.206004693874844,1.3819183287513837,0.2,Iris-setosa
+111,4.993004582832677,3.176384134996567,1.1855086209169585,0.2,Iris-setosa
+112,4.905376088093421,3.101560567582249,1.503775889831909,0.1,Iris-setosa
+113,5.987011964737264,2.997848737476449,4.93241595279893,1.796980623640894,Iris-virginica
+114,5.776232657275155,2.795239248118842,5.150339138027514,2.412786574476022,Iris-virginica
+115,6.708895865363992,3.2902855846443466,5.6678013133632374,2.133513769054244,Iris-virginica
+116,6.72279461072037,3.285474068081143,5.722652917637683,2.136233089171571,Iris-virginica
+117,5.1479752350746875,2.5089622924679347,3.0455482008657584,1.0938410248643669,Iris-versicolor
+118,7.065703281981222,2.9849240106804085,5.918397631675523,2.0651481615855105,Iris-virginica
+119,5.906443356719056,3.0056531535267,5.126917676135073,1.784533186013921,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/28/test.csv b/iris/tab_ddpm/4_1/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/28/train.csv b/iris/tab_ddpm/4_1/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/28/val.csv b/iris/tab_ddpm/4_1/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/29/synth.csv b/iris/tab_ddpm/4_1/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d45dd5e28df8b6e2069c3ee6f459c11b8704c949
--- /dev/null
+++ b/iris/tab_ddpm/4_1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2899510955057,2.716166969776282,4.90777651795607,1.80577957073405,Iris-virginica
+1,5.497492862300434,2.5740090470302217,4.407521346958225,1.1884961749502752,Iris-versicolor
+2,4.948025698698248,3.115726738952358,1.3475924243135853,0.2,Iris-setosa
+3,5.045006646884599,3.2681546840167846,1.2589826463263891,0.2,Iris-setosa
+4,5.774757733383521,4.4,1.49713377345675,0.4830406661451744,Iris-setosa
+5,5.739455341621301,2.975555470998429,4.233666164245566,1.3469631346926785,Iris-versicolor
+6,4.498656666407837,2.3093886182153445,1.296523049184506,0.27231046064463077,Iris-setosa
+7,6.680379375711973,2.98084969282017,5.008227196946451,1.7131719961316223,Iris-versicolor
+8,4.582047417706496,3.6204296740545634,1.0,0.2,Iris-setosa
+9,6.328786022686373,2.4280565778283347,4.59796140146213,1.3702041347573033,Iris-versicolor
+10,5.636439483310347,3.0148978452368733,4.117123430033441,1.2916618019374086,Iris-versicolor
+11,5.110449789460237,3.403563008184043,1.5161246026977264,0.2,Iris-setosa
+12,5.35409949893623,2.9265145088837046,4.343898801053293,1.4552633437259106,Iris-versicolor
+13,5.832630978106298,4.4,1.5396182433820294,0.43095427331322017,Iris-setosa
+14,6.322377382984588,2.506207540774807,4.914303726343547,1.5145485999293817,Iris-versicolor
+15,5.095299290751091,3.7567946777210546,1.6389690681265856,0.41206656792876817,Iris-setosa
+16,4.913442644856752,3.089992758061532,1.482924068837374,0.1,Iris-setosa
+17,6.937484608914209,3.0502654720975477,5.593042545255708,2.173892999837962,Iris-virginica
+18,4.880801617909854,3.4081627337835356,1.5852654540109712,0.2,Iris-setosa
+19,4.400000489179606,3.1668652588202697,1.3329233976546322,0.2,Iris-setosa
+20,5.081121126446617,3.5827493093084013,1.4083238634687198,0.2,Iris-setosa
+21,5.914238142521748,3.1989820188865954,4.802794106015158,1.8067213107286566,Iris-versicolor
+22,5.661278857412032,2.9986934798898464,4.525423623114394,1.5071037993580123,Iris-versicolor
+23,5.903291535726071,2.9944759655595807,5.087813805796368,1.7894770146827632,Iris-virginica
+24,5.8101218610902094,2.8081690383438356,5.129318226421153,2.4103364866834656,Iris-virginica
+25,6.752538873895933,3.002313638661558,5.462196877557654,2.1019669672485137,Iris-virginica
+26,6.285746538144496,2.7781718024681363,5.024516059506079,1.5283999876208811,Iris-virginica
+27,5.422070135717253,3.001040775304551,4.468379559352482,1.495953022662372,Iris-versicolor
+28,6.319445865955393,2.293878332481957,4.40077293853316,1.3039814411335902,Iris-versicolor
+29,6.50594020177583,3.010642286587986,5.481499372413799,1.7910670190302918,Iris-virginica
+30,5.018688620511103,3.3559743734859975,1.4003065412691174,0.2,Iris-setosa
+31,5.516747758942968,4.228652116735317,1.399620319763846,0.2,Iris-setosa
+32,5.45636484514611,4.129001329682258,1.3356048470333932,0.2,Iris-setosa
+33,6.275042887551064,2.90069358770902,5.587541183419466,1.8043680375222209,Iris-virginica
+34,7.7,2.825117707252261,6.7,2.0253196074793287,Iris-virginica
+35,4.888050223334974,3.0968663050030796,1.5064206843110397,0.1,Iris-setosa
+36,6.118848119317241,3.27290924243155,4.601148548958154,1.624972183771225,Iris-versicolor
+37,6.482883156419789,2.9842157060910477,5.489131124022411,1.8063895536911254,Iris-virginica
+38,4.8495454052452445,2.994598317232008,1.4008661589547546,0.2,Iris-setosa
+39,6.290291049777635,2.3018589195836467,4.361188799994696,1.3026987747469745,Iris-versicolor
+40,5.6521246914226575,4.399998615037057,1.4778877523737046,0.3559829839493104,Iris-setosa
+41,5.101285406127003,3.598255202152228,1.4628294560440152,0.3893344458967928,Iris-setosa
+42,6.349313304542216,2.5865859948802674,5.0688206543923515,1.9078105946463213,Iris-virginica
+43,5.035464068956278,3.502230626088494,1.2987142469560444,0.29566428271027373,Iris-setosa
+44,6.28010337131504,2.900530992796027,5.6101960329003155,1.797801171886492,Iris-virginica
+45,6.663581660163179,3.0931768550489718,4.433318415234133,1.4219614463715609,Iris-versicolor
+46,5.476330839702436,2.9943424063288564,4.467399776261508,1.497379439909925,Iris-versicolor
+47,7.322926132982302,2.923526130374384,6.33102805886027,1.7976873624302414,Iris-virginica
+48,5.48083289926022,2.9879319989914483,4.1256736220550065,1.2850171721800046,Iris-versicolor
+49,5.799948018714842,4.4,1.4938442447261162,0.47981155024545874,Iris-setosa
+50,6.361798612046103,3.2165231379130352,4.520077360602762,1.5133811058625828,Iris-versicolor
+51,5.831547836467252,2.8299192908547335,5.141669562822103,1.8500332570514317,Iris-virginica
+52,4.945335919497612,3.51547602549902,1.5275362685524994,0.2,Iris-setosa
+53,6.617445886113227,3.019503221750934,4.426509674147305,1.400251758307165,Iris-versicolor
+54,5.795464457642936,2.729369406668801,5.111563774736204,1.8854436104921986,Iris-virginica
+55,5.542474178813084,2.381109886558004,3.8988171124070963,1.1215969149050111,Iris-versicolor
+56,6.314229163914445,2.3173461561748976,4.453238894231296,1.3274828313773557,Iris-versicolor
+57,6.697625554331217,3.0030387100081337,5.008368926435891,1.6829371952979506,Iris-versicolor
+58,5.36203010903599,2.491777231395722,4.208644536961789,1.2570137837200575,Iris-versicolor
+59,4.586708593039395,3.653203945496415,1.0,0.2,Iris-setosa
+60,6.023037170555839,2.976492401391243,4.519346332408425,1.3806357155786695,Iris-versicolor
+61,5.164462227500121,3.4669221237434993,1.4900600773331023,0.2,Iris-setosa
+62,4.843119721497132,3.110618740546445,1.4879316297940959,0.1,Iris-setosa
+63,5.043537208128481,2.4663786335698235,3.1456383167175996,1.0671903952614423,Iris-versicolor
+64,6.695384408867307,2.988244636528338,4.990876801989132,1.6917219616836596,Iris-versicolor
+65,5.825695096516731,2.80433696590552,5.098719734708067,2.4084684409997674,Iris-virginica
+66,6.502546928839318,2.995170657357758,5.471234530658622,1.814656193295557,Iris-virginica
+67,5.215563830543778,3.341783737310586,1.9510276243915785,0.3440446320939906,Iris-setosa
+68,5.097124172907717,3.301998470787529,1.8477893168000252,0.53019707171025,Iris-setosa
+69,6.006674146545091,2.7002746348128963,5.098000740157508,1.5880514365998524,Iris-versicolor
+70,6.718049793934303,3.0963279969275233,4.389838140388569,1.426443656887582,Iris-versicolor
+71,5.48054717764617,4.169559801924202,1.4065596529328974,0.2,Iris-setosa
+72,6.940420625499504,3.045025416425996,5.648138590091719,2.1617466974914694,Iris-virginica
+73,5.105579329479524,3.301249694419175,1.7857387185670124,0.5019460792534381,Iris-setosa
+74,5.813842490307554,2.707813036736432,5.122489576385029,1.9011067612099504,Iris-virginica
+75,7.699998589454768,2.820481718883124,6.7,2.006630137619137,Iris-virginica
+76,5.083032401836804,3.7777912175252415,1.9875445665227287,0.40177934378692376,Iris-setosa
+77,5.416782450910291,3.9125730763364466,1.6882209055133428,0.4264260095632553,Iris-setosa
+78,5.642931881871208,4.399999235244087,1.492038048178886,0.3886324711773351,Iris-setosa
+79,6.378627517505829,2.889707223709112,4.290850892105128,1.2894688844422122,Iris-versicolor
+80,6.0860025996447735,3.3523767599752263,4.490415093672327,1.5424016502243414,Iris-versicolor
+81,6.337989930757939,2.2906684892459204,4.419841434311289,1.3192681574570229,Iris-versicolor
+82,6.881406975293974,3.1301574135465944,5.60717303366842,2.215951451536149,Iris-virginica
+83,4.822853880446021,3.407591299659588,1.625116531819643,0.2,Iris-setosa
+84,4.4,3.0216357439124604,1.3712416818014521,0.2,Iris-setosa
+85,5.2899735798637035,3.59463913038335,1.4096865850645122,0.2,Iris-setosa
+86,5.161634584409475,3.376209239186389,1.3879486507190926,0.2,Iris-setosa
+87,6.299179158627164,2.301609363207274,4.352664712731632,1.2946788270232943,Iris-versicolor
+88,5.480084792660213,3.0175051301725704,4.572977139372565,1.527396060073598,Iris-versicolor
+89,6.0130217248766105,2.2,5.002563468263418,1.498784731150688,Iris-virginica
+90,6.31928160732239,2.2985735908532074,4.413719286993035,1.3013035644056192,Iris-versicolor
+91,6.131562074140624,2.6090285401372397,5.598912945748649,1.4180488680751113,Iris-virginica
+92,4.861037442544884,2.4023329864120364,3.2787270371526565,1.0566111102445883,Iris-versicolor
+93,4.804086183102864,3.3919004320650696,1.586062793462896,0.2,Iris-setosa
+94,5.943249452215752,2.9537686851744382,4.4231445861995216,1.3659018035688455,Iris-versicolor
+95,6.7240764342180475,3.3031743411520567,5.735942716544373,2.0557921164070074,Iris-virginica
+96,5.375784527039567,3.928935510349707,1.7881320225432193,0.38115128857338054,Iris-setosa
+97,6.281062819875737,2.592394767703195,5.025300053487193,1.8695366455644122,Iris-virginica
+98,5.160331574873226,2.637870762722173,3.648404423244476,1.3533491846898866,Iris-versicolor
+99,7.7,2.8278396093342213,6.7,1.996312175718733,Iris-virginica
+100,4.984267973355098,3.2109693666250663,1.2191018226290338,0.2,Iris-setosa
+101,4.947603528542517,3.079713247231084,1.3254291319969582,0.2,Iris-setosa
+102,5.696730308085302,2.9491186349190244,4.2336562281748185,1.3714067965946386,Iris-versicolor
+103,5.951498914806473,2.9835180385875013,4.951745952416949,1.806073744152427,Iris-virginica
+104,4.593173769755847,3.6005385441878186,1.0,0.2,Iris-setosa
+105,5.797111449047759,2.7173551320806513,5.099415163651844,1.888718241084253,Iris-virginica
+106,6.316893232888862,2.3144659932612055,4.4752405535661195,1.3178269969580427,Iris-versicolor
+107,6.786398957953873,2.9903878899136984,5.547282709172389,2.1081088983280782,Iris-virginica
+108,4.601921500057957,3.2241740626919753,1.4032374496910556,0.2,Iris-setosa
+109,5.817448348212084,2.7940798913507705,5.144568349508898,2.3986308103694958,Iris-virginica
+110,5.131534683878223,3.3727509488943292,1.4035678584945877,0.2,Iris-setosa
+111,6.306809614059862,2.297035745465178,4.3805954441186525,1.2967154842801751,Iris-versicolor
+112,5.402791178028392,2.991788686382661,4.480969934035833,1.4977912948263299,Iris-versicolor
+113,4.9860482200163645,3.570394464582013,1.37331236531808,0.2,Iris-setosa
+114,6.479072486162174,2.979469738601524,5.501079922341256,1.815243985881865,Iris-virginica
+115,5.479744405752035,2.4044461508787003,3.533035882370109,1.002256470247627,Iris-versicolor
+116,6.793315014614783,3.1984406746915237,5.716464304180071,2.166511925701235,Iris-virginica
+117,6.270379262572179,2.7781061358762824,4.931145961373944,1.730732655260482,Iris-virginica
+118,5.8481026286350115,2.9909006399048894,4.186633021546601,1.506509072721471,Iris-versicolor
+119,5.192787969475636,3.3687260993130614,1.3932353286339225,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/29/test.csv b/iris/tab_ddpm/4_1/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/29/train.csv b/iris/tab_ddpm/4_1/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/29/val.csv b/iris/tab_ddpm/4_1/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/3/synth.csv b/iris/tab_ddpm/4_1/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..71af1f76966f6b8d1b2b7f532d698fa083a459fd
--- /dev/null
+++ b/iris/tab_ddpm/4_1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.756301431693418,3.3413974849966883,1.4972202189745547,0.2,Iris-setosa
+1,4.5038710703709555,2.3069781355699135,1.2975186036398643,0.3017996939105057,Iris-setosa
+2,6.4842783677068105,3.058070248583806,5.480696595889697,1.8024708410970587,Iris-virginica
+3,4.400000684063177,2.903332016293701,1.3707496189497954,0.2,Iris-setosa
+4,7.7,2.778043400007941,6.7,2.0034852722172625,Iris-virginica
+5,5.463011545537578,2.4225341160632974,3.5208598999379626,1.0293548960381225,Iris-versicolor
+6,4.4,3.205813554295043,1.2957298272649407,0.2,Iris-setosa
+7,6.566271326162329,2.969568514967711,5.002403781287599,1.689533256208603,Iris-versicolor
+8,5.51115021309442,2.3977522512058496,3.797895974695777,1.0051528360021176,Iris-versicolor
+9,6.929920531656856,2.9140094906742693,6.002726063896778,1.7854791528269853,Iris-virginica
+10,5.687567309889417,4.399998543740488,1.496447730480054,0.4364679469433663,Iris-setosa
+11,6.013640928941391,2.720909875637717,5.085305990981343,1.6155355388283839,Iris-versicolor
+12,5.509654543536678,2.4007098542290923,3.7578172106283363,0.9903157397042749,Iris-versicolor
+13,4.904466593485845,3.488905784411202,1.3252831825150302,0.3037127182276086,Iris-setosa
+14,6.144697366691364,2.6595143363990377,5.496321190725213,1.5192407583885257,Iris-virginica
+15,5.38334277377067,3.9101467262388905,1.2940058836082202,0.4640803515660663,Iris-setosa
+16,4.400000546879566,3.1570420552986582,1.3007460467002434,0.2,Iris-setosa
+17,5.625184177269635,2.983106024410866,4.117024888330882,1.321091387262323,Iris-versicolor
+18,6.409178535036514,3.1082884955832446,5.530167591765677,1.8205032558064207,Iris-virginica
+19,5.515031535693931,4.231749927870289,1.4086000452028837,0.2,Iris-setosa
+20,6.201205314291015,3.0303013504202996,4.528832565734594,1.4039228629692362,Iris-versicolor
+21,6.3022473472862615,2.4054727139294476,4.782273517702675,1.4612850513072262,Iris-versicolor
+22,5.4968549903747626,4.184051083692124,1.3628144801149982,0.2,Iris-setosa
+23,5.341514213766854,3.4737576971166146,1.593015300886929,0.2,Iris-setosa
+24,5.177789622377912,2.66836836942358,3.6189574624389187,1.3830635064893029,Iris-versicolor
+25,5.376117844184072,3.8627739771567478,1.9277570433860867,0.4511377681354154,Iris-setosa
+26,6.554816718069292,2.9745793782497794,4.384996584424269,1.3684746213500532,Iris-versicolor
+27,5.457839121626112,3.006199257639449,4.451887045818225,1.4977100444365794,Iris-versicolor
+28,5.399654725993466,2.989121062089962,4.490298547918322,1.506904640426129,Iris-versicolor
+29,6.3044981911704845,3.4031062097413183,5.583816619347706,2.3995834069890365,Iris-virginica
+30,7.699998869535006,2.8177429982067013,6.7,2.0635242711069015,Iris-virginica
+31,4.4,3.206240844433864,1.2960157094805869,0.2,Iris-setosa
+32,5.109905966120378,3.53089371116953,1.3883271505186738,0.3197952220520342,Iris-setosa
+33,5.1167453660282245,3.398942093758738,1.489647253962461,0.2,Iris-setosa
+34,5.112839729340737,3.334347896946136,1.67917676056718,0.4544260023072513,Iris-setosa
+35,6.188618147776049,2.723113358060613,5.580158547150222,1.5218726460541514,Iris-virginica
+36,4.613554887642381,3.594964292307336,1.0,0.2,Iris-setosa
+37,5.829836317927589,2.9943120326965422,4.18770077369754,1.3571126690872073,Iris-versicolor
+38,6.291694545426671,2.4987519141813963,4.905964029660672,1.501903782961041,Iris-versicolor
+39,6.657857701557781,3.3004342059211713,5.729467662933926,2.3322976274047784,Iris-virginica
+40,5.575192087541761,2.9948542913496228,4.512530012904232,1.510436930135932,Iris-versicolor
+41,6.087376777372189,3.001499963852497,4.600630385251219,1.4050794562850566,Iris-versicolor
+42,5.458320916353892,2.996839843811975,4.46288111234033,1.4885201665754149,Iris-versicolor
+43,5.657594667785716,3.019392430197209,4.135564410928197,1.3211092306705436,Iris-versicolor
+44,5.4797018283978245,4.194500233712728,1.3877940039979644,0.2,Iris-setosa
+45,5.71658148588272,4.399997077793874,1.496631052942827,0.4452993740146506,Iris-setosa
+46,6.308457118097815,2.8458739991186306,4.277828541188543,1.2824426828294024,Iris-versicolor
+47,5.871301645145351,3.2073357733403864,4.786438025624907,1.764669188988501,Iris-versicolor
+48,5.255040929142994,3.6010607867489277,1.4939441021506832,0.2,Iris-setosa
+49,4.4,3.1915512787324425,1.2734295674026805,0.2,Iris-setosa
+50,6.000488411893278,3.399348930094584,4.496357666959533,1.6007398136607733,Iris-versicolor
+51,6.012174312435202,2.7107180692187294,5.091202484517227,1.5607076945515144,Iris-versicolor
+52,7.7,2.7892582721633765,6.7,2.0212463221384476,Iris-virginica
+53,6.716019105967373,3.1165612115101577,4.415154764593466,1.3973111835524137,Iris-versicolor
+54,5.690706288208651,2.7355224924966586,4.278527851487803,1.310368863695002,Iris-versicolor
+55,6.363752911250119,2.6258303548870114,5.178831613883341,1.906481833098898,Iris-virginica
+56,5.350055151714427,3.8893445898936667,1.2813992071179792,0.3675607760646179,Iris-setosa
+57,5.1075946336645295,3.356935785864246,1.5769646838036668,0.2,Iris-setosa
+58,5.021329867096551,3.5204161967206824,1.3341552461685529,0.3027373111124662,Iris-setosa
+59,6.691342074596852,3.100471244373378,4.413984402383404,1.392916393420593,Iris-versicolor
+60,5.38114626325308,3.3993869031970916,1.6714078242654713,0.2,Iris-setosa
+61,5.386375945458288,3.3931715486038567,1.6842516742592215,0.2,Iris-setosa
+62,5.123260540659013,3.419407544164195,1.510428127995497,0.2,Iris-setosa
+63,5.211632757426737,3.6908211838424325,1.4081227244241952,0.3830502549590179,Iris-setosa
+64,5.0982855372108835,3.805334379583486,1.615812312364286,0.2,Iris-setosa
+65,5.684983011819059,3.000286105669428,4.444251441425859,1.48969021640793,Iris-versicolor
+66,5.2376039742759835,3.539670572087324,1.4952596802951403,0.2,Iris-setosa
+67,6.690168512538022,3.309710310324877,5.648061243154954,2.0935506521432696,Iris-virginica
+68,6.32391859156186,2.7933319026213166,5.149055879593328,1.4980497018978056,Iris-virginica
+69,5.248901795323074,3.616099894239027,1.505259513577941,0.2,Iris-setosa
+70,4.562159770371597,3.585549371604182,1.0,0.2,Iris-setosa
+71,5.09406404586432,3.7635690818498944,1.5774843623476478,0.4023685600085545,Iris-setosa
+72,6.311764877879889,2.3087968325644623,4.355790608946464,1.3084326205164178,Iris-versicolor
+73,5.908157330224007,2.9669950082236998,5.018741680370767,1.8215013594808764,Iris-virginica
+74,6.195708237300776,2.7179146932410707,5.62352791334868,1.5479116691004866,Iris-virginica
+75,5.631766315546426,4.399993020133135,1.4896980514673863,0.5603592161525449,Iris-setosa
+76,6.0141445278852474,2.973618676821474,4.571487500930423,1.3821917311302014,Iris-versicolor
+77,6.289222410268888,3.246008313608577,4.502399302890959,1.5429777401696552,Iris-versicolor
+78,4.595079353981755,3.3970565004400375,1.3908503036096396,0.30953459969297503,Iris-setosa
+79,4.992688338571766,3.4428983400311544,1.363328757130927,0.2,Iris-setosa
+80,6.461841850445662,3.0476439463331877,5.49638214381897,1.790080315650005,Iris-virginica
+81,4.503351136782645,2.292395109935855,1.3041017532327843,0.3014412584479076,Iris-setosa
+82,6.013718315382149,3.3898277586972356,4.494337942760845,1.593608962936788,Iris-versicolor
+83,6.689551541198053,3.338598745096128,5.675152164211346,2.4999993606148125,Iris-virginica
+84,7.7,2.820509703036799,6.699998369131308,2.031857495100833,Iris-virginica
+85,4.907462549383477,3.105494588853592,1.4907761339768275,0.10000016138098367,Iris-setosa
+86,5.3766968016592065,3.86529692111023,1.318980653775568,0.3991166590265326,Iris-setosa
+87,4.893058929034148,2.3835503693388858,3.151525312718187,0.9966390114451358,Iris-versicolor
+88,6.324487345883163,2.679641854916426,4.89733297869415,1.8517682002383058,Iris-virginica
+89,6.303743945105144,2.2983905750426263,4.444373138549155,1.2841157712788125,Iris-versicolor
+90,6.302660356312714,2.3049778611265745,4.450413266673322,1.2972465592577531,Iris-versicolor
+91,5.469354866815375,2.600606267044035,4.337477799837379,1.210657261997342,Iris-versicolor
+92,5.226072264191615,2.6623105461185035,3.697312417049589,1.3877262767390992,Iris-versicolor
+93,4.623652270354722,3.1850822836872648,1.396656803527328,0.2,Iris-setosa
+94,5.3538568365047325,3.800970927880283,1.510566237328201,0.2,Iris-setosa
+95,5.937559045477456,2.9920377912137517,5.049103882898524,1.7973305188148556,Iris-virginica
+96,6.328815372755707,3.4104457589235513,5.641502446343565,2.3931127521672244,Iris-virginica
+97,6.367809537832681,3.2133298459870687,4.5303530532687235,1.5100692643389744,Iris-versicolor
+98,4.98608462691991,3.1722623822813962,1.2049024581421703,0.2,Iris-setosa
+99,5.348574486914295,3.4318644095729978,1.6403500094797934,0.2,Iris-setosa
+100,5.49584588024798,4.188033807239909,1.4062482278169286,0.2,Iris-setosa
+101,5.384888772821153,3.4065062679601508,1.6792109099498922,0.2,Iris-setosa
+102,6.294815875781472,2.4883772791800447,4.893407913853341,1.503151143152344,Iris-versicolor
+103,7.314231367174105,2.903891380566009,6.296153339367643,1.7968204602612121,Iris-virginica
+104,6.895798420379234,3.0533942222655486,5.5514892028894645,2.169853397186695,Iris-virginica
+105,4.602421254035052,3.196394035981747,1.4030666986999618,0.2,Iris-setosa
+106,5.90729605123318,2.9919261179403622,5.138235392831303,1.795818672574749,Iris-virginica
+107,4.617480929014169,3.194828411644489,1.3905749739084516,0.2,Iris-setosa
+108,5.817213063555962,2.9713713027883464,4.153688212526593,1.4886981134550217,Iris-versicolor
+109,4.786771237480819,3.3895544716098627,1.6001104424215027,0.2,Iris-setosa
+110,5.449020702798725,2.5845623478660804,4.416182676555176,1.079396429355709,Iris-versicolor
+111,6.290869794052646,2.4423667369786615,4.838416540640023,1.4699324732898171,Iris-versicolor
+112,6.290586995645306,3.0677086508247164,4.571735913343197,1.4175003801540587,Iris-versicolor
+113,6.289031929719149,3.3981842379607663,5.575201917169023,2.410133039416934,Iris-virginica
+114,7.109945512950739,3.0092910372780994,5.918811887018732,2.107540524156876,Iris-virginica
+115,6.4895058601678155,2.947807188728972,4.286138268681752,1.3283041648902834,Iris-versicolor
+116,4.907027539568583,3.093425712453239,1.4964162515768484,0.1,Iris-setosa
+117,5.2350137142175726,2.746124107222636,4.0140997158936,1.409722845652414,Iris-versicolor
+118,4.4,3.190186437050909,1.285799681106237,0.2,Iris-setosa
+119,6.280886576674797,2.302340396342268,4.352166932336416,1.2767823992968228,Iris-versicolor
diff --git a/iris/tab_ddpm/4_1/3/test.csv b/iris/tab_ddpm/4_1/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/3/train.csv b/iris/tab_ddpm/4_1/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/3/val.csv b/iris/tab_ddpm/4_1/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/4/synth.csv b/iris/tab_ddpm/4_1/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ebacb835194162c888c1d6a4d6df0e3c4276f1e0
--- /dev/null
+++ b/iris/tab_ddpm/4_1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.896496001010584,3.2030530825534616,4.816192273821148,1.7588834083640421,Iris-versicolor
+1,6.1187074844423375,2.607677929496413,5.5885127377043045,1.3897621127322735,Iris-virginica
+2,4.623797585597373,3.584179852159609,1.000000663610077,0.2,Iris-setosa
+3,6.715553644583896,3.0026945054018657,5.4857802624415655,2.0856268107196017,Iris-virginica
+4,5.916115840929562,2.9997502159633203,5.128053261757287,1.7897804740444598,Iris-virginica
+5,5.996885013615713,2.6942909281290603,5.087170817804007,1.5953389688167807,Iris-versicolor
+6,6.423591427852455,2.569925697478025,4.94174336541869,1.5331384470954166,Iris-versicolor
+7,7.699997335749141,2.797604968395467,6.699996530287952,2.026017505271783,Iris-virginica
+8,4.963307595740024,3.4907820963550726,1.255715770036974,0.317382861018147,Iris-setosa
+9,5.705714014917372,2.998561471428519,4.398744858560258,1.4895242292896473,Iris-versicolor
+10,5.007163930564722,3.5891852608598764,1.4027786865299527,0.2,Iris-setosa
+11,6.398249210220192,2.904329999375844,5.590889985960965,1.7184480052112587,Iris-virginica
+12,6.682588038651392,3.126382860195151,4.439320002226605,1.4210719913720935,Iris-versicolor
+13,4.903393861756884,2.9887233667520867,1.4018668461418429,0.2,Iris-setosa
+14,5.9048078673412965,3.0016729240638487,4.237550808735951,1.481176117787526,Iris-versicolor
+15,4.981000011479589,3.484940021028317,1.291024364489838,0.3046049912143515,Iris-setosa
+16,5.984034043890284,2.693661396335339,5.085213406660994,1.5965330265339435,Iris-versicolor
+17,6.676517015808991,3.241046682425909,5.667627264401912,2.062006675788842,Iris-virginica
+18,5.619788831895079,2.6995518271862022,4.172711342965477,1.3027679039141693,Iris-versicolor
+19,5.019481472259248,3.322347512467685,1.3948155143571,0.2,Iris-setosa
+20,4.612331894477285,3.2333725239689723,1.3989999007725176,0.2,Iris-setosa
+21,6.506437071283553,2.945443394297135,4.356774145952206,1.3598732930743007,Iris-versicolor
+22,5.709704634465497,4.399998907233568,1.4974611067909183,0.45686486083127725,Iris-setosa
+23,5.352962097612685,3.3984852652356343,1.6848434710606073,0.2,Iris-setosa
+24,5.348909860920632,2.9956371251283875,4.486438587920229,1.5119722241935916,Iris-versicolor
+25,5.894435478025168,3.207641363571101,4.761051493746915,1.7745775026193653,Iris-versicolor
+26,5.1258779132365735,3.387419123144487,1.520624799889649,0.2,Iris-setosa
+27,5.015989506080276,3.2900566191209126,1.2890168248711733,0.2,Iris-setosa
+28,6.361311979918064,2.5805050332033286,5.124728824055905,1.9179016747908018,Iris-virginica
+29,5.60106374847909,2.4772066603142644,4.199555600213259,1.1446163294386773,Iris-versicolor
+30,4.902020131435233,3.113518312147831,1.5062006543207285,0.1,Iris-setosa
+31,4.503533865286102,2.3013762086392395,1.3238229770522987,0.2968223341292377,Iris-setosa
+32,6.497024368492113,2.946024489563952,4.325771273194131,1.357316347938601,Iris-versicolor
+33,6.37558152324481,2.890644667429159,4.308225170596629,1.2971235837423185,Iris-versicolor
+34,5.043216212689346,3.322456805801126,1.406612063383276,0.2,Iris-setosa
+35,6.2958867723205305,2.51945510929117,4.865539984602206,1.5013705637470678,Iris-versicolor
+36,6.944923135614119,3.145710172967503,5.6633160061323675,2.2663923678891815,Iris-virginica
+37,6.333480741833987,3.4126032592718603,5.597477231881237,2.3991430769477744,Iris-virginica
+38,4.749735619729313,3.370778525903675,1.5356186390303572,0.2,Iris-setosa
+39,6.294257698016736,2.801154000000635,5.148706600644527,1.4889181512583036,Iris-virginica
+40,7.7,2.767575169795612,6.7,1.995346892721654,Iris-virginica
+41,6.326745621256253,2.9082317874807773,5.570939090920231,1.7964541612097003,Iris-virginica
+42,5.508976636056685,2.401760855122347,3.751594049412491,1.0760071759538672,Iris-versicolor
+43,5.59990060857917,2.9999414487443294,4.132348772883908,1.2996360633715216,Iris-versicolor
+44,5.088116675290483,3.8126006119438838,1.5603025756236943,0.2,Iris-setosa
+45,5.091673506009059,3.7626367837873147,1.5796345846827053,0.2,Iris-setosa
+46,4.588863929446506,3.1855027396951265,1.4026773904153074,0.2,Iris-setosa
+47,6.334819956402208,3.245647740077877,4.506379990510518,1.4929232164610788,Iris-versicolor
+48,5.298586948861086,3.4460219188401413,1.6229205015926178,0.2,Iris-setosa
+49,6.983899000641618,3.0839901929759104,5.851924446104651,2.205977746664865,Iris-virginica
+50,6.322931111056982,2.579551513390009,4.982423820526046,1.8737501034168418,Iris-virginica
+51,5.427995140661501,3.9454747788639666,1.3509919980978877,0.3922926334020771,Iris-setosa
+52,5.995750447838083,3.001042230593439,4.744085306877361,1.8081415000471948,Iris-virginica
+53,4.913062555840072,3.0978992065069013,1.5133287960142336,0.1000001290072311,Iris-setosa
+54,6.294509003168508,2.300134897199862,4.415080304336549,1.3052600946698159,Iris-versicolor
+55,5.980089360638101,3.37299361848792,4.4771234731584535,1.6095060799531342,Iris-versicolor
+56,5.930400799552643,2.9974928655078203,5.085203551059317,1.7968990189434013,Iris-virginica
+57,4.786856933389488,3.3734717836154053,1.5815276886319316,0.2,Iris-setosa
+58,4.400000824324871,3.0322427929095803,1.3384097994908988,0.2,Iris-setosa
+59,5.5162319671862035,2.3955160999086083,3.4424547524014635,1.133828054010006,Iris-versicolor
+60,6.0066102478115635,2.200000396458371,5.0028678420505655,1.5174157931460066,Iris-virginica
+61,5.410333098843221,3.8672026276816696,1.6918007278921565,0.3818643063890873,Iris-setosa
+62,4.665304286470728,3.404377931445627,1.3849134746094363,0.30668195763116035,Iris-setosa
+63,5.786798672839133,2.657540875982397,5.098350737994874,1.9312774162988875,Iris-virginica
+64,5.4927016999526,2.4038104731273924,3.6943101978976194,1.098195111295042,Iris-versicolor
+65,5.112100615839724,3.3098937461161264,2.005413884787391,0.565941131310635,Iris-setosa
+66,7.6999966683229975,2.806251045017922,6.699996700179291,1.9791531423486215,Iris-virginica
+67,6.292213237092029,2.303602161851375,4.425923591901444,1.3046036304526547,Iris-versicolor
+68,5.396951403701544,3.8867894082933065,1.777689493272854,0.44806377066204095,Iris-setosa
+69,5.80211550603006,2.8102251095115864,5.083461299233343,2.3896468492414127,Iris-virginica
+70,5.109997063614524,3.7668176871772707,1.597403745405984,0.39662823949685944,Iris-setosa
+71,5.5618644528374155,4.172609168652154,1.4018619471343707,0.2,Iris-setosa
+72,5.023465212993762,3.292483047784863,1.3335387839638266,0.2,Iris-setosa
+73,4.605226561719617,3.1962892244676615,1.3870602794340425,0.2,Iris-setosa
+74,5.213144695484551,3.4871316796259637,1.5071666579461434,0.2,Iris-setosa
+75,5.104745248554214,3.7069574775635035,1.5486603023739045,0.3971304778675515,Iris-setosa
+76,6.637322557332609,3.021849584400174,4.374804295863294,1.4130487486695475,Iris-versicolor
+77,5.19906951169011,2.694906734177928,3.8299719432570196,1.3994672005100308,Iris-versicolor
+78,6.444745195385065,3.081936106948219,5.509312353446935,1.7907719780159723,Iris-virginica
+79,5.00970246494311,3.2875498944313546,1.300209609991763,0.2,Iris-setosa
+80,5.766820714779483,2.9748456204269536,4.4089488359592455,1.4376116024732424,Iris-versicolor
+81,7.120452178798706,2.9982000184809325,5.955877298511998,2.0689820424582424,Iris-virginica
+82,6.287297354446019,3.3970442132535137,5.572738655293054,2.395733559982255,Iris-virginica
+83,5.244231766753532,3.4619656769509044,1.526876051170309,0.2,Iris-setosa
+84,6.922288079928091,3.188898783479548,5.73511484189005,2.2934469962273583,Iris-virginica
+85,6.325366728035083,2.5529153655829133,5.007501511351583,1.8855922971393042,Iris-virginica
+86,6.698812473220468,3.2802373603940165,5.70415515671893,2.126384073811598,Iris-virginica
+87,5.01503120182289,3.6096940110167295,1.4061152562433705,0.2,Iris-setosa
+88,6.3303727587918415,2.9221971274746137,5.592482249392561,1.8172919507110952,Iris-virginica
+89,6.285575271644486,2.763585089050023,5.18674294960809,1.5081649934520835,Iris-virginica
+90,5.789828542319568,2.6881980884465677,5.111049931413755,1.9078956239290938,Iris-virginica
+91,5.474381571504653,2.39040869390029,3.8239258258004716,1.0828684650943052,Iris-versicolor
+92,6.382820690911634,2.91568353982023,4.294628266731001,1.2815491276277258,Iris-versicolor
+93,5.480275709836665,4.175664261695885,1.4131158508296113,0.2,Iris-setosa
+94,5.592596697662819,2.6948362210407195,4.22361489505476,1.2955108867656757,Iris-versicolor
+95,5.061575122875196,3.3657318945575225,1.4122839041541817,0.2,Iris-setosa
+96,7.156172726364746,3.0004141116170033,5.904041679354883,2.085176310106289,Iris-virginica
+97,5.594426475900494,2.9973451123575976,4.469041077611649,1.5063549001362175,Iris-versicolor
+98,4.9966751549082415,2.470586807333642,3.2832538865140934,1.103661758025238,Iris-versicolor
+99,5.4952787490383885,2.6085178932295268,4.340479592327435,1.2218897329951988,Iris-versicolor
+100,4.6195432911289185,3.3971785051626173,1.4080441484278727,0.28396205116502105,Iris-setosa
+101,6.064454865295964,2.591564204361787,5.587310456414975,1.4215420345531102,Iris-virginica
+102,4.400000497210567,2.9423151332517254,1.3786239323711356,0.2,Iris-setosa
+103,4.6083813322406995,3.5991736370009204,1.0000005774699847,0.2,Iris-setosa
+104,5.51241562549688,4.21493548627806,1.389831022955804,0.2,Iris-setosa
+105,4.4,3.1457293292972994,1.3239477327871265,0.2,Iris-setosa
+106,5.110208340960289,3.4925757752254873,1.3769560485372545,0.31672932570208534,Iris-setosa
+107,5.082467636179116,3.7568270367228194,1.5711179404880604,0.46977278612433654,Iris-setosa
+108,5.701198503324805,2.500330822586223,4.999811554225048,2.0104569677482726,Iris-virginica
+109,6.691127545809383,3.311895757867944,5.710061675000686,2.1223852841477133,Iris-virginica
+110,6.388351332681129,2.878134789036429,4.2843727594727365,1.2830793609495919,Iris-versicolor
+111,6.679305425516975,2.993800858895737,4.987394030723276,1.7013192866621165,Iris-versicolor
+112,4.588204630530802,3.198412899982606,1.4039829271780444,0.2,Iris-setosa
+113,6.003812564316718,2.2000003472003753,4.990994949133822,1.4925685191652034,Iris-virginica
+114,6.677098936915398,3.0058292906023216,4.981654026872795,1.7210955294524042,Iris-versicolor
+115,6.124514905658275,2.592496123593007,5.638849266513824,1.407664507735825,Iris-virginica
+116,6.261958049552019,2.51520872978115,5.010681722709799,1.8863873721764883,Iris-virginica
+117,6.3030837985204125,2.644558533880183,4.908065355104466,1.8288957494648792,Iris-virginica
+118,5.808710430253481,2.8325349767801473,5.108509674370837,2.4152618238578554,Iris-virginica
+119,5.49849600101814,2.4004223910953555,3.782941948454561,1.0572255642246549,Iris-versicolor
diff --git a/iris/tab_ddpm/4_1/4/test.csv b/iris/tab_ddpm/4_1/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/4/train.csv b/iris/tab_ddpm/4_1/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/4/val.csv b/iris/tab_ddpm/4_1/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/5/synth.csv b/iris/tab_ddpm/4_1/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5382e7d0bbeb54d1f20990e3f8de12942844caf8
--- /dev/null
+++ b/iris/tab_ddpm/4_1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.587193614926518,3.0071384092098112,4.341853480934048,1.499964591921565,Iris-versicolor
+1,4.610037547146799,3.5839310822408366,1.0000005861605863,0.2,Iris-setosa
+2,5.1446466857807405,3.4452892408277243,1.509940519523608,0.2,Iris-setosa
+3,4.797660728660909,3.397445241496917,1.5849896294093309,0.2,Iris-setosa
+4,4.788441158392004,3.389718621740916,1.5997920669268968,0.2,Iris-setosa
+5,6.414410151649357,2.6644849226238367,5.251933830042897,1.913498480419518,Iris-virginica
+6,5.616422333150394,2.683581576507604,4.3170822847403345,1.2852007510149612,Iris-versicolor
+7,6.879444532588276,3.1963872101687247,5.711056696235506,2.3086818469802344,Iris-virginica
+8,6.89527787017683,2.9965437535466792,5.572055865263118,2.102110453442318,Iris-virginica
+9,5.964106304613534,3.435179933048034,4.50459943862705,1.6072413644991608,Iris-versicolor
+10,4.607396078177251,3.5889591201754687,1.0000003893555776,0.2,Iris-setosa
+11,4.6072910212938,3.384873037943136,1.3901570012816462,0.2886423152772398,Iris-setosa
+12,6.3027002115354955,2.4640219155011,5.009484613985229,1.901360105123405,Iris-virginica
+13,5.166999502406588,3.6965126670817527,1.560906120870994,0.2,Iris-setosa
+14,5.301585904748343,3.4969898517698805,1.6181147676455365,0.2,Iris-setosa
+15,5.092513491776823,3.679266927780398,1.5214825377013153,0.42854770435203327,Iris-setosa
+16,5.7194510319331116,4.4,1.486462422425799,0.3900340844068233,Iris-setosa
+17,4.838100501653353,3.4174733224748097,1.6133819703213208,0.2,Iris-setosa
+18,6.409262357992638,2.9646883247260427,5.523048741096081,1.7920942649848166,Iris-virginica
+19,6.60966606691827,3.155944826535472,4.464438608319674,1.4315682643972458,Iris-versicolor
+20,6.685770861626348,2.9936259550285826,4.994242637141816,1.7105628065199021,Iris-versicolor
+21,5.776750230005824,2.8452719175487626,4.2277435011481685,1.3156033851533995,Iris-versicolor
+22,4.4,3.186413282033091,1.3141746905690546,0.2,Iris-setosa
+23,5.154608970971844,3.4754250417068033,1.490836936479858,0.2,Iris-setosa
+24,7.7,2.8223980184147677,6.699998795412074,1.9943724401708407,Iris-virginica
+25,5.023703921202611,3.5100698066468756,1.291228868324625,0.3026109113119041,Iris-setosa
+26,5.425613338208859,3.9043264211103943,1.3250745875563616,0.35672271248405696,Iris-setosa
+27,4.939244819025047,3.564436925129336,1.3930206757841597,0.2,Iris-setosa
+28,6.358121007789666,3.214759399161586,4.452206404573092,1.506652048760652,Iris-versicolor
+29,5.812182736893248,2.787944489184062,5.0992862545737925,2.3927119360833533,Iris-virginica
+30,6.28054394123992,2.817027135601911,5.088148245251108,1.4945934804081504,Iris-virginica
+31,6.306292875663082,2.6457260976751265,4.918539525629582,1.84488493309355,Iris-virginica
+32,4.96158744516732,3.5040074413513955,1.3012510388524117,0.29734244119180264,Iris-setosa
+33,6.008359214597669,3.3918218179862922,4.448290154047149,1.5796899505716895,Iris-versicolor
+34,6.303677816880382,2.8696170109499426,5.578103384738798,1.7985723522515842,Iris-virginica
+35,4.400000622398053,3.164629298065193,1.3288547051517123,0.2,Iris-setosa
+36,4.591172812433337,3.3883173703500074,1.4014555710996355,0.30533003859457747,Iris-setosa
+37,6.712035671003905,3.2358315676666756,5.681251874408851,2.22856721908509,Iris-virginica
+38,4.615743299672042,3.3502902253021416,1.4103864192473772,0.246285617481368,Iris-setosa
+39,5.50142784982196,2.38498070518592,3.8346680652286773,1.113973206183572,Iris-versicolor
+40,5.5055429522581685,2.459768818660538,3.802968845262188,1.0597988503073266,Iris-versicolor
+41,6.297004472182207,2.3058284372843456,4.4186377003946555,1.3019969896097952,Iris-versicolor
+42,6.381500190570542,2.752272410271869,5.361088898476181,1.8803333209025348,Iris-virginica
+43,6.367525162762254,3.0888314396319165,5.526875697734354,1.8136233238715624,Iris-virginica
+44,6.691474572869226,2.9983369176838632,5.01360773182402,1.7167397056871228,Iris-versicolor
+45,6.4499223201811064,3.0007936967608555,4.4838921713371525,1.4288140554359186,Iris-versicolor
+46,5.412279378831878,3.3967544505083156,1.9227885798974418,0.2,Iris-setosa
+47,5.212312238785077,3.4717214011067976,1.4874385474800962,0.2,Iris-setosa
+48,5.013212708953104,2.473699796979959,3.10563843522597,1.1073672662653709,Iris-versicolor
+49,4.57508624066604,3.5821049837907393,1.0,0.2,Iris-setosa
+50,5.727247236441439,2.5275705424278,5.007249102298046,1.9743291747123355,Iris-virginica
+51,5.519071712135167,4.203539557312053,1.3931079691674966,0.2,Iris-setosa
+52,5.405455805308428,2.9842052595338737,4.413732608721582,1.5116241618747788,Iris-versicolor
+53,5.323281181466077,3.8866275007831046,1.640724228734993,0.4993137638715365,Iris-setosa
+54,5.352685318716816,3.8404352856008157,1.4862527374208698,0.2,Iris-setosa
+55,6.732748546369566,2.9928271427015485,5.028261882335271,1.7335010122260226,Iris-versicolor
+56,5.094895570226579,3.7952510352974795,1.7363153740505215,0.3813532705015808,Iris-setosa
+57,6.927276273462189,3.208492110153085,5.632066714529115,2.3174913541371054,Iris-virginica
+58,6.411476230375893,2.89045876886046,5.03240562261962,1.643879626778737,Iris-versicolor
+59,4.90590757882393,3.005752211180081,1.3556527835525651,0.2,Iris-setosa
+60,5.124333716213124,3.3385121058352123,1.3474050689594026,0.2,Iris-setosa
+61,6.282586106844569,2.7136600075267654,4.939320735809243,1.7860946213957554,Iris-virginica
+62,6.501076393430526,2.890026105564849,5.447681778021089,1.893115920060892,Iris-virginica
+63,4.837307894327488,3.4228328449085494,1.614816073435994,0.2,Iris-setosa
+64,4.874292951299809,2.9795174681607675,1.3959250257557285,0.2,Iris-setosa
+65,5.819731132076756,2.7312788404810884,5.094625388219379,1.8753146058253234,Iris-virginica
+66,6.050102168251039,2.6904286045488135,5.111503873480472,1.602056764554845,Iris-versicolor
+67,5.91672736182348,2.997648341032719,5.15033691862738,1.7941164067175417,Iris-virginica
+68,6.303792858142759,2.806476518163229,5.067311415570886,1.5070503268149316,Iris-virginica
+69,6.423467470908699,2.9084690580858026,4.29318125003288,1.2950487621085092,Iris-versicolor
+70,5.800415057733818,2.8277310673107063,5.101025508033106,2.4055432746546925,Iris-virginica
+71,5.862376302734452,3.1998911838754114,4.802071131709371,1.8064753962116848,Iris-versicolor
+72,6.26754257749541,2.2930619412192565,4.422397963457682,1.3127735595507086,Iris-versicolor
+73,5.0160981171335175,3.219125368811635,1.1915330030066866,0.2,Iris-setosa
+74,5.4239086343331335,3.882989770962439,1.307526918219345,0.39232575534008507,Iris-setosa
+75,4.4000007823280765,3.1852592388239263,1.2992403994751638,0.2,Iris-setosa
+76,5.778936641631312,2.978868142432999,4.41703664707694,1.4529269023754312,Iris-versicolor
+77,6.731738935394028,3.1085649412027228,4.410591834909277,1.4041776547123603,Iris-versicolor
+78,5.071090093470695,3.7890732997808536,1.609312725774622,0.2,Iris-setosa
+79,6.284821581021397,2.6161268153396047,5.190612800373563,1.722269076474291,Iris-virginica
+80,5.140361644015157,3.291059844389295,1.2445911018586768,0.2,Iris-setosa
+81,5.724080982774129,2.642053854970597,5.084853479238164,1.92383682807046,Iris-virginica
+82,5.499257326519405,2.6168426473446638,4.405384155297105,1.2667852668916761,Iris-versicolor
+83,5.435600251456956,3.0063274847628287,4.435295896686814,1.504159786118708,Iris-versicolor
+84,5.607195820163278,3.0035042699474137,4.120025222237636,1.3025001118927988,Iris-versicolor
+85,4.980289258496007,3.377097094009223,1.537197894228051,0.2,Iris-setosa
+86,5.1045870902519885,3.3041680956074684,1.9215404001642058,0.49444876029316953,Iris-setosa
+87,5.022337930456388,3.4897031619541523,1.3192549497964756,0.28177605646394344,Iris-setosa
+88,6.8803105154251405,3.142043220690876,5.654233305716432,2.253769591584574,Iris-virginica
+89,4.828516058545707,3.3990034970468908,1.586604140555432,0.2,Iris-setosa
+90,5.202885792928961,2.6962676922270545,4.018014667158244,1.4046317728731683,Iris-versicolor
+91,6.66629990086312,3.0811728498892883,4.392303851874509,1.412034595499116,Iris-versicolor
+92,6.358939641652005,2.922494946214714,4.33769889901659,1.3176262251545654,Iris-versicolor
+93,6.2688176894181895,2.7097247617392513,4.910041033389094,1.7814278183697159,Iris-virginica
+94,4.912442335918093,3.4651362783800095,1.3523710121995531,0.3176407904098255,Iris-setosa
+95,5.489159147352388,2.3953412217308063,3.7266220803609773,1.0096280447983839,Iris-versicolor
+96,5.852671122009188,2.99328448463322,4.2696000403621435,1.484476867572955,Iris-versicolor
+97,5.777566348007144,2.62913820507768,5.063759257826092,1.9713139127125243,Iris-virginica
+98,6.3347854385072,2.8262457045318223,5.155235545932823,1.5120397040071267,Iris-virginica
+99,6.137134164562764,2.9855207466495757,4.604333336327157,1.3847547654371648,Iris-versicolor
+100,5.829135420323653,2.9760895799655778,4.226685372846064,1.4790088753140476,Iris-versicolor
+101,5.3828374747773085,3.9156944016203052,1.2918080767729219,0.407877917560604,Iris-setosa
+102,5.496881315816868,2.6270772422827298,4.304699638472846,1.2599788066413757,Iris-versicolor
+103,5.087444706406212,3.458817779417602,1.5604266368709752,0.2,Iris-setosa
+104,6.331646070644157,2.411275568870086,4.733368286821068,1.446743363083943,Iris-versicolor
+105,6.676948346371987,3.0149666384994576,4.63396464128662,1.4724462511601963,Iris-versicolor
+106,5.524298948883814,4.210283782523774,1.4000808590536948,0.2,Iris-setosa
+107,5.706552084926483,4.3999988411208735,1.4791483494463218,0.3746639772399416,Iris-setosa
+108,4.4000005681833025,3.1911076868780466,1.312710240726603,0.2,Iris-setosa
+109,5.1612754639312834,3.4139937717092823,1.5513507170492913,0.2,Iris-setosa
+110,6.002509996127293,2.996566232047624,4.8195024101026265,1.8016252037891392,Iris-virginica
+111,5.160834170048994,3.4815940371062934,1.509587703501377,0.2,Iris-setosa
+112,5.484058076901292,4.199121857825215,1.4011089234981977,0.2,Iris-setosa
+113,5.520185802022697,2.405058946911157,3.8378140162766883,1.1586305273459565,Iris-versicolor
+114,5.82786396587835,2.759202665078094,5.115586929746052,1.8827390706003904,Iris-virginica
+115,5.016567286157834,2.459859794728597,3.1359376526067795,1.1256365888636712,Iris-versicolor
+116,6.088972020670871,2.6058523617156224,5.591698036296145,1.405838491735958,Iris-virginica
+117,6.420305266434649,3.22159773674676,4.47087248333811,1.4858901133387312,Iris-versicolor
+118,7.181780768488954,2.9393346463504164,6.103356638675197,1.9441563644760615,Iris-virginica
+119,5.943659993854348,3.248374542829782,4.567595922390498,1.7080100363712094,Iris-versicolor
diff --git a/iris/tab_ddpm/4_1/5/test.csv b/iris/tab_ddpm/4_1/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/5/train.csv b/iris/tab_ddpm/4_1/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/5/val.csv b/iris/tab_ddpm/4_1/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/6/synth.csv b/iris/tab_ddpm/4_1/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7d178c9f78174330c11219c736cf863c6e35c946
--- /dev/null
+++ b/iris/tab_ddpm/4_1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.325741106413684,2.8779900290880405,4.327643334339795,1.3047940079598905,Iris-versicolor
+1,6.873208340817556,3.1973808373914783,5.7036281327933835,2.2988984815234006,Iris-virginica
+2,6.255945246721355,2.705041059068063,4.921071123209136,1.7769503740746833,Iris-virginica
+3,5.46964580290421,3.006580118179211,4.4915359754787545,1.4984532189340338,Iris-versicolor
+4,6.283756922528702,2.924005825830137,4.388819916068922,1.3109991709368911,Iris-versicolor
+5,6.330439902473601,2.4951867713931186,4.89771414855988,1.5047233475358486,Iris-versicolor
+6,5.014188691636478,3.582643264408884,1.3960763966383694,0.2,Iris-setosa
+7,7.7,2.7943895737812463,6.7,2.0087053027889628,Iris-virginica
+8,6.34633553625502,2.8811167599194327,5.377038827025835,1.6332038618435447,Iris-virginica
+9,6.74333207267001,3.289769360430625,5.69630125400198,2.125649043690068,Iris-virginica
+10,5.385152074989272,3.8822268373502644,1.2972939385899398,0.43375672822349587,Iris-setosa
+11,4.852354915204085,2.976795338013096,1.3927520030643061,0.2,Iris-setosa
+12,6.825625567877278,3.0741824810302396,5.553982669450869,2.1900943655539717,Iris-virginica
+13,6.467141892620488,3.1803857991895073,4.580902263848184,1.4700783030537572,Iris-versicolor
+14,6.699533348299898,3.304122436296215,5.7050762211359265,2.0910970344098256,Iris-virginica
+15,5.886620296220293,2.7589860660748973,5.160343304056727,1.883902641628725,Iris-virginica
+16,5.103635689100089,3.3027204583281757,1.6780397541931444,0.5565625685155908,Iris-setosa
+17,5.375197317468485,3.465301868355842,1.6329300425986253,0.2,Iris-setosa
+18,6.410232795971348,2.8938293324667037,4.296297022068131,1.311921556857067,Iris-versicolor
+19,5.417405424389017,3.930544596361815,1.8139902378491732,0.38116151106982854,Iris-setosa
+20,6.640888634172822,3.063014297561691,4.413400573456541,1.4116573976360884,Iris-versicolor
+21,5.790342084047013,2.792392359996462,5.099378455989689,2.4002003547725774,Iris-virginica
+22,6.836341026049439,3.2276250287785397,5.716495152137948,2.303140407687833,Iris-virginica
+23,5.003057210433275,3.381380722551306,1.4065256356212514,0.2,Iris-setosa
+24,4.913513066229183,3.077552376158564,1.3655377402803697,0.2,Iris-setosa
+25,7.375771291219031,2.9005216733486816,6.382770373297389,1.7399969012065104,Iris-virginica
+26,6.6974774515224045,2.993198832207473,5.01257972577732,1.7043180677790897,Iris-versicolor
+27,5.2028656232858665,3.3946986597796776,1.3813510149945412,0.2,Iris-setosa
+28,6.080216964609048,2.9494471629753405,4.853696313848805,1.7647542721122025,Iris-virginica
+29,5.092891828681816,3.2992863102943075,1.7288944701496038,0.4479647520545404,Iris-setosa
+30,7.7,2.8253021893891885,6.7,2.028465810519675,Iris-virginica
+31,5.1008919391776315,3.298399550913927,1.6804040060590142,0.46854429486288673,Iris-setosa
+32,5.914066558838115,3.210338292791491,4.823948430768416,1.827175327371722,Iris-versicolor
+33,6.29418283146834,2.515660906275791,5.005267577430256,1.8933570817167298,Iris-virginica
+34,5.798535744595948,2.7896352723608593,5.103397050306829,2.4081014706964448,Iris-virginica
+35,5.115094662146493,3.329395403682717,1.678768971384192,0.4364433107865757,Iris-setosa
+36,6.361841097006058,3.0873516935213416,5.4612792875071765,1.8030889645101371,Iris-virginica
+37,6.699457244202542,2.9882382972239543,4.991985287841461,1.6958182850999914,Iris-versicolor
+38,6.617490378505236,3.0076031312144385,4.392297840180322,1.4043241943366478,Iris-versicolor
+39,5.010412029510338,3.2061727548513104,1.2137871465976497,0.2,Iris-setosa
+40,6.480961684755845,2.986066388383164,5.449130543802902,1.7864916452908286,Iris-virginica
+41,6.7753897373681085,3.319295589761367,5.7004036061577805,2.5,Iris-virginica
+42,6.241597533982791,2.769455872879928,5.613327824630358,1.719806002938736,Iris-virginica
+43,4.89989621012533,3.123289312439786,1.4924176435604262,0.1,Iris-setosa
+44,6.665283365317286,3.0800120210111794,4.391485460366884,1.4245427980501357,Iris-versicolor
+45,5.592944357355382,2.998899252982368,4.443911179932933,1.5063152052782214,Iris-versicolor
+46,5.290286166021691,3.6063489261430077,1.5166694227488005,0.2,Iris-setosa
+47,6.305871230843482,2.64341933704186,4.867580976451897,1.8431698073269516,Iris-virginica
+48,7.297149249195929,2.913310983069374,6.298322717983635,1.782898551210561,Iris-virginica
+49,6.287727415420808,3.399279698002914,5.591856856279571,2.398023543499195,Iris-virginica
+50,4.400000467514275,2.9625661196852113,1.3755549458748326,0.2,Iris-setosa
+51,5.376080239243913,3.905042357305775,1.3148822213573477,0.37897922625149555,Iris-setosa
+52,5.112509518910077,3.748841327883681,1.6814098117923393,0.4131641460589262,Iris-setosa
+53,5.231016233523142,3.580939448208653,1.447292433980671,0.2,Iris-setosa
+54,5.751187110580971,2.794933566527421,5.099752889323452,2.3905543425435183,Iris-virginica
+55,5.793610402657425,2.7729815512294116,5.090406699701397,2.3929721427518813,Iris-virginica
+56,5.702873272980588,4.4,1.490678612847356,0.5023048102599769,Iris-setosa
+57,5.105016153764894,3.832008500337693,1.7358256941302952,0.3876538264953985,Iris-setosa
+58,6.097190283980577,2.5961120390577874,5.575535145189864,1.414784185209576,Iris-virginica
+59,5.252171238030494,2.717022476599691,4.0419708381977575,1.4034528576650818,Iris-versicolor
+60,5.145703362304706,3.308418315227306,1.8727850742532939,0.3672923561038,Iris-setosa
+61,5.777855813850215,2.6292471000996054,5.0461242122831464,1.9506398015056943,Iris-virginica
+62,6.392015007856055,3.0780736615296074,5.4885706556147715,1.800629774947402,Iris-virginica
+63,5.158292555713015,3.4325134854110173,1.5026441266823791,0.2,Iris-setosa
+64,5.89065555538222,3.200028014648637,4.7917735678387965,1.8052980790056925,Iris-versicolor
+65,4.4,2.872411647214589,1.40687620835329,0.2,Iris-setosa
+66,6.297098584656371,3.1170031292477196,5.404388967781168,1.7887679675882135,Iris-virginica
+67,5.532399756455961,2.9913637027474955,4.092497698935027,1.2880582017611877,Iris-versicolor
+68,5.517346543411028,2.3905487215986554,3.8243892547166594,1.0576109464249017,Iris-versicolor
+69,5.37331380358914,3.8809923638547885,1.7665490484748716,0.3904693092231085,Iris-setosa
+70,4.918975839354067,3.066109905270082,1.3501890808179837,0.2,Iris-setosa
+71,6.26796216476651,3.141917453326008,4.696849838733906,1.6250827280481976,Iris-versicolor
+72,5.861137487711555,3.16552210939521,4.7787280754615775,1.7474487797258218,Iris-versicolor
+73,5.534736138804708,2.661907628679667,4.232456054142709,1.2684603879341445,Iris-versicolor
+74,6.510651746023437,2.8657630969874073,5.469484014157554,1.8997916164487298,Iris-virginica
+75,4.901048284034468,2.406284995491235,3.0163506002305462,1.0065021286317006,Iris-versicolor
+76,6.330800475256456,2.726703506441051,4.891645979722497,1.8198774932734616,Iris-virginica
+77,5.75470796708121,4.4,1.5382655987915743,0.6786700330544371,Iris-setosa
+78,6.018510912482794,2.991385759695578,4.789130016151333,1.8001912747684456,Iris-virginica
+79,6.6776259445632915,3.073266433152499,4.419615265715346,1.4109086178875203,Iris-versicolor
+80,5.09554572240588,3.2957766957434083,2.180296090719644,0.5305670211053355,Iris-setosa
+81,5.750585954433458,2.6165806721423386,5.0543099634435675,2.1670435594643385,Iris-virginica
+82,5.378016995615785,2.9934179621741697,4.4593679466547,1.5024034950698715,Iris-versicolor
+83,6.017561455280093,3.38825098508612,4.4715010837488975,1.5912066638406357,Iris-versicolor
+84,5.144897689784746,2.5827965416472334,3.437511653353584,1.3134248419773003,Iris-versicolor
+85,5.801795468184311,2.7219782027259303,5.111469162333768,1.885226859062374,Iris-virginica
+86,6.534967449620565,2.9771167864849,5.539793425170697,1.8305701967086632,Iris-virginica
+87,5.208804279653349,2.6646292212879863,3.8020563790592483,1.3714919778017367,Iris-versicolor
+88,6.8450270493613,3.006316677378308,5.56346343802964,2.072028743037404,Iris-virginica
+89,5.8366193746293815,3.0045771087357944,4.281148957699577,1.4798655466030766,Iris-versicolor
+90,6.307256938003137,2.699630358128288,4.912370948924199,1.8042893015043056,Iris-virginica
+91,5.395486578964064,3.8585400364065623,1.7328936706865186,0.3809054606612078,Iris-setosa
+92,5.82416817031145,2.821760804332195,5.151849487912306,2.4159348676327244,Iris-virginica
+93,4.90065696814917,3.0942846193655607,1.509588240579208,0.10000011911931113,Iris-setosa
+94,7.7,2.812870878642688,6.7,1.9386676366593731,Iris-virginica
+95,6.02271773293381,2.2,5.0209156119181655,1.522539827089828,Iris-virginica
+96,6.436562455068518,3.1694179726096907,4.506556149865028,1.4829562941353132,Iris-versicolor
+97,5.974612353771474,2.2000004046470236,4.99482382405389,1.4983529939989693,Iris-virginica
+98,6.29342520094745,2.299015909351357,4.3883854845296,1.2966762113514374,Iris-versicolor
+99,5.321108059054876,3.3836755691879636,1.687340791254839,0.2,Iris-setosa
+100,5.1219112666083335,3.3150740402952383,1.6935403565868101,0.4173825612264026,Iris-setosa
+101,6.093729688932882,2.5874898448733585,5.649529346274629,1.4061780908757004,Iris-virginica
+102,5.081603755263233,3.2781647497019417,1.6589406302698877,0.43123802482470613,Iris-setosa
+103,6.0813978848352015,2.992306610001753,4.58637636314824,1.407752312632046,Iris-versicolor
+104,5.912116396893496,3.0038354902858306,4.231447625340089,1.5036554321955955,Iris-versicolor
+105,5.493500620369149,4.207612513526759,1.3947802369285458,0.2,Iris-setosa
+106,5.108723952839143,2.5088777621152447,3.0743845268284486,1.0454700564169648,Iris-versicolor
+107,5.113035489484868,3.3125468846753168,1.835420635940602,0.4056722028522947,Iris-setosa
+108,5.499964752513432,4.179070581424227,1.4013175431876155,0.2,Iris-setosa
+109,6.283106992716538,2.2905585121742464,4.372179040145585,1.2928530914250875,Iris-versicolor
+110,5.4101448832054855,2.998635282328801,4.480832935957778,1.5004398301195998,Iris-versicolor
+111,5.423410052157703,3.4041597888156554,1.7763911699921293,0.2,Iris-setosa
+112,7.7,2.794336205224318,6.7,2.0120336060319888,Iris-virginica
+113,6.009865359915219,2.2,5.012006510344138,1.4993152288572007,Iris-virginica
+114,7.267923113793972,2.9039660210317466,6.240191547369111,1.8126169609666027,Iris-virginica
+115,6.400602219505095,3.069074075490671,5.474137777074125,1.786743367031712,Iris-virginica
+116,5.544295212165574,2.39927336687232,3.9021028508490705,1.1135316184621402,Iris-versicolor
+117,6.49723206912991,3.0416622810337466,5.451534758216214,1.8174778528032038,Iris-virginica
+118,6.380572993700707,2.970411759650182,5.540826466623659,1.7934356894553578,Iris-virginica
+119,6.435610329299401,3.0395974268451074,4.900394531437528,1.6021324498853056,Iris-versicolor
diff --git a/iris/tab_ddpm/4_1/6/test.csv b/iris/tab_ddpm/4_1/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/6/train.csv b/iris/tab_ddpm/4_1/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/6/val.csv b/iris/tab_ddpm/4_1/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/7/synth.csv b/iris/tab_ddpm/4_1/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5208698ad2112167a08c7a1c5464b5f4ddb7e84a
--- /dev/null
+++ b/iris/tab_ddpm/4_1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.503699219740501,2.3004950922394265,1.2984539615124855,0.2918816907498319,Iris-setosa
+1,4.5935147524068585,3.1942904057308024,1.401327776517624,0.2,Iris-setosa
+2,6.762627785700248,2.977307925622505,5.432996065181,2.0714889105294874,Iris-virginica
+3,5.743002186268795,2.9953825430769316,4.17283707651198,1.4735651737509199,Iris-versicolor
+4,7.7,2.7889655138097194,6.7,2.0539154399684607,Iris-virginica
+5,6.304811514887856,3.3897865088100163,5.590055138032037,2.401618845336964,Iris-virginica
+6,5.061234156530687,3.5033457147381157,1.3693619593600208,0.2951407596516404,Iris-setosa
+7,5.507267350153954,2.616144387897595,4.333556918461697,1.2584992783181552,Iris-versicolor
+8,6.279499387526628,3.4258128016387293,5.584036852881103,2.403770927443735,Iris-virginica
+9,5.898645633521404,3.006689798554698,5.083254978292873,1.7946298647215515,Iris-virginica
+10,4.400000578168692,2.915933900539592,1.395241902433428,0.2,Iris-setosa
+11,4.905331734853538,3.1088815128269487,1.4906422103662242,0.1,Iris-setosa
+12,5.102852739459655,3.783834079095888,1.590640377630372,0.2,Iris-setosa
+13,4.614939117176281,3.6101100071034575,1.0,0.2,Iris-setosa
+14,5.091667614294143,3.7708508535864205,1.6711835634704,0.4578487525219232,Iris-setosa
+15,6.112605559006076,2.586385858107678,5.598091247535458,1.4080892488273946,Iris-virginica
+16,4.400000545361535,2.9165584317699387,1.4028438515495318,0.2,Iris-setosa
+17,6.666302714938663,3.257648673749458,5.6961188629871105,2.499999230737731,Iris-virginica
+18,5.411491209932145,3.923025914592363,1.302171703959237,0.37927063910460146,Iris-setosa
+19,5.81441405778602,2.735520262205222,5.126289609240592,1.8800373645421984,Iris-virginica
+20,7.7,2.7871937699232667,6.7,1.971017451826225,Iris-virginica
+21,7.008507610734056,3.0073355550198775,5.751030565228867,2.161862852629729,Iris-virginica
+22,6.139634827888339,3.0011095381577197,4.6632091554614465,1.3927262325308223,Iris-versicolor
+23,4.879541035682063,3.0954007189469053,1.4944852798175112,0.10000009095745233,Iris-setosa
+24,6.332173971146609,2.6331284241678627,4.9315413738325935,1.8320292290794093,Iris-virginica
+25,5.896847317795347,3.0006423922776557,5.1005939317678415,1.787707668186042,Iris-virginica
+26,6.342059863278723,2.8808105621866273,5.711588499503146,1.7988094973628674,Iris-virginica
+27,7.279090388320604,2.8813080021384563,6.269625901875151,1.8037375718657707,Iris-virginica
+28,5.0271608114403366,3.5061535002511888,1.3356113864660584,0.32134840374699986,Iris-setosa
+29,5.804021186769365,2.734909208043246,5.092783649288546,1.8891829322835973,Iris-virginica
+30,6.488249404363503,3.0616713382295093,4.523685602697063,1.4262103811234705,Iris-versicolor
+31,5.695932884632398,4.399999206570284,1.484576511188345,0.37616394115862506,Iris-setosa
+32,5.506003300124597,2.3945592337822252,3.810541684051028,1.0601154516611393,Iris-versicolor
+33,5.805245158088863,2.690951329140802,5.099703343441047,1.8928220047477335,Iris-virginica
+34,5.478043399010867,4.207900133875173,1.3858253257103685,0.2,Iris-setosa
+35,4.60842371814017,3.4264817854866134,1.4079231135588741,0.28992157360463217,Iris-setosa
+36,4.871444486992522,2.9974356232769153,1.4007799920601132,0.2,Iris-setosa
+37,5.150985507029262,3.456336734975203,1.5087076756680244,0.2,Iris-setosa
+38,5.962531072981429,2.200000336403613,4.996194534628285,1.5057800966220698,Iris-virginica
+39,4.8601660759980305,2.989997738130154,1.3870667312222151,0.2,Iris-setosa
+40,6.69064096024481,3.0878482525425768,4.41607441618368,1.4185163936188445,Iris-versicolor
+41,7.7,2.8064890006002163,6.7,1.9984172822658295,Iris-virginica
+42,5.195577587703816,3.3960470894460517,1.351268866792115,0.2,Iris-setosa
+43,5.619095758005935,2.9951839468574573,4.478119874930155,1.487368882782348,Iris-versicolor
+44,5.3451062134721505,3.798898532937488,1.3196627353943464,0.39670811096858927,Iris-setosa
+45,5.039155851877602,3.667112560370125,1.4050561413262581,0.2,Iris-setosa
+46,6.300764034702026,2.505155345801743,4.987166540808078,1.9033269318576433,Iris-virginica
+47,5.263445587036216,3.4639895997646475,1.4575033840851082,0.2,Iris-setosa
+48,5.552999798545184,2.9892604839061354,4.1631154350697175,1.3098164553674565,Iris-versicolor
+49,6.911653281490401,3.1246794674129816,5.629128361172755,2.2771292475087934,Iris-virginica
+50,5.652650639673232,4.4,1.516634252562777,0.5647024027981019,Iris-setosa
+51,6.1783568341564035,3.0037795015870956,4.600653702650027,1.386955284087414,Iris-versicolor
+52,4.584146638169015,3.404991169777277,1.3956243488921043,0.3132801430922796,Iris-setosa
+53,6.315143965979634,2.4966128491626662,4.999903342975624,1.9028888949108962,Iris-virginica
+54,7.248179580959266,2.905201379010037,6.228601441801615,1.7556185299927,Iris-virginica
+55,5.897228196621182,2.9933150893760994,5.0337780778928565,1.8025404531312321,Iris-virginica
+56,6.101842211662077,2.6043358389423985,5.570700762157174,1.3942450885164328,Iris-virginica
+57,6.099212843116793,2.6015049331766473,5.619821902422791,1.3708751817312144,Iris-virginica
+58,7.7,2.7635782909588085,6.7,2.043671403369864,Iris-virginica
+59,5.780204055090708,2.7108424262629076,5.1344375816757575,1.898286721985265,Iris-virginica
+60,7.270137179915193,2.9263435157655513,6.255577444991137,1.8332587990539082,Iris-virginica
+61,5.504203348689388,2.389799271359349,3.822082400716087,1.0641559122803446,Iris-versicolor
+62,5.823065111943888,2.762012521380888,5.1133062013830095,1.8867754052377153,Iris-virginica
+63,5.496627600611856,2.3933800928841613,3.9370782261662987,1.001472570361991,Iris-versicolor
+64,5.57391443897313,2.941705968341207,4.084461223603498,1.2999858668856485,Iris-versicolor
+65,5.026886388947165,2.4746663251293843,2.8038465005622135,1.072751671593049,Iris-versicolor
+66,5.1731730233924385,3.4558485853285936,1.506275928131345,0.2,Iris-setosa
+67,6.02302580949598,2.6941202328852034,5.118712211963498,1.612782499182357,Iris-versicolor
+68,5.4672330158116615,2.9989821026047045,4.541456146740739,1.4961019197064425,Iris-versicolor
+69,4.985465401617156,3.590760186125682,1.402210212958228,0.2,Iris-setosa
+70,5.102824892066458,3.8344833356271923,1.5955244345070057,0.2,Iris-setosa
+71,5.99973924857874,3.3497115454424042,4.5272822042703105,1.6558143257240872,Iris-versicolor
+72,5.221871209560751,3.8201632036825997,2.1494552136984257,0.4180620903638173,Iris-setosa
+73,5.7586002235459155,4.4,1.52365791456817,0.7642082064112029,Iris-setosa
+74,5.387083093597924,3.860222337759785,1.6663932637272814,0.41829681236824595,Iris-setosa
+75,5.987256216440084,2.2,4.99045966136169,1.4775013254382328,Iris-virginica
+76,4.603681543149363,3.59750484197519,1.00000038469453,0.2,Iris-setosa
+77,6.285715912732165,2.2986395843466134,4.387492579938091,1.2931226669532767,Iris-versicolor
+78,6.020396077792971,3.333958515385339,4.510834419939848,1.6117931133488008,Iris-versicolor
+79,4.400000486100511,2.904224171673598,1.4056010829038723,0.2,Iris-setosa
+80,6.680846430190192,3.3011952591013642,5.586072801846433,2.4999993726134426,Iris-virginica
+81,5.906450371493364,2.981732310378597,5.090287396990965,1.813530116954893,Iris-virginica
+82,5.77089864081384,2.67658545570357,5.09403963826538,1.9167248544635491,Iris-virginica
+83,6.90504042091646,2.9217976771714333,5.981605668310852,1.7715099960127862,Iris-virginica
+84,5.48450363069859,3.8791452946838563,1.7715434172293798,0.3902335548633955,Iris-setosa
+85,5.798218392342844,2.7317411918432386,5.129334091822933,1.8765964633467176,Iris-virginica
+86,5.073728479343274,3.6267911541843225,1.5440584111721756,0.2,Iris-setosa
+87,6.800490850447336,3.272801224341314,5.722187369496608,2.5,Iris-virginica
+88,4.84135400009502,3.5443725716101038,1.394504555886189,0.2,Iris-setosa
+89,5.0852057027644255,3.823032043347865,2.1901253792825286,0.3962258900888378,Iris-setosa
+90,5.8949153830597645,3.182663937741838,4.8297835022277,1.8015185436367651,Iris-versicolor
+91,5.015215441105399,3.2724859362017975,1.2913428603142625,0.2,Iris-setosa
+92,5.0154763631690695,3.502449177643412,1.322770427293385,0.2925732025609361,Iris-setosa
+93,6.115198794711915,2.989143892186679,4.622381056107863,1.3948202630966007,Iris-versicolor
+94,5.539569542135995,2.662817752960454,4.203312636010031,1.292228163492179,Iris-versicolor
+95,5.4170528870474755,3.917854877159395,1.2978373794429814,0.3960420230449738,Iris-setosa
+96,5.7729539143983075,2.6965908820910567,5.088658015190243,1.9359932296006277,Iris-virginica
+97,6.753252250246077,3.3297305810858657,5.683561704220134,2.5,Iris-virginica
+98,5.091444243292168,3.3867905691883906,1.4270540084370473,0.2,Iris-setosa
+99,5.105942695233471,3.717392269532766,1.5168064475691625,0.39600267618189267,Iris-setosa
+100,6.293305575383811,2.558505293934412,4.92472175403424,1.8451235608211343,Iris-virginica
+101,5.119688865532261,3.3802261296689697,1.5199630547620395,0.2,Iris-setosa
+102,5.508367654462801,2.993612614671247,4.4632565150934145,1.501290915512696,Iris-versicolor
+103,7.339732821297501,2.8952602457207695,6.319379793969821,1.7911858661348843,Iris-virginica
+104,6.289183840950382,2.457698590975297,4.836041638562858,1.479863383118537,Iris-versicolor
+105,5.078527378691169,3.7038217761820156,1.4821470630006632,0.39708216884237235,Iris-setosa
+106,5.802666780505229,2.713529509466474,5.115944755494259,1.8788297967456262,Iris-virginica
+107,5.977303845753602,3.412475309724172,4.501869271683839,1.619935689238815,Iris-versicolor
+108,5.519870478774349,2.395548826008752,3.9649536747645566,1.1594868441644013,Iris-versicolor
+109,7.7,2.8414465619931293,6.7,2.0227099665987383,Iris-virginica
+110,5.887961828661486,3.1953640983527074,4.791772328863573,1.7882245562038106,Iris-versicolor
+111,5.09266280702908,2.4982221273387175,2.9674447985893284,1.0639961123767776,Iris-versicolor
+112,6.662829810001593,3.3197837754194377,5.682884283914698,2.1357264970912007,Iris-virginica
+113,6.496261315059828,3.0139943427179734,5.504610385783233,1.782169271851719,Iris-virginica
+114,5.866234168010819,3.20282306517184,4.754765433984922,1.7987126362227626,Iris-versicolor
+115,6.106865968239963,2.605914115060503,5.6159623539949015,1.4296711846428418,Iris-virginica
+116,6.005605908306746,3.439764294613326,4.502380755320503,1.6200944979248801,Iris-versicolor
+117,5.933592210961035,3.0183492276170916,5.174115041391834,1.7902452111267235,Iris-virginica
+118,6.507170332848518,3.0283635468701218,5.500549773573148,1.8175817360162898,Iris-virginica
+119,5.180276625611044,3.389963630308973,1.4004444992664724,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/7/test.csv b/iris/tab_ddpm/4_1/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/7/train.csv b/iris/tab_ddpm/4_1/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/7/val.csv b/iris/tab_ddpm/4_1/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/8/synth.csv b/iris/tab_ddpm/4_1/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c1817512e49c5b88e225025d2fe28ff8b08edc22
--- /dev/null
+++ b/iris/tab_ddpm/4_1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2959386161247,2.706438103904174,4.889637780337765,1.795800400664853,Iris-virginica
+1,5.4068050151914475,3.0128935309219793,4.5590693842527745,1.5094205605312008,Iris-versicolor
+2,5.258972234572407,3.571515649675283,1.5126612537801034,0.2,Iris-setosa
+3,5.117602315100174,3.804891037440437,1.6098219044205657,0.2,Iris-setosa
+4,6.418191462078217,2.9053943522267796,4.299606194721396,1.305228975058722,Iris-versicolor
+5,5.120478826428735,3.4399416725076786,1.4958552155031937,0.2,Iris-setosa
+6,6.25935535055856,2.3047966023036484,4.415425039497568,1.2982824115220577,Iris-versicolor
+7,5.412060405944875,3.93619033756382,1.3790335304717583,0.4622776414187074,Iris-setosa
+8,5.845962051409811,2.877577916404797,4.323784148858956,1.3547222601757483,Iris-versicolor
+9,6.44409739404444,3.0535713834849374,5.505295855910422,1.7806706436514173,Iris-virginica
+10,4.584168279024636,3.207738235226584,1.400615887522418,0.2,Iris-setosa
+11,7.295989717438517,2.9496999344752424,6.220892152748849,1.9536113482929232,Iris-virginica
+12,4.513547503997792,2.3001150886377557,1.3064608841937115,0.3077272746739326,Iris-setosa
+13,6.297636146154911,3.421336810660025,5.593994383058433,2.3803962874685483,Iris-virginica
+14,5.02110047867058,3.511527023900648,1.3126059194610715,0.2984536371021188,Iris-setosa
+15,6.283321542357739,2.2907574297193465,4.396953591413876,1.298426158808374,Iris-versicolor
+16,5.1139815868555365,3.8104625990194068,1.6986668853192775,0.4297352515391998,Iris-setosa
+17,5.009363147576674,2.481054057874294,3.223018059924345,1.047273771775291,Iris-versicolor
+18,5.871949999061222,3.2016743856674954,4.752713947841433,1.8010607948485131,Iris-versicolor
+19,4.985905520980045,3.2168739839158866,1.1690405290020656,0.2,Iris-setosa
+20,6.034201237990685,2.2000003360180926,4.9714931381991,1.5283410677052243,Iris-virginica
+21,6.131442606271738,2.5966663553818266,5.607384193987366,1.414297141294946,Iris-virginica
+22,5.666433574052438,2.4875796952171423,4.997917618977476,1.9838134814403623,Iris-virginica
+23,6.260700751880741,3.3835360688021536,5.686755946496733,2.3981984355819974,Iris-virginica
+24,4.610835226805844,3.6536150835846697,1.0,0.2,Iris-setosa
+25,4.795853019186003,3.407507549282998,1.629764204663397,0.2,Iris-setosa
+26,5.3851773327761,3.424967402061352,1.691781624917332,0.2,Iris-setosa
+27,4.813555786617066,3.4193633496732883,1.5947340467229298,0.2,Iris-setosa
+28,6.689114610152868,2.991775372727045,4.983210929543479,1.7021536829311854,Iris-versicolor
+29,5.822410166539048,2.532834558064599,5.008008986055151,1.9672391838361567,Iris-virginica
+30,7.7,2.8129087877128396,6.7,2.030573712152685,Iris-virginica
+31,4.4,3.203121939436549,1.2812600966040453,0.2,Iris-setosa
+32,4.813421744408145,3.393665612827504,1.599878914220555,0.2,Iris-setosa
+33,5.787589820891855,2.6590240848744497,5.074134840126117,1.9227333013819112,Iris-virginica
+34,4.932674815419788,2.4216774859466383,3.2652477380467038,1.1077927315509122,Iris-versicolor
+35,5.819847719717714,2.7475994855167674,5.169408055706931,1.8851007223138312,Iris-virginica
+36,6.662089919215799,2.922638650153099,5.513978188294151,1.979901887248525,Iris-virginica
+37,5.230713802500779,3.5461735363587024,1.480277939106931,0.2,Iris-setosa
+38,6.297670839454485,2.301664892313303,4.44918678352426,1.300814463641835,Iris-versicolor
+39,5.176775490591715,3.467632724379853,1.5285088991376818,0.2,Iris-setosa
+40,6.228342724501788,2.993856148263978,4.567738221077427,1.3810048209267922,Iris-versicolor
+41,5.190091564677847,3.736771112916217,1.506497849647861,0.3909905547834598,Iris-setosa
+42,4.581884253683833,3.424143885630578,1.385256480184021,0.30598992591082236,Iris-setosa
+43,5.9729890675688315,2.704848504083553,5.103804854763683,1.6113602150816824,Iris-versicolor
+44,5.87558020527075,2.992652440037487,5.079237938346799,1.8098238165220208,Iris-virginica
+45,5.515335092917627,4.162274066402623,1.4017705685191837,0.2,Iris-setosa
+46,4.91374130679614,2.4096024766870348,3.6867860243941903,1.0413317923001508,Iris-versicolor
+47,6.288504507328856,2.7731507050885544,5.162022054646251,1.485920272377419,Iris-virginica
+48,7.7,2.834485127814011,6.7,1.9963976861980874,Iris-virginica
+49,4.400000603934206,3.2016738009101964,1.3278448518711732,0.2,Iris-setosa
+50,5.883773685034115,3.1966910003563282,4.797631572592439,1.8150500327841925,Iris-versicolor
+51,4.964222250530115,3.356235662244222,1.453827610399024,0.2,Iris-setosa
+52,6.3055886402262695,3.4067931919193875,5.653105423185137,2.3792298692229794,Iris-virginica
+53,5.107169572364972,3.4004398487401635,1.4694370115058637,0.2,Iris-setosa
+54,5.2529445511634405,3.6594339406889147,1.5360569104289112,0.2,Iris-setosa
+55,6.2885109223003735,2.299149291518612,4.39473954011566,1.286509646818902,Iris-versicolor
+56,5.991270330594598,2.707697563628972,5.1073703199848755,1.5988537235953317,Iris-versicolor
+57,5.228541678255468,2.6786482667988647,3.78545268803654,1.3656785148299715,Iris-versicolor
+58,7.239830141520518,2.924902171883805,6.206603752808846,1.85114245749548,Iris-virginica
+59,5.906806535096621,3.221136821414114,4.792245478171756,1.8134215729287502,Iris-versicolor
+60,5.079227234597425,3.3827692046730786,1.5321084800431362,0.2,Iris-setosa
+61,6.2788249639926725,2.91538359936838,5.6037614933933755,1.8084281263636348,Iris-virginica
+62,5.797080713208759,3.017118873858129,4.1113232127934225,1.446446268155032,Iris-versicolor
+63,6.6809834117431945,3.0878987411328827,4.417329272567806,1.4019519061387364,Iris-versicolor
+64,5.032540192492805,3.5081343225956667,1.3540252941286675,0.31201156519472906,Iris-setosa
+65,5.3896774106494645,3.3896493668698593,1.8769245220556092,0.2,Iris-setosa
+66,5.449344062180041,2.993865698842605,4.400865988973352,1.4996447115524736,Iris-versicolor
+67,5.968261009003591,3.0053854024101376,4.747106278619696,1.79122826321152,Iris-virginica
+68,7.7,2.756248437051368,6.7,2.01937213459848,Iris-virginica
+69,7.699999097009868,2.7774153546233498,6.7,1.9864319951187235,Iris-virginica
+70,6.020905321106942,3.01381373549095,4.750654379133138,1.7945447030049775,Iris-virginica
+71,5.904397914211617,3.1905821818931823,4.827369549583601,1.8171825582656804,Iris-versicolor
+72,6.010124840527821,3.3806797740548875,4.536215913782936,1.5949622440633697,Iris-versicolor
+73,4.606284186027821,3.580629396532772,1.0000005922722752,0.2,Iris-setosa
+74,4.90546601123664,3.3207766791104514,1.4786890859628017,0.2,Iris-setosa
+75,5.505498680066181,2.5436905873476694,4.321459421745591,1.2581168916960477,Iris-versicolor
+76,6.5917048673447125,3.2408077827245796,5.575517454985845,1.971071826890314,Iris-virginica
+77,5.215802512039826,2.7396085528055703,4.0579547784964225,1.4248231231057553,Iris-versicolor
+78,5.985417869259426,2.2000003716114227,5.010472409504591,1.4966481181993017,Iris-virginica
+79,6.8853928295900895,3.122522541267196,5.617399020949991,2.249771148775001,Iris-virginica
+80,4.963077135575472,3.2431130918000175,1.308717788159989,0.2,Iris-setosa
+81,6.112710556017113,2.8771642270262827,4.3653207355804735,1.292721907328868,Iris-versicolor
+82,5.819136228131854,3.167023554941489,4.77339363398929,1.7486825119069829,Iris-versicolor
+83,5.625876765438203,3.0041444932864065,4.166378199849811,1.3007180241623673,Iris-versicolor
+84,6.86374743772655,3.2419330697300976,5.750609216489065,2.333099660540689,Iris-virginica
+85,5.991697012895502,3.400385547903361,4.537936489465722,1.5864198666119245,Iris-versicolor
+86,4.593072501797308,3.1863057707468916,1.403982030208517,0.2,Iris-setosa
+87,7.283683226349825,2.9075078166238546,6.291774581425036,1.8129584904912526,Iris-virginica
+88,5.886774636953182,3.006673100630913,4.207537149253984,1.4982737196248452,Iris-versicolor
+89,4.958850292121554,2.432614168442857,3.2589671068351573,0.9733818110564308,Iris-versicolor
+90,5.157130941534258,3.5196709026529347,1.4241682457536597,0.2959325406181008,Iris-setosa
+91,4.654778266653845,3.417548601142542,1.368074856172295,0.33246465856762975,Iris-setosa
+92,6.659838269267237,2.9983492674285355,4.98425465681182,1.6878105657157616,Iris-versicolor
+93,6.67210589529728,3.120979446655934,4.445211633133298,1.4122934032561016,Iris-versicolor
+94,4.5029349975622965,2.3075858635548,1.287968026875477,0.30466024277760395,Iris-setosa
+95,5.53968260647617,2.3947438511158956,3.7905894283944805,1.034721625213204,Iris-versicolor
+96,5.976172237243337,3.35860369963837,4.577379495777473,1.6691595768472158,Iris-versicolor
+97,5.3930134479344085,3.4091269944162867,1.6842506085813147,0.2,Iris-setosa
+98,5.08839781837342,3.4167818155197947,1.546192067904597,0.2,Iris-setosa
+99,5.159071125735746,3.4950720122971886,1.5014726912227006,0.2,Iris-setosa
+100,4.79990532354274,3.052984725647721,1.376513136939687,0.2,Iris-setosa
+101,4.896933364461055,3.1137013618656226,1.4997877163708724,0.10000015002172807,Iris-setosa
+102,4.917064708634755,3.048003394770583,1.422735743944306,0.2,Iris-setosa
+103,5.6630317478098045,4.4,1.509704083320615,0.3810731345525076,Iris-setosa
+104,5.829150408460945,2.7296190391829844,5.086133805328079,1.884309794722086,Iris-virginica
+105,6.670382883226652,3.0768245147580484,4.412158702945022,1.4243245330419747,Iris-versicolor
+106,6.69444391274808,3.0017185524400873,4.993884526188758,1.7059506520683703,Iris-versicolor
+107,4.995635810752627,3.630488806648441,1.4036037916271102,0.2,Iris-setosa
+108,4.811619631810972,3.4161529850778503,1.6061459901583162,0.2,Iris-setosa
+109,4.897952365625301,3.088038108476578,1.4955638236717257,0.10000009293705318,Iris-setosa
+110,6.331022700934024,2.9028764460659366,5.599445193303787,1.7943486730832372,Iris-virginica
+111,4.611276890628159,3.601106392983239,1.0,0.2,Iris-setosa
+112,7.317749243941389,2.9035380084869558,6.319022228431547,1.77011800190236,Iris-virginica
+113,6.5737679878351445,2.9890910723819775,4.408913692683065,1.3793270169699516,Iris-versicolor
+114,4.4,3.1801367576036155,1.2893173559859754,0.2,Iris-setosa
+115,4.506039246739591,2.2988154526808553,1.3109100735118835,0.29022724714018633,Iris-setosa
+116,6.413625850999064,3.061249553137603,5.477709510810379,1.8037035124346668,Iris-virginica
+117,6.712317736556759,2.9704612327239293,5.446914338071829,2.1054877828976406,Iris-virginica
+118,6.299651294396549,2.339692321202387,4.5583258137486915,1.3699328964410176,Iris-versicolor
+119,6.4084061296271075,2.900054669124143,4.3167350574127505,1.3048245846379536,Iris-versicolor
diff --git a/iris/tab_ddpm/4_1/8/test.csv b/iris/tab_ddpm/4_1/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/8/train.csv b/iris/tab_ddpm/4_1/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/8/val.csv b/iris/tab_ddpm/4_1/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/9/synth.csv b/iris/tab_ddpm/4_1/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bc429130fc57a900c15ccba35769f28b73099786
--- /dev/null
+++ b/iris/tab_ddpm/4_1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.210580729921707,3.4767085307400443,1.4930922029682983,0.2,Iris-setosa
+1,6.293456675601263,2.5022370129234974,4.991295253762936,1.8997338891287372,Iris-virginica
+2,4.6289297103897304,3.2273500356532714,1.4065150878594181,0.2,Iris-setosa
+3,5.096552080952902,3.394440292336812,1.4769180918237423,0.2,Iris-setosa
+4,5.38106453820014,3.3883271945333826,1.7485227005375663,0.2,Iris-setosa
+5,5.539959661719309,2.9882004205780137,4.067761531530037,1.2962243681753742,Iris-versicolor
+6,4.897995919682862,3.1128558931140335,1.4938696045932391,0.10000011719983139,Iris-setosa
+7,5.064165413821068,3.692920930659475,1.4325814909491534,0.2,Iris-setosa
+8,5.128421252541161,3.803102405638399,1.6285146776895771,0.37436885821889765,Iris-setosa
+9,5.196785032524328,2.73730134416282,4.060556305676887,1.4158113124297986,Iris-versicolor
+10,6.265915611256297,2.300458926750521,4.430587907741527,1.2847828771898278,Iris-versicolor
+11,5.198973306211633,3.409468818664214,1.4003668862646745,0.2,Iris-setosa
+12,5.891397097087088,3.1880452389446003,4.8022387947098455,1.7974455218300647,Iris-versicolor
+13,5.493476241678243,4.218218839826293,1.4023147740842683,0.2,Iris-setosa
+14,7.7,2.801266170574852,6.6999989281041845,1.960913424126348,Iris-virginica
+15,5.468112793220135,4.115945927676055,1.346978109844788,0.23895987591694284,Iris-setosa
+16,5.044955778528068,3.708765698678267,1.5093438850420413,0.2,Iris-setosa
+17,6.750371221875361,3.0622251489645063,5.553799434356827,2.165066299079003,Iris-virginica
+18,6.666089300563215,3.3122946382084804,5.647617522601783,2.1016386452419646,Iris-virginica
+19,6.56663379232935,2.990706281032424,4.371006129094609,1.3911466106052008,Iris-versicolor
+20,5.5984293495190816,3.0004276612818943,4.519040280980076,1.5025982768159207,Iris-versicolor
+21,5.076099032946186,3.7419273865170304,1.6763953127916735,0.3934542400907386,Iris-setosa
+22,5.14517028080971,3.4162973617907038,1.4931562129938571,0.2,Iris-setosa
+23,5.797141839715714,2.694142633982553,5.090150229089075,1.900600817351645,Iris-virginica
+24,4.950935034396941,3.3947702308533225,1.5380224885556228,0.2,Iris-setosa
+25,5.15320636245937,3.5062354649929213,1.4500975341868663,0.2,Iris-setosa
+26,7.17627299631129,2.968256709758288,6.064767618684906,1.9765526171149064,Iris-virginica
+27,6.730287804752866,3.0001249440646096,5.027672176625965,1.7046972296572822,Iris-versicolor
+28,4.400000501498976,3.1921602162376885,1.311045166716711,0.2,Iris-setosa
+29,5.922992609172948,2.911868725933663,4.295075860351142,1.383559991106092,Iris-versicolor
+30,4.606009570358463,3.381445132601728,1.4017475354414792,0.28828736686171497,Iris-setosa
+31,6.73677781583866,2.9875966140136914,5.450399780296496,2.1073727828943136,Iris-virginica
+32,5.093255085835819,3.3321246994873595,1.3575383058691348,0.2,Iris-setosa
+33,6.361158848460602,3.3782721979549684,5.67768211857543,2.347627424944105,Iris-virginica
+34,6.82258058655495,3.188675518921573,5.671459631570862,2.2891966132482175,Iris-virginica
+35,5.9561310604341235,2.9973737591140264,4.880834707469201,1.7708675412428188,Iris-virginica
+36,5.491572342588385,4.1994379636945345,1.374051792506512,0.2,Iris-setosa
+37,6.028033648671867,2.9830931097571605,4.783971080785602,1.8053879792691836,Iris-virginica
+38,6.295508477167635,2.874205005290429,4.246174724176498,1.3110395323105657,Iris-versicolor
+39,5.1012357545609,3.531258233955961,1.4016148478925319,0.2977202252296143,Iris-setosa
+40,6.394635829541378,2.895150625710488,4.376279211049829,1.2955044761330636,Iris-versicolor
+41,5.926656313530988,3.2164743100778264,4.845504596982211,1.7770965981154443,Iris-versicolor
+42,5.887744135757686,2.8244062588111873,5.090111943025878,1.8674214038307744,Iris-virginica
+43,4.510382395118037,2.3146629123967264,1.3140531999746532,0.30706409375699467,Iris-setosa
+44,5.402190766692869,2.996156761678846,4.474698925333158,1.4876669303374492,Iris-versicolor
+45,5.830401540912962,2.750479417254367,5.091053135042286,1.8750294677803783,Iris-virginica
+46,5.385814736591128,3.863626381576279,1.7512117851862583,0.4626340911215542,Iris-setosa
+47,6.2899991164626625,2.491783998379514,4.9998498212762,1.9095109392858718,Iris-virginica
+48,5.9941123111331285,3.002531715488327,4.903895212282453,1.7788579771320654,Iris-virginica
+49,7.2914333772375555,2.8965810160562233,6.292164527353434,1.8077882115708555,Iris-virginica
+50,5.11506859549456,3.842506420532195,1.5935254067963909,0.2,Iris-setosa
+51,6.763900696128894,3.3077457236885808,5.67147342124003,2.233674714925958,Iris-virginica
+52,6.347278717217085,2.31240755329133,4.449589861246512,1.3410678442251105,Iris-versicolor
+53,6.500629538437505,2.9578577675984845,4.320213384470116,1.3491014680590896,Iris-versicolor
+54,5.991878563846312,2.997357647231621,4.729599498690538,1.8090950110514485,Iris-virginica
+55,5.371928221365409,3.407873195469651,1.6874696493482262,0.2,Iris-setosa
+56,5.335881945910324,3.595512016489691,1.4461333016885851,0.2,Iris-setosa
+57,4.858920393787755,3.2158784995914504,1.4040081550106422,0.2,Iris-setosa
+58,5.1716254965641575,3.489000519122112,1.4919112886592192,0.2,Iris-setosa
+59,7.7,2.7774248645221205,6.7,2.014933971152112,Iris-virginica
+60,5.119398375198695,3.7659875811077064,1.5766035531953542,0.2,Iris-setosa
+61,5.999130066759058,2.2,5.002269961608711,1.5030867497889955,Iris-virginica
+62,5.777968847019434,2.7620910539025525,5.096664042549365,2.382040307240308,Iris-virginica
+63,4.898112582788604,3.0973481850116436,1.4962111246304615,0.1,Iris-setosa
+64,5.297738231240664,2.5153530634250894,4.004579874213123,1.0927076712117372,Iris-versicolor
+65,6.815390270607333,3.0053685482511594,5.494671236348648,2.0884306280303675,Iris-virginica
+66,5.380235381060908,3.8583007478626214,1.3145408601726736,0.5348313527523115,Iris-setosa
+67,7.7,2.7760774862556743,6.7,1.997894784035009,Iris-virginica
+68,4.4,2.885699159162427,1.4019516914225576,0.2,Iris-setosa
+69,4.915284320725948,2.4043202840701476,3.1372079206923376,1.103784860881368,Iris-versicolor
+70,5.244781972563759,3.572395173254601,1.5124503698196745,0.2,Iris-setosa
+71,6.186162976597804,2.9395070668362098,4.427802918122439,1.336417932637837,Iris-versicolor
+72,6.3383343826429215,2.9100896828382896,5.6430160767269495,1.8000457942062273,Iris-virginica
+73,6.701699586266551,3.0827963200665383,4.400367788084526,1.3836977221891469,Iris-versicolor
+74,6.6592704861242344,3.275367502722354,5.679239063347577,2.4999986272689423,Iris-virginica
+75,5.192997747249446,4.024179336116511,1.4016980875897547,0.2,Iris-setosa
+76,6.281260700475456,2.7488539020530753,4.920129878415537,1.759750410912176,Iris-virginica
+77,5.791855110024959,2.668420519089583,5.0864689284489115,1.919741514807341,Iris-virginica
+78,5.679348426857786,2.841575467576133,4.2990697118608185,1.3219954816238562,Iris-versicolor
+79,6.312732467617009,3.3979038135612747,5.602470336274399,2.4017018491010993,Iris-virginica
+80,7.13195571317665,2.9988210601984586,5.938458582652997,2.1016285266420947,Iris-virginica
+81,4.620946961716175,3.406355918248237,1.406816580694789,0.31484120505448887,Iris-setosa
+82,6.010614077383289,2.200000295707048,5.009014315504605,1.5213681182642638,Iris-virginica
+83,5.3792471065223575,3.900140391077243,1.673900424560899,0.36280436890525103,Iris-setosa
+84,5.516478415435135,2.629985902243192,4.166691993836254,1.2810321354519265,Iris-versicolor
+85,5.030148793116216,3.496743926879875,1.3120992839324033,0.29481967196346676,Iris-setosa
+86,6.463956897380506,2.938431072033036,4.314463841829933,1.3298435980727943,Iris-versicolor
+87,5.536755666408375,2.9782622861171673,4.143357921212797,1.2966473863853085,Iris-versicolor
+88,4.860672454977087,3.0908963572236705,1.513454707607351,0.1,Iris-setosa
+89,6.876134696165192,3.235448718138847,5.623179358475786,2.295439821859774,Iris-virginica
+90,5.307974300633479,3.866059315812973,1.6688067216292897,0.39385173474862956,Iris-setosa
+91,5.693647698351376,3.010995305247193,4.351293780545237,1.5016404880607792,Iris-versicolor
+92,4.593986519204199,3.59769808840735,1.0,0.2,Iris-setosa
+93,5.79909041611395,2.6932771352425293,5.098859381828659,1.9037432444599316,Iris-virginica
+94,6.688982413668322,2.9949476097864056,4.983390991656835,1.7131497593500131,Iris-versicolor
+95,6.4833325125417405,2.937617869926493,5.429197473021042,1.8026353815293774,Iris-virginica
+96,5.060235452460319,3.6672050785113317,1.42916322948308,0.2,Iris-setosa
+97,5.01852401866156,3.6091189103444057,1.4054556180925177,0.2,Iris-setosa
+98,5.508515649024385,2.399830927547082,3.744199380117217,1.02688082260291,Iris-versicolor
+99,6.33772049026955,3.2179457803725393,4.504130712827061,1.5307692744923107,Iris-versicolor
+100,5.120596366834695,3.3085668010548828,1.9366268422369899,0.5220381930487561,Iris-setosa
+101,5.901795024136085,3.183150375974078,4.786919589213679,1.8181038005013703,Iris-versicolor
+102,6.02070859839272,2.6945529107033597,5.07867507568611,1.5567885664261545,Iris-versicolor
+103,6.6760134165206875,3.302211413595404,5.609704113529647,2.1162111204458878,Iris-virginica
+104,6.6528144558091356,3.001897088763585,5.023502439330717,1.707653216562346,Iris-versicolor
+105,6.682650266506202,2.9949557003373974,4.998002542076078,1.6916491481949323,Iris-versicolor
+106,7.109901319041508,3.0078605005651107,5.901446550538642,2.1298376147962337,Iris-virginica
+107,5.090626033357463,3.353880098490722,1.4024803643720307,0.2,Iris-setosa
+108,6.014724793733603,2.6956152925077306,5.148423361607142,1.6141877223347054,Iris-versicolor
+109,4.645322586752451,3.402116229384888,1.3882177273681482,0.2979898155159548,Iris-setosa
+110,6.304155241937292,2.4915516991005133,5.005619777152553,1.9005181359196766,Iris-virginica
+111,5.448380849023544,3.3828083375983153,2.1986157086337412,0.2,Iris-setosa
+112,6.281764648462004,3.3960358786754217,5.612137674717062,2.3913568421641234,Iris-virginica
+113,5.476753621615004,2.396995535748794,3.6634565949966746,1.0977049694300645,Iris-versicolor
+114,6.6982209755311555,3.094309988252195,4.414126900506356,1.4007753505492397,Iris-versicolor
+115,6.018949174150244,2.6973926285733896,5.0733292618610655,1.59356804713453,Iris-versicolor
+116,6.691795858869515,3.107099794038758,4.387053328498495,1.4015653001842887,Iris-versicolor
+117,5.022257507582518,3.633463321318931,1.405329190567681,0.2,Iris-setosa
+118,6.301808578396704,2.5242137386682892,4.992351799527605,1.8922509581834854,Iris-virginica
+119,5.099073398433529,3.805241751623899,1.941310088918919,0.3896101641039771,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/9/test.csv b/iris/tab_ddpm/4_1/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/9/train.csv b/iris/tab_ddpm/4_1/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/4_1/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4_1/9/val.csv b/iris/tab_ddpm/4_1/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/4_1/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/4_1/params.json b/iris/tab_ddpm/4_1/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..c2e8c0d1dde78a26fd8fd6ab2b4befabecb93036
--- /dev/null
+++ b/iris/tab_ddpm/4_1/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ec4bdc5a5640ac45bb49a3bfdef0dae13b2206db67b0f77a17709301d150aa2b
+size 331
diff --git a/iris/tab_ddpm/4_1/tab_ddpm_eval.ipynb b/iris/tab_ddpm/4_1/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..c0a1ac3363ddf41381430bfb80a169e59069bcea
--- /dev/null
+++ b/iris/tab_ddpm/4_1/tab_ddpm_eval.ipynb
@@ -0,0 +1,2000 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "74951e20",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:34.708479Z",
+     "iopub.status.busy": "2024-07-22T02:14:34.707651Z",
+     "iopub.status.idle": "2024-07-22T02:14:45.543774Z",
+     "shell.execute_reply": "2024-07-22T02:14:45.542562Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.848139,
+     "end_time": "2024-07-22T02:14:45.546256",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:34.698117",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 84%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "cf2f44c8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:45.570386Z",
+     "iopub.status.busy": "2024-07-22T02:14:45.570031Z",
+     "iopub.status.idle": "2024-07-22T02:14:45.578013Z",
+     "shell.execute_reply": "2024-07-22T02:14:45.577146Z"
+    },
+    "papermill": {
+     "duration": 0.023061,
+     "end_time": "2024-07-22T02:14:45.580022",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:45.556961",
+     "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": "4ec42af9",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009552,
+     "end_time": "2024-07-22T02:14:45.599230",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:45.589678",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "11b39e9d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:45.620145Z",
+     "iopub.status.busy": "2024-07-22T02:14:45.619817Z",
+     "iopub.status.idle": "2024-07-22T02:14:45.627024Z",
+     "shell.execute_reply": "2024-07-22T02:14:45.626189Z"
+    },
+    "papermill": {
+     "duration": 0.020029,
+     "end_time": "2024-07-22T02:14:45.629049",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:45.609020",
+     "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": "4aee5d86",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:45.649521Z",
+     "iopub.status.busy": "2024-07-22T02:14:45.649244Z",
+     "iopub.status.idle": "2024-07-22T02:14:45.654585Z",
+     "shell.execute_reply": "2024-07-22T02:14:45.653756Z"
+    },
+    "papermill": {
+     "duration": 0.01793,
+     "end_time": "2024-07-22T02:14:45.656487",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:45.638557",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 1\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/4_1\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.5\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "c0850c6a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:45.678196Z",
+     "iopub.status.busy": "2024-07-22T02:14:45.677904Z",
+     "iopub.status.idle": "2024-07-22T02:14:45.683854Z",
+     "shell.execute_reply": "2024-07-22T02:14:45.682882Z"
+    },
+    "papermill": {
+     "duration": 0.01918,
+     "end_time": "2024-07-22T02:14:45.685875",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:45.666695",
+     "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": "660a39a3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:45.707126Z",
+     "iopub.status.busy": "2024-07-22T02:14:45.706824Z",
+     "iopub.status.idle": "2024-07-22T02:14:46.966953Z",
+     "shell.execute_reply": "2024-07-22T02:14:46.965778Z"
+    },
+    "papermill": {
+     "duration": 1.27416,
+     "end_time": "2024-07-22T02:14:46.970138",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:45.695978",
+     "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": "6e6c0a63",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:46.993541Z",
+     "iopub.status.busy": "2024-07-22T02:14:46.993187Z",
+     "iopub.status.idle": "2024-07-22T02:14:48.004449Z",
+     "shell.execute_reply": "2024-07-22T02:14:48.003298Z"
+    },
+    "papermill": {
+     "duration": 1.02533,
+     "end_time": "2024-07-22T02:14:48.006537",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:46.981207",
+     "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": "fbe3a532",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:48.030213Z",
+     "iopub.status.busy": "2024-07-22T02:14:48.029495Z",
+     "iopub.status.idle": "2024-07-22T02:14:48.039142Z",
+     "shell.execute_reply": "2024-07-22T02:14:48.038263Z"
+    },
+    "papermill": {
+     "duration": 0.023854,
+     "end_time": "2024-07-22T02:14:48.041139",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:48.017285",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/4_1\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "c80743ba",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:48.065934Z",
+     "iopub.status.busy": "2024-07-22T02:14:48.065594Z",
+     "iopub.status.idle": "2024-07-22T02:14:48.437551Z",
+     "shell.execute_reply": "2024-07-22T02:14:48.436781Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.387513,
+     "end_time": "2024-07-22T02:14:48.440123",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:48.052610",
+     "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": "652db3c5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:48.465927Z",
+     "iopub.status.busy": "2024-07-22T02:14:48.465251Z",
+     "iopub.status.idle": "2024-07-22T02:14:50.092244Z",
+     "shell.execute_reply": "2024-07-22T02:14:50.091398Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.642406,
+     "end_time": "2024-07-22T02:14:50.094883",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:48.452477",
+     "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": "65415361",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:50.120357Z",
+     "iopub.status.busy": "2024-07-22T02:14:50.119944Z",
+     "iopub.status.idle": "2024-07-22T02:14:50.128357Z",
+     "shell.execute_reply": "2024-07-22T02:14:50.127635Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023329,
+     "end_time": "2024-07-22T02:14:50.130283",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:50.106954",
+     "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": "3a59cbf8",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:50.152883Z",
+     "iopub.status.busy": "2024-07-22T02:14:50.152582Z",
+     "iopub.status.idle": "2024-07-22T02:14:50.156700Z",
+     "shell.execute_reply": "2024-07-22T02:14:50.155877Z"
+    },
+    "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": 0.017892,
+     "end_time": "2024-07-22T02:14:50.158836",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:50.140944",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "6adb787b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:50.181820Z",
+     "iopub.status.busy": "2024-07-22T02:14:50.181509Z",
+     "iopub.status.idle": "2024-07-22T02:14:50.297348Z",
+     "shell.execute_reply": "2024-07-22T02:14:50.296475Z"
+    },
+    "papermill": {
+     "duration": 0.129696,
+     "end_time": "2024-07-22T02:14:50.299554",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:50.169858",
+     "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": "e4b27adf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:50.325240Z",
+     "iopub.status.busy": "2024-07-22T02:14:50.324915Z",
+     "iopub.status.idle": "2024-07-22T02:14:54.703055Z",
+     "shell.execute_reply": "2024-07-22T02:14:54.702061Z"
+    },
+    "papermill": {
+     "duration": 4.393567,
+     "end_time": "2024-07-22T02:14:54.705459",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:50.311892",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:14:52.092895: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-22 02:14:52.092949: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-22 02:14:52.094456: 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": "c7b535d5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:54.730111Z",
+     "iopub.status.busy": "2024-07-22T02:14:54.729510Z",
+     "iopub.status.idle": "2024-07-22T02:14:54.735162Z",
+     "shell.execute_reply": "2024-07-22T02:14:54.734301Z"
+    },
+    "papermill": {
+     "duration": 0.02007,
+     "end_time": "2024-07-22T02:14:54.737189",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:54.717119",
+     "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": "33173b35",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:54.762035Z",
+     "iopub.status.busy": "2024-07-22T02:14:54.761761Z",
+     "iopub.status.idle": "2024-07-22T02:14:57.509662Z",
+     "shell.execute_reply": "2024-07-22T02:14:57.508868Z"
+    },
+    "papermill": {
+     "duration": 2.762863,
+     "end_time": "2024-07-22T02:14:57.511956",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:54.749093",
+     "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": "e175d29a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:57.538719Z",
+     "iopub.status.busy": "2024-07-22T02:14:57.537999Z",
+     "iopub.status.idle": "2024-07-22T02:14:57.544794Z",
+     "shell.execute_reply": "2024-07-22T02:14:57.543877Z"
+    },
+    "papermill": {
+     "duration": 0.02252,
+     "end_time": "2024-07-22T02:14:57.546899",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:57.524379",
+     "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": "c7770c1b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:57.571120Z",
+     "iopub.status.busy": "2024-07-22T02:14:57.570857Z",
+     "iopub.status.idle": "2024-07-22T02:14:58.057050Z",
+     "shell.execute_reply": "2024-07-22T02:14:58.056239Z"
+    },
+    "papermill": {
+     "duration": 0.501037,
+     "end_time": "2024-07-22T02:14:58.059356",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:57.558319",
+     "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": "f58b2e61",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:58.086169Z",
+     "iopub.status.busy": "2024-07-22T02:14:58.085871Z",
+     "iopub.status.idle": "2024-07-22T02:14:58.091899Z",
+     "shell.execute_reply": "2024-07-22T02:14:58.091019Z"
+    },
+    "papermill": {
+     "duration": 0.021739,
+     "end_time": "2024-07-22T02:14:58.093879",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:58.072140",
+     "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": "06505dc7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:58.118433Z",
+     "iopub.status.busy": "2024-07-22T02:14:58.118157Z",
+     "iopub.status.idle": "2024-07-22T02:14:58.164937Z",
+     "shell.execute_reply": "2024-07-22T02:14:58.164175Z"
+    },
+    "papermill": {
+     "duration": 0.061593,
+     "end_time": "2024-07-22T02:14:58.167022",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:58.105429",
+     "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": "19e198fd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:58.193798Z",
+     "iopub.status.busy": "2024-07-22T02:14:58.193386Z",
+     "iopub.status.idle": "2024-07-22T02:14:58.200086Z",
+     "shell.execute_reply": "2024-07-22T02:14:58.199260Z"
+    },
+    "papermill": {
+     "duration": 0.0223,
+     "end_time": "2024-07-22T02:14:58.201978",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:58.179678",
+     "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": "09f1f00a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:58.226565Z",
+     "iopub.status.busy": "2024-07-22T02:14:58.226310Z",
+     "iopub.status.idle": "2024-07-22T02:14:58.230189Z",
+     "shell.execute_reply": "2024-07-22T02:14:58.229243Z"
+    },
+    "papermill": {
+     "duration": 0.018399,
+     "end_time": "2024-07-22T02:14:58.232246",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:58.213847",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "53cf2f98",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:58.256858Z",
+     "iopub.status.busy": "2024-07-22T02:14:58.256556Z",
+     "iopub.status.idle": "2024-07-22T02:14:58.262236Z",
+     "shell.execute_reply": "2024-07-22T02:14:58.261492Z"
+    },
+    "papermill": {
+     "duration": 0.020197,
+     "end_time": "2024-07-22T02:14:58.264112",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:58.243915",
+     "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": "b70b3f1b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:58.288859Z",
+     "iopub.status.busy": "2024-07-22T02:14:58.288557Z",
+     "iopub.status.idle": "2024-07-22T02:14:58.294703Z",
+     "shell.execute_reply": "2024-07-22T02:14:58.293993Z"
+    },
+    "papermill": {
+     "duration": 0.020637,
+     "end_time": "2024-07-22T02:14:58.296547",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:58.275910",
+     "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": "cb5fca01",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:58.323540Z",
+     "iopub.status.busy": "2024-07-22T02:14:58.323261Z",
+     "iopub.status.idle": "2024-07-22T02:14:58.331901Z",
+     "shell.execute_reply": "2024-07-22T02:14:58.330921Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.024107,
+     "end_time": "2024-07-22T02:14:58.333864",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:58.309757",
+     "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": "c3023e51",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:58.358649Z",
+     "iopub.status.busy": "2024-07-22T02:14:58.358386Z",
+     "iopub.status.idle": "2024-07-22T02:18:13.107015Z",
+     "shell.execute_reply": "2024-07-22T02:18:13.106176Z"
+    },
+    "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": 194.76395,
+     "end_time": "2024-07-22T02:18:13.109582",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:58.345632",
+     "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 1000/42415 MLoss: 0.0 GLoss: 0.3452 Sum: 0.3452\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/42415 MLoss: 0.0 GLoss: 0.2985 Sum: 0.2985\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/42415 MLoss: 0.0 GLoss: 0.2869 Sum: 0.2869\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/42415 MLoss: 0.0 GLoss: 0.2746 Sum: 0.2746\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/42415 MLoss: 0.0 GLoss: 0.2685 Sum: 0.2685\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/42415 MLoss: 0.0 GLoss: 0.263 Sum: 0.263\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/42415 MLoss: 0.0 GLoss: 0.2589 Sum: 0.2589\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/42415 MLoss: 0.0 GLoss: 0.2535 Sum: 0.2535\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/42415 MLoss: 0.0 GLoss: 0.2459 Sum: 0.2459\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/42415 MLoss: 0.0 GLoss: 0.2444 Sum: 0.2444\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/42415 MLoss: 0.0 GLoss: 0.2427 Sum: 0.2427\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/42415 MLoss: 0.0 GLoss: 0.2366 Sum: 0.2366\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 13000/42415 MLoss: 0.0 GLoss: 0.2364 Sum: 0.2364\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/42415 MLoss: 0.0 GLoss: 0.2331 Sum: 0.2331\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/42415 MLoss: 0.0 GLoss: 0.23 Sum: 0.23\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/42415 MLoss: 0.0 GLoss: 0.2301 Sum: 0.2301\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/42415 MLoss: 0.0 GLoss: 0.2259 Sum: 0.2259\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/42415 MLoss: 0.0 GLoss: 0.2257 Sum: 0.2257\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/42415 MLoss: 0.0 GLoss: 0.2207 Sum: 0.2207\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/42415 MLoss: 0.0 GLoss: 0.2214 Sum: 0.2214\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/42415 MLoss: 0.0 GLoss: 0.2201 Sum: 0.2201\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/42415 MLoss: 0.0 GLoss: 0.2144 Sum: 0.2144\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/42415 MLoss: 0.0 GLoss: 0.2165 Sum: 0.2165\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/42415 MLoss: 0.0 GLoss: 0.2157 Sum: 0.2157\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/42415 MLoss: 0.0 GLoss: 0.214 Sum: 0.214\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/42415 MLoss: 0.0 GLoss: 0.2123 Sum: 0.2123\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/42415 MLoss: 0.0 GLoss: 0.2112 Sum: 0.2112\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/42415 MLoss: 0.0 GLoss: 0.2098 Sum: 0.2098\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/42415 MLoss: 0.0 GLoss: 0.2097 Sum: 0.2097\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/42415 MLoss: 0.0 GLoss: 0.2081 Sum: 0.2081\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/42415 MLoss: 0.0 GLoss: 0.211 Sum: 0.211\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/42415 MLoss: 0.0 GLoss: 0.2063 Sum: 0.2063\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/42415 MLoss: 0.0 GLoss: 0.2047 Sum: 0.2047\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/42415 MLoss: 0.0 GLoss: 0.2045 Sum: 0.2045\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/42415 MLoss: 0.0 GLoss: 0.2028 Sum: 0.2028\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/42415 MLoss: 0.0 GLoss: 0.1994 Sum: 0.1994\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/42415 MLoss: 0.0 GLoss: 0.2031 Sum: 0.2031\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/42415 MLoss: 0.0 GLoss: 0.2024 Sum: 0.2024\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/42415 MLoss: 0.0 GLoss: 0.1985 Sum: 0.1985\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/42415 MLoss: 0.0 GLoss: 0.1974 Sum: 0.1974\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/42415 MLoss: 0.0 GLoss: 0.1996 Sum: 0.1996\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/42415 MLoss: 0.0 GLoss: 0.2003 Sum: 0.2003\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": "f1de8b21",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015703,
+     "end_time": "2024-07-22T02:18:13.141902",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:13.126199",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "017a8f4d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:13.174300Z",
+     "iopub.status.busy": "2024-07-22T02:18:13.173981Z",
+     "iopub.status.idle": "2024-07-22T02:18:13.181848Z",
+     "shell.execute_reply": "2024-07-22T02:18:13.181121Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.026251,
+     "end_time": "2024-07-22T02:18:13.183802",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:13.157551",
+     "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": "544eec8b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:13.216140Z",
+     "iopub.status.busy": "2024-07-22T02:18:13.215371Z",
+     "iopub.status.idle": "2024-07-22T02:18:30.081803Z",
+     "shell.execute_reply": "2024-07-22T02:18:30.080994Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.885504,
+     "end_time": "2024-07-22T02:18:30.084532",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:13.199028",
+     "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": "c6be1997",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018879,
+     "end_time": "2024-07-22T02:18:30.121975",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:30.103096",
+     "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": 238.711408,
+   "end_time": "2024-07-22T02:18:31.962995",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/4_1/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/4_1/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 1,
+    "epoch_scale": 0.5,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/4_1",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T02:14:33.251587",
+   "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