diff --git a/iris/tab_ddpm/4_3/0/synth.csv b/iris/tab_ddpm/4_3/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d94adc0d61ceef50ea87b9eee456ab10958a3c8d
--- /dev/null
+++ b/iris/tab_ddpm/4_3/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.696445709866534,2.6750593493953985,6.89999046542542,2.2542646103616466,Iris-virginica
+1,7.691410741190967,2.5915758269673814,6.9,2.2704791647634672,Iris-virginica
+2,6.295545314112633,2.3744723849711646,4.7046964644367355,1.4869387187901937,Iris-versicolor
+3,6.557392559812936,3.0,5.816714217336473,2.207075052431512,Iris-virginica
+4,5.713408525851607,2.8760832255749555,4.499769118431169,1.3276406842095683,Iris-versicolor
+5,6.050975567889999,2.5364472181767987,5.458160954763675,1.4173525540342002,Iris-virginica
+6,5.1257798934038625,3.482406919201686,1.4004375842018995,0.20186832131853374,Iris-setosa
+7,5.718439644029401,2.6235002318052567,3.9967058443175585,1.045555840494483,Iris-versicolor
+8,6.929500295011709,2.819952470681149,4.820240626595207,1.4078653248555546,Iris-versicolor
+9,5.045399408938831,3.5004063932324607,1.3888657074934003,0.19889183532906862,Iris-setosa
+10,5.564985436957999,3.0,4.181388888376924,1.324988872950559,Iris-versicolor
+11,5.439088723942531,3.9,1.2965637691074905,0.32251164595953535,Iris-setosa
+12,5.622952100808716,2.619795137761328,4.440459646053018,1.2226403635258394,Iris-versicolor
+13,5.060268960271369,2.4823628167179588,3.07797838555023,1.0758808986276465,Iris-versicolor
+14,5.523185338693593,2.378783570719812,3.6211655030363086,0.9689451769384794,Iris-versicolor
+15,6.557014414594097,3.0,4.390520723974513,1.390499684432203,Iris-versicolor
+16,5.576109089330073,2.5391210608885593,4.033717810252346,1.136216152818771,Iris-versicolor
+17,5.429400426489346,3.8999996292918513,1.3419549215781936,0.39070085449467307,Iris-setosa
+18,5.007300804110156,2.4262526002745024,3.360662300099394,1.031609505559304,Iris-versicolor
+19,7.638654136781662,2.8441140595044825,6.631609029502188,2.0018135628515994,Iris-virginica
+20,5.093205623812413,3.4780738085974203,1.3941443191888583,0.3085992922337697,Iris-setosa
+21,5.216413637758798,2.685353642738776,3.8549809460543,1.389281800721477,Iris-versicolor
+22,4.9303073039650736,3.424045956305674,1.483872050449254,0.2999240512220779,Iris-setosa
+23,4.988142518453654,2.000000992077541,3.507348401845925,1.0319266625995709,Iris-versicolor
+24,5.417000429367849,3.392854825436805,1.6839053024455266,0.19827534900984373,Iris-setosa
+25,5.722489492901062,3.0206295503184917,4.525026169738177,1.5068903281624733,Iris-versicolor
+26,5.825421387732183,3.0,4.203476873156943,1.4402579656727303,Iris-versicolor
+27,6.916856622945085,3.087721943275928,5.114290767103083,2.2950234839467827,Iris-virginica
+28,6.241157366916863,3.3936593517251117,5.567073104933238,2.408398089743738,Iris-virginica
+29,5.419442496352035,3.3949099596266477,1.5670634306994944,0.40382370664511824,Iris-setosa
+30,6.724100276191905,2.532569273573085,5.888479883194541,1.8220354995583334,Iris-virginica
+31,6.045163077836701,2.4324377762746527,4.2855281092612065,1.2371515137805316,Iris-versicolor
+32,4.773908001566852,3.0,1.3829244946150268,0.3879546396903647,Iris-setosa
+33,4.8778106814815345,3.0,1.4093777144476645,0.28155969363486943,Iris-setosa
+34,5.023491745094292,2.0,3.6639978805523397,0.7948440994922024,Iris-versicolor
+35,7.9,3.802911840636656,6.369298132991386,1.977044900812315,Iris-virginica
+36,6.804655206075762,2.798654686805533,4.793067163677188,1.400084897895356,Iris-versicolor
+37,5.0294936931946985,2.0,3.661764248553615,1.0250670026901794,Iris-versicolor
+38,6.629357893049202,3.2690972532087215,5.536894218550962,2.0524184820183295,Iris-virginica
+39,5.866568948384341,3.2624483787567216,4.448115113322312,1.557374689095177,Iris-versicolor
+40,4.657572713420207,3.4224937161304045,1.4025444843017225,0.30637778230610824,Iris-setosa
+41,4.580010113396409,3.5770607736836126,1.0000003973533926,0.1933341637259735,Iris-setosa
+42,6.903585049979631,3.0816186606000393,5.114135506099028,2.2947847376610357,Iris-virginica
+43,6.096964030591588,3.3979305036929714,4.510789085739627,1.5817786203045308,Iris-versicolor
+44,6.312977292580461,3.238581382622842,4.698992164131954,1.5655488551820098,Iris-versicolor
+45,5.7502155798579695,2.7390618139035543,4.227481105386711,1.1238985972724438,Iris-versicolor
+46,6.785019095219562,3.0,5.523155289212418,2.087026343164046,Iris-virginica
+47,4.730225341237133,2.9963756989930475,1.3769362590990903,0.3245209169365297,Iris-setosa
+48,6.271080424167101,3.0,5.373467029263112,1.8117789587844078,Iris-virginica
+49,6.703606919517041,3.304550438557065,5.690942055286771,2.0853183589071165,Iris-virginica
+50,7.698311405177844,2.770547942355068,6.7167048792827995,1.9845847578909541,Iris-virginica
+51,5.374366358225053,3.89999958196173,1.3136959119876912,0.38445042150965963,Iris-setosa
+52,4.40000056658948,3.175069454932021,1.3016856479734096,0.1936842620855046,Iris-setosa
+53,6.306872316665242,3.3649757424611204,5.5955997770375205,2.386729861544425,Iris-virginica
+54,7.590946127661919,3.0,6.578852839738064,2.107968067621921,Iris-virginica
+55,5.2585890377823725,2.737863385458475,4.062053164873824,1.3916709362334714,Iris-versicolor
+56,4.976074712525983,2.0,3.4798434638918723,0.9002351251926795,Iris-versicolor
+57,7.9,3.7971030943670687,6.402529770604365,1.980699451883853,Iris-virginica
+58,5.089948073347582,3.6523838457473077,1.472368207404115,0.3973935189964919,Iris-setosa
+59,5.73709705715354,2.812486972817411,4.5485167746559005,1.3051019474419858,Iris-versicolor
+60,4.948673821988284,2.407540871608397,3.0547584831191377,1.0568697650238421,Iris-versicolor
+61,5.299255761002812,3.6922168909433672,1.5422380426161373,0.19955338502229392,Iris-setosa
+62,5.307747745772195,3.409288234556349,1.4966402398378917,0.3244488341333061,Iris-setosa
+63,6.30742577642191,3.401157456851843,5.591472757400195,2.4019600100470213,Iris-virginica
+64,6.30339393668337,2.4299215351171806,4.826154025830581,1.496662382990798,Iris-versicolor
+65,4.787585247149262,3.4020396983559515,1.4977513698723592,0.1984495739538832,Iris-setosa
+66,4.9921580114769695,2.0,3.5460752344512056,0.9362525349861828,Iris-versicolor
+67,6.316119371653179,3.3958642242466897,5.594140795293356,2.3961094801474387,Iris-virginica
+68,4.400000440146214,2.8901388298944606,1.401760472737098,0.20297653303064656,Iris-setosa
+69,6.302932001619735,2.4648897349895242,5.018915420984105,1.8928394170056928,Iris-virginica
+70,6.552812580772513,3.3259472773120993,5.689298591616534,2.2680607189926407,Iris-virginica
+71,6.774483152605345,3.234257194204862,5.763867716053804,2.2438642151446353,Iris-virginica
+72,5.579012372624116,3.0,4.524118760631102,1.5127442962741418,Iris-versicolor
+73,6.175506729279507,2.6210222227542,5.58739426545389,1.4288766452713744,Iris-virginica
+74,4.589911280926735,3.5874914452542925,1.0000005112475223,0.19643833129135063,Iris-setosa
+75,4.604215872063707,3.388982897433971,1.3983352572776755,0.3139944818262708,Iris-setosa
+76,5.095741248300189,3.507087623402962,1.3922250828103722,0.1991533222966531,Iris-setosa
+77,4.489444752480166,2.2808524221467836,1.2930963138193654,0.29678422924196635,Iris-setosa
+78,5.548353435172661,2.4135448481505115,3.8231674382249348,1.0028697184088937,Iris-versicolor
+79,4.996081456063901,3.4072623102036705,1.6199303711406803,0.3959743958241784,Iris-setosa
+80,4.4970270142195075,2.26825181112271,1.331100112120105,0.3277582562396506,Iris-setosa
+81,5.994826275171105,3.4081347848170847,4.51386128772561,1.6217850532787859,Iris-versicolor
+82,4.992056358069234,2.0,3.571879427900571,1.0007142580223407,Iris-versicolor
+83,5.287408308671487,3.4069904605868118,1.4592704235862906,0.2072145694477093,Iris-setosa
+84,6.22951492762068,3.01165698506346,4.633252218971657,1.4459331054622804,Iris-versicolor
+85,5.616676993664856,3.0,4.168543741309884,1.2949205839567244,Iris-versicolor
+86,5.058802968560274,2.461720292031215,2.980743791263632,1.0887046041772497,Iris-versicolor
+87,6.293478131351934,2.483944310182986,4.915185473308619,1.509935024223568,Iris-versicolor
+88,6.71057476387737,3.1032772014518772,4.7427320021987835,1.507287927613803,Iris-versicolor
+89,5.401005052442601,3.438988383794,1.7300675488301431,0.199826526045092,Iris-setosa
+90,6.224973640875601,3.2129601829229877,4.632307196126658,1.522760154624506,Iris-versicolor
+91,6.347928610439557,3.336671497204937,5.632475619079957,2.3607388907685145,Iris-virginica
+92,6.804667488747727,3.0200263550856854,5.347473303648011,2.213849333405239,Iris-virginica
+93,5.360694950813722,3.401887202885821,1.6326693699532469,0.20681422769216182,Iris-setosa
+94,6.7109832773849165,3.3055494248779973,5.73582042748922,2.106978173890683,Iris-virginica
+95,4.40000063068101,2.9398702154049765,1.3863016906192558,0.1996018721780946,Iris-setosa
+96,4.845132390751774,3.0,1.4460950710690261,0.1000000910449625,Iris-setosa
+97,4.817815106727985,3.0,1.4079747519661183,0.1,Iris-setosa
+98,5.7935326598351695,2.814369469745295,4.4543237158699185,1.2900460738238895,Iris-versicolor
+99,5.98651996901309,2.836246565916208,4.610072002698456,1.505295018879413,Iris-versicolor
+100,5.377140845806412,3.9,1.2911892556958835,0.4079721070152609,Iris-setosa
+101,6.29368652368904,2.4835570575933943,5.024520725244402,1.8704618645670013,Iris-virginica
+102,5.630703660243718,2.987624269440841,3.997395193718515,1.3109558962313737,Iris-versicolor
+103,4.919842306515434,2.443109670047389,3.3465059290804042,1.0503022082531648,Iris-versicolor
+104,6.473185197212601,2.9720788857122997,4.313612551925973,1.346916406267733,Iris-versicolor
+105,7.460636100216039,2.8459031734053384,6.45962750527216,1.867985204562476,Iris-virginica
+106,6.030082321384417,3.4000698939957164,4.505650725194881,1.572742603972797,Iris-versicolor
+107,7.058453173362641,3.0825041401669924,5.775282617916304,2.217144964237542,Iris-virginica
+108,7.899998418016091,3.784227766597777,6.4339107256842425,1.9836422569207974,Iris-virginica
+109,4.400000617213103,3.1676496382850123,1.3315614893801788,0.2007227605839205,Iris-setosa
+110,6.741077658959633,3.0,5.5612409720359315,2.0149458066098322,Iris-virginica
+111,6.092996713457027,2.812210122864927,4.726070829863883,1.1963219253096866,Iris-versicolor
+112,6.6332816317894565,3.1262668603317914,4.753957567058454,1.5237923710490664,Iris-versicolor
+113,4.908352517809192,3.1171835021646244,1.5764834746870078,0.1,Iris-setosa
+114,6.684729198334628,3.081967561534572,4.695725829228005,1.494191601248591,Iris-versicolor
+115,5.4240889041651545,3.380293199085677,1.826295566061806,0.19645796207623112,Iris-setosa
+116,5.215520245534965,2.72154976057081,3.95845020329095,1.4101831272469831,Iris-versicolor
+117,6.312378226101576,2.508134762473173,4.908938040179507,1.5136602400906287,Iris-versicolor
+118,6.460894157047886,3.0,5.792253336332429,2.135586836927654,Iris-virginica
+119,5.088598312773248,3.5111193052791116,1.3691826315523987,0.2904157121764624,Iris-setosa
diff --git a/iris/tab_ddpm/4_3/0/test.csv b/iris/tab_ddpm/4_3/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/0/train.csv b/iris/tab_ddpm/4_3/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/0/val.csv b/iris/tab_ddpm/4_3/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/1/synth.csv b/iris/tab_ddpm/4_3/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b9db2c9eadfd81d98a900cb3e840f4cc15e072a8
--- /dev/null
+++ b/iris/tab_ddpm/4_3/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.191645538062125,3.3935453988389996,1.4024491965439005,0.20285993598565863,Iris-setosa
+1,4.619868174603444,3.5980962895822186,1.0000004900985753,0.2006350775948128,Iris-setosa
+2,5.346675471600372,3.758028135001573,1.6527018255933188,0.37800205933827447,Iris-setosa
+3,5.4088484334924924,3.8999995227238755,1.3069927217293595,0.36941724858377056,Iris-setosa
+4,5.7490575745156605,2.7804782620991366,4.058785885764357,1.144622755019393,Iris-versicolor
+5,4.8137972226564845,3.0,1.3803080305997295,0.2991109735334006,Iris-setosa
+6,5.005000695814854,2.0,3.4879483179139075,1.065090942830165,Iris-versicolor
+7,5.8436832057450205,2.7428539090609707,5.180260284038989,1.8901265031414929,Iris-virginica
+8,6.093794800513478,3.387781215615015,4.532980236983776,1.5928223517793934,Iris-versicolor
+9,4.830015551584812,2.4070818455656404,3.2428343755513254,0.896660719046195,Iris-versicolor
+10,6.618824112214894,3.0560839398487833,4.632720544355618,1.4636932976745503,Iris-versicolor
+11,5.182940142990289,2.704394033220657,3.8437516090685344,1.3906385976700677,Iris-versicolor
+12,7.352538736743806,2.881660911709407,6.320734881751757,1.8220304327120607,Iris-virginica
+13,5.994004685784993,2.93954208043777,4.465138576981578,1.5119111011144186,Iris-versicolor
+14,4.8954252918295005,3.0,1.381986836709555,0.20357466373136177,Iris-setosa
+15,4.400000560787737,2.8928397158360277,1.3955664878987077,0.18712915861016594,Iris-setosa
+16,5.011146574980004,2.0,3.31830332748007,1.0159291612774182,Iris-versicolor
+17,5.444342188636288,3.395223774217312,1.7465806456165691,0.20360282447055486,Iris-setosa
+18,6.275121299077992,2.558144091083507,4.987577959826207,1.5129348778716583,Iris-versicolor
+19,6.47496875069737,3.1878045434836224,5.153060637863786,2.0021367481166887,Iris-virginica
+20,7.9,3.811917740569604,6.407665573739221,1.9835048988389217,Iris-virginica
+21,6.720266395796144,3.2797326449797604,5.689850475146682,2.5,Iris-virginica
+22,7.707361011558644,2.589532185216626,6.899998677285877,2.3071973377151886,Iris-virginica
+23,7.2721911535045685,2.8993312494220342,6.235553908934371,1.8002477135342676,Iris-virginica
+24,6.805580944091959,3.1088789469653997,5.756504158551533,2.2481547350262314,Iris-virginica
+25,4.880441205498547,3.0,1.4095255335035863,0.251964445739085,Iris-setosa
+26,5.077827449687925,3.506990751426737,1.4013358228198227,0.2068534020671144,Iris-setosa
+27,7.738949584639801,2.5962516235701663,6.9,2.3099357994908716,Iris-virginica
+28,7.899998888000988,3.8089154569151322,6.443076254069123,1.9946196359298192,Iris-virginica
+29,5.838832424822499,3.0,4.266407282215607,1.5189719710567962,Iris-versicolor
+30,6.091586686620914,2.7951669778441945,4.660806355641131,1.16864640865116,Iris-versicolor
+31,5.79762260877316,2.7835708063107156,4.323682013761915,1.1792241186471688,Iris-versicolor
+32,6.742446794809661,2.51172607460817,5.815786968790461,1.802467015723587,Iris-virginica
+33,7.569047146480917,3.0,6.575341145246349,2.093846287198984,Iris-virginica
+34,6.777754383014189,3.2551315801290728,5.7770634010697535,2.2087132016321505,Iris-virginica
+35,5.570862095543812,3.7717796889888553,1.6385923106960458,0.29706135738908385,Iris-setosa
+36,5.873850011144348,2.983071095011446,5.019741195565515,1.8093706679301542,Iris-virginica
+37,6.655492406081119,3.0554410306032387,4.530773117933839,1.4994337222329166,Iris-versicolor
+38,5.980198035301516,3.0741726924838937,4.499513762128146,1.4302298190575977,Iris-versicolor
+39,4.583027259824431,3.6099256851001815,1.0,0.19380212836253213,Iris-setosa
+40,5.107849799825626,3.496382082650412,1.3808646448198183,0.19379958461700808,Iris-setosa
+41,4.8340235115750865,3.0,1.4562800335124886,0.10000013230662795,Iris-setosa
+42,5.9910389018866805,2.714800346257059,5.046188382565673,1.5703220843725452,Iris-versicolor
+43,6.764187312248227,2.778966184602216,4.7710005170848,1.3985922502947992,Iris-versicolor
+44,5.790061819227915,2.7660082893219973,4.046357075614697,1.0686264946922692,Iris-versicolor
+45,5.654362111536753,3.7880261088886376,1.7884654090034822,0.29888594123874423,Iris-setosa
+46,6.330031532395845,3.3858925206827557,5.605632698912274,2.398137906851236,Iris-virginica
+47,6.2330546298498435,2.198623698354564,4.475986370179698,1.4842534559735259,Iris-versicolor
+48,6.002869312073745,3.395993238071164,4.504017862798089,1.5818749873735451,Iris-versicolor
+49,5.255831778000737,3.6961642344673686,1.4920834326076546,0.19905369014352284,Iris-setosa
+50,5.596570941760879,3.0,4.531876326217223,1.5052583707776004,Iris-versicolor
+51,4.900590652297242,3.0,1.3965962779549161,0.1968767988700173,Iris-setosa
+52,5.6938697511730725,2.7950936816144134,4.039614210533356,1.229712174863683,Iris-versicolor
+53,7.702349330921409,2.601783109435667,6.899998818429868,2.308611849578595,Iris-virginica
+54,6.422784311773024,3.0,5.2750922294496885,1.9091187054890735,Iris-virginica
+55,5.097800217822718,3.4997574405073157,1.400656075726826,0.29882279675528334,Iris-setosa
+56,6.682440955271737,3.2957997965158685,5.694485628717866,2.1168051945110444,Iris-virginica
+57,5.700883763749833,2.8679184922815257,4.208025284374882,1.2549513497457068,Iris-versicolor
+58,6.427351968655708,3.0,5.690724646448392,2.0291123080376767,Iris-virginica
+59,5.191958631129227,3.391802741702088,1.4008958087932233,0.20081362103434464,Iris-setosa
+60,5.926124735375155,2.873658948686829,4.5436432990774485,1.282126405828249,Iris-versicolor
+61,6.930595460077324,3.0906909716352784,5.072049441455686,2.31179834944068,Iris-virginica
+62,5.141049284643221,3.772960145002614,1.693086097813576,0.19870626836674432,Iris-setosa
+63,4.8896240841880765,3.3659525629233835,1.4968168799809414,0.33979203386181556,Iris-setosa
+64,4.4,2.906456401959983,1.406342942796349,0.19440460474763224,Iris-setosa
+65,5.606398073766837,3.0,4.127094953564242,1.29963154319701,Iris-versicolor
+66,6.144021142103868,2.2063299033932458,4.44951903156453,1.4235741537278568,Iris-versicolor
+67,4.982065305197711,2.0,3.4707119890048523,1.0023370848377346,Iris-versicolor
+68,5.162674078401209,2.478681366831572,3.0735924223238937,1.0429194783303861,Iris-versicolor
+69,4.895015954096622,3.0,1.4001184292627784,0.20064818823008,Iris-setosa
+70,5.414783189016779,3.3844695684552306,1.9482445844065808,0.20347239739118744,Iris-setosa
+71,5.538980982631808,2.471370111839899,3.854788339238978,1.0854277692963947,Iris-versicolor
+72,4.509765873458233,2.289997310495075,1.2981181658801373,0.32386917557070893,Iris-setosa
+73,5.649466113745641,3.0,4.503762541030454,1.4974228495642974,Iris-versicolor
+74,5.525156573335944,2.4182320261785137,3.7212835590915243,1.0069133198549967,Iris-versicolor
+75,5.853554254993947,3.0,4.206841478946575,1.4909195670287059,Iris-versicolor
+76,4.932714454803522,2.424792381368619,3.272315361917715,1.0217558485555105,Iris-versicolor
+77,4.4,3.0480159168642986,1.3392578782753248,0.19959030141989886,Iris-setosa
+78,4.891969540185342,2.4070557170184945,3.147943526720438,0.9688413349007294,Iris-versicolor
+79,5.811735447266398,2.711582692494879,5.145833415256806,1.9200936536003732,Iris-virginica
+80,5.087265082444767,3.5090640918021414,1.4111390027278607,0.2991718182181329,Iris-setosa
+81,5.172347367016008,3.382330417598592,1.382292447169985,0.20212398241131957,Iris-setosa
+82,6.085038002171677,2.603568490323168,5.581474014917049,1.4051212260655301,Iris-virginica
+83,5.993969252333165,3.371469590950167,4.480937235589326,1.5419966186756389,Iris-versicolor
+84,6.940367221165097,3.0950399409128226,5.118195220970646,2.3157772850041645,Iris-virginica
+85,7.472596076720238,2.9089148259823108,6.445130620445181,1.882898171426523,Iris-virginica
+86,7.89999880150375,3.7997055849029393,6.366831763235776,1.9951086824066784,Iris-virginica
+87,7.707449269824663,2.7902091058953826,6.719167647597033,2.0003229538675544,Iris-virginica
+88,6.697280187747996,3.3214285048522605,5.707909332325991,2.499999302317522,Iris-virginica
+89,5.387971623837702,3.9,1.2779241741403555,0.34413133758149045,Iris-setosa
+90,6.059359965114864,2.355923749798319,5.30895448368585,1.4653900269212916,Iris-virginica
+91,6.1935333647208,3.3270251308030643,4.616517945463117,1.587917740260901,Iris-versicolor
+92,6.373301693819204,2.6038385207587686,4.768697787147379,1.3445659356356423,Iris-versicolor
+93,6.3868034520672845,2.8762339136324964,4.274752093836,1.285242802285183,Iris-versicolor
+94,7.211698052440632,2.90302718642407,6.210847176201086,1.7802552341388131,Iris-virginica
+95,5.424584382928224,2.921042341397335,4.317648731580864,1.451312350230006,Iris-versicolor
+96,5.110628797821804,3.498002202979257,1.3918928182036803,0.1964699880362906,Iris-setosa
+97,7.899998975616493,3.806878566939216,6.417491804771919,2.0226485488605124,Iris-virginica
+98,6.796101914743705,3.0,5.44312655822254,2.14563713748303,Iris-virginica
+99,7.557820681483284,2.8381225573095445,6.55797986347312,1.9158567962579278,Iris-virginica
+100,7.729088628013294,2.6038383657797532,6.9,2.2915478529375455,Iris-virginica
+101,5.990343936464861,3.381557371809029,4.535736618091432,1.575717456401622,Iris-versicolor
+102,5.608955831464864,3.0,4.09368787648169,1.302513487906489,Iris-versicolor
+103,7.899998955854311,3.816082602026759,6.352208886265896,1.9792496001767559,Iris-virginica
+104,6.486959767352069,2.9422821988579164,4.314684104256645,1.3327186454559086,Iris-versicolor
+105,5.748702679146737,3.044542489406701,4.267050716565208,1.3603785929934575,Iris-versicolor
+106,5.688813050154004,2.851630942196829,4.327171239097223,1.2674815835951736,Iris-versicolor
+107,5.602207395157038,2.947368616769194,3.7181507302993446,1.3128697370209716,Iris-versicolor
+108,6.556965980418313,3.0,5.44201318071068,1.8757968435628447,Iris-virginica
+109,5.615877065584799,2.5852125891614017,4.182854592464166,1.0994195986562572,Iris-versicolor
+110,5.972386499406254,2.1934135419488365,5.0071840395606095,1.499486453219186,Iris-virginica
+111,6.898534534447443,3.1963869317394242,5.74389304001894,2.291525425011613,Iris-virginica
+112,6.241950707995897,2.4300314827633227,4.973508349050501,1.832300851543141,Iris-virginica
+113,4.774652905900562,3.0,1.3466420103943164,0.1,Iris-setosa
+114,4.600317014450984,3.379771475263164,1.3793685271017004,0.30760029347121726,Iris-setosa
+115,4.891067022511821,3.1039525728932333,1.6516012989039945,0.1,Iris-setosa
+116,6.793095151434499,3.0,5.512228947389989,2.080346857875355,Iris-virginica
+117,6.756023406934028,2.7877737419271287,4.699117016898568,1.3660692289339045,Iris-versicolor
+118,5.7006156431730926,3.7938597626962927,1.5662211879249732,0.3559138980426107,Iris-setosa
+119,6.309277582053586,3.265711947692657,4.682791633360553,1.5546345453373547,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/1/test.csv b/iris/tab_ddpm/4_3/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/1/train.csv b/iris/tab_ddpm/4_3/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/1/val.csv b/iris/tab_ddpm/4_3/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/10/synth.csv b/iris/tab_ddpm/4_3/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..33dc0109329e2ca0f5dc2538761950a29b74e694
--- /dev/null
+++ b/iris/tab_ddpm/4_3/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.61007539350458,2.5051369516279016,3.8582739388012572,1.102632761649797,Iris-versicolor
+1,6.031688858604382,2.7032145818860314,5.2317756266538264,1.610236457459174,Iris-versicolor
+2,5.874379494742216,3.0,5.090005204495477,1.840887211218773,Iris-virginica
+3,6.0113946070826465,3.4055512151174923,4.480453879472267,1.5986214250865476,Iris-versicolor
+4,6.70407192008743,3.304139822207949,5.710857574854871,2.499999592057084,Iris-virginica
+5,5.68234421256691,2.913470652321557,4.079607886359238,1.2955351823960157,Iris-versicolor
+6,4.890229556661018,2.425116448006361,3.1358712712541985,0.8892369335878825,Iris-versicolor
+7,5.007217442029591,2.0000006232305574,3.496663599267574,0.9943473678671304,Iris-versicolor
+8,6.792649015992886,2.818793076255788,4.736777424820846,1.3993556908610991,Iris-versicolor
+9,7.6395630756702415,2.610647394122099,6.899996358929366,2.2758319672808214,Iris-virginica
+10,5.025471048781762,2.0,3.5825843277037612,0.918405302034689,Iris-versicolor
+11,5.929739419701151,3.0,4.159130402421038,1.5169347350749953,Iris-versicolor
+12,4.4,2.8514723439826444,1.4025108205390715,0.203177821806076,Iris-setosa
+13,7.7043307084189685,2.6250886432945832,6.899998674388711,2.29671315178586,Iris-virginica
+14,5.07275917695669,3.705198107316771,1.4835091037095913,0.36809062263284725,Iris-setosa
+15,5.537769497995701,2.4127419344004126,3.801413304139291,1.0550232076826775,Iris-versicolor
+16,5.110177909714037,3.775407260526909,1.6305887730945872,0.20158934023063924,Iris-setosa
+17,7.630874760420451,2.9254940797407865,6.654307703889406,2.0263731642748577,Iris-virginica
+18,5.902001699984425,3.0,4.171007610034287,1.4940603107747232,Iris-versicolor
+19,5.963600853562752,3.3967637466291083,4.474517493467242,1.565089685645909,Iris-versicolor
+20,5.110239434030595,3.6541342549182834,1.4916146023253551,0.4334544300466201,Iris-setosa
+21,4.901183321132048,3.0,1.4034170847089762,0.20171341611169744,Iris-setosa
+22,6.049907340405956,2.99166233910282,4.600868460483174,1.3754986823172188,Iris-versicolor
+23,5.966845453921031,2.940601659741071,4.487568799180396,1.491914754928722,Iris-versicolor
+24,6.830143410816517,3.137201570428026,5.11702507975223,2.275542338581626,Iris-virginica
+25,6.646983845263875,3.1900159730069366,5.1732942891292275,2.249154470383656,Iris-virginica
+26,4.810327271858337,3.0,1.3970737292545883,0.10000011793572794,Iris-setosa
+27,7.714208191498803,2.5880413815477428,6.8999985774697015,2.275345085176678,Iris-virginica
+28,5.356861351403269,3.4149235041188786,1.495411243627626,0.4537512662749593,Iris-setosa
+29,6.673184336562333,2.4715980500716443,5.740391966329319,1.7948527759694155,Iris-virginica
+30,4.49103968057973,2.298323963328578,1.2993588136542993,0.2970966835759171,Iris-setosa
+31,6.710498178623009,3.1082804944915137,4.694735373577499,1.4958462325044017,Iris-versicolor
+32,6.299092395602016,2.5043898111965843,5.005255676719252,1.8677034887399109,Iris-virginica
+33,7.712852981958593,2.80057328774955,6.697162627670249,2.0042777997244596,Iris-virginica
+34,5.00479308465149,3.6446887010569307,1.4076805618033137,0.20137810978443194,Iris-setosa
+35,6.314464876025461,3.4052652106977526,5.620609512819239,2.4104822429854806,Iris-virginica
+36,6.046120470065483,3.3964941147368726,4.56579283103058,1.632991805498004,Iris-versicolor
+37,5.092266254713618,3.674711350899234,1.5511197619639283,0.4006837196915237,Iris-setosa
+38,5.223956356878707,3.402934407260036,1.4049889285269985,0.200781019740241,Iris-setosa
+39,6.21081560998148,2.238219670126257,4.516195445621556,1.4866920085722206,Iris-versicolor
+40,5.876318908989888,2.784894066059937,4.521412068863541,1.2081975570328982,Iris-versicolor
+41,6.680354823232182,3.2887794520775993,5.692453875740542,2.09766370578654,Iris-virginica
+42,6.6648792406435335,2.6733635373102262,4.79260658721013,1.4257313861516407,Iris-versicolor
+43,5.883981741416368,3.0,5.056411980040709,1.8206302151963156,Iris-virginica
+44,5.05884468842452,3.557458391610284,1.406734031791013,0.19575602541157555,Iris-setosa
+45,4.993016051807409,2.0000006555232717,3.336075971279419,1.0098320208178084,Iris-versicolor
+46,5.113175219095082,3.689769555493474,1.5225091857112736,0.43788713612673497,Iris-setosa
+47,4.606140421967921,3.6220414355822292,1.0000004048922972,0.20085203527371634,Iris-setosa
+48,5.75540845583822,2.643519888015037,4.051176346939665,0.9146839570739627,Iris-versicolor
+49,6.493785389118786,3.204803795339345,5.072955523776885,2.006222448384394,Iris-virginica
+50,6.0257100658044465,2.194548642914574,5.0630926342177025,1.490478066993498,Iris-virginica
+51,6.28418976214339,2.217179576882054,4.507989645670025,1.504427800557302,Iris-versicolor
+52,5.158667183732539,2.661891653844061,3.732270514499506,1.3647773627643525,Iris-versicolor
+53,6.315838860808907,2.3586978231096793,4.757715642765085,1.4887989234368297,Iris-versicolor
+54,5.75172442242643,2.7873475408250026,4.566201763299454,1.2790760851619918,Iris-versicolor
+55,6.025774274728729,2.2150871321039767,4.988597495325553,1.5132809832590532,Iris-virginica
+56,5.965255281730587,3.0,4.5262755650905495,1.418226943331393,Iris-versicolor
+57,5.887837300909495,3.0,4.190543925574968,1.486910618398084,Iris-versicolor
+58,6.30474759870722,2.9072966810741545,5.621075891857835,1.8054631747078431,Iris-virginica
+59,6.829604494130535,3.04407859244176,5.2499024233647225,2.2337859028052325,Iris-virginica
+60,6.181849975577992,2.1971944925582685,4.485323571378865,1.4998929566659034,Iris-versicolor
+61,6.309946523009972,2.466991085408371,5.053612734223746,1.881122007962251,Iris-virginica
+62,5.854874359750148,3.0,5.132037982480501,1.8096555474617395,Iris-virginica
+63,5.910524419001753,3.0,5.050349373861568,1.8034437682940436,Iris-virginica
+64,5.6224190006220836,3.0,4.50141690839056,1.4972488303740925,Iris-versicolor
+65,5.1306230879810215,2.520202584044599,3.0413160459331507,1.1740541064440853,Iris-versicolor
+66,5.189483350317352,3.7990418703469766,1.6365457023865235,0.19564393370628838,Iris-setosa
+67,6.305517133035948,2.320192061413618,4.453051169733208,1.3142954114935597,Iris-versicolor
+68,5.716823925715438,2.822345593306692,4.507625879442,1.3082844860107203,Iris-versicolor
+69,6.846670256835914,3.0,5.605008989077068,2.0704630340398156,Iris-virginica
+70,7.681887593074185,2.8008310329900077,6.680937343192304,2.0168227474759934,Iris-virginica
+71,6.3919952172069525,2.910795008377771,4.319936914357007,1.3072061418910224,Iris-versicolor
+72,6.4943037015495335,3.0,5.872552641430634,2.1812130686639266,Iris-virginica
+73,5.58158679670821,2.919279557277982,3.7002806791865774,1.2969514847896213,Iris-versicolor
+74,5.734339235854212,2.8511491851958173,4.469810398570397,1.298683642964106,Iris-versicolor
+75,4.496581166977217,2.326934629231393,1.3277714741377855,0.3390046574186986,Iris-setosa
+76,5.203246856737157,3.411924777354395,1.3915676691796384,0.20008925609329611,Iris-setosa
+77,4.4,2.9182118295863093,1.410933034461545,0.1982640249526707,Iris-setosa
+78,6.512408181984664,2.987989727879593,4.338710532922629,1.3504148480024472,Iris-versicolor
+79,4.400000509608336,2.877575150373853,1.355099875535378,0.19820254712545615,Iris-setosa
+80,5.051840599681165,3.4034165419427946,1.5454113580303144,0.4372334510987377,Iris-setosa
+81,5.596356925634899,2.9164458194523726,3.499697944973871,1.2942722169470608,Iris-versicolor
+82,6.013454144685169,2.7079596580528107,5.098278237464136,1.5904028267831365,Iris-versicolor
+83,4.6067270463000884,3.403639355211069,1.4008672445257573,0.31885177974358786,Iris-setosa
+84,4.866974065199657,3.0,1.4005182822708386,0.2680802766934721,Iris-setosa
+85,5.010793543390706,3.604696505227716,1.3716369176107053,0.19725378939410443,Iris-setosa
+86,6.053108752014815,2.956053575655533,4.3314534110229745,1.4922550680364046,Iris-versicolor
+87,6.30501104480239,3.41444580980851,5.610359263939633,2.4050599251344953,Iris-virginica
+88,7.694375081343885,2.614329244102452,6.899997896300963,2.277668605451083,Iris-virginica
+89,5.003339547160694,3.4133944353880272,1.4968430602861682,0.4308743491343755,Iris-setosa
+90,4.594562800182714,3.612436401765103,1.000001261537665,0.21367249638449576,Iris-setosa
+91,6.163553272547901,2.1975102611265167,4.51474355664035,1.4963358216111993,Iris-versicolor
+92,6.009670461873545,2.7008034952604665,5.101508612124145,1.654196624310982,Iris-versicolor
+93,5.202542333649475,2.7098718016088745,3.8977625274796726,1.4098202735001737,Iris-versicolor
+94,6.494049818684124,3.0,5.848356464826686,2.185304070894954,Iris-virginica
+95,7.6760780153877395,3.0,6.651938020133814,2.0923030827258287,Iris-virginica
+96,5.288695583853347,3.6555533521617734,1.4986535513426213,0.1991955716702033,Iris-setosa
+97,7.9,3.8238992152081117,6.410709786643321,2.0153650453999403,Iris-virginica
+98,7.043452645356205,3.0,5.802246285020973,2.1140961836810988,Iris-virginica
+99,5.541641438947727,2.4646233510044,3.7460576261030267,1.0482932965001794,Iris-versicolor
+100,5.137684978077243,3.6815167507086244,1.4950681744709808,0.3139650819887873,Iris-setosa
+101,7.631217117488888,2.969926039589567,6.6184040707271565,2.053894094407766,Iris-virginica
+102,5.979745849985932,3.411343564210813,4.465389304380002,1.5845062332564435,Iris-versicolor
+103,6.473605005335859,3.1839303694730767,4.650355755337745,1.533053539921426,Iris-versicolor
+104,4.990334712607362,2.475219788725865,3.445905550655429,1.0947211219778115,Iris-versicolor
+105,6.207561133026043,2.517965238274067,5.121188389449833,1.902548348139177,Iris-virginica
+106,4.40000073320099,2.8984460164935593,1.4011023062362595,0.2020292598294157,Iris-setosa
+107,7.710739284316883,2.9552087359521146,6.687597954959809,2.065287139074821,Iris-virginica
+108,4.586186498857628,3.6204396505966354,1.0000003862306295,0.19851138455348855,Iris-setosa
+109,5.603102289088421,2.469014956596772,3.900335604462381,1.0709979317960197,Iris-versicolor
+110,7.658092252262703,3.0,6.638332544363792,2.0908208668865202,Iris-virginica
+111,5.037408022570475,3.5448380663297865,1.4016914556614182,0.2081377111630383,Iris-setosa
+112,5.338368878538888,3.57897898713494,1.4990863215719212,0.19791865274909176,Iris-setosa
+113,5.094453890569094,3.282211300586098,1.4224646076952436,0.20428767393399802,Iris-setosa
+114,6.688408041275893,3.0966508168967346,4.682001740114148,1.4982591343190435,Iris-versicolor
+115,6.482294983405705,3.177123363917518,5.131411721180981,1.9817864914494812,Iris-virginica
+116,6.124152061278666,2.7712759835000385,4.7591194797560465,1.1813102757668181,Iris-versicolor
+117,6.714329036556433,3.126167949756254,4.755241954145857,1.5181268835601112,Iris-versicolor
+118,5.160851549639425,3.3840333232182083,1.4061307174536946,0.19883777864229546,Iris-setosa
+119,4.903207043307534,3.0,1.3929110114288579,0.22964320005165245,Iris-setosa
diff --git a/iris/tab_ddpm/4_3/10/test.csv b/iris/tab_ddpm/4_3/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/10/train.csv b/iris/tab_ddpm/4_3/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/10/val.csv b/iris/tab_ddpm/4_3/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/11/synth.csv b/iris/tab_ddpm/4_3/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6dd65f612e8decd938631101c2f5c767ec07571e
--- /dev/null
+++ b/iris/tab_ddpm/4_3/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.20437270209055,3.3861643579295655,1.6110054181385378,0.44048120346593134,Iris-setosa
+1,6.6962497916167525,3.2832675917093583,5.706210347500352,2.499999534269909,Iris-virginica
+2,6.764526215515327,2.7817606231009373,4.777439038061641,1.394679468113299,Iris-versicolor
+3,5.687536338557311,2.838177768588744,4.356334107327213,1.309115167268066,Iris-versicolor
+4,4.994138253315163,2.0,3.2780739452394982,1.0584098825271921,Iris-versicolor
+5,4.895501149470121,3.11417575522643,1.6002356497568975,0.10000013254809106,Iris-setosa
+6,4.869194328196589,3.052316823979715,1.4933517131237724,0.10000010474272886,Iris-setosa
+7,4.790792235264101,3.0,1.368818640058007,0.1,Iris-setosa
+8,6.281094642861693,2.8916307100778127,5.597518922112913,1.776543419390849,Iris-virginica
+9,5.694332875323064,2.9131798847822132,4.41341521138503,1.314169424476548,Iris-versicolor
+10,6.953565391876628,3.190748309372051,5.721091205107122,2.2916471130370137,Iris-virginica
+11,6.04075695934348,2.214440536769044,4.990304136932827,1.502606872175152,Iris-virginica
+12,7.335824861872876,2.9403869052993628,6.34123706596772,1.9469367416777306,Iris-virginica
+13,5.04053426147358,2.485346172881855,3.167120097867934,1.0639519848848487,Iris-versicolor
+14,5.244401491285859,3.403919326818535,1.6512043615215974,0.4488139020674693,Iris-setosa
+15,5.3274153352320965,3.7527418868702913,1.7158640345813352,0.20680490427107023,Iris-setosa
+16,7.899998605178816,3.7987107511979152,6.3979128409918395,1.989972136250754,Iris-virginica
+17,4.876913704316015,3.074235881290816,1.4807361379331134,0.10000009658186362,Iris-setosa
+18,5.796670694417686,2.683394727604116,5.117809680618256,1.8975015876368433,Iris-virginica
+19,5.868124372551807,3.0,4.176805703329882,1.4988005123238248,Iris-versicolor
+20,5.719705043544091,2.9297071090683664,4.222131899244978,1.3073689197366671,Iris-versicolor
+21,7.703983012854048,2.6184593404438012,6.899998456731249,2.3013890965302766,Iris-virginica
+22,6.688509150445955,3.2926528051342854,5.685401959338125,2.499999452705005,Iris-virginica
+23,6.601515102956832,3.290486080649205,5.581708181234194,2.0704830399105023,Iris-virginica
+24,6.631072658993903,3.0688682047112947,5.880085863361226,2.2663569094173845,Iris-virginica
+25,7.726060160549104,2.592230551562009,6.9,2.318907843767779,Iris-virginica
+26,5.587943247760955,2.5296873010656413,4.011367655616165,1.1519549959774293,Iris-versicolor
+27,7.9,3.8120777622558095,6.392996038613743,1.999139167468213,Iris-virginica
+28,4.8973800560822465,3.0,1.3899266135079331,0.1979874037028653,Iris-setosa
+29,6.6219975898686885,3.0,4.466036190928273,1.3885339552161136,Iris-versicolor
+30,6.2882396280028745,2.294291788613717,4.431855532268526,1.304776489234212,Iris-versicolor
+31,6.002255071867061,2.6951959875709064,5.179141255897876,1.6184626524108445,Iris-versicolor
+32,5.335014243779058,3.7582680336894247,1.4939381282262996,0.31904163003348074,Iris-setosa
+33,5.377922792589966,3.4073320995283054,1.5591044986670797,0.1999301419292398,Iris-setosa
+34,5.314299393043213,3.387977824862738,1.499804636869664,0.4291357317740229,Iris-setosa
+35,6.596251247473588,3.062612835543861,5.277650366862738,2.0317003669576734,Iris-virginica
+36,6.0799665403252945,2.6207623088243897,5.596232483083979,1.4226447141924814,Iris-virginica
+37,6.2957060366504995,2.5169562529883716,4.913658682672684,1.5057247620571486,Iris-versicolor
+38,4.990364999368507,3.6150559106250935,1.4014712084786676,0.20549523565198652,Iris-setosa
+39,5.16583873286015,3.3852858694387544,1.497888973193213,0.1992094722177199,Iris-setosa
+40,5.188232893120918,2.698980400878972,3.9217291404885346,1.3996525688293466,Iris-versicolor
+41,6.684382651295207,3.297364439622335,5.683788327646839,2.5,Iris-virginica
+42,5.649586489829798,2.5320348484978163,3.9792607241039337,1.105179299923235,Iris-versicolor
+43,5.007172513283263,3.603953630783968,1.4017315387162292,0.19643098583740742,Iris-setosa
+44,5.230262351872052,3.686893227242659,1.4949390184929239,0.19712401147434822,Iris-setosa
+45,5.455876456913333,2.365201817391804,3.646448784313267,0.8411647011556531,Iris-versicolor
+46,5.150409147123167,3.7547463219229997,1.4945924472550565,0.2071793228162664,Iris-setosa
+47,4.895226038522225,3.108302391965464,1.4980124019912238,0.1,Iris-setosa
+48,4.4,3.222605789279568,1.3002651455391394,0.1986254457935493,Iris-setosa
+49,4.994431621204173,2.0,3.394775256798911,0.9311121022212911,Iris-versicolor
+50,6.001727652521686,3.37640459182769,4.526524906854018,1.5983410708537267,Iris-versicolor
+51,5.639756425859028,2.905317444905447,3.861800574593796,1.3197397449371495,Iris-versicolor
+52,6.888897644405438,3.1004473699015844,5.07656867405903,2.2987705848712077,Iris-virginica
+53,5.930138323135946,2.7396831333344696,4.6177920494234295,1.1849995138178557,Iris-versicolor
+54,6.686500660463804,3.291329726966506,5.71367206190574,2.5,Iris-virginica
+55,6.7032316946097685,2.4927858039601505,5.855112002768491,1.822155880231243,Iris-virginica
+56,6.257413581056431,3.3292736043183573,4.658098782669797,1.5963437265023832,Iris-versicolor
+57,4.400000442100072,3.0,1.3337036211229027,0.18348790320421376,Iris-setosa
+58,5.127875617101026,3.8086889466667193,1.7479325751750912,0.19590261923756996,Iris-setosa
+59,7.707819183286127,2.591903041088332,6.899998901170059,2.294990570085255,Iris-virginica
+60,6.080825227099072,3.3807220094702237,4.510958374626648,1.601711334688244,Iris-versicolor
+61,6.245817926670558,2.268688200095766,4.483984776005237,1.4150941139751743,Iris-versicolor
+62,6.9622415649618015,3.083080122049936,5.081633331543342,2.301031170011124,Iris-virginica
+63,5.00244192927658,3.5586735795186355,1.4040748044888032,0.19510067490718028,Iris-setosa
+64,7.294393084266963,2.905730144016679,6.228663627344828,1.8208846656140134,Iris-virginica
+65,5.892405262323619,2.7930430607673435,4.521400897233871,1.1884514395675967,Iris-versicolor
+66,6.704038558622262,3.109808840318918,4.715725171366664,1.5057646775593538,Iris-versicolor
+67,6.493075841448122,3.0,5.775548217258871,2.1567255716222555,Iris-virginica
+68,5.017976221626949,3.4048668294172435,1.6900758208453834,0.42803722369626185,Iris-setosa
+69,6.192013983120865,2.8451978967120835,5.580693059113877,1.750046027356825,Iris-virginica
+70,6.304876594648747,2.4701748792301914,4.980583113880875,1.897696608816759,Iris-virginica
+71,6.095928794229483,2.2690637292694498,4.981637218309996,1.5302674470242617,Iris-virginica
+72,4.857975497383622,3.0,1.3873175945297722,0.22712091760649944,Iris-setosa
+73,7.899998954218885,3.811584185679267,6.4142927046962575,1.9874555031706027,Iris-virginica
+74,5.960133743408209,2.8202393137173356,4.66429194525088,1.2562009785867196,Iris-versicolor
+75,6.316685260842094,3.3654707890649864,5.580993070582901,2.3965013653802836,Iris-virginica
+76,5.069012409017333,3.5499892437353546,1.3768235156924324,0.21303149475657027,Iris-setosa
+77,6.393187767494288,2.8897224347336055,4.292491279676829,1.2821316991052139,Iris-versicolor
+78,5.991736771469058,2.6817274580974386,5.111441794722503,1.6248336141352215,Iris-versicolor
+79,6.278399487914705,2.502741147961132,4.99147507159502,1.9029609659121407,Iris-virginica
+80,5.410542372334507,3.383506605837651,1.644246591230418,0.2087149668696447,Iris-setosa
+81,6.70151450854297,3.081454367977132,4.727189774618151,1.5017684476778115,Iris-versicolor
+82,5.540105562900602,2.6723189646560908,4.416800321717155,1.2947615332993156,Iris-versicolor
+83,5.013290378889587,2.0,3.4884031122590047,0.9621360709906319,Iris-versicolor
+84,5.891703983798329,3.0,5.087745302688022,1.813806259716564,Iris-virginica
+85,4.8509723585787965,3.0,1.3929748351928561,0.25764614713452966,Iris-setosa
+86,6.007243778962043,2.229856377576563,4.995939981893582,1.4993128974415653,Iris-virginica
+87,5.098845320269296,3.768192722458984,1.5427073445931374,0.20344996713897584,Iris-setosa
+88,4.980340433188175,2.0000005989668255,3.3885471915479886,0.9663527690221856,Iris-versicolor
+89,5.62133000126769,3.0,4.52855597245341,1.4928602393908517,Iris-versicolor
+90,4.900056821129388,3.133608323138161,1.5729054657808115,0.10000011089965884,Iris-setosa
+91,5.698885775868751,2.8741101276271626,4.397482986137225,1.2820502879330724,Iris-versicolor
+92,5.07341991363908,3.783567321903142,1.7123838470912336,0.20051792627408732,Iris-setosa
+93,4.595773805712444,3.6050760463247213,1.0000004117076562,0.19622170276722006,Iris-setosa
+94,4.602435689020729,3.6059820270084026,1.0,0.19282496178559416,Iris-setosa
+95,6.721274075593818,3.3080290588036507,5.73149488327662,2.4999994835333768,Iris-virginica
+96,5.0017261533042525,3.398055671253608,1.5582316243252865,0.44013497495711373,Iris-setosa
+97,6.0291939325698625,2.2018733666404406,5.006542559503204,1.4951804973010014,Iris-virginica
+98,5.404524190618489,3.3889000084859893,1.531177560959496,0.1937584982795669,Iris-setosa
+99,6.589526850065843,3.0232799097575938,5.929145121311787,2.264941985192926,Iris-virginica
+100,6.682728364768032,3.105235863775503,4.675189738441877,1.4832951180134073,Iris-versicolor
+101,5.620169296045844,2.8843718513114203,3.7105927189712977,1.2804773494657749,Iris-versicolor
+102,4.928494048964095,2.4146642563129035,3.313864475429339,1.0508191815339607,Iris-versicolor
+103,6.11552467217279,2.6120493797809083,5.614844844607901,1.4076587119376396,Iris-virginica
+104,5.62473847990684,2.552378071061189,3.915887267278787,1.11555712605482,Iris-versicolor
+105,4.969670101046543,3.390855238239014,1.5937965406473609,0.37279900394124077,Iris-setosa
+106,5.916082860566223,3.0,4.213627717572298,1.4920664282898701,Iris-versicolor
+107,5.611954168656751,2.9452990333771956,3.7996153408444755,1.305943630280213,Iris-versicolor
+108,6.950509278834926,2.5755131589930995,6.16266492996328,1.858653466582597,Iris-virginica
+109,6.811464440017998,2.774311245511626,4.8213282698375854,1.402150743098787,Iris-versicolor
+110,7.696196565085726,2.595914343391102,6.9,2.2824033234829533,Iris-virginica
+111,5.021469121952366,2.000000597476805,3.5841688011311517,1.0238222097050584,Iris-versicolor
+112,5.997675210290089,2.86529327260786,4.5544948216794445,1.3025036210802614,Iris-versicolor
+113,7.9,3.789952632430833,6.4067400164444726,2.0094223267926283,Iris-virginica
+114,4.58638462574572,3.630316416729502,1.0,0.20096537640422008,Iris-setosa
+115,7.612622627314726,3.0,6.60946171493402,2.1055206030634617,Iris-virginica
+116,5.401957644621887,3.899999532025305,1.2984458908497651,0.4414318664399732,Iris-setosa
+117,6.059991062256937,2.240629314270625,5.056679554806465,1.5183787813371141,Iris-virginica
+118,6.790657768293805,2.9728767893394266,5.709036600679338,1.986408774464026,Iris-virginica
+119,7.9,3.8128121410207623,6.378233898453929,2.01258289878579,Iris-virginica
diff --git a/iris/tab_ddpm/4_3/11/test.csv b/iris/tab_ddpm/4_3/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/11/train.csv b/iris/tab_ddpm/4_3/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/11/val.csv b/iris/tab_ddpm/4_3/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/12/synth.csv b/iris/tab_ddpm/4_3/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..660bd1e4843e032d42c12dce6d9014f6e06d879c
--- /dev/null
+++ b/iris/tab_ddpm/4_3/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.5218984966706275,3.1932516056234332,5.072233865532621,2.018489601857053,Iris-virginica
+1,6.3232202612229935,2.9298528497462137,4.348911253222364,1.3303522633647735,Iris-versicolor
+2,5.369749469782214,3.9,1.282264510276324,0.3581944334722383,Iris-setosa
+3,5.390523352010851,3.4035491811373517,1.5564287523556188,0.4225153367436083,Iris-setosa
+4,6.905970108580686,3.117380692477299,5.092441757001714,2.300082369610791,Iris-virginica
+5,5.689879489766228,2.784618199969474,4.480509177018829,1.2701092943039636,Iris-versicolor
+6,5.904708233823016,3.0,4.2136938936482276,1.505834762717577,Iris-versicolor
+7,5.8607700622855115,2.7491471904293205,4.219561103463395,1.0241312577774662,Iris-versicolor
+8,6.446168350325953,3.12147245877906,5.124648154609392,1.9551445618630232,Iris-virginica
+9,4.897644585637087,3.076671941526725,1.4848620719479262,0.1,Iris-setosa
+10,4.873840498987994,3.373055630264357,1.4926238881894573,0.20431842041573095,Iris-setosa
+11,5.09248943789161,3.496953887399143,1.393979729836635,0.29963443728876044,Iris-setosa
+12,7.9,3.815081380978362,6.460328867742196,2.021149869180788,Iris-virginica
+13,6.309835915098724,2.3083401873750375,4.419411896677009,1.3254146048496172,Iris-versicolor
+14,5.647107037517902,2.930691224968167,4.072017905350932,1.297871956785749,Iris-versicolor
+15,5.6242931247261305,2.5237943882288794,3.875129515067987,1.0089620562064787,Iris-versicolor
+16,6.108938296141121,3.0,4.615803488845548,1.4079391893747688,Iris-versicolor
+17,4.79587702666036,3.0,1.400599422311239,0.30949808735267736,Iris-setosa
+18,5.207939305694428,3.7303620884037496,1.5319105134402793,0.19347340525326767,Iris-setosa
+19,5.295354235888554,3.771524886945106,1.5661130827413365,0.2252169605309723,Iris-setosa
+20,7.480702314861303,3.0,6.49668415095612,2.0957828640398377,Iris-virginica
+21,6.08710117626022,3.0,4.615504080446353,1.4130888852589485,Iris-versicolor
+22,7.9,3.787309924487956,6.40624401645645,1.9873156649169224,Iris-virginica
+23,4.8235269237750815,3.0,1.4003839171853745,0.10000009712719496,Iris-setosa
+24,5.888007577844329,2.8074927736256097,4.748771133017457,1.5066972956147813,Iris-versicolor
+25,4.818770337895167,3.4012138754353907,1.4978567887533478,0.20734936649622845,Iris-setosa
+26,4.570105599944088,3.400640765067403,1.374404826793557,0.2980302247275024,Iris-setosa
+27,6.103264634424928,2.8022697261298304,4.687011162115589,1.205543453189721,Iris-versicolor
+28,4.400000569694739,3.2039476173032333,1.2957553388799234,0.20020821144511589,Iris-setosa
+29,5.667406507421574,2.7288097115443173,4.44954235631423,1.253067203629965,Iris-versicolor
+30,7.696809908600789,2.6378543235622764,6.899998139679729,2.2983122642837097,Iris-virginica
+31,6.669537960105697,2.4885341338985616,5.809970034186177,1.8103186323987286,Iris-virginica
+32,5.599463995678912,3.0,4.094691281563698,1.3025951641115552,Iris-versicolor
+33,4.856431142936406,3.0,1.4004333996169818,0.32229460463524695,Iris-setosa
+34,4.617769175116331,3.598182909656807,1.0,0.1979742676364638,Iris-setosa
+35,5.407910951517692,3.3814350252166903,1.8019596038391743,0.19687079741517063,Iris-setosa
+36,6.640346385766116,3.2885526927368267,5.6336321277221515,2.063545405641532,Iris-virginica
+37,6.396289799297796,2.866529275373075,4.268045226824689,1.2561067084395892,Iris-versicolor
+38,6.552749735559909,3.1843560818447294,5.753850999717962,2.1805050653812654,Iris-virginica
+39,5.14199593449048,3.470045203422527,1.3945236065980733,0.19886889019402337,Iris-setosa
+40,6.266756323918552,2.4030827948357167,4.776824734925357,1.5053648466583531,Iris-versicolor
+41,5.140854898069151,3.503981052284017,1.5862657356813785,0.4261451755463036,Iris-setosa
+42,5.612871376112072,3.0,4.135159237865462,1.3054326591661576,Iris-versicolor
+43,5.1813753187902805,2.6836668561430184,3.7594159815034205,1.3896011901126393,Iris-versicolor
+44,6.417285268924882,2.9007221666791114,4.258723368509759,1.3142540974258645,Iris-versicolor
+45,4.944986529861799,2.429147260776393,2.9067104939428616,1.0371277699153707,Iris-versicolor
+46,6.497763677747653,2.9763571515254132,4.350575252821916,1.3598138295497406,Iris-versicolor
+47,5.477665997268837,2.40980244577348,3.702105142838976,0.9411256174940874,Iris-versicolor
+48,5.697548424878659,2.79247577099573,4.536653223838547,1.273566477154731,Iris-versicolor
+49,5.316605800079648,3.9,1.2927104982589457,0.38289906234254356,Iris-setosa
+50,5.55800653251434,2.5738790291184914,3.8253790720692717,1.087159080109219,Iris-versicolor
+51,4.871598898417961,3.0,1.3747338612478903,0.21592241383898353,Iris-setosa
+52,7.689055778080009,2.606415344644614,6.899998880553625,2.2954847529115705,Iris-virginica
+53,4.790353675821738,3.3865581093154886,1.567912742089533,0.19593370482765282,Iris-setosa
+54,6.064482445073539,2.5977162796692053,5.607247348725122,1.387606155642757,Iris-virginica
+55,6.708073041558476,3.100238295675605,4.723319497712074,1.4938850610962648,Iris-versicolor
+56,7.625320419929847,3.0,6.617701153908834,2.084752027416701,Iris-virginica
+57,6.4525071714848785,2.9567679301953236,4.327875458680206,1.3275069883428208,Iris-versicolor
+58,6.306747268756787,3.411446287085167,5.613598617541674,2.3973065080812117,Iris-virginica
+59,7.701651873211831,2.5847670861519485,6.9,2.2944079592262265,Iris-virginica
+60,4.909436773347804,3.105742810448924,1.4951619967802543,0.1,Iris-setosa
+61,5.35537898504739,2.506413475091172,3.6112199323738743,1.0676580931190125,Iris-versicolor
+62,6.311384693177133,2.846476836199901,4.270833271386506,1.2203113240164531,Iris-versicolor
+63,5.683447899660935,3.0,4.444848755104822,1.4896401912077364,Iris-versicolor
+64,5.045501400547518,3.551179828171498,1.4105987598818002,0.20121825630555523,Iris-setosa
+65,4.6084196154514245,3.5857222649930636,1.0000003791863308,0.20184370346661284,Iris-setosa
+66,6.2660717032999775,2.4366568041020593,4.843024943596381,1.4838895209328957,Iris-versicolor
+67,5.432973089787721,3.9,1.2890277837866968,0.4190070981478045,Iris-setosa
+68,5.826214757366592,2.7456334843032355,4.615143301837224,1.239362990119939,Iris-versicolor
+69,5.692675163019639,3.0,4.517467109402172,1.5019049970188745,Iris-versicolor
+70,6.653018388539204,3.0,4.51887886880339,1.444346630371167,Iris-versicolor
+71,5.352120901186721,3.8999996081084305,1.297048314128628,0.49755134351428687,Iris-setosa
+72,5.667228941745198,3.7924164844220902,1.5617641829525228,0.29755735036722253,Iris-setosa
+73,5.009662978831019,2.000000835804411,3.530734959867286,1.0414658919014197,Iris-versicolor
+74,5.1298068878792975,3.4886746784339597,1.4007535568412508,0.29150199834028895,Iris-setosa
+75,6.067401946607861,2.8421769845570464,4.672133905191342,1.2454292092480266,Iris-versicolor
+76,4.986969946348045,2.000000605548122,3.4008620137300127,1.0152462416304435,Iris-versicolor
+77,6.170329454764714,2.3485109028729836,5.015068761918736,1.7348203427349131,Iris-virginica
+78,6.806711133315215,3.0,5.400567931978025,2.141357933422627,Iris-virginica
+79,5.5755388488526885,2.976476599804982,3.8854176185937295,1.303176560873044,Iris-versicolor
+80,6.806382978829429,2.8147299666851366,4.822709294512025,1.4058830226004941,Iris-versicolor
+81,6.253644845656564,2.22272133199378,4.4802209445533006,1.4841730538691056,Iris-versicolor
+82,4.914465214801652,2.40956754402811,3.269228788397111,1.0163488311829512,Iris-versicolor
+83,5.501060734206014,2.5585865042112537,4.292798236631637,1.1368496719460268,Iris-versicolor
+84,4.892554897469524,3.0,1.4184421640999476,0.34823333521562416,Iris-setosa
+85,4.785545483166654,3.0,1.37887806654561,0.1,Iris-setosa
+86,6.254216028694567,3.248518233990933,4.681567217890646,1.5329203825980802,Iris-versicolor
+87,6.29649868363067,2.3002219913362545,4.3674259427002955,1.2842203936316212,Iris-versicolor
+88,5.114123491868412,3.4904780149731267,1.3943033996370924,0.29925520154477114,Iris-setosa
+89,6.713862439659801,3.099826639475693,5.679812856617097,2.0922551998048537,Iris-virginica
+90,6.516470258201907,3.1969269186872027,5.075986363521781,2.0294208464296077,Iris-virginica
+91,5.63194144547455,3.0,4.481426811106086,1.507674262004684,Iris-versicolor
+92,5.56771232377673,2.683201147015163,4.474021458090159,1.2437956883939094,Iris-versicolor
+93,5.010847417207706,2.477079939006258,2.9918732766947143,1.084698835355048,Iris-versicolor
+94,7.720067494080048,2.806018940400165,6.718006878224829,2.0066396944228857,Iris-virginica
+95,6.851310983553373,3.1054086270025576,5.118892945023485,2.2925358957876196,Iris-virginica
+96,6.707368792281163,3.1399259566989377,4.708976315677815,1.513751144587872,Iris-versicolor
+97,6.32663410238802,3.3686833445849755,5.623438076045661,2.392412189802557,Iris-virginica
+98,4.492873739523388,2.2907924323667297,1.293655599348757,0.2997192798424836,Iris-setosa
+99,5.948237478433533,2.168475486204394,4.908770557883161,1.4776142083029657,Iris-virginica
+100,7.100083054635632,3.0,6.0760493500953014,2.1664608320321124,Iris-virginica
+101,4.400000630854864,2.945363753952133,1.3833295945388584,0.19764469593001982,Iris-setosa
+102,6.316753762363454,3.3538741754608976,5.64013566563817,2.3942166090263495,Iris-virginica
+103,5.274411069266701,3.723842549810862,1.5088795243556996,0.20096675719001109,Iris-setosa
+104,5.521713077920659,2.5266897891961064,4.068350538790745,1.1334516976091111,Iris-versicolor
+105,4.837640903643899,3.0,1.4117428330868975,0.10000009576377542,Iris-setosa
+106,6.829934161704618,3.0,5.3575217714789085,2.1838990634108595,Iris-virginica
+107,5.762540544058584,2.9961650264428346,4.214244352510052,1.3775746361035635,Iris-versicolor
+108,7.704357052613118,2.818290081676746,6.708997891475159,2.0117242144301906,Iris-virginica
+109,6.32014016100891,2.286976875427441,4.387610844752888,1.303123062778241,Iris-versicolor
+110,6.675875640523251,3.287508576132202,5.684624207797369,2.5,Iris-virginica
+111,5.113935915066691,3.504826880189686,1.3993057979264247,0.2111203619878782,Iris-setosa
+112,6.484826272449449,3.0,5.8355993204295125,2.225471170695748,Iris-virginica
+113,4.828351542720523,3.3987623991943137,1.5236920517056056,0.19386081849775855,Iris-setosa
+114,4.815432678658301,3.0,1.405443683327068,0.2929078153146732,Iris-setosa
+115,5.073147559783934,3.763461283397872,1.4704984720246699,0.19724584250420715,Iris-setosa
+116,7.703276668671885,2.788260015908277,6.711679955785563,1.9911842323719589,Iris-virginica
+117,6.706077894605983,2.507925167899949,5.818516573980925,1.8055715527438954,Iris-virginica
+118,6.013527084516088,2.741402604202749,4.642078285370165,1.1810756625109247,Iris-versicolor
+119,6.535945183029984,3.206137752274949,4.713304419367004,1.5349255716110308,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/12/test.csv b/iris/tab_ddpm/4_3/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/12/train.csv b/iris/tab_ddpm/4_3/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/12/val.csv b/iris/tab_ddpm/4_3/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/13/synth.csv b/iris/tab_ddpm/4_3/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7806966332bf3277b7891e444cc4c2a629294161
--- /dev/null
+++ b/iris/tab_ddpm/4_3/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.285299143420444,2.445730409413724,4.954436250337888,1.878560483516027,Iris-virginica
+1,5.600158176518645,3.0,4.0931926259949085,1.2630325476777633,Iris-versicolor
+2,4.90048465058367,3.0,1.4004324745270365,0.20389595692096252,Iris-setosa
+3,6.689543945359157,3.2931151787882786,5.705987747722323,2.499999372541808,Iris-virginica
+4,7.701403503522638,2.57500646458707,6.9,2.327269767864771,Iris-virginica
+5,5.009943191382626,2.0000006329130144,3.4707189767960975,0.9772401376938269,Iris-versicolor
+6,5.578128967601938,3.0,4.004351455366386,1.3004767536334476,Iris-versicolor
+7,5.143618794060824,3.5002004965813223,1.4020310283368214,0.29881741535190387,Iris-setosa
+8,4.504933972915675,2.279426882092974,1.288701376050676,0.2906655682816586,Iris-setosa
+9,6.042902539839988,2.2197315844551575,5.060448555703787,1.503369821575373,Iris-virginica
+10,7.350074974144042,3.0,6.322033110526527,2.073246390259103,Iris-virginica
+11,4.819522409555951,3.0,1.4014062421652813,0.10000010045051297,Iris-setosa
+12,6.552366294342192,3.0285758273999352,5.555018633681689,1.8933753470466546,Iris-virginica
+13,5.272496641866497,3.6813493915502606,1.494712806894056,0.1995767874605471,Iris-setosa
+14,6.291446899627862,2.31811331291082,4.384328216275171,1.2780920641843636,Iris-versicolor
+15,6.102526859881881,2.7983392638839306,4.690589505161484,1.1788539222077707,Iris-versicolor
+16,6.273425740083191,2.897238252308178,5.582951819850712,1.792082996831776,Iris-virginica
+17,5.8755831200877,3.0,5.053827412416578,1.784335716333229,Iris-virginica
+18,4.400000442825881,3.201656595847059,1.2923213295357276,0.1967614561807403,Iris-setosa
+19,7.703695138285584,2.6053582835050024,6.89999850108785,2.2839791893977592,Iris-virginica
+20,6.910115018572349,3.2014969773323507,5.679726695085161,2.2848287887628276,Iris-virginica
+21,5.176627321453933,3.4479292411353506,1.3901358876784373,0.19986124389411056,Iris-setosa
+22,4.805300376897755,3.0,1.4020665627777156,0.10000009417267987,Iris-setosa
+23,6.675193774145647,3.135250505637007,4.731124092257086,1.505892778678677,Iris-versicolor
+24,6.317193299757307,2.339226079406547,4.481480560216587,1.3854973657665377,Iris-versicolor
+25,5.13128788660482,3.400715903117469,1.5415660725072708,0.4410052678439248,Iris-setosa
+26,6.884568902324574,3.1781261638992415,5.654637911870569,2.2917982405491992,Iris-virginica
+27,5.006368479134903,2.0000004526695725,3.2563620601015453,1.0436480602918043,Iris-versicolor
+28,5.83533533262222,2.912444408536703,5.049173531549689,1.8719861990846383,Iris-virginica
+29,7.9,3.8026651396708244,6.422625854222326,2.005568854094788,Iris-virginica
+30,6.800857779970663,3.065276326158476,5.171464577004051,2.2854186993414785,Iris-virginica
+31,5.087203473028103,3.5361631719286994,1.4044974598473328,0.32830983452743484,Iris-setosa
+32,6.012834971327698,2.758219816173414,5.03724543232246,1.609390749969677,Iris-versicolor
+33,7.705254327183075,2.6025145251926793,6.899998738111172,2.2923125601787024,Iris-virginica
+34,6.475860080197932,3.216727372049076,5.07706332924112,2.0036880894797537,Iris-virginica
+35,4.774781963588581,3.0,1.3915692558167403,0.2986809511682466,Iris-setosa
+36,4.903961398601582,3.1209931150893,1.5236141937911694,0.1,Iris-setosa
+37,6.307363636859746,2.9208843052460183,5.57469222899411,1.732301330752207,Iris-virginica
+38,6.136667390668262,3.354269648442446,4.592780269550181,1.620894378658059,Iris-versicolor
+39,6.159209957432867,2.984505573168476,5.450981843506998,1.781750998429233,Iris-virginica
+40,4.816083098286857,3.0,1.3876911403802765,0.292068832851401,Iris-setosa
+41,5.1880517452599255,3.7585344917422705,1.5338319570144359,0.2079412596185531,Iris-setosa
+42,4.8954656087495145,3.0,1.4030329594539042,0.20132210254083954,Iris-setosa
+43,6.294612140611486,2.880289439178738,5.617035033141661,1.7781208802158486,Iris-virginica
+44,4.4900594007454595,2.2960890522360815,1.2828094450382355,0.34471670479872674,Iris-setosa
+45,4.40000060205591,3.1734727329099335,1.3015286946534896,0.20386289280793962,Iris-setosa
+46,6.131174428866757,2.602308682149223,5.613982840906692,1.4057007322319295,Iris-virginica
+47,5.198657921794287,3.405723067020529,1.3862491002031603,0.20100552497927204,Iris-setosa
+48,7.7057435110872134,2.6100005576941387,6.9,2.3028414616950745,Iris-virginica
+49,4.616545146879383,3.410547046093429,1.4045117729608088,0.2862783759686884,Iris-setosa
+50,5.395075703589111,3.9,1.3055134190147013,0.49654321094166515,Iris-setosa
+51,6.490274037363003,3.2108901382666457,5.095462065489715,1.9942209326498674,Iris-virginica
+52,4.97146731291829,2.0,3.4965824409884543,0.9820800994399663,Iris-versicolor
+53,5.2982207417285485,3.7137214671771526,1.6822179093881855,0.20301949367439687,Iris-setosa
+54,6.514609411269999,3.0,5.550231209062688,1.8466898563104026,Iris-virginica
+55,6.325602119947216,3.4120997866973735,5.593789093671887,2.414297233928655,Iris-virginica
+56,5.77797746390809,2.8724697954089584,4.376951652716925,1.3027623624302933,Iris-versicolor
+57,7.683117831495188,2.583174080560856,6.9,2.3011099794046115,Iris-virginica
+58,6.565184640861223,3.1342511394707455,5.311886865991342,1.9598820464814435,Iris-virginica
+59,4.83549045100488,3.0,1.4032702988623829,0.29002091501622707,Iris-setosa
+60,5.8005786106524155,2.6862024725313245,5.092457533233116,1.9026383088932455,Iris-virginica
+61,6.8543255708550355,3.118823879100405,5.278705025135196,2.278285969639526,Iris-virginica
+62,6.8504905809635375,3.0,5.629967618467693,2.0555164690481704,Iris-virginica
+63,5.096179210156124,3.792548828752854,1.6787821302123,0.19785066403288215,Iris-setosa
+64,7.687640140520431,2.7789821096333407,6.69631641060482,1.9879725587040538,Iris-virginica
+65,5.153461548317423,3.779655661228381,1.6190875315761768,0.20023288063839595,Iris-setosa
+66,6.835119243711746,3.185663759370117,5.795663403422923,2.3108267968603817,Iris-virginica
+67,4.40000044486605,2.908365856447474,1.3964939349621797,0.18931430211376046,Iris-setosa
+68,5.433962846488953,3.9,1.3240507172376543,0.5193061436473391,Iris-setosa
+69,5.662026203238385,2.7503928229315266,4.281921548699467,1.2079179013545343,Iris-versicolor
+70,4.50085647065118,2.339594353668304,1.3031493489331933,0.3730813518079295,Iris-setosa
+71,6.00776043343248,2.21025465114604,4.999687239851069,1.5053427454611827,Iris-virginica
+72,5.095799381753336,3.4972068757196624,1.4022914092412957,0.19829644160229068,Iris-setosa
+73,6.028326412786912,2.9747931520994304,4.56570598695453,1.3473112579149973,Iris-versicolor
+74,4.811870468429552,3.0,1.4115042463817802,0.10000011999310354,Iris-setosa
+75,7.9,3.8106033851594545,6.315076525060706,1.9932395985688218,Iris-virginica
+76,4.58295364375294,3.39769925354658,1.387642359792428,0.33559984082433336,Iris-setosa
+77,4.50039875277718,2.304213887796366,1.310015963268721,0.38272084336662693,Iris-setosa
+78,6.30203867024463,2.497820479656933,4.9732077770109155,1.499923844310021,Iris-versicolor
+79,6.322694014746801,3.415953625684865,5.600817016582633,2.3951254630143137,Iris-virginica
+80,6.154330567870925,2.614105969220521,5.589148771665655,1.4285427056134439,Iris-virginica
+81,5.371365377717962,3.397415122102576,1.6981831647882237,0.19785610673984844,Iris-setosa
+82,4.792822332827141,3.0,1.394936652868904,0.29613787072327064,Iris-setosa
+83,5.009700733433547,2.0,3.631263205602445,1.0357716346344639,Iris-versicolor
+84,6.691113908338121,3.2983942183614956,5.701073349420792,2.499999499956699,Iris-virginica
+85,6.907300633221132,3.0784302468455746,5.134563590789408,2.294107452826426,Iris-virginica
+86,4.644172218655266,3.3711864083745695,1.4146785491116027,0.29353387663251873,Iris-setosa
+87,7.279177302460031,2.9110058705067186,6.303311912296145,1.8006019010047432,Iris-virginica
+88,6.702915242324288,3.050548284552653,5.791208617554268,2.2604760358030394,Iris-virginica
+89,6.875879953639062,3.165731670215798,5.77180637892442,2.2857166595487812,Iris-virginica
+90,6.0859692030199195,2.8045158883718884,4.708491687181784,1.1922600715217533,Iris-versicolor
+91,6.308049829955496,2.489473812947364,5.081917724931849,1.8824608272695353,Iris-virginica
+92,7.666130880467078,2.6190886778954017,6.899998566736178,2.292903749469973,Iris-virginica
+93,6.344545838853719,2.930604159200915,5.579195183031298,1.7908910494820334,Iris-virginica
+94,5.8610710489542654,2.8339786774759563,4.30648697817686,1.196671964937275,Iris-versicolor
+95,7.718203009138169,2.602174534579642,6.9,2.307884297217671,Iris-virginica
+96,7.726558230245255,2.6062599069373,6.9,2.322401191433495,Iris-virginica
+97,7.2965809196408395,3.0,6.280515527483006,2.1603058918518205,Iris-virginica
+98,4.915387532968361,2.4128082134359015,3.1061719135180192,1.0150418305693658,Iris-versicolor
+99,7.737959959658496,2.6265883518633046,6.9,2.299146277996812,Iris-virginica
+100,6.305660898497362,3.4075987968179193,5.618909972105984,2.3957730781788387,Iris-virginica
+101,6.010047008565106,3.399513347930953,4.5317945983052175,1.5958305207361552,Iris-versicolor
+102,7.568409121954406,3.0,6.531454698281875,2.1041581631754998,Iris-virginica
+103,5.975247283076782,3.4036424302710193,4.492460976612577,1.5985178170699275,Iris-versicolor
+104,7.9,3.81834541304905,6.369571816939772,1.9973551839649242,Iris-virginica
+105,4.801073039395794,3.0,1.3945579657399603,0.3271562360376925,Iris-setosa
+106,6.985426046820199,3.114760034331869,5.756554778263175,2.2406479600947087,Iris-virginica
+107,5.216690353936692,2.6297153316566058,3.8133473470928743,1.363161434609125,Iris-versicolor
+108,7.367739283462921,2.8838362263272503,6.356727661751795,1.8229153821639237,Iris-virginica
+109,5.997687515265552,2.9448440006017984,4.360007173756021,1.5105636706410552,Iris-versicolor
+110,6.495853340315408,3.0,5.89428318830659,2.236378540885481,Iris-virginica
+111,6.905491814406372,3.0768297579354873,5.182505466201294,2.2859839984621257,Iris-virginica
+112,5.626096946295352,2.972464507473349,3.803310673833939,1.315477107455964,Iris-versicolor
+113,5.713805557758611,2.8110002199471227,3.9160106799361643,1.1051561931970435,Iris-versicolor
+114,5.847448609148476,2.8899145396605723,4.54021807208709,1.3111659322850673,Iris-versicolor
+115,5.107806986604496,3.5014417277901986,1.4005648284272274,0.3031769759189972,Iris-setosa
+116,5.451554336194703,3.4035417398206613,1.9587544285016563,0.2000325628440439,Iris-setosa
+117,7.692445026095002,2.593928670239006,6.9,2.2870584667452,Iris-virginica
+118,5.980247471661173,2.738894974044466,5.009152852945379,1.589388664196981,Iris-versicolor
+119,6.544054668632939,3.0,5.520038970509797,1.801317731741305,Iris-virginica
diff --git a/iris/tab_ddpm/4_3/13/test.csv b/iris/tab_ddpm/4_3/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/13/train.csv b/iris/tab_ddpm/4_3/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/13/val.csv b/iris/tab_ddpm/4_3/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/14/synth.csv b/iris/tab_ddpm/4_3/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bd461a79a9aeef6b243dadc3f2fc94ba1e121f40
--- /dev/null
+++ b/iris/tab_ddpm/4_3/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.516775612584242,2.423933761516771,3.718019218617317,1.0110157806453797,Iris-versicolor
+1,6.371318500758696,2.8877152702257223,4.291477901832916,1.274206101156033,Iris-versicolor
+2,5.846928637837374,2.7620348683478952,4.594412177368983,1.2402678205845334,Iris-versicolor
+3,4.988038706587522,2.0,3.240774762490819,0.9825999275541875,Iris-versicolor
+4,5.579439839879119,2.8832552853391036,3.468892237361842,1.3053956072940742,Iris-versicolor
+5,4.606594538108506,3.6159082026450013,1.0,0.19900049217176197,Iris-setosa
+6,6.524582800226703,3.0,5.513068281890158,1.8358493350800116,Iris-virginica
+7,6.146956389270883,2.613472619978715,5.592017127475631,1.425227597847762,Iris-virginica
+8,4.866390784447589,3.0,1.4012304674145126,0.19995748246192008,Iris-setosa
+9,5.166603123800871,3.443339684461537,1.3927990236338126,0.20219306977643436,Iris-setosa
+10,5.698923419505771,2.76705552082458,4.49770643328127,1.2830129306378901,Iris-versicolor
+11,6.781568513558139,3.0,5.556569783829228,2.0119082531972508,Iris-virginica
+12,5.686040361835605,2.9238995610394487,4.195268345337233,1.2830427369439394,Iris-versicolor
+13,5.3757785853688835,3.4041147557485205,1.629748795829153,0.2008335601027117,Iris-setosa
+14,5.016129905909,2.0000007525285057,3.5546681708982724,0.9387146123637051,Iris-versicolor
+15,4.4,2.881873295811007,1.4019265275343298,0.18905367931745903,Iris-setosa
+16,7.398531348721396,2.905035374081874,6.376094147311231,1.8150517324889057,Iris-virginica
+17,5.639682016602774,3.0,4.160426688739559,1.3274000418399934,Iris-versicolor
+18,6.689673045886676,3.1792329888636046,5.063268182373128,2.1493618590952113,Iris-virginica
+19,7.157716056468197,3.0,6.076015067923005,2.0959975793049006,Iris-virginica
+20,6.71365003364345,3.304431213707926,5.707589226976268,2.1042348762704703,Iris-virginica
+21,4.928350655358067,2.4048511758377105,3.1041341194001357,1.0153665712613118,Iris-versicolor
+22,6.185004807960631,2.5860717084845835,4.578082650786561,1.2692016395972667,Iris-versicolor
+23,6.750560711590131,3.116395209212884,4.743421934788143,1.5147062868287817,Iris-versicolor
+24,5.259021919112788,3.5116734651138506,1.6905552713407277,0.39757427121495315,Iris-setosa
+25,6.300953741895509,2.317859743660643,4.428722617372885,1.306707873254347,Iris-versicolor
+26,6.7034354501469515,3.29214136252783,5.692659057058244,2.1067134777426118,Iris-virginica
+27,5.983580669523977,2.7345844936815342,5.063562409887573,1.5878149359919564,Iris-versicolor
+28,6.797348067655367,3.190096807699234,5.914712374030803,2.2824558263073,Iris-virginica
+29,6.104204276409026,2.80710348833703,4.718970889278626,1.1970451932424049,Iris-versicolor
+30,5.985546727689571,2.8308873662464644,4.69749142081936,1.524150969503771,Iris-versicolor
+31,6.700985660556179,2.505863398023759,5.807151429724062,1.8132280668811809,Iris-virginica
+32,6.23182255863898,2.4177684992750206,5.022338649452972,1.7982301764979307,Iris-virginica
+33,6.426488484111789,2.965342301008498,5.512975322010725,1.791512269057362,Iris-virginica
+34,4.780066315259653,3.063078479627147,1.404028281925512,0.2927198957012426,Iris-setosa
+35,6.312586629883118,2.275585478851095,4.390950802531754,1.304224205358696,Iris-versicolor
+36,6.314442143932167,3.2968930632409577,4.698709459669832,1.5935238172046073,Iris-versicolor
+37,6.798184924163463,2.8029781296474536,4.801558778582613,1.416113323771351,Iris-versicolor
+38,7.710748444186944,2.60825826811825,6.899998944435309,2.307898765020147,Iris-virginica
+39,6.814369380251816,3.105301638430551,5.127219149990568,2.3223574306087,Iris-virginica
+40,4.957377342961124,3.138485631687494,1.4343743992765638,0.3227683728172796,Iris-setosa
+41,7.001351639852562,2.880248758905998,6.097499367905396,1.7412994136600002,Iris-virginica
+42,5.175482927545939,3.7123097549351245,1.7633571684354754,0.1996866029865022,Iris-setosa
+43,6.626763354604801,2.463669221309102,5.770531542555034,1.7868321393251627,Iris-virginica
+44,5.654771890339369,3.789938956097921,1.7155628851996307,0.29805944525931943,Iris-setosa
+45,5.54414769458134,2.5306550526475267,4.2056150689776155,1.1011285835251514,Iris-versicolor
+46,5.525256482914739,2.5698572705262643,4.357986943390263,1.168495568411619,Iris-versicolor
+47,7.708491132146408,2.604094641151818,6.89999889334679,2.2841121253897283,Iris-virginica
+48,7.9,3.7982455383496703,6.418538261970993,1.9877465332571131,Iris-virginica
+49,5.003094154699465,2.0000006694402144,3.4471687858090574,1.041080205096798,Iris-versicolor
+50,5.006256467855603,3.5673341967013026,1.3966664510245073,0.1987325615510554,Iris-setosa
+51,4.770950235961051,3.472696805353803,1.4028940788816675,0.2958473224778701,Iris-setosa
+52,5.274334452089528,2.4737254471406684,3.587674779934247,1.0193339696522628,Iris-versicolor
+53,5.923781043076955,2.7634785446821115,4.201088265466622,1.0458882328174879,Iris-versicolor
+54,4.997218790409912,3.640939825935244,1.4010258045176007,0.19690542881081796,Iris-setosa
+55,5.3753770156571585,3.8999996331524796,1.3368263307377473,0.4040291928089969,Iris-setosa
+56,5.821178498501259,2.740697576154762,4.390548281900527,1.0943718861714726,Iris-versicolor
+57,7.698300030767658,2.793330827713157,6.69916552206226,2.02155162755058,Iris-virginica
+58,5.139895238476376,3.412912102522543,1.4025484550747294,0.19993687877640734,Iris-setosa
+59,5.36819737283793,3.4016653001822412,1.6744274752617199,0.3894279908226473,Iris-setosa
+60,7.152868628619512,2.879615519759645,6.185970080284249,1.7607804587714972,Iris-virginica
+61,7.709736841069196,2.605651090192338,6.899998701261909,2.30571186245475,Iris-virginica
+62,6.672806939641508,3.078383776698035,4.6708673905586195,1.4833479654625967,Iris-versicolor
+63,5.605960510285349,2.9906260457900404,4.437945381966873,1.5059050440745787,Iris-versicolor
+64,6.03391621570097,3.4024561810821075,4.486036576003598,1.6174045184179295,Iris-versicolor
+65,5.6322898608535406,2.6255740318417704,4.290081907602018,1.136763719872957,Iris-versicolor
+66,6.902155228096911,2.7982234222581313,6.0073159638227684,1.7717636892202957,Iris-virginica
+67,6.769457633019816,3.2293114087466597,5.727506887402827,2.171176620865186,Iris-virginica
+68,5.552764969584878,2.4712499133157597,3.8330482839663773,1.1043433106146099,Iris-versicolor
+69,5.761498451867295,2.7994016170642553,4.478521651577191,1.30406827971426,Iris-versicolor
+70,7.695216328956752,2.595865563896759,6.899998941429841,2.294567451177957,Iris-virginica
+71,5.538864057607898,2.413614773741615,3.7725223263019547,1.0558815607212966,Iris-versicolor
+72,4.977090653952833,2.0,3.4343070358360936,1.0244127291436187,Iris-versicolor
+73,6.093936773104494,2.8281295741027193,4.693553988564027,1.2863625488706651,Iris-versicolor
+74,7.7308212396596385,2.5903881666487703,6.899998696237001,2.317495528147925,Iris-virginica
+75,4.971034546464127,2.439980285306419,2.8891234039017117,1.051493485661616,Iris-versicolor
+76,4.484618822118397,2.251928781199063,1.3241822447515226,0.2882993581018505,Iris-setosa
+77,5.019728286612796,3.5517553073959807,1.3912363202500067,0.20070152727434398,Iris-setosa
+78,4.782182483121612,3.0,1.403211707853084,0.1,Iris-setosa
+79,6.815973767339162,3.176899383420553,5.782477441276099,2.283261214951712,Iris-virginica
+80,5.095888543586623,3.8062233799822693,1.618778790650121,0.20588182991738888,Iris-setosa
+81,4.588003102544945,3.603436195606171,1.0,0.2049563955396381,Iris-setosa
+82,5.214831760320534,2.671485487603462,3.8177931524665163,1.377824542224071,Iris-versicolor
+83,6.009014565175317,3.0,5.147936657428182,1.8066124506437071,Iris-virginica
+84,5.130129156312119,3.78664078911671,1.8051163208110306,0.2048359283918648,Iris-setosa
+85,5.970592814350121,3.3170256845198933,4.467226139333324,1.5810559386321468,Iris-versicolor
+86,6.019841654695164,2.6737940676993466,5.010842613077788,1.582779270934606,Iris-versicolor
+87,4.862988339789522,3.0,1.4038132149418823,0.1,Iris-setosa
+88,4.4,2.9599097050968473,1.4009838853762557,0.20611670222145126,Iris-setosa
+89,5.929300818661993,3.0,4.235785268219214,1.5154470360409122,Iris-versicolor
+90,6.037025956944312,2.1986161491899687,4.913491251941536,1.5059742809287275,Iris-virginica
+91,6.260320508588882,3.401228398202779,5.605504092547344,2.3931480378452026,Iris-virginica
+92,5.536065406302513,2.5761227348892777,4.25700341988721,1.1911391401759954,Iris-versicolor
+93,4.709669354320639,3.435697401982125,1.4068772251569899,0.2945077063755451,Iris-setosa
+94,5.926460362754137,3.0,4.364733215236753,1.504115928220034,Iris-versicolor
+95,5.073449106952846,3.4211640942564867,1.8949518408554942,0.39636566575312954,Iris-setosa
+96,6.228165775378898,2.1719672613797236,4.504635729910214,1.4918379432309932,Iris-versicolor
+97,5.934512871485274,3.0,5.098761500712487,1.8100885680501468,Iris-virginica
+98,5.873699633133584,2.7879306274309625,4.651711755471777,1.261649151116914,Iris-versicolor
+99,7.2996058865098945,2.8949177152190546,6.283334130549699,1.782276576654532,Iris-virginica
+100,4.905282223908043,3.1247050460848507,1.6716350134920355,0.1,Iris-setosa
+101,5.1896990223116255,3.724404205548853,1.67520961810509,0.33390403268332675,Iris-setosa
+102,5.371884279265615,3.899999428585668,1.3148322671954316,0.322077570812009,Iris-setosa
+103,5.88825779713618,3.189037860918274,4.453120509812336,1.5033088421986636,Iris-versicolor
+104,6.55770773218072,3.197972571973962,5.101342035227096,2.0685971628461712,Iris-virginica
+105,6.795961278068821,3.0,5.493281179322154,2.100096224951015,Iris-virginica
+106,4.400000522939123,2.8751130434313437,1.3493229805451739,0.1976114822910166,Iris-setosa
+107,4.808868680948995,3.0,1.4111636431896741,0.1,Iris-setosa
+108,5.225586507188955,2.67485004218391,3.8772382955049434,1.3890533281936301,Iris-versicolor
+109,5.9976331757839905,3.3622432250403094,4.516303509375053,1.5994321785991623,Iris-versicolor
+110,5.787377126211012,2.8708686395397534,4.084466751667368,1.206811022620622,Iris-versicolor
+111,7.4252993562506635,2.919156005874695,6.510844632002149,1.9781803255849069,Iris-virginica
+112,6.852503232018291,3.0,5.550555580958797,2.0938329664497966,Iris-virginica
+113,4.8567586174713915,3.4121931291171927,1.490016539305137,0.2734039153886366,Iris-setosa
+114,4.599797260944369,3.616422815942307,1.0,0.20644127943334795,Iris-setosa
+115,4.999077534667358,2.4892548670624874,3.2257475947890875,1.1203907234299706,Iris-versicolor
+116,4.823732386850273,3.3964475326650407,1.487524635078937,0.25391372570429804,Iris-setosa
+117,5.3187669872626975,3.9,1.2733567678486357,0.4236243619377282,Iris-setosa
+118,7.709503019059102,2.590447175900383,6.899998860942945,2.31513557251922,Iris-virginica
+119,6.847545252025349,3.091619001357262,5.084147839214488,2.306379950086421,Iris-virginica
diff --git a/iris/tab_ddpm/4_3/14/test.csv b/iris/tab_ddpm/4_3/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/14/train.csv b/iris/tab_ddpm/4_3/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/14/val.csv b/iris/tab_ddpm/4_3/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/15/synth.csv b/iris/tab_ddpm/4_3/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8c070f1c28ba3840decf874fa32c6c46882373a9
--- /dev/null
+++ b/iris/tab_ddpm/4_3/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.663207448165218,2.748716061454507,4.493068098140657,1.2788578453789146,Iris-versicolor
+1,5.699241893300191,2.862860282464286,4.11234772829013,1.2701514924696813,Iris-versicolor
+2,5.7862446755275165,2.8355433625796382,4.482619660633843,1.3125162379536013,Iris-versicolor
+3,5.004016120862581,2.0,3.575832971547269,0.9043732963757611,Iris-versicolor
+4,4.793033593398853,3.0,1.3710157492020765,0.1000000948781609,Iris-setosa
+5,5.567629638833125,2.6908032605954415,4.4643702317143745,1.2591113625341057,Iris-versicolor
+6,5.011337092292447,2.000001621470447,3.5737029665558686,1.0621975768763903,Iris-versicolor
+7,6.156772281655083,2.195133031683094,4.471931578370028,1.501592619113815,Iris-versicolor
+8,6.847425305768432,3.0926630882301342,5.125720899757038,2.2788516189224626,Iris-virginica
+9,7.699675041209225,2.590791270437053,6.9,2.3025711412057395,Iris-virginica
+10,5.651020308176204,3.0,4.508241495494511,1.5138396061309862,Iris-versicolor
+11,6.700292744060403,3.0,5.436626461453953,2.0175822471443094,Iris-virginica
+12,4.87157772630349,3.080734148457578,1.4803720750297538,0.1,Iris-setosa
+13,7.101450980508429,3.0149674770652055,6.096681879935388,2.154499003456849,Iris-virginica
+14,7.899998484979826,3.7824407726189837,6.454107657938454,1.984120439502869,Iris-virginica
+15,5.004118072808521,3.608898831585723,1.3826754910889583,0.20242176177804938,Iris-setosa
+16,4.9903777570133165,2.0,3.4255412833901824,0.8932528976715024,Iris-versicolor
+17,5.640969643773526,2.872909607619402,3.5502214360341804,1.3022181401508865,Iris-versicolor
+18,6.160358041978492,2.59881264774899,5.598597749150925,1.418916227184034,Iris-virginica
+19,4.8380736795045705,3.0,1.4115697295857166,0.10000010610406172,Iris-setosa
+20,5.668702910353741,3.8035392287031735,1.9257407366125556,0.36153641745739035,Iris-setosa
+21,5.9837746065016555,2.709130176784493,5.05481778980692,1.5915079443001783,Iris-versicolor
+22,6.320222390817463,2.305644404614755,4.372117395668881,1.3077367341523427,Iris-versicolor
+23,6.713654712265501,3.0927321961172525,4.731191120259595,1.5115499257092053,Iris-versicolor
+24,6.1290428503663446,2.670647457514213,5.573213846736516,1.5450541473783925,Iris-virginica
+25,5.59580409051075,2.4282576765803716,3.7680521412003967,1.1083481034822729,Iris-versicolor
+26,4.780450399798944,3.4004463209725535,1.6784613299587705,0.1936163124286787,Iris-setosa
+27,5.800674119760761,3.10128247336373,4.554945169952013,1.5202523200542915,Iris-versicolor
+28,6.946569073583785,3.128612128746016,5.620680818096383,2.2756235101269304,Iris-virginica
+29,5.576829581336209,3.0,4.414257158417903,1.5103539308973732,Iris-versicolor
+30,6.791602820471518,2.809679851536911,4.796604512287124,1.3973928669016764,Iris-versicolor
+31,4.502938650824583,2.304955283532741,1.3152996100924232,0.3476524598706427,Iris-setosa
+32,5.220587917858199,3.788217133945798,1.4957797413818572,0.28987742729205457,Iris-setosa
+33,4.595685437134508,3.6164148753871204,1.0,0.21519006061851156,Iris-setosa
+34,6.682950176634603,2.4722582211332393,5.772461971696754,1.8224586469319852,Iris-virginica
+35,4.596970570778413,3.6036671809722063,1.0000004738562993,0.19613785716353027,Iris-setosa
+36,5.083156571257037,3.506079771612272,1.3776106313400498,0.19851324371735027,Iris-setosa
+37,7.389569181610609,3.0,6.350140876923205,2.0717144661981717,Iris-virginica
+38,5.1800639696589,2.690764139031249,3.9449956690295753,1.4160258214852384,Iris-versicolor
+39,7.097521213074055,2.9097945897817086,6.0584043498952145,1.79524473043703,Iris-virginica
+40,4.897875104193574,3.0,1.3774456403783248,0.20287375234621333,Iris-setosa
+41,4.899294974231134,2.3953660101831287,3.5423904276297153,1.0115771566168972,Iris-versicolor
+42,6.115659737162943,3.157404801715142,4.634635104980999,1.5019324542879362,Iris-versicolor
+43,7.715391318851757,2.617099693451739,6.899998995642331,2.301106481267702,Iris-virginica
+44,6.7141127887643375,2.512062746007037,5.906494350978982,1.814377701995674,Iris-virginica
+45,6.866679527929883,3.1630614297583577,5.652528189592144,2.2942273047810993,Iris-virginica
+46,6.148307377734702,2.806672887003997,4.238899354974508,1.2034446139559625,Iris-versicolor
+47,6.299698235579382,3.400773410464913,5.61347359368072,2.399150134973031,Iris-virginica
+48,6.273617570880436,3.13609532289956,4.615378852783732,1.5053011201749975,Iris-versicolor
+49,4.984568704441341,2.0,3.4769585160425827,0.9705694074532556,Iris-versicolor
+50,7.686746126826718,2.6177585696033874,6.9,2.2992816558011566,Iris-virginica
+51,4.9659113569986975,2.4380510570026814,3.3892378625716275,1.0713281306111744,Iris-versicolor
+52,5.21658858482869,3.4065406568300887,1.3918817187371193,0.2010122867654106,Iris-setosa
+53,7.706454911231825,2.6006150290304433,6.9,2.304748631218754,Iris-virginica
+54,5.381125403675152,3.9,1.2740876554359737,0.37887983230690553,Iris-setosa
+55,4.649584211534467,3.4104631779247674,1.402570387601589,0.29727109163822,Iris-setosa
+56,6.634500718206173,3.0111606351273656,4.507522332384731,1.4492552929743756,Iris-versicolor
+57,5.4145766200002665,3.3890177992626818,1.7731122023504848,0.2011552673142122,Iris-setosa
+58,6.183484043407148,2.2522763401395602,4.484721150359217,1.434214135276735,Iris-versicolor
+59,6.885380468728921,3.127209422874833,5.3623164330972255,2.3007783225989384,Iris-virginica
+60,6.194797715890729,2.2163120537792147,4.491893602728611,1.4853093357527674,Iris-versicolor
+61,4.8980428203425435,3.101986145024406,1.5867792429598957,0.1000001114084693,Iris-setosa
+62,6.469263048849237,3.0,5.503724243797476,1.8093324778615625,Iris-virginica
+63,6.81897896082255,3.181405875202291,5.773918193580997,2.2924913929473414,Iris-virginica
+64,6.015576990010601,2.1984592650697667,5.0439977552451145,1.5131540799823944,Iris-virginica
+65,6.0020889792352135,2.820535568446827,5.3578455222457,1.7956340732759508,Iris-virginica
+66,7.67659926389848,3.0,6.661533481246706,2.0823001564747923,Iris-virginica
+67,6.42035990219471,3.1185719718305873,5.078516479422055,1.9525603493909232,Iris-virginica
+68,5.437442715670013,3.389807341390122,1.8235653028860264,0.1977924889867237,Iris-setosa
+69,5.886968874784503,3.0,4.238164960181193,1.4958531611880104,Iris-versicolor
+70,5.9966965574608295,3.0,4.484792228710255,1.3799344706828778,Iris-versicolor
+71,6.02748663368778,2.6916913160531326,5.172027058221109,1.6035340674984817,Iris-versicolor
+72,6.818301055805853,3.2051337034026357,5.796420469548664,2.2834075938053076,Iris-virginica
+73,6.187937084438089,2.2086619686682663,4.474915358305625,1.4855328921708484,Iris-versicolor
+74,7.698668900068126,2.6104407435341894,6.899998033505696,2.3008652453748977,Iris-virginica
+75,7.718185381988437,2.61422203621409,6.9,2.304308607560009,Iris-virginica
+76,4.4,3.2332467921279053,1.2966861695646397,0.2055966881542382,Iris-setosa
+77,5.8656670812993905,3.1649270225437602,4.455736958018067,1.5253389984298173,Iris-versicolor
+78,7.540493940422376,2.8311891735083097,6.573348278826046,1.974342818737769,Iris-virginica
+79,6.682430482543911,3.066048099935492,4.59940737377179,1.493546090330254,Iris-versicolor
+80,6.616545298039299,3.0,4.422838973616483,1.41655097415129,Iris-versicolor
+81,6.727456004905044,2.4857971989053502,5.871027613882568,1.8046777634833742,Iris-virginica
+82,6.783507093285513,3.0,5.498919006275494,2.0871126864899723,Iris-virginica
+83,6.218899127851632,2.1903132194726997,4.466169711219094,1.5009506994897004,Iris-versicolor
+84,5.602556897818273,3.0,4.506282872464684,1.4969214425166069,Iris-versicolor
+85,6.351264121511003,3.3851609079261986,5.622942078871074,2.3838812104884903,Iris-virginica
+86,6.718460258021376,3.2820538052376818,5.701378139020432,2.1218402560164322,Iris-virginica
+87,5.369711974239767,3.899999527882308,1.2706907983914104,0.33519128543235777,Iris-setosa
+88,7.432254062588928,2.892227185239677,6.427084924540267,1.8450067941767994,Iris-virginica
+89,6.0133887895810165,2.723207560330009,4.975269383710763,1.5707031779874248,Iris-versicolor
+90,6.698265895907115,3.088578118866724,4.664937809637387,1.4944701426416764,Iris-versicolor
+91,6.531814193264655,3.0,5.79740904321225,2.180957568791062,Iris-virginica
+92,5.698521649801933,3.7987462503701726,1.666449856150324,0.3020183922055501,Iris-setosa
+93,6.495815519917328,3.1797814774518405,5.121939311262406,2.0018724015103926,Iris-virginica
+94,4.600512736448825,3.624882215097731,1.0000005913868453,0.19990798701723633,Iris-setosa
+95,5.406765986939489,3.8999996204935625,1.3231825702117737,0.3411319751455203,Iris-setosa
+96,5.037180335632978,3.5326308283476515,1.3833130863156815,0.20541828407392113,Iris-setosa
+97,6.2225905986648655,2.2634377321849413,4.5145953461669475,1.4860315841455507,Iris-versicolor
+98,5.404176193925603,3.9,1.3102881341361063,0.40839137315873836,Iris-setosa
+99,4.61655388289289,3.3534526388689567,1.4110463922894552,0.31246053672953494,Iris-setosa
+100,6.82486130828455,3.0,5.502678335880378,2.110399088289939,Iris-virginica
+101,5.710896779288608,2.8678875769944634,4.025117592092636,1.2756826384600157,Iris-versicolor
+102,6.2747660273397,2.240083054607917,4.577201700838486,1.483818545415653,Iris-versicolor
+103,5.621898142681545,2.9865085399158846,4.45194680828653,1.46537373289741,Iris-versicolor
+104,5.395650508029577,3.8999995767887157,1.3020944806724657,0.32483634271381145,Iris-setosa
+105,6.025436765289863,2.695241996406821,5.140295807531741,1.622310037726566,Iris-versicolor
+106,6.793671642190017,3.1914990792571976,5.795092201537965,2.3017390454313817,Iris-virginica
+107,4.583560621225022,3.6379235014645603,1.0,0.2021930412491379,Iris-setosa
+108,6.296121507991675,2.3215009745978405,4.41399044836364,1.3122094101202182,Iris-versicolor
+109,6.834700928335392,3.190390939322577,5.720881082415901,2.299989790653714,Iris-virginica
+110,6.328440330926597,2.8332619110584827,4.257026660705032,1.246686052836013,Iris-versicolor
+111,6.308837699908045,3.4007121460824976,5.595059602253424,2.3957171345906665,Iris-virginica
+112,6.269539305618968,2.418351668490865,4.842160376788623,1.513989346980564,Iris-versicolor
+113,6.120106502716629,3.3794892144181228,4.605274997113488,1.6159966619770358,Iris-versicolor
+114,5.5497902561887775,2.523559028402304,4.232800771066848,1.0808487484335227,Iris-versicolor
+115,5.491188941982963,2.3766326786689396,3.669591281158434,0.9461927752996602,Iris-versicolor
+116,7.721108293640599,2.5702863888737015,6.9,2.313397625166456,Iris-virginica
+117,6.697084667482888,3.2963834667558696,5.728443061466887,2.499999597821736,Iris-virginica
+118,5.124112403011259,3.4079348303748045,1.59130360560199,0.4731876649075317,Iris-setosa
+119,4.498909330127223,2.3209989067295345,1.3189456486290116,0.3163698645778752,Iris-setosa
diff --git a/iris/tab_ddpm/4_3/15/test.csv b/iris/tab_ddpm/4_3/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/15/train.csv b/iris/tab_ddpm/4_3/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/15/val.csv b/iris/tab_ddpm/4_3/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/16/synth.csv b/iris/tab_ddpm/4_3/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0dfcf248307b101df6cf82351e7933c6dcb39cb4
--- /dev/null
+++ b/iris/tab_ddpm/4_3/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.891233140056172,3.0,1.3806028352209891,0.19367097458529786,Iris-setosa
+1,5.633453155641897,3.0,4.481748096362451,1.51184239609765,Iris-versicolor
+2,6.806924139480237,3.2064821981867713,5.795814381534646,2.3041693655064432,Iris-virginica
+3,5.980127778031507,3.0,4.234120424417172,1.4802577109509123,Iris-versicolor
+4,6.745450309773099,3.1921708321739195,5.7432659760448574,2.2013339209207063,Iris-virginica
+5,6.083278286330583,2.603355971689835,5.605017300150947,1.4092099070194424,Iris-virginica
+6,6.674817010406998,3.1050441359174172,4.71670057637463,1.5026858679555781,Iris-versicolor
+7,6.011567110346297,2.2862340453874266,4.297858112366405,1.2534348338691972,Iris-versicolor
+8,4.595248380931076,3.62487414004618,1.0,0.21508606568813765,Iris-setosa
+9,5.394215209995899,3.3955130331802623,1.4970816423212263,0.20295253668101249,Iris-setosa
+10,4.971513010416356,2.4402068215214943,2.924358471579379,1.0181296192735119,Iris-versicolor
+11,6.297413683145983,2.9037226627775037,5.586365738606397,1.7847951590878035,Iris-virginica
+12,5.824017502828668,2.764231006583813,5.055594237395748,1.9065046573543576,Iris-virginica
+13,5.6291833731687095,3.0,4.420391668720423,1.482696567328075,Iris-versicolor
+14,4.923982408423068,2.400561336096231,3.211779165234696,0.9464973278517783,Iris-versicolor
+15,4.847156757717748,3.402445603787322,1.5421880812668247,0.19838901076838528,Iris-setosa
+16,5.605692786574232,2.9142586790957568,3.651625126390857,1.2843484306282185,Iris-versicolor
+17,6.45239399649035,3.0,5.524238327978938,1.783591331634658,Iris-virginica
+18,5.767405813632041,2.729702985751191,4.13147350761314,1.0769997915177527,Iris-versicolor
+19,4.4,3.0,1.3218051137749263,0.1934039095534562,Iris-setosa
+20,6.205597954583181,2.2092685612948544,4.419826207883164,1.4939746794616302,Iris-versicolor
+21,4.930022630169344,2.4238028030107506,3.4178775566969364,0.9987545356951992,Iris-versicolor
+22,5.096797369778109,3.4015600548150013,1.4990875780273332,0.43453415026109415,Iris-setosa
+23,6.301871797810916,2.9056018258762264,5.60654924501084,1.8018874444958022,Iris-virginica
+24,5.352672204916302,3.7093356754561193,1.4999090127499635,0.2038082749227959,Iris-setosa
+25,6.102855728712317,2.6457236283929,4.881928852944896,1.5470913790961867,Iris-versicolor
+26,4.4,3.216277704732738,1.2901150253387836,0.19648388704973074,Iris-setosa
+27,6.506370842219828,2.975636257506472,4.317545670348777,1.3391277486065063,Iris-versicolor
+28,5.452060058317284,3.899999559177601,1.298814421141579,0.29629095490215646,Iris-setosa
+29,7.690637274556033,2.5712374230580277,6.9,2.3148375323582773,Iris-virginica
+30,5.994232941755868,3.0,5.109977831763902,1.8459055369279072,Iris-virginica
+31,5.084970966108893,3.7745409073835683,1.6248046495647372,0.2152355449592873,Iris-setosa
+32,4.400000463762804,2.9309817711659,1.3857867752549675,0.20071652768008758,Iris-setosa
+33,6.790539194942175,3.1969618440507963,5.809179872962594,2.2793677037251414,Iris-virginica
+34,6.474322262280725,3.0,5.444805493551879,1.8001033683511265,Iris-virginica
+35,5.540345760491983,2.622579714813621,4.3988910761881685,1.197385795678389,Iris-versicolor
+36,6.293108790070478,2.85964781286894,5.592692426737409,1.7382944994435925,Iris-virginica
+37,4.58754686841849,3.6039228010179785,1.000000381435521,0.19713319836858906,Iris-setosa
+38,4.77543170551677,3.0,1.3895793202550808,0.10000010212530458,Iris-setosa
+39,5.091086612091938,2.4719537846139685,3.447958931185867,1.1368395681390624,Iris-versicolor
+40,5.002166561281413,2.0,3.533610663730301,0.9993247072364335,Iris-versicolor
+41,5.627678069649843,2.868664308557877,3.6369219357429254,1.288278140773433,Iris-versicolor
+42,6.515812339502942,3.0,5.776195785140347,2.190772399209144,Iris-virginica
+43,6.3095142428266335,3.383240784620412,5.60255608755034,2.3954362456090967,Iris-virginica
+44,7.9,3.7723883023557536,6.4379859600021225,2.034288442423582,Iris-virginica
+45,6.0554152840537245,3.12391018398938,4.574314154565883,1.4758454234014204,Iris-versicolor
+46,7.899998638897707,3.7975538465888277,6.482494344825547,1.9807063023653122,Iris-virginica
+47,4.682513416232157,3.4103640574567256,1.4316933238134448,0.29014890360056406,Iris-setosa
+48,5.535312399020698,2.436754673806005,3.7913877844962123,1.052996782207346,Iris-versicolor
+49,5.414706466404757,3.3871794088446925,1.5376265985598505,0.42111788077156564,Iris-setosa
+50,7.614719789600917,2.8385113371780357,6.655815302707894,1.9719495535375269,Iris-virginica
+51,5.835929388940452,2.697536108187114,5.08370522492623,1.8728435230421274,Iris-virginica
+52,4.816990300169182,3.396192272134546,1.497123463852276,0.19830720637465094,Iris-setosa
+53,6.425395331692952,3.0,5.534155510687456,1.7810973480415995,Iris-virginica
+54,4.994181067499174,2.0000005111890427,3.456362070071671,0.9546743339772237,Iris-versicolor
+55,6.391898409839903,3.248208583651588,4.758992536675537,1.5999061915285737,Iris-versicolor
+56,6.0699099423629725,2.818963703094999,4.623364397973698,1.2760782960010855,Iris-versicolor
+57,5.979046827157243,3.4123444795666193,4.533776959675758,1.5815974280236849,Iris-versicolor
+58,7.621525636258427,3.0,6.6019849458018,2.0886176659704883,Iris-virginica
+59,5.864359988345162,3.0,5.13617835703544,1.8075388634358913,Iris-virginica
+60,6.804138382283551,3.0,5.523689691212671,2.094295254423765,Iris-virginica
+61,4.964933250228114,2.0,3.40981687120164,0.9682279079902609,Iris-versicolor
+62,6.713578448851275,3.295005077590731,5.688484920168025,2.5,Iris-virginica
+63,6.261423331570318,2.890995318338946,5.589772085051686,1.7735586344859278,Iris-virginica
+64,6.492990445074142,3.1843093983285495,5.072939249801824,2.0490706488918757,Iris-virginica
+65,6.261239212709782,2.274757360494736,4.431061256587964,1.3124594998786756,Iris-versicolor
+66,5.132607212218361,3.478302179983391,1.3957471946455575,0.19942912137363128,Iris-setosa
+67,6.289436270060905,3.2922763180570587,4.698088488209355,1.5589290575849835,Iris-versicolor
+68,6.5374628128472665,3.0522133042589696,5.274687872687919,1.866736736575491,Iris-virginica
+69,7.081002548173921,2.8495371165463768,6.193994606801088,1.7514349085923346,Iris-virginica
+70,4.940233167573024,3.4374890722428573,1.437853073475311,0.2079895978151481,Iris-setosa
+71,6.215970659263481,3.4150140541524396,5.624627865152156,2.3972597166161265,Iris-virginica
+72,5.152448628680256,3.775213197560498,1.8246409743640202,0.19830065673939817,Iris-setosa
+73,6.035851084927578,2.3034448494334296,4.2953454653061405,1.3302450397188674,Iris-versicolor
+74,5.561062054701569,2.4638254065390885,3.868260414447683,1.0903554382076328,Iris-versicolor
+75,5.306155040675383,3.66277217836255,1.5479814236282863,0.20087623456946996,Iris-setosa
+76,6.958198833557415,3.173538982314792,5.852153315549837,2.2825783772132326,Iris-virginica
+77,5.40147258863781,3.6674591813116058,1.5912953840916557,0.20963921733831214,Iris-setosa
+78,6.9086235136339385,3.1118351793525134,5.7245614450759215,2.2235917261927645,Iris-virginica
+79,5.90809020790251,3.0,5.02409590383304,1.7470149241222965,Iris-virginica
+80,4.925330697730096,2.4356777821099613,3.1755857258666396,1.0073307051656932,Iris-versicolor
+81,6.746980434916055,2.8375735909939626,4.744358514639089,1.4204117804135077,Iris-versicolor
+82,7.696547878298034,2.6133314118469513,6.899998680860614,2.3033607126588187,Iris-virginica
+83,5.19727258417614,3.394488058854153,1.4001252301611808,0.20118643737048747,Iris-setosa
+84,5.642624351663445,3.789824961537764,1.5761797679227394,0.33128951279601454,Iris-setosa
+85,6.117667708979722,2.8125298524009965,4.670165374989342,1.2038894414555101,Iris-versicolor
+86,5.856175424163158,2.8801391100349667,4.525319454426498,1.3070945250650923,Iris-versicolor
+87,5.40920241572372,3.4082362325882904,1.6060005404806887,0.3986867878640878,Iris-setosa
+88,7.8999988652404465,3.80494141424519,6.421565197314203,2.0296491978885713,Iris-virginica
+89,5.490861146177558,3.8999995213633816,1.3158949551616623,0.41047670519744883,Iris-setosa
+90,6.50544744753118,2.9727366999846834,4.325514124813333,1.336135782022578,Iris-versicolor
+91,4.6043163870011075,3.3752324261446494,1.3944097931571047,0.293674031421198,Iris-setosa
+92,5.384287208973679,3.9,1.3034420733606518,0.30624449398998244,Iris-setosa
+93,5.627194987918192,2.976593121298193,4.140729198758985,1.2925959807111538,Iris-versicolor
+94,6.840218005163339,3.1967195456433606,5.883970752537038,2.3062071243187883,Iris-virginica
+95,5.987049733438529,3.4126615919629644,4.550044442235316,1.6442184692477617,Iris-versicolor
+96,7.204054113833651,2.8542992205740645,6.215512111241034,1.7827549452399813,Iris-virginica
+97,5.598006463367304,2.4951838054242357,3.8777287949456785,1.1042553711219665,Iris-versicolor
+98,5.643060136121962,2.4986977275943105,3.922743125500519,1.0178579938230319,Iris-versicolor
+99,4.830348145276412,3.411269037104403,1.4975481842993879,0.19960424462171522,Iris-setosa
+100,5.8137111239616095,2.680076806083659,5.066471999065441,1.8897063979574296,Iris-virginica
+101,5.572187865516043,2.5563985439139896,4.248481625287306,1.1308255886367675,Iris-versicolor
+102,6.280716596444849,2.2779544722837506,4.3935583586707665,1.2646728071350872,Iris-versicolor
+103,5.392584079434827,3.3992309019204807,1.6660089035907715,0.22516006975061234,Iris-setosa
+104,4.913648976277497,3.1054520171557067,1.4882391409446152,0.1,Iris-setosa
+105,6.705350945034469,3.1064977459324172,4.670378108787956,1.495633365339887,Iris-versicolor
+106,6.0350001576479215,2.8079153354845516,4.680942722365059,1.1394540717203463,Iris-versicolor
+107,5.891368611810709,3.0,4.231002866070732,1.4700054343761861,Iris-versicolor
+108,6.573444562899648,3.0,4.364303900062834,1.3862992057051724,Iris-versicolor
+109,6.1168360066524485,2.7996179565094295,4.708611871571658,1.2194191668846717,Iris-versicolor
+110,6.28110695146723,2.8966369812410733,5.604227590858948,1.8210167363171665,Iris-virginica
+111,5.677967446812192,2.8655454621619745,4.479792357692171,1.3491096765992152,Iris-versicolor
+112,7.687360158049338,2.5999347067288285,6.9,2.300044918293037,Iris-virginica
+113,6.271354911853179,3.407381558164093,5.627797093906869,2.4031781779433166,Iris-virginica
+114,4.4,2.8891818304235413,1.4033277916295679,0.1935283193320967,Iris-setosa
+115,5.1025288066874035,3.6801964863346828,1.7049315515398469,0.4327781446516996,Iris-setosa
+116,5.329228819358712,2.690608843534375,4.201809255589716,1.3407964073492102,Iris-versicolor
+117,6.84767063796385,3.2058011146887955,5.828974273869322,2.294193401713477,Iris-virginica
+118,5.175274844785798,2.703717760251135,3.818273176519729,1.3941760155893042,Iris-versicolor
+119,6.4469912737634925,3.0,4.349493498622826,1.4040835888027716,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/16/test.csv b/iris/tab_ddpm/4_3/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/16/train.csv b/iris/tab_ddpm/4_3/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/16/val.csv b/iris/tab_ddpm/4_3/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/17/synth.csv b/iris/tab_ddpm/4_3/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e812805c32606ceeb4efd3193cd9a30a5097ff48
--- /dev/null
+++ b/iris/tab_ddpm/4_3/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.070258025285429,2.5039133155006676,3.1481482631725455,1.099907413414335,Iris-versicolor
+1,6.632133450212543,3.0137708474739116,4.592088138588638,1.444451743183497,Iris-versicolor
+2,5.231770950051515,3.4424263632243597,1.4919234768103047,0.38752842790635933,Iris-setosa
+3,5.330764440349639,3.6335712511796427,1.493587426168227,0.2036875767500322,Iris-setosa
+4,6.849916904038519,3.202613222505289,5.746582825530001,2.3062598267391548,Iris-virginica
+5,4.596378362803557,3.6008698796048377,1.0000006561717472,0.19841061859529738,Iris-setosa
+6,5.496432915789701,2.4220037025568546,3.627850313186515,1.0218777142602977,Iris-versicolor
+7,6.23921701856036,2.904941283669738,5.59484802566247,1.8165865437644513,Iris-virginica
+8,5.035798465421265,3.394670864176642,1.6084302726862398,0.40563758553172446,Iris-setosa
+9,7.2075949704132745,2.8932534840929813,6.226848835970464,1.7808968206127567,Iris-virginica
+10,6.106808722321182,2.6006482420055956,5.603604177963611,1.401057162471403,Iris-virginica
+11,7.081882571717023,2.91730612500718,6.089796714294475,1.84417319826827,Iris-virginica
+12,6.461708082596016,3.1511502035113392,4.69856667322551,1.5066484511614062,Iris-versicolor
+13,5.946753355428776,3.0,5.095998911704516,1.7758761233924019,Iris-virginica
+14,7.899998882394264,3.8059544223797475,6.380830915788151,1.9796211095808376,Iris-virginica
+15,4.4,2.91889000587215,1.3944142413165244,0.20031322388052952,Iris-setosa
+16,6.240923328278642,2.490132458455964,5.055344376526855,1.9019645589679368,Iris-virginica
+17,6.4740100884301315,3.0,5.794925407624697,2.222513009195721,Iris-virginica
+18,5.419447398644976,3.8999996437276323,1.3188660074130074,0.442180120481237,Iris-setosa
+19,5.216412981616593,2.7084995417185653,3.894439561073342,1.400737335708465,Iris-versicolor
+20,6.510333388536247,3.2019119255637776,5.059889313633569,2.0087691941898265,Iris-virginica
+21,6.712236623979655,3.316796402373127,5.710136993204208,2.499999634571614,Iris-virginica
+22,5.096480911686708,3.688988144330355,1.4960989402416047,0.4249447916633563,Iris-setosa
+23,4.592413137934081,3.6198028019466655,1.0000004065644998,0.20040789602099623,Iris-setosa
+24,5.670097391146713,3.788384138658246,1.6607809255169899,0.31369542324963495,Iris-setosa
+25,6.4665419972095055,3.0,5.764510890033719,2.1013597887895927,Iris-virginica
+26,5.010619022297096,3.572418236666973,1.4031301874812192,0.2038086283822685,Iris-setosa
+27,5.188685794073579,3.4620698056813164,1.4190487652600212,0.19952870651336987,Iris-setosa
+28,5.981876123722215,3.3872387732848837,4.471963995050153,1.5436428012675592,Iris-versicolor
+29,5.664304183387997,2.7420554619651454,4.500319683440904,1.28911644608183,Iris-versicolor
+30,5.409475566779303,3.4078744417190374,1.6285462618190096,0.3724891684894119,Iris-setosa
+31,5.937062090443416,2.7093554621318385,5.138142888512972,1.5860191573452547,Iris-versicolor
+32,5.156504146347696,3.470917444342415,1.4038665365142196,0.2029308958896793,Iris-setosa
+33,5.837898177024035,3.0,4.076417420086457,1.4630738755275388,Iris-versicolor
+34,5.168866774724374,3.4130409166793236,1.4010811313163192,0.19972589399660495,Iris-setosa
+35,5.618314728081002,3.0,4.534320513664989,1.4967329553804505,Iris-versicolor
+36,5.377910033009609,3.7249878459957175,1.4962049028861775,0.20562254060478571,Iris-setosa
+37,6.702481349199957,3.119194697097342,4.689472972827898,1.5102544805124434,Iris-versicolor
+38,5.981431821986353,3.0,4.231614128414559,1.4794144263701199,Iris-versicolor
+39,6.007447664299149,2.7359300629852252,5.090651888740185,1.5883297733339998,Iris-versicolor
+40,6.995124896103221,3.1269188376889594,5.788713928371075,2.2506390886035916,Iris-virginica
+41,5.043731019660632,3.380248802360395,1.6706195818458494,0.3737139726127084,Iris-setosa
+42,7.739671630911656,2.577389969437694,6.9,2.327746377954407,Iris-virginica
+43,5.263990433268864,3.7180793113371657,1.4951784542949103,0.20232526318063948,Iris-setosa
+44,5.382884583351078,3.40267469161534,1.4965327164560895,0.3823732628462915,Iris-setosa
+45,7.689622364735781,2.8076574431931456,6.704928818140921,1.9800231153847467,Iris-virginica
+46,4.4,3.2209329932947535,1.2709299576329334,0.19846767737810755,Iris-setosa
+47,5.80713156559675,2.5193878814451702,4.19461830355925,1.1641527628368225,Iris-versicolor
+48,4.874151575222226,3.0638893830800504,1.4820882856077282,0.1,Iris-setosa
+49,4.60003372855609,3.59000895218042,1.0000004255373585,0.19816930534760452,Iris-setosa
+50,6.458464455229452,3.137233989028352,4.6054659948731596,1.512232838915035,Iris-versicolor
+51,5.993305387843642,2.198156961393616,4.978174210647088,1.5060250100425214,Iris-virginica
+52,4.927843943793873,2.422255902744568,3.151154292823607,1.0107487118555913,Iris-versicolor
+53,5.776412666110964,2.6573306418340095,3.9300503061297936,0.8369675992084968,Iris-versicolor
+54,5.394388872900441,3.9,1.3316831064893888,0.34146394316693657,Iris-setosa
+55,5.916898556087955,2.910177957945372,4.52145005748121,1.3605128020429087,Iris-versicolor
+56,4.619509472564094,3.6057871036099014,1.0000004388489303,0.20997813068503113,Iris-setosa
+57,5.122046990221157,3.7761624956333835,1.635152391498559,0.19979076436158555,Iris-setosa
+58,5.661673722882854,3.0,4.201109418229945,1.3281333692020147,Iris-versicolor
+59,6.015634271437505,2.7398959143795056,4.95470031846495,1.5887346149977528,Iris-versicolor
+60,6.241289087182667,3.0561938647033533,4.6011981996514235,1.4912573203971247,Iris-versicolor
+61,5.947375958673478,2.8313828348612424,4.48581930042198,1.234650531693195,Iris-versicolor
+62,5.202883600960974,2.699045013205002,3.772772470144583,1.3645099742443036,Iris-versicolor
+63,6.646294113533881,3.0148869454767278,4.577703777787614,1.4668534703232983,Iris-versicolor
+64,4.495934408492591,2.3248011439253853,1.2949772461220275,0.3664812037642656,Iris-setosa
+65,5.414565240365853,3.3968284069166677,1.5693990786968057,0.3342227921938177,Iris-setosa
+66,6.226946255597387,2.250083868738354,4.369405699287471,1.3379155217158463,Iris-versicolor
+67,4.600336086948069,3.615941838067612,1.0000004217000842,0.19620578501236274,Iris-setosa
+68,6.8225228304185945,3.211094770052601,5.752182706168237,2.284854090000829,Iris-virginica
+69,4.601007993959962,3.41218412812328,1.4025542158040922,0.3892689016521475,Iris-setosa
+70,6.889260315249344,3.0997704632765704,5.1497664162901895,2.2969874100733483,Iris-virginica
+71,5.325396832436971,3.7267333183314157,1.4969890591425512,0.20897227281779354,Iris-setosa
+72,6.688549287747628,3.255316685562232,5.730604581975604,2.1111138978722908,Iris-virginica
+73,5.823707393835621,3.223478244108689,4.4648639156738845,1.5000798672852744,Iris-versicolor
+74,5.0054179494808695,2.0,3.5033434726424235,1.0034318951837256,Iris-versicolor
+75,5.018272921407214,2.000000630382205,3.504417497482366,0.872238715029213,Iris-versicolor
+76,4.846220991309593,3.0,1.3990912717800121,0.28961729063579206,Iris-setosa
+77,4.906885675406455,3.0,1.4010402912964517,0.20189850412536606,Iris-setosa
+78,6.152213839925308,2.662822183462934,5.606997708833148,1.4511710915898994,Iris-virginica
+79,5.610968477052457,2.896663756353077,3.6268133696061717,1.3043220357851715,Iris-versicolor
+80,7.30355931173923,2.907849926120102,6.2484712862702185,1.789185255989497,Iris-virginica
+81,5.274294159982068,2.8025735697196756,4.131317651792078,1.4306291731807677,Iris-versicolor
+82,5.957756063049804,2.1837938480779897,4.96433823359065,1.493818992071695,Iris-virginica
+83,5.878833859661291,3.0,4.232507015091927,1.4951653168802357,Iris-versicolor
+84,5.3859164265959185,3.389626764722665,1.5693475429495507,0.1974296058003095,Iris-setosa
+85,6.034004172815927,2.549413779361476,5.597149492112814,1.4393080684345134,Iris-virginica
+86,5.5971201944705085,2.902382723259262,3.6687495324078556,1.3116463102280982,Iris-versicolor
+87,5.984273768530857,2.735686744937663,5.087992833530528,1.598011259805471,Iris-versicolor
+88,7.199212208371295,2.95152491897437,6.196363230622487,1.9714250252277346,Iris-virginica
+89,7.720572234353915,2.7997616930021727,6.715227542077613,1.9985547265860089,Iris-virginica
+90,4.683881335324363,3.413231951143437,1.4449606070297425,0.24010959968582257,Iris-setosa
+91,4.84525012539778,3.398562334419741,1.5442757068194255,0.19920477029625702,Iris-setosa
+92,5.654279157596187,2.864681596135082,3.8887888375093893,1.27898487995517,Iris-versicolor
+93,6.809083442303554,3.0612680232539895,5.102173789316884,2.272176882127731,Iris-virginica
+94,5.371450855282756,3.4014367487425274,1.4956863478568039,0.33455012985432486,Iris-setosa
+95,5.156950455408443,3.766159768596759,1.4920065111474112,0.20127751037550604,Iris-setosa
+96,6.437885527369049,2.960528022681138,5.553063173674171,1.788139447984145,Iris-virginica
+97,6.098438284195444,2.78859739564356,4.291185521760372,1.1449383511508022,Iris-versicolor
+98,4.992298469352301,2.0,3.5296482160743894,1.0038477038370042,Iris-versicolor
+99,6.308577208504031,2.4818975696736527,5.035358276007261,1.904309963374403,Iris-virginica
+100,5.890681881556467,3.0,5.147094051280328,1.8036153498842706,Iris-virginica
+101,6.13613324403849,2.6058960308466483,5.612050107950873,1.4020049514093715,Iris-virginica
+102,5.420008317604835,3.8999993195244973,1.3024290606586586,0.38680838277479657,Iris-setosa
+103,7.729533826261908,2.7775584279599137,6.727425640659501,2.0123262893207756,Iris-virginica
+104,6.913810423019092,3.09466068622434,5.181189515276835,2.294004290425993,Iris-virginica
+105,6.686915900510351,3.3085944175617543,5.683820725585228,2.499999507870017,Iris-virginica
+106,5.625383681170191,3.0,4.508618791810688,1.5145143488071604,Iris-versicolor
+107,7.899998951182578,3.799884133381315,6.403442692701017,2.0216857374602895,Iris-virginica
+108,5.697203725082467,2.9765691980670406,4.4835338603747275,1.3958813443871005,Iris-versicolor
+109,4.913983151904943,2.377718680413814,3.333100445747627,1.020056044896614,Iris-versicolor
+110,5.9950782854345706,2.1820890932408026,5.016051440838776,1.5032235277471582,Iris-virginica
+111,4.578560282626978,3.614618214756609,1.0000004078656528,0.19483062060179432,Iris-setosa
+112,6.80785771438337,3.203367898879807,5.767002508135963,2.2983684355642513,Iris-virginica
+113,5.606092972236113,3.0,4.488912056066123,1.5024223140153568,Iris-versicolor
+114,6.269199245455155,3.236140950730896,4.719776647590343,1.5518832619478018,Iris-versicolor
+115,5.097759034142554,3.5502881921752865,1.4384603821037394,0.34463734602839097,Iris-setosa
+116,5.811456576284054,2.7359345361776537,5.102006484385154,1.8739891222272442,Iris-virginica
+117,5.0224472510577876,2.000000574739648,3.3399443191905758,1.020662877736123,Iris-versicolor
+118,6.716893698413813,3.298229598249656,5.694145201279647,2.5,Iris-virginica
+119,6.277136709923726,3.280381248910314,4.666484109610513,1.5275156545688344,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/17/test.csv b/iris/tab_ddpm/4_3/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/17/train.csv b/iris/tab_ddpm/4_3/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/17/val.csv b/iris/tab_ddpm/4_3/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/18/synth.csv b/iris/tab_ddpm/4_3/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c1019e8e4f603e395f39b72829c94176548e702
--- /dev/null
+++ b/iris/tab_ddpm/4_3/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.797795097491824,6.380504244854072,2.0025812866440265,Iris-virginica
+1,4.605377860951602,3.5935616201338783,1.0,0.19587595661966717,Iris-setosa
+2,5.236319578151099,2.7166600860889196,3.9945912380521165,1.3966566781219896,Iris-versicolor
+3,6.723324431797481,3.0833907844008137,4.671188945651605,1.471687277540468,Iris-versicolor
+4,5.03594692975453,2.4849365293157826,3.083959603546009,1.071349590245557,Iris-versicolor
+5,5.183441839863994,3.385295069757409,1.380751214356482,0.20277493810534716,Iris-setosa
+6,5.67453931849656,3.800107936243125,1.6560195423993083,0.2948390636290702,Iris-setosa
+7,4.596667120479679,3.5894018827361065,1.000000503522076,0.19825771157903643,Iris-setosa
+8,4.604553258476612,3.615184183670875,1.000000442952618,0.19680969567458506,Iris-setosa
+9,6.541664761654656,3.194573395877697,5.160834683369395,2.0187413137361254,Iris-virginica
+10,7.031190699239237,3.2120867968571463,5.767484580020681,2.28895835559059,Iris-virginica
+11,5.307474737079018,3.6721780873278855,1.5070302683655137,0.20434657499260023,Iris-setosa
+12,7.8999980798172516,3.7857047468599716,6.35508279377798,1.9939238596157074,Iris-virginica
+13,5.579227009747541,3.0,4.07790632502413,1.3078980010217656,Iris-versicolor
+14,6.261071911643457,2.264211969933681,4.378348534142878,1.3145856891661385,Iris-versicolor
+15,6.530550628665685,3.0,5.833601499685147,2.247521003415693,Iris-virginica
+16,7.709909784904891,2.80930785308396,6.719371080999547,1.9839594223879555,Iris-virginica
+17,6.272971964273267,2.468572526415268,4.754661670417209,1.4891112031353133,Iris-versicolor
+18,6.824462028457142,3.2000169591862715,5.759140748450715,2.2877338657364095,Iris-virginica
+19,7.143103648693606,3.0375156502424594,5.7930822566305915,2.2544369111018328,Iris-virginica
+20,7.711641148630728,2.591212280501948,6.899998779061093,2.298157473193588,Iris-virginica
+21,6.835945255754371,3.2199038300229375,5.739778857232496,2.263291834642583,Iris-virginica
+22,6.707632455529949,3.2867371044127194,5.685648634294668,2.4999994186849213,Iris-virginica
+23,5.69175124462213,3.7922723987239357,1.656520593456599,0.2971866401165855,Iris-setosa
+24,5.531049603556792,2.4411717674227162,3.723653650745793,1.0059558261316277,Iris-versicolor
+25,6.513013722207043,2.964228624170306,4.317779874403648,1.3369955461487069,Iris-versicolor
+26,5.359975168439625,3.392373111006034,1.4934621075093497,0.3886925657475786,Iris-setosa
+27,4.840439761801096,3.4097098518593545,1.499459233836996,0.1997820116493358,Iris-setosa
+28,6.576741433284273,3.0,5.8149743566421925,2.2309516349370337,Iris-virginica
+29,7.707069078461721,2.8655824874937244,6.70537522561093,2.024822187919914,Iris-virginica
+30,6.967165656421052,3.110941086258877,5.113436757606777,2.2934743506462083,Iris-virginica
+31,7.899998766328353,3.8035553452497335,6.442402912620207,2.0094895178781202,Iris-virginica
+32,5.883853896112868,3.1789561472320913,4.5123782543336155,1.528749029534403,Iris-versicolor
+33,6.306530042411884,2.491545295638458,4.888131083462863,1.5099872546898894,Iris-versicolor
+34,5.85944086705975,3.0,4.2015735702114325,1.4861241961392682,Iris-versicolor
+35,5.487475280327573,2.5898910090749814,4.406814118041326,1.1792856978851083,Iris-versicolor
+36,6.553538708585041,3.2103778103627425,5.119428134512121,2.077007281965462,Iris-virginica
+37,6.709540302677869,3.099709996927175,4.712121123579514,1.4986339710950924,Iris-versicolor
+38,4.790854579561911,3.390608082339263,1.668920871207097,0.20191938072314924,Iris-setosa
+39,5.196066988712155,2.6926117555122264,3.8858051751296774,1.3912809656258978,Iris-versicolor
+40,4.824484692971287,3.3888051648017754,1.7582500137004395,0.20133616815520178,Iris-setosa
+41,6.487913828508022,3.0,5.525539547971325,1.8151287752267264,Iris-virginica
+42,6.3429144125135535,3.3702451530191273,5.609607661912883,2.3889833264017035,Iris-virginica
+43,5.111322086799756,3.5154186013695012,1.4042153626493161,0.19499095907449215,Iris-setosa
+44,6.646181791556876,3.1356005869219725,5.629472346321124,2.018580079036923,Iris-virginica
+45,5.031720386302094,3.461070899871513,1.5631339796623227,0.3881296476314654,Iris-setosa
+46,5.789341556465152,2.7400488421893865,4.211602989239116,1.0264916215619644,Iris-versicolor
+47,4.788544141701069,3.0,1.401149731340915,0.29510375017299517,Iris-setosa
+48,4.8210720028391885,3.400746234841605,1.671083479404788,0.20108665075566579,Iris-setosa
+49,6.67062734134793,3.066507033316031,4.662690538971465,1.487549797729801,Iris-versicolor
+50,5.593406717578472,2.471936969007349,3.8641001411309928,1.0378381679909423,Iris-versicolor
+51,4.957056282812694,3.0904989275135,1.4339130440440626,0.19864339837234993,Iris-setosa
+52,5.1759264013337605,3.713477209406668,1.7574109379713416,0.38732196620703846,Iris-setosa
+53,4.60888996075409,3.5978781860465783,1.0,0.206693962111117,Iris-setosa
+54,4.973067449028932,2.0,3.4842588522103792,1.0176492325270874,Iris-versicolor
+55,5.5617356712219665,2.9078332786656476,3.589866665778163,1.3029746261225916,Iris-versicolor
+56,6.810363667754881,2.808492476328404,4.784079430644635,1.4004530900040926,Iris-versicolor
+57,5.624200027550118,2.896348907862201,3.7083607129837355,1.3076711401426586,Iris-versicolor
+58,4.596536336638854,3.631659624076927,1.0,0.1965280324692202,Iris-setosa
+59,4.994300023405559,3.6434052623193636,1.4089321066180722,0.19716072987796485,Iris-setosa
+60,6.820086603635607,2.8078253162720475,4.803759079867358,1.3978744481517127,Iris-versicolor
+61,5.998877843156006,2.918694740313678,4.576832596018513,1.3436712900885068,Iris-versicolor
+62,5.237049050252725,3.406363218805535,1.4040030685266884,0.19887723022566445,Iris-setosa
+63,7.710667392375896,2.606428649205247,6.9,2.302420279936372,Iris-virginica
+64,6.289921583284471,2.280050090639808,4.417221933465172,1.3123010531889827,Iris-versicolor
+65,4.802767323264024,3.0,1.401902004295701,0.10000011235690887,Iris-setosa
+66,4.400000448149659,2.900708003039494,1.3968199112616708,0.20159205184499746,Iris-setosa
+67,6.571095591529718,3.0,4.396313609211241,1.396679663818727,Iris-versicolor
+68,6.834055941301016,3.166448138216333,5.799102652797891,2.2984660830930457,Iris-virginica
+69,5.109142426909069,3.709673913571107,1.4957628910997656,0.39655990591601625,Iris-setosa
+70,6.35064085227192,2.9194839880691155,5.595395755246972,1.8094591958134425,Iris-virginica
+71,6.687008974633161,3.0542806779007425,4.685433739068442,1.4964715639406014,Iris-versicolor
+72,6.66569042925355,3.2883983987813195,5.7199980520136116,2.4999994718918632,Iris-virginica
+73,6.457229580647673,2.9247598419984553,4.3347416580545595,1.3203756253668126,Iris-versicolor
+74,6.064965115428627,2.4471073682927575,5.096300223002637,1.665370520109439,Iris-virginica
+75,7.658076121414608,2.813192782349574,6.686702453175632,1.9854477433472346,Iris-virginica
+76,7.708470029295325,2.599015882929463,6.8999988083094355,2.29575127261806,Iris-virginica
+77,7.692493849138164,2.8076066491046805,6.685374242815646,2.0154924704001864,Iris-virginica
+78,5.1025378645109685,3.4839991007311997,1.3868430002366603,0.29716607239814985,Iris-setosa
+79,5.88109942982282,3.0,5.085919144624054,1.773857145841299,Iris-virginica
+80,6.298121909941584,2.2926375420201333,4.413160570910966,1.2819391703404168,Iris-versicolor
+81,4.400000658000173,3.189077296972326,1.2619294599037199,0.1988190222291379,Iris-setosa
+82,5.885401891907491,3.0,5.095492420506231,1.8122970198764818,Iris-virginica
+83,6.773991545857852,2.518145898056832,6.133508969019284,1.8240307583374453,Iris-virginica
+84,5.5175314591281275,2.640530191161896,4.441850779382929,1.2456488125329221,Iris-versicolor
+85,5.409072573579832,2.5552155481901346,4.326120381671959,1.1532749734532663,Iris-versicolor
+86,4.618182750004073,3.6319280282511333,1.0,0.19110970967599372,Iris-setosa
+87,6.46595126648966,3.186255136300171,5.084914592984715,2.0103654501129795,Iris-virginica
+88,6.723125652173453,3.2794978359602918,5.732769421313987,2.0941246191705076,Iris-virginica
+89,4.856404773840691,3.0623332599890443,1.4826868197969496,0.10000009849652605,Iris-setosa
+90,5.487308909139245,2.585668444009825,4.353145103984687,1.2026061152191891,Iris-versicolor
+91,5.824209612076243,2.7392561415424197,4.235900491274951,1.1023337930100565,Iris-versicolor
+92,5.087750264777192,3.5025939933347208,1.403147598821648,0.19682287339453158,Iris-setosa
+93,4.40000060925126,3.0,1.3354402985808405,0.1931777290647612,Iris-setosa
+94,5.88940832889237,3.0,4.217722435181665,1.492400655315728,Iris-versicolor
+95,5.093790941220529,2.5003248914371126,3.094360862999663,1.0766171942937377,Iris-versicolor
+96,5.802547197388069,2.7204234484715997,4.119686384032503,0.9806357062486764,Iris-versicolor
+97,4.8138614301049945,3.0,1.3850730966305684,0.10000010666528915,Iris-setosa
+98,5.620697709119575,3.0,4.0655937633076045,1.2950723723684627,Iris-versicolor
+99,4.485612654202599,2.262993051570778,1.284201774091104,0.29081039477096565,Iris-setosa
+100,4.881266469295123,3.110189697734279,1.4747696600591702,0.10000010515888665,Iris-setosa
+101,4.989189529616348,2.0,3.1665305013778693,0.9648939944167116,Iris-versicolor
+102,6.247288397166064,2.4906729157410403,4.994070168985962,1.882975387025216,Iris-virginica
+103,6.471778576193355,3.0,5.790975902114385,2.2067279425721638,Iris-virginica
+104,6.4867021019907245,3.0,5.78583256330199,2.1973738279755772,Iris-virginica
+105,5.6503412310339325,2.7130295803347613,4.405214441333484,1.174655886463458,Iris-versicolor
+106,5.641200014979516,2.8814317902345317,3.9671508429148212,1.2719352969608946,Iris-versicolor
+107,6.204077568873708,2.907236813248876,5.5614349962213625,1.8514944919120704,Iris-virginica
+108,5.1509339863175185,3.7049341496780017,1.5699474334100398,0.4022251104207305,Iris-setosa
+109,6.916584491524215,3.1905375652316557,5.7678297414306465,2.3127269738395,Iris-virginica
+110,4.4,2.9138120057844716,1.3866712745186602,0.19856547754960327,Iris-setosa
+111,6.048938023460691,2.402571839384959,5.36757182502601,1.4558472429108023,Iris-virginica
+112,4.814613769907961,3.0,1.4021415730168114,0.1,Iris-setosa
+113,5.881356909423912,3.0,5.071253401778237,1.8076703375247098,Iris-virginica
+114,7.21085023200564,2.888543197879102,6.1847847732123755,1.7723613951521402,Iris-virginica
+115,6.713924850551442,3.3108498399256328,5.703043207608461,2.5,Iris-virginica
+116,5.855313215407077,2.7097191926549087,4.263031413558052,1.055021839555014,Iris-versicolor
+117,4.4,3.157783393689298,1.3126677074893685,0.20243452063865322,Iris-setosa
+118,7.696733952828056,2.5864831952784124,6.9,2.314371282377391,Iris-virginica
+119,5.0630006748124385,3.50518771424125,1.3951240709739183,0.19628140543540074,Iris-setosa
diff --git a/iris/tab_ddpm/4_3/18/test.csv b/iris/tab_ddpm/4_3/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/18/train.csv b/iris/tab_ddpm/4_3/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/18/val.csv b/iris/tab_ddpm/4_3/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/19/synth.csv b/iris/tab_ddpm/4_3/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2f9ddbcb58c953f296885485e2a581ae48b97729
--- /dev/null
+++ b/iris/tab_ddpm/4_3/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.8091450235085187,6.4293802645047675,1.9826252078561497,Iris-virginica
+1,5.108324763462866,3.504592893945738,1.382931930028125,0.29991807169084905,Iris-setosa
+2,7.420183978103782,2.855255899282888,6.399824543168011,1.8323258894793943,Iris-virginica
+3,5.941027922291482,3.0,5.128785144949108,1.800678834625685,Iris-virginica
+4,7.676435936398373,2.6144994127027026,6.9,2.3027199195287555,Iris-virginica
+5,6.520216667814301,3.0,5.517628528419993,1.8464780317706952,Iris-virginica
+6,5.162874821851691,3.4287012573028166,1.4131571602000959,0.22128279525483027,Iris-setosa
+7,6.877941785616287,3.0,5.736617564228922,2.028289534935951,Iris-virginica
+8,6.791069669481859,2.8105645247865576,4.869302130420224,1.4114824681082756,Iris-versicolor
+9,6.308963741870556,2.882151478821268,5.637060998061532,1.8215145021620895,Iris-virginica
+10,4.901486536076664,3.0953126738244436,1.6849258315547555,0.1000000931732914,Iris-setosa
+11,6.030197047429154,3.3697433937695993,4.470026256727049,1.6022418973187662,Iris-versicolor
+12,5.556910485260946,2.621971243292093,4.395907043140884,1.2440759197219453,Iris-versicolor
+13,6.049657117722219,2.680554032328476,5.0867039316652845,1.574011084600294,Iris-versicolor
+14,7.715841981571498,2.6013171935211443,6.9,2.320700093694134,Iris-virginica
+15,5.088315629352616,3.5047743895475434,1.393362745025422,0.2875139128634331,Iris-setosa
+16,6.023331381879274,2.925851336423922,4.607120288900729,1.3360791089404027,Iris-versicolor
+17,5.74612447146074,2.7093279927203753,5.076995756858901,1.901122676765725,Iris-virginica
+18,6.441033784324118,2.915932539713879,4.339047582049011,1.3174587456667421,Iris-versicolor
+19,6.706270540297153,3.297200019179608,5.703937925901456,2.4999995988093895,Iris-virginica
+20,6.673458272238217,3.3182485377637136,5.711006362483385,2.5,Iris-virginica
+21,6.09445111301779,2.591534764959332,5.616763345988489,1.4105034800404603,Iris-virginica
+22,5.4268743884848805,3.899999526587286,1.3315011275033966,0.36269244084763974,Iris-setosa
+23,4.915136339391649,3.0,1.4005506880847565,0.19458250578216446,Iris-setosa
+24,7.412923622722578,2.90028844717107,6.451394460307127,1.815574456326325,Iris-virginica
+25,7.2764544649959735,2.915267885908396,6.225433340515811,1.811344588531132,Iris-virginica
+26,6.6927240132605625,3.3102108944046944,5.689117175396833,2.5,Iris-virginica
+27,5.746838829923054,2.7635122616611207,4.329927800678461,1.1669734168434518,Iris-versicolor
+28,5.833529381687974,2.685220264561736,4.011920397465728,0.9995576730593261,Iris-versicolor
+29,6.690951322887103,3.3221410008527044,5.706165205244853,2.5,Iris-virginica
+30,6.294824602728312,3.383043710716551,5.590315428402744,2.3956751377345635,Iris-virginica
+31,7.6706598155447505,2.610759207733437,6.899998810860574,2.2873720362850456,Iris-virginica
+32,6.701532695855308,3.3134997417366394,5.693632936805079,2.4999996312234023,Iris-virginica
+33,4.6098077291982085,3.6045576811483433,1.0,0.19694074901232272,Iris-setosa
+34,6.971456135262882,3.188449478251583,5.618224036394778,2.3027976395712733,Iris-virginica
+35,5.084830379863218,2.5043928565032485,2.8789808118010343,1.089112173898761,Iris-versicolor
+36,6.8064805818444425,3.0,5.39617140416287,2.1997355208244387,Iris-virginica
+37,4.7977616396544045,3.0,1.3882943218813237,0.10000009915494851,Iris-setosa
+38,6.4893795674514765,3.0,5.539994912969333,1.8056508866191745,Iris-virginica
+39,5.691293096269731,3.786587309550197,1.6806549545876024,0.296431804172693,Iris-setosa
+40,4.972706281706005,2.0,3.579408396942048,1.0236432444327985,Iris-versicolor
+41,6.299170180472075,3.385939843981447,5.627946866020848,2.3969795797292046,Iris-virginica
+42,5.122084258463551,3.4971574993856076,1.3992589842361234,0.29867270806879564,Iris-setosa
+43,5.723797891014549,3.0,4.463785186722723,1.5112284204253879,Iris-versicolor
+44,5.928869820769364,3.028735774343678,4.323492283618548,1.5106985489949347,Iris-versicolor
+45,5.404341333025153,3.4087769027263066,1.7684977504080177,0.20023959378236306,Iris-setosa
+46,5.059833437902954,3.400363127248858,1.7251912717553495,0.37475335517058844,Iris-setosa
+47,5.218811545596365,3.4056775834766833,1.4004210520453029,0.1971900549330861,Iris-setosa
+48,4.611786768389601,3.400221496834746,1.404173235846464,0.32300997260326797,Iris-setosa
+49,5.865925522765873,2.712294716102199,4.10525267489301,0.999014373865176,Iris-versicolor
+50,7.703968283240207,2.647441505114513,6.899987782927144,2.3204360602714336,Iris-virginica
+51,6.925195877465955,2.9961819198701583,5.6405487857044445,2.0186093384400614,Iris-virginica
+52,5.419326604298084,3.3848577750242055,1.6859957728866668,0.44875628138717083,Iris-setosa
+53,5.7893734953349325,2.9737036484599204,4.455819751420066,1.4164530920107747,Iris-versicolor
+54,6.810594399473662,2.7740251301738064,4.831416903338864,1.3992097377114312,Iris-versicolor
+55,6.697270862279566,2.5043377898211867,5.796216376877138,1.7959858874652146,Iris-virginica
+56,4.4981076388210175,2.313107754007677,1.2847270341356127,0.29931105109201883,Iris-setosa
+57,5.984619490927072,2.86817453649775,4.5563879744420746,1.4915943631239192,Iris-versicolor
+58,5.524273418246054,2.610951780445522,4.417450120671187,1.2319863356114853,Iris-versicolor
+59,4.802266543493851,3.374338730237348,1.6796618638721643,0.19757623734070534,Iris-setosa
+60,6.3428375192484605,2.850100177880756,4.296797891652283,1.2552990002121378,Iris-versicolor
+61,7.9,3.8173780519942686,6.450109754074614,2.0303227964229635,Iris-virginica
+62,6.291547999138693,3.3131790255390685,4.721643110359718,1.6031531082221466,Iris-versicolor
+63,5.09124323468741,3.4892575911297357,1.387169838490597,0.19796938678984244,Iris-setosa
+64,7.338872762053553,3.0,6.260548811211886,2.092222085701748,Iris-virginica
+65,7.9,3.774920862278228,6.391871704733291,1.9994509993170706,Iris-virginica
+66,4.936040007064197,2.4121225371834343,3.1930347052119377,0.9872360342485185,Iris-versicolor
+67,5.118319447561923,3.4607888150960022,1.4007304498768225,0.1978789887648275,Iris-setosa
+68,6.125334283135414,3.020467751448598,4.593324866068615,1.5157009034533273,Iris-versicolor
+69,5.765897397499979,2.8469357733949696,4.5154297919846,1.3148504807303363,Iris-versicolor
+70,6.926981276431814,3.1068081717547935,5.08391377097148,2.2975918434964173,Iris-virginica
+71,6.312900553854938,2.4400148974022198,5.024581976750036,1.8894283910260439,Iris-virginica
+72,5.999756471810135,3.3924033503169,4.510584171268941,1.5840880608435066,Iris-versicolor
+73,7.682330475503485,3.0,6.6780149356295,2.0861927546889207,Iris-virginica
+74,7.705966418421541,2.8032744990903944,6.677424864237915,1.9938889141541716,Iris-virginica
+75,4.887841997323758,2.4041787373290164,3.2159392894498904,0.962940290744396,Iris-versicolor
+76,5.61925752761172,3.0,4.179190809671704,1.3064962597984793,Iris-versicolor
+77,7.269422680560335,2.8862580064378593,6.2352197531054845,1.7921107456919867,Iris-virginica
+78,5.58052356738977,3.0,4.080245962729407,1.303966612735332,Iris-versicolor
+79,5.671426437737397,2.878042058780087,4.012503182378267,1.2735314128531798,Iris-versicolor
+80,7.465763035050673,3.0,6.4283818118494285,2.07493174459805,Iris-virginica
+81,6.145776439778781,3.0349325951145163,4.61687102782607,1.4566911157602178,Iris-versicolor
+82,4.8906756015656505,3.055389080140903,1.4793389223510622,0.10000011731414753,Iris-setosa
+83,4.965553896977126,2.444417326747331,3.0324891987599587,1.0308326931915763,Iris-versicolor
+84,5.801802769795749,2.8933556525840105,4.461765532137482,1.307900814991971,Iris-versicolor
+85,4.6173048284880265,3.600861346483908,1.0000004055076397,0.19868608520524786,Iris-setosa
+86,5.314959152054675,3.6886238331794066,1.6207891267858203,0.2006611524318883,Iris-setosa
+87,5.231491114469115,2.732459576133151,4.005373626795474,1.4028075031274776,Iris-versicolor
+88,5.800159995420693,3.0,4.403548842073047,1.5124654491104643,Iris-versicolor
+89,5.57222463075297,2.4425992936905194,3.8469915015626412,1.0706713662523362,Iris-versicolor
+90,6.717540723959223,3.313242493356222,5.712159243157771,2.5,Iris-virginica
+91,5.3076445349738615,3.418616453355387,1.4998284900055705,0.41368139840022067,Iris-setosa
+92,5.704123519157424,3.0,4.448353871399175,1.4899882412788517,Iris-versicolor
+93,5.66545280789743,2.609367466996389,4.249017181381398,1.1313927873478928,Iris-versicolor
+94,6.961564122184063,3.2099916236667716,5.672204759491856,2.308937518325727,Iris-virginica
+95,6.687054508511057,3.1059952589896804,4.65458904040239,1.494039875537244,Iris-versicolor
+96,7.89999819276412,3.801197980563538,6.4118467728570785,1.994588838177105,Iris-virginica
+97,4.4,2.881934601019632,1.4000137868106362,0.20264336573137354,Iris-setosa
+98,5.533421305812801,2.4518356699616373,3.7185948056367275,1.0640703223763763,Iris-versicolor
+99,4.400000508244518,3.0586005923572417,1.3352916692698362,0.19997393371123745,Iris-setosa
+100,5.063417568441474,3.549751189042113,1.397949963254551,0.20040461706560259,Iris-setosa
+101,6.013833942420488,2.6846876645480773,5.140134821233011,1.6320750113608862,Iris-versicolor
+102,5.181064767633658,3.774908533058395,1.7506503289810464,0.2019399473237721,Iris-setosa
+103,6.086522216462233,2.608519487182469,5.593562811628114,1.3872399303774687,Iris-virginica
+104,5.476042108316673,3.9,1.3133975510011497,0.4471238492552878,Iris-setosa
+105,5.902368909738917,3.0,4.13935193618984,1.5075989953429856,Iris-versicolor
+106,5.079173161361216,3.6699905651878155,1.4876723998771462,0.3858674433872826,Iris-setosa
+107,7.5970764585400135,3.0,6.604910383172888,2.0911293432237756,Iris-virginica
+108,7.35733551063337,2.8822818866792157,6.387333405441039,1.8177123201501864,Iris-virginica
+109,4.974070258441419,2.0,3.3170937678672914,0.9303734510913242,Iris-versicolor
+110,4.919018340886886,3.119293022669732,1.4897637831043995,0.10000010407653301,Iris-setosa
+111,5.356482369128209,3.4042207073132285,1.5107150475158608,0.19899791797473793,Iris-setosa
+112,7.283250538161692,3.0,6.2403530983073825,2.1266153911607732,Iris-virginica
+113,6.313264434764262,2.2721610718235974,4.387023997160112,1.3096060342270992,Iris-versicolor
+114,5.003144287366641,3.598182421159646,1.3966157841903848,0.20080921513146405,Iris-setosa
+115,7.9,3.7953804481396354,6.400897771218409,2.003704355906341,Iris-virginica
+116,4.990061470479565,2.0,3.491905443624475,1.0063013869363937,Iris-versicolor
+117,7.359155312535148,2.8813505811984244,6.359420970450623,1.8182973564164788,Iris-virginica
+118,4.621941974149125,3.3441403937722147,1.397136932520556,0.29642700684060685,Iris-setosa
+119,4.499792596249253,2.311450138620536,1.300676320897142,0.2963945173822943,Iris-setosa
diff --git a/iris/tab_ddpm/4_3/19/test.csv b/iris/tab_ddpm/4_3/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/19/train.csv b/iris/tab_ddpm/4_3/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/19/val.csv b/iris/tab_ddpm/4_3/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/2/synth.csv b/iris/tab_ddpm/4_3/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..424fa46c3117e2d172d92eaa3ef22fabaf179896
--- /dev/null
+++ b/iris/tab_ddpm/4_3/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.051433395787507,2.247298480261774,5.020921973068912,1.5242473961603415,Iris-virginica
+1,4.5952868277693275,3.6312895454353975,1.000000384994422,0.20115845136639907,Iris-setosa
+2,6.542102958829516,3.0,5.506014844268575,1.8230868279653933,Iris-virginica
+3,6.850088665276436,2.7911370669900992,4.781629363599398,1.3950767056035829,Iris-versicolor
+4,6.299157113673929,3.3878439678029397,5.636014498503229,2.3885251048511265,Iris-virginica
+5,6.399681311944862,3.2654007924673003,4.71753623635426,1.5867396379222847,Iris-versicolor
+6,4.903823267830038,3.0,1.4006891494413984,0.19734548555627163,Iris-setosa
+7,4.834840272396536,3.368332550755901,1.4930202171107896,0.19700048908734336,Iris-setosa
+8,6.705571943963694,3.283197393345242,5.685715796855269,2.4999995450692776,Iris-virginica
+9,5.775789385517056,2.8760494790492324,4.511738521487588,1.3304624622716794,Iris-versicolor
+10,5.162157264667377,3.680402585410229,1.5467900482792183,0.38424155499331814,Iris-setosa
+11,6.52552916354328,3.0,5.523921788680105,1.7959564046103609,Iris-virginica
+12,5.778772253964804,2.9893798900711213,3.91557345018161,1.3975688638413168,Iris-versicolor
+13,6.520944524850169,3.0,5.459841727779321,1.8143277421874577,Iris-virginica
+14,6.68620972404578,3.2848837467879486,5.700475604971926,2.5,Iris-virginica
+15,5.680331160310134,2.751912008224155,4.4387560337621625,1.2717042134744359,Iris-versicolor
+16,6.079901611733514,2.5762415016028206,5.612128252901259,1.3992066643951198,Iris-virginica
+17,5.328025056165257,3.619896570595502,1.4915332914841954,0.19775747108175176,Iris-setosa
+18,7.721503289762707,2.6072615586806553,6.9,2.308994471247445,Iris-virginica
+19,5.084470225088223,3.6054593698413973,1.4694904776865831,0.401422056268553,Iris-setosa
+20,7.7373333775111615,2.600797171397708,6.9,2.3040049890041683,Iris-virginica
+21,6.236141222198882,2.841644519198965,5.577487606450073,1.765085899412336,Iris-virginica
+22,6.019618117160654,2.191518254588484,4.979133025063346,1.5176647894621593,Iris-virginica
+23,6.294356027990205,3.3803297811199013,5.597652260896593,2.403859734213163,Iris-virginica
+24,5.544680693195606,2.543061537374425,3.9377774431678003,1.109961499540959,Iris-versicolor
+25,5.111085998110921,3.7475428170955096,1.662725340170304,0.3393300250473318,Iris-setosa
+26,7.698189127095623,2.8133395343003778,6.681898108009087,2.0229708944490956,Iris-virginica
+27,5.393067925917557,3.402478431665617,1.8413387096873493,0.2016004267473642,Iris-setosa
+28,5.107863389188263,3.7154783499028516,1.520477608611122,0.2526273741070307,Iris-setosa
+29,5.611078825584435,3.0,4.142724696374895,1.3070451460301804,Iris-versicolor
+30,4.400000527020085,3.2005610549357746,1.29038826966208,0.18638871868863627,Iris-setosa
+31,4.591208578517058,3.399872651721963,1.3811927750548532,0.3037205737416438,Iris-setosa
+32,5.567646865693098,2.4184550975177728,3.8408671025718952,1.0205777285093767,Iris-versicolor
+33,4.9105895742501655,2.440673025307863,3.34202232964133,1.0363114978793964,Iris-versicolor
+34,7.710483555937091,2.582051597490739,6.9,2.3002594756366763,Iris-virginica
+35,5.072961863443725,2.000002604866708,3.5669320014183024,1.0634002612903748,Iris-versicolor
+36,4.928476370762922,2.418667608304922,3.323948505767495,1.0122865816243516,Iris-versicolor
+37,7.9,3.8035092079460027,6.395731737714489,2.0206080616989213,Iris-virginica
+38,6.654865941628327,3.024943939201868,4.5339659733749516,1.4376099947471568,Iris-versicolor
+39,5.392613866304761,3.403057732109049,1.4978972078426969,0.38705284320586053,Iris-setosa
+40,5.639831284460952,2.926240147508542,3.97359625098745,1.3150110968971405,Iris-versicolor
+41,5.397178519143062,3.9,1.318216478333376,0.34756167779979225,Iris-setosa
+42,7.517308131454943,3.0,6.505664596812971,2.0883153588376047,Iris-virginica
+43,6.407923739646769,3.222264442611997,4.711266818066195,1.5325219693380705,Iris-versicolor
+44,5.6235227464322195,2.8818277831569685,3.684172099533665,1.3049871679172544,Iris-versicolor
+45,4.930157520287696,2.425261976031661,3.420061780598706,1.0440508126921078,Iris-versicolor
+46,6.072617322479944,2.611861017564118,5.129744360032233,1.5703230851755707,Iris-versicolor
+47,6.203141203885526,3.356942969027797,4.62573443591335,1.6405657531780629,Iris-versicolor
+48,6.5398978297657155,3.2824973204957977,5.569677784909279,2.3352945585010367,Iris-virginica
+49,4.790613107933386,3.0,1.401071012061223,0.29626863358123245,Iris-setosa
+50,5.741358154044287,2.791984979106841,4.082639214872758,1.1905676476643152,Iris-versicolor
+51,5.402472807958934,3.8999995849917695,1.2905013517116335,0.30817094457788374,Iris-setosa
+52,4.833091123122953,3.4155122738806405,1.534922641166599,0.20682842369424018,Iris-setosa
+53,5.03524240608783,2.000000667078588,3.5611283448796414,1.0286382712391064,Iris-versicolor
+54,5.409034102422866,3.4057495072661275,1.6584672323225715,0.1955952548992451,Iris-setosa
+55,6.523534354766627,3.0,5.81931314958435,2.2123953528577345,Iris-virginica
+56,5.434613835617749,3.3927280538231304,1.6893958022651507,0.19806216631889717,Iris-setosa
+57,5.634235438940114,2.5920212716364013,4.1779049682660085,1.1259395395363128,Iris-versicolor
+58,5.195628992934143,2.6864291879378035,3.854057937547874,1.390240212218257,Iris-versicolor
+59,6.802159991734805,3.2250501563698544,5.850616219866854,2.312841217521891,Iris-virginica
+60,7.899998891998197,3.7995233700294913,6.428427604215485,1.9874957858198772,Iris-virginica
+61,5.911850580336893,3.0,4.261598485700491,1.4988398216803622,Iris-versicolor
+62,6.404093864161026,3.189475727121664,4.671821784652073,1.5183757632096804,Iris-versicolor
+63,6.017691416111325,2.718105010200396,5.101529883944427,1.5968161167724668,Iris-versicolor
+64,5.151259452241297,3.535821507516846,1.425490895930132,0.20507160109938027,Iris-setosa
+65,4.4,2.918386965939668,1.4019831605057986,0.19963764273694795,Iris-setosa
+66,5.715169586611785,2.9314793560187025,4.599244085808262,1.4778745584437376,Iris-versicolor
+67,5.910689512938678,2.848687615748368,4.700219118890417,1.5334585446487405,Iris-versicolor
+68,6.265291569041876,3.3154263730488753,4.6977450695196605,1.580127558435073,Iris-versicolor
+69,6.886275991891818,3.2034765460787864,5.697696322010088,2.3122418696614244,Iris-virginica
+70,5.18436243682592,3.4436323618045743,1.4024478128299311,0.2340904500689151,Iris-setosa
+71,6.028320783590709,3.3805641897300522,4.496857937589668,1.6154526934295004,Iris-versicolor
+72,6.132083133259378,2.5672015180367733,5.030840886002619,1.8991938023962318,Iris-virginica
+73,5.595253896592204,2.879776912358627,3.541620563284236,1.3030309019231563,Iris-versicolor
+74,6.838583154550342,3.0,5.301614717521463,2.1939651104068223,Iris-virginica
+75,6.264905567792853,2.8621021350269626,5.598102580205101,1.8020093435926758,Iris-virginica
+76,5.0885229730462855,2.5422622491386524,3.453763071900476,1.2219855182617008,Iris-versicolor
+77,5.236170091664136,2.5187509985421066,3.1898301400572837,1.1579056033261237,Iris-versicolor
+78,4.503485778416553,2.3246225294635754,1.2840338056472953,0.29335443260610355,Iris-setosa
+79,6.093283439621774,2.5864710521705416,5.56529235711008,1.4012953952730878,Iris-virginica
+80,5.002417726439731,2.0000008532363944,3.446675213309506,1.005103920148564,Iris-versicolor
+81,6.760445096775835,2.8715591274331707,4.7542607447249745,1.4059203751499612,Iris-versicolor
+82,4.603506951284808,3.5977051920045215,1.0,0.2023165356271257,Iris-setosa
+83,5.566170228272952,2.4357584032799102,3.7823233265631178,1.0910408830176148,Iris-versicolor
+84,4.962126303205216,3.487776248091503,1.36663914395968,0.22644155776595185,Iris-setosa
+85,6.524601774422864,3.1714720592420678,5.165634828356736,2.0369000808654074,Iris-virginica
+86,5.58613606900227,3.0,4.114994666498174,1.3099951682086022,Iris-versicolor
+87,5.31256202396987,2.736604364964083,3.958082384439929,1.3801998219693485,Iris-versicolor
+88,6.809234836314697,2.7955482626615202,4.76701486797851,1.3973621300279726,Iris-versicolor
+89,7.899998919195095,3.7920220062302628,6.354181571578602,1.9856611950036924,Iris-virginica
+90,5.555120924746568,2.514453134580544,3.8094678098204553,1.0643898075720335,Iris-versicolor
+91,4.911300750614932,2.3982678422164483,3.4413499322960694,1.0139578249782681,Iris-versicolor
+92,5.20959945819964,3.3891025157513948,1.3831517107168174,0.20271022505682884,Iris-setosa
+93,5.833751921730453,2.741630110666879,4.775941687833654,1.4275733461117681,Iris-versicolor
+94,6.443889876729854,2.9019253917551895,4.357277931212215,1.3060385143513846,Iris-versicolor
+95,6.0486753943126255,2.6822143985109745,5.0379080251748345,1.5869902005113232,Iris-versicolor
+96,6.528390526336413,3.0,4.434459287394183,1.435875145235926,Iris-versicolor
+97,7.67966056815443,2.610469144414681,6.9,2.2953797170665076,Iris-virginica
+98,4.599787686952171,3.601898683083506,1.000000406759286,0.18485131092693452,Iris-setosa
+99,5.240060202422765,2.6077099277082976,3.74383013205964,1.3351351392828938,Iris-versicolor
+100,5.7541636072073565,2.864372134994907,4.4024303930634305,1.3021222752421426,Iris-versicolor
+101,5.507202047435557,2.4571990093899787,3.8254803544027896,1.0608000289313149,Iris-versicolor
+102,5.59951148973239,3.0,4.473262717304908,1.4926336203113566,Iris-versicolor
+103,6.640942697148378,3.0,4.482678099840758,1.4275795338675934,Iris-versicolor
+104,5.820688901415379,2.745140350415622,4.218853155932956,1.0741240250485258,Iris-versicolor
+105,5.781568174444033,2.7821608930459676,5.107476612511772,1.8876558316657066,Iris-virginica
+106,4.400000449270651,2.9180739833350664,1.3931936265002784,0.19221812889553144,Iris-setosa
+107,5.080592250134129,3.796885342365163,1.4979524517750997,0.20009361171698598,Iris-setosa
+108,5.789108045141102,2.6523947702182062,4.002756867181795,1.081349403917503,Iris-versicolor
+109,5.411729752735839,3.4068332980734897,1.5079183959346794,0.4128632483438052,Iris-setosa
+110,5.341860044495718,3.5788475681686958,1.4962673877002073,0.33849372633393315,Iris-setosa
+111,7.9,3.807845529551777,6.436968412905659,1.9911561611556463,Iris-virginica
+112,6.021805935221674,2.9005456584705773,4.525469611925295,1.5031398247254986,Iris-versicolor
+113,5.505174494059434,2.5982675147322096,4.41389242081476,1.2216316921378398,Iris-versicolor
+114,4.774090973114955,3.0,1.4016383144822095,0.35047366959824294,Iris-setosa
+115,4.4,2.8506639573995995,1.4008898859738854,0.19934434994906036,Iris-setosa
+116,5.211457008513483,3.4064844865565815,1.3958661276203819,0.20535030570928547,Iris-setosa
+117,6.688722979559105,2.509419785126892,5.765436086992503,1.7783385376428338,Iris-virginica
+118,6.075288711653952,2.608220251627133,5.583978683105032,1.4077809227531461,Iris-virginica
+119,5.302848067634693,3.7078001656452257,1.52115485417037,0.19941189311253232,Iris-setosa
diff --git a/iris/tab_ddpm/4_3/2/test.csv b/iris/tab_ddpm/4_3/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/2/train.csv b/iris/tab_ddpm/4_3/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/2/val.csv b/iris/tab_ddpm/4_3/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/20/synth.csv b/iris/tab_ddpm/4_3/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d045924b93dc974d8d7dc710f24135ff8153defc
--- /dev/null
+++ b/iris/tab_ddpm/4_3/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2625193961937065,3.316608783377402,4.655693268067826,1.6296086855534133,Iris-versicolor
+1,5.279878202984044,2.7555753699269645,4.033246312446589,1.4164821284141256,Iris-versicolor
+2,6.67030051663479,3.304792067673657,5.695159797584092,2.0820927171322574,Iris-virginica
+3,6.871868662122086,3.1987968292127396,5.717412891788036,2.2807001081600182,Iris-virginica
+4,5.247682319179426,2.717975314820455,3.9757672264931716,1.402950204444073,Iris-versicolor
+5,7.7127854491641745,2.616048679079613,6.9,2.3137834865089917,Iris-virginica
+6,5.609968575522503,3.0,4.182913773375599,1.3182716584790597,Iris-versicolor
+7,6.684271437902282,3.316543736575394,5.706963070739455,2.49999961835137,Iris-virginica
+8,5.604445931550051,2.9770917595213366,3.876127535357303,1.3091318174341626,Iris-versicolor
+9,5.371659599035164,3.4043681099801533,1.511075953653453,0.42084971411153693,Iris-setosa
+10,6.520964981970004,3.1961093776189964,5.099390254062201,2.020206473947181,Iris-virginica
+11,6.5091526058431,3.204714570772978,5.150085075187885,1.97396521072227,Iris-virginica
+12,4.986560539394688,2.0,3.3430147563787953,1.054929302838278,Iris-versicolor
+13,5.863867485012189,2.864056793230945,4.501789262211608,1.3119660273113267,Iris-versicolor
+14,7.9,3.8146574695839783,6.437444942848487,2.001202257784853,Iris-virginica
+15,4.4986237388412125,2.3076346329739645,1.2849795922766167,0.32236791164544343,Iris-setosa
+16,6.308606005788783,2.467071306775118,4.9647402216336225,1.8943779377964645,Iris-virginica
+17,5.965807474070252,2.731563419683897,5.096569116426538,1.606593743136083,Iris-versicolor
+18,6.797136982098866,3.190603069185672,5.8342451475639665,2.268955356614119,Iris-virginica
+19,6.283872467302737,3.3873433931063324,5.616505803334408,2.4033825391116674,Iris-virginica
+20,5.730039180303479,2.81589643405749,4.043176903374783,1.2326607073208646,Iris-versicolor
+21,4.594781377993909,3.608489169545005,1.000000383931236,0.20327963386802458,Iris-setosa
+22,5.673498369761724,2.466531433298416,3.91629871991661,1.0593934701872543,Iris-versicolor
+23,4.903718118774588,3.0823910585973247,1.4846198770878902,0.1,Iris-setosa
+24,4.941839360762952,2.4560242577681803,3.312426588518971,1.0229945837617875,Iris-versicolor
+25,6.008831481061187,2.800511075073047,4.6340455895013974,1.215021333454586,Iris-versicolor
+26,6.810943005563401,3.0,5.312759589222595,2.2299414893553515,Iris-virginica
+27,4.4,3.1973624650681423,1.28637757761561,0.1984230267085435,Iris-setosa
+28,5.191912943210156,3.4137739411858643,1.4006795596757777,0.2030609673707772,Iris-setosa
+29,6.392881045865972,3.0673407669790618,5.1649188006988975,1.928727809731225,Iris-virginica
+30,6.094722582760997,3.0,4.622264529324965,1.4212128725430313,Iris-versicolor
+31,5.836555195080433,2.8515289952219787,5.121400535677053,1.8849052469411802,Iris-virginica
+32,6.193093189321398,2.1863997433944062,4.4975863609374676,1.508176851079198,Iris-versicolor
+33,6.660127939431047,3.322074289938527,5.655207675002577,2.084523842935341,Iris-virginica
+34,7.727882111232732,2.56323919601762,6.9,2.3129929542878958,Iris-virginica
+35,5.098742439469176,3.7961987415059872,1.536737813583636,0.20111058402807094,Iris-setosa
+36,5.388838551667788,3.899999612612106,1.2869735444759782,0.31475032998829344,Iris-setosa
+37,7.6896628181382,2.599658704181824,6.899998643180636,2.307704886665491,Iris-virginica
+38,6.174977046416161,3.0,5.025888075846377,1.8109881030502575,Iris-virginica
+39,6.590827840171451,3.3056895177156616,5.642341730322771,2.365564943914146,Iris-virginica
+40,6.68627750178064,3.2991893239575947,5.737602414158924,2.5,Iris-virginica
+41,5.559862641101628,2.4384844563231174,3.7731489656570507,1.0353079990117036,Iris-versicolor
+42,5.921121894283102,2.9308012394368665,4.5344199770711935,1.3316588267258551,Iris-versicolor
+43,5.896155303998439,3.027252827270301,4.282323814010875,1.4812198047075422,Iris-versicolor
+44,6.361337896892961,2.4054484198124975,4.404133762799156,1.3150278730231009,Iris-versicolor
+45,6.071386979838179,3.400990242278685,4.56781015144748,1.6033915836197592,Iris-versicolor
+46,4.976682889565306,3.634531861746871,1.4013409198966413,0.19983409835559135,Iris-setosa
+47,5.848633464040896,2.7677536280141206,5.103446352505409,1.8876482209200085,Iris-virginica
+48,4.4,3.241556072880779,1.305448643930289,0.1944953488848864,Iris-setosa
+49,5.395347786091446,3.4048784700366985,1.5345347595705732,0.3935431624676988,Iris-setosa
+50,6.497004726873542,3.0,5.51973473937838,1.8062734643340574,Iris-virginica
+51,6.702361010023436,3.30863121951354,5.713727674879543,2.5,Iris-virginica
+52,6.327741365111245,3.38435309940356,5.615293500968203,2.403085144074952,Iris-virginica
+53,6.005376532486969,2.703636389703132,5.053548560904901,1.608601862828601,Iris-versicolor
+54,5.764478263758685,2.7154651999898296,5.12030426346334,1.906406730096021,Iris-virginica
+55,4.772672133223786,3.4006288096242367,1.61049064856356,0.19551337910230093,Iris-setosa
+56,7.707581780266981,2.6057768461071396,6.9,2.311957835974163,Iris-virginica
+57,5.438260846377159,3.471411562349005,1.6206263960401908,0.20165958953583074,Iris-setosa
+58,7.68918613088711,2.895250636391576,6.6498343005658125,1.9945287155616211,Iris-virginica
+59,6.809470082331977,3.196846581302506,5.844468510193809,2.2977116624821305,Iris-virginica
+60,6.4762493027217065,2.931434111899164,4.329256169582723,1.3259194481020167,Iris-versicolor
+61,6.695403470039857,3.2983885617071955,5.707706059297595,2.5,Iris-virginica
+62,5.050063332214624,3.378619631345412,1.499464291780402,0.4200684899326294,Iris-setosa
+63,6.305418361575506,3.3229131560707326,4.732196683534456,1.6059934636498308,Iris-versicolor
+64,7.708864468513967,2.613006914398334,6.9,2.305680030080297,Iris-virginica
+65,6.0919234316168716,2.6124625557633183,5.595028474041111,1.4060674815863967,Iris-virginica
+66,7.9,3.7902040609226892,6.390687614168241,1.9881693887482514,Iris-virginica
+67,6.80170097980741,3.0,5.497016664064869,2.152778427550152,Iris-virginica
+68,5.183877026415282,3.3946630150727,1.3989184690649195,0.19995665427305193,Iris-setosa
+69,5.476174871848953,2.3984807213281245,3.7109857595292004,1.0181282037525556,Iris-versicolor
+70,7.703954341695152,2.5584028820798657,6.9,2.3055473216403084,Iris-virginica
+71,5.618963128844081,2.8905782454397366,3.656704735857215,1.2917026961576816,Iris-versicolor
+72,4.869182499708307,3.054614300359729,1.4572168128314478,0.1,Iris-setosa
+73,6.103024514167716,2.8018335464303403,4.6942119921383965,1.193787885404875,Iris-versicolor
+74,5.15345851817654,3.3522862494429124,1.498074673294277,0.39059348126203447,Iris-setosa
+75,6.458067079507589,3.0,5.854483835600103,2.206464995384625,Iris-virginica
+76,7.697534618819907,2.805825889179389,6.702182248477051,2.002041253649687,Iris-virginica
+77,4.783587450040694,3.0,1.3519498284301998,0.1,Iris-setosa
+78,5.699235443264496,3.0,4.3422666479999315,1.5010296129243401,Iris-versicolor
+79,6.92445145583695,3.210549929847624,5.6553550672750985,2.3120489859851237,Iris-virginica
+80,6.686141376615104,3.0904074932574095,4.671629993913898,1.48524387404138,Iris-versicolor
+81,5.863638614752597,3.0806162742147394,4.282714872069725,1.50877437206765,Iris-versicolor
+82,6.3207489551813065,2.5131776255295826,4.9891517218167545,1.921381531162495,Iris-virginica
+83,5.617871493638351,3.7794268246651592,1.4974745524087678,0.2988671055381665,Iris-setosa
+84,5.6598946149246485,2.716814901240614,4.512776105067262,1.2486403088164608,Iris-versicolor
+85,7.899998704680354,3.7776575051011885,6.382726957940344,1.9839068589091016,Iris-virginica
+86,4.868189754719222,3.0358060249625387,1.4597098307185317,0.10000011003158947,Iris-setosa
+87,6.286094493117019,3.0691260186479474,5.059052160793672,1.9197137144520524,Iris-virginica
+88,4.987716340386696,2.000000557120537,3.548961665468127,1.0029527054972223,Iris-versicolor
+89,5.207740313161456,2.653701594994678,3.718333353313119,1.3574186519980125,Iris-versicolor
+90,6.800856868749017,2.805568254890768,4.802916485202925,1.4106146910122095,Iris-versicolor
+91,5.417586067692136,3.512849138636928,1.7421031774500961,0.19130511947935364,Iris-setosa
+92,6.6629647698035726,3.2724112878413805,5.719854893099946,2.5,Iris-virginica
+93,7.195717521567651,2.9130081457656956,6.19628240444048,1.7846581929233218,Iris-virginica
+94,7.042822855682203,3.144451671259508,5.486574381014944,2.2922619802440183,Iris-virginica
+95,7.9,3.8045760092917758,6.378987412586066,2.008935457012614,Iris-virginica
+96,4.619226820895642,3.393291510026809,1.3661193948383414,0.2852322582494527,Iris-setosa
+97,6.200634878958651,3.2258636591964165,4.646482448200038,1.5504498690858233,Iris-versicolor
+98,5.805208492360415,2.7090599800441306,4.137443166041991,1.0531547641527452,Iris-versicolor
+99,5.896437890710307,3.0,4.15880361085839,1.4991801886061686,Iris-versicolor
+100,5.878197555928229,3.0,4.175521255069056,1.4845422084624909,Iris-versicolor
+101,5.613944104448285,3.0,4.517986798477183,1.5084243575840437,Iris-versicolor
+102,7.141303144159035,2.994941421916839,5.987140798846494,2.0450792141193235,Iris-virginica
+103,6.12360891989411,2.579029937094787,5.574557160644835,1.4203884779508469,Iris-virginica
+104,5.00822474654503,3.404805020279834,1.6108509197769048,0.41303692349906385,Iris-setosa
+105,6.131218331606098,2.5855468352610473,5.601878976113158,1.4070524336985888,Iris-virginica
+106,4.988243531757072,2.0,3.510138710532108,1.0063798209213128,Iris-versicolor
+107,7.68793473146412,2.595558571125246,6.899998933299817,2.305331304638838,Iris-virginica
+108,5.88887736615553,3.0,5.096781338714896,1.8055157289953017,Iris-virginica
+109,5.197010961914622,2.4328559875575575,3.0193256333959955,1.024427562926894,Iris-versicolor
+110,6.03008007481381,2.941841293850372,4.548925523272988,1.507895684674599,Iris-versicolor
+111,5.200157229232243,2.671954901915331,3.8369382642278076,1.3872407097881925,Iris-versicolor
+112,5.491402640485438,2.6251289122376615,4.415130364969765,1.2312876010658231,Iris-versicolor
+113,5.611371861276156,2.9081169787833243,3.836118067238331,1.2854192590347575,Iris-versicolor
+114,5.501412949115676,2.592463256725133,3.7622819458203476,1.2464309737176167,Iris-versicolor
+115,6.505352717512804,3.398119018350361,5.602148360176284,2.173805816055788,Iris-virginica
+116,5.999675131429104,2.3081968076796944,4.232568552460663,1.1889642727355132,Iris-versicolor
+117,5.627765981259064,3.7827986479832676,1.7928752501934249,0.30235190256585465,Iris-setosa
+118,6.019653042695828,2.683100177896112,5.105816870544013,1.5401853356758868,Iris-versicolor
+119,5.615937972071427,3.0,4.069295343446612,1.3036511473555443,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/20/test.csv b/iris/tab_ddpm/4_3/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/20/train.csv b/iris/tab_ddpm/4_3/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/20/val.csv b/iris/tab_ddpm/4_3/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/21/synth.csv b/iris/tab_ddpm/4_3/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8120bbf92637ce4f1e268b2f6b1e2784d272c07d
--- /dev/null
+++ b/iris/tab_ddpm/4_3/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.560076174548795,3.1927910608339274,5.149449678674934,2.0654512076505167,Iris-virginica
+1,5.48470293589577,3.42150310676952,1.4943414160738944,0.3629896725474896,Iris-setosa
+2,5.006830230795765,2.0,3.439905148167209,0.9953126383508448,Iris-versicolor
+3,4.4,2.9119887567206124,1.3996453387642789,0.19696788545233268,Iris-setosa
+4,7.7108003982344515,2.7754735617623374,6.729393385770815,2.0356407166084254,Iris-virginica
+5,7.393713727863266,2.920790544573956,6.405005735471537,1.8731894191908367,Iris-virginica
+6,4.849350184433197,3.3050765203296306,1.485623152777774,0.19786633714051594,Iris-setosa
+7,7.694630802282116,2.7751111175943732,6.702176967100452,2.013446394788244,Iris-virginica
+8,5.215050634197672,3.4043575522005627,1.3791095090785508,0.19924410308572776,Iris-setosa
+9,5.279208255313559,3.407184920011611,1.6521113545137531,0.4105342155625705,Iris-setosa
+10,5.723239607971131,2.7778638669129934,4.2143165058765035,1.1181210593829383,Iris-versicolor
+11,5.9135363878926634,2.8413261532450687,4.5534656893543275,1.2742244997297913,Iris-versicolor
+12,6.839585193731021,3.1014316209524573,5.1365447317089,2.295965000011048,Iris-virginica
+13,5.8889878018736095,3.0,5.138622246008513,1.7882748200888683,Iris-virginica
+14,6.460710375670153,2.936476073762373,4.310961226863503,1.32700044850363,Iris-versicolor
+15,6.806541783449894,3.0,5.573029654222606,2.0503534081182004,Iris-virginica
+16,6.805644922055308,2.797416358879332,4.755975797590959,1.396311726973893,Iris-versicolor
+17,4.904570150762968,2.4053618235756873,3.3936955971273832,0.9593740075704065,Iris-versicolor
+18,5.173942909671526,3.387379866659307,1.3818518315222479,0.1999810866651558,Iris-setosa
+19,7.371601222406994,3.0,6.345606252321412,2.1227313396231007,Iris-virginica
+20,4.886952153363492,3.105331145195717,1.5457020636530583,0.10000011853693434,Iris-setosa
+21,6.58474904237933,3.1847390919362972,5.1075947522569765,2.083341236565335,Iris-virginica
+22,5.82105239394531,3.0,4.308819383171034,1.499365428943601,Iris-versicolor
+23,4.794906039886022,3.0,1.3842293214446855,0.29673830850093874,Iris-setosa
+24,5.437212453230138,3.9,1.3026713999634256,0.35415845912060756,Iris-setosa
+25,5.092483644522087,3.675155499214024,1.5811791285346524,0.4695868172549372,Iris-setosa
+26,4.89158623663684,3.1030526928278936,1.4854727284762015,0.1,Iris-setosa
+27,6.105195112954488,2.5999112814786813,5.5940017565283675,1.3865559238486818,Iris-virginica
+28,6.335297339978501,3.401767052908074,5.629506745680024,2.3963345480493206,Iris-virginica
+29,5.8455600896117685,2.9616037464950504,4.494553791244526,1.5187842640957352,Iris-versicolor
+30,4.400000582025772,2.923136398648684,1.3725003678850176,0.19810396175222494,Iris-setosa
+31,5.600360123953216,2.896169083949222,4.432052665123446,1.3420769329706652,Iris-versicolor
+32,6.324819379551917,3.3723336184805524,5.619664534744005,2.394166987602302,Iris-virginica
+33,4.785141047771436,3.4004465673763358,1.7095696016138062,0.1856526143020078,Iris-setosa
+34,4.704719154487814,3.407991546399745,1.4150236428973282,0.2965794708230064,Iris-setosa
+35,5.177656592568638,3.406672208422413,1.362943011589724,0.1981699671747573,Iris-setosa
+36,6.0614298861779865,2.780189353075133,4.6467833300113135,1.1571648403990018,Iris-versicolor
+37,5.798276821978932,2.7927071036050113,5.064622468056657,1.9162695906599958,Iris-virginica
+38,5.2501829537596905,3.752229904047642,1.6199178793566082,0.20138454285987328,Iris-setosa
+39,6.910713941764669,3.192094095777403,5.734236217308131,2.2848146126368243,Iris-virginica
+40,4.887149430797164,3.079879730253159,1.486188328671188,0.1000001151078007,Iris-setosa
+41,6.291273138999617,2.3084673232152007,4.411135310495084,1.3003277288897315,Iris-versicolor
+42,5.607737839875501,3.7842272402542285,1.5642194043047866,0.29084107101191514,Iris-setosa
+43,5.52164560125293,2.5799741124038156,4.330436610418026,1.1830323230443427,Iris-versicolor
+44,6.803840178152658,3.0,5.505741445942422,2.1268277171587138,Iris-virginica
+45,6.374220626569524,2.883141129507841,4.275980786963234,1.2938625709333755,Iris-versicolor
+46,5.111239901433157,2.4929177974756587,2.91698936527916,1.0719921354727733,Iris-versicolor
+47,5.140108793710392,3.784071599810581,1.6324467303136612,0.20189652540391306,Iris-setosa
+48,7.684947440597734,2.8096042041453746,6.697604857498042,2.030427651607081,Iris-virginica
+49,6.294987339557997,2.5063382652126527,4.993107308613475,1.9227005192642077,Iris-virginica
+50,4.874857549246248,3.0,1.400107704555868,0.20325566112666363,Iris-setosa
+51,5.85806177911803,2.9864748325745105,4.338253093136202,1.47927104274957,Iris-versicolor
+52,5.65279157283223,2.7786683105357213,4.435677169852692,1.2935534590976934,Iris-versicolor
+53,6.371054160833784,3.273702512437497,4.695627932349983,1.5504330626889797,Iris-versicolor
+54,4.600036385792117,3.587452317954596,1.0000003636519372,0.20265164493598486,Iris-setosa
+55,7.466578088797935,2.8799431890006675,6.458598673228973,1.8251179942273883,Iris-virginica
+56,4.914568676511361,2.3892498694545914,3.236654252835365,1.007115394053423,Iris-versicolor
+57,4.5054662370329295,2.2857218721233012,1.3198044524193873,0.4022817194906742,Iris-setosa
+58,4.491968663664042,2.3499336028900193,1.2895579679137852,0.29769318791365046,Iris-setosa
+59,5.095933598527484,3.7097655610303484,1.4897530050791812,0.3869505982772799,Iris-setosa
+60,6.306081084561583,2.5194767097540147,5.017749638943798,1.9358145778131421,Iris-virginica
+61,4.899471092223721,3.0,1.407273513152585,0.20125347899996607,Iris-setosa
+62,5.009821859365793,2.0000008278955077,3.570298861509389,0.981436918826819,Iris-versicolor
+63,7.715622449901636,2.592730037923832,6.899998390972633,2.303280527043323,Iris-virginica
+64,5.087380182735664,3.4056782037852784,1.5209103885686712,0.46710376959443334,Iris-setosa
+65,5.539058175881015,2.4167315398194495,3.6979438899955612,1.0381165825583858,Iris-versicolor
+66,6.7114224370447015,3.290131584698187,5.718187507408666,2.5,Iris-virginica
+67,5.752960056371297,3.0,4.477976042572364,1.4941733459445579,Iris-versicolor
+68,6.122817457169945,3.3579061362058042,4.5774102296017185,1.6129469027912595,Iris-versicolor
+69,4.893692200449917,3.069813050817479,1.4875429419353676,0.1,Iris-setosa
+70,4.61640734586172,3.593582599505024,1.000000422112779,0.20655827770000346,Iris-setosa
+71,4.9933114325471655,3.409305395473546,1.8852355552359592,0.35354289268756683,Iris-setosa
+72,6.250188263808308,2.275772970610745,4.411739711977497,1.3315787111211745,Iris-versicolor
+73,6.569552260078369,3.26020934196631,5.5196173200232215,2.035352562362529,Iris-virginica
+74,6.162768107411489,3.349696705265307,4.621753127784999,1.6133309072732285,Iris-versicolor
+75,5.8436520957043525,2.953656515904674,4.531352378654379,1.3428454250577717,Iris-versicolor
+76,7.899998698807894,3.797221439406293,6.42350141011093,1.9783248350816076,Iris-virginica
+77,7.001515568569206,3.2364490551144898,5.6853962357517585,2.3073810038315634,Iris-virginica
+78,7.1983669836611055,2.9214523513383934,6.1022323933659735,1.7950764833307304,Iris-virginica
+79,6.917688455793304,3.1096288257990956,5.074530705930086,2.310851096827287,Iris-virginica
+80,7.598950331027633,3.0,6.59135370628594,2.0733760155457395,Iris-virginica
+81,6.440894629689352,3.0,5.75500870421787,2.163803460806762,Iris-virginica
+82,6.855789786176543,3.098519838758292,5.074864075351135,2.271166914212942,Iris-virginica
+83,7.698772165240077,2.598768676843831,6.9,2.3112750941964726,Iris-virginica
+84,7.8999984511632855,3.7987100880379514,6.338264236217205,2.003524143219395,Iris-virginica
+85,5.829291557321328,2.7009069045901235,5.082540258165891,1.8944093672874813,Iris-virginica
+86,5.622085234289678,3.0,4.048518054636411,1.2824077267169507,Iris-versicolor
+87,6.278519343764285,2.302588588377229,4.381738428940019,1.2870277970041704,Iris-versicolor
+88,5.041305511024796,2.000001015920192,3.4624932313270453,1.0315154789769887,Iris-versicolor
+89,6.809869421827228,3.0,5.381323762585131,2.1551088616638476,Iris-virginica
+90,6.400153580852699,2.898902225477506,4.325414126037405,1.2984712781917378,Iris-versicolor
+91,4.828471996377408,3.0,1.4006967976723865,0.3130679759356171,Iris-setosa
+92,5.237608482749791,2.732346543654493,4.0265612518648215,1.4097304618653057,Iris-versicolor
+93,4.886600850217977,3.1052220176849867,1.4841180323743886,0.1,Iris-setosa
+94,5.507477989626652,2.4844667085771706,3.7918307000405003,1.047045365631708,Iris-versicolor
+95,4.899693996319047,3.1136056787340536,1.7241055769991622,0.10000010664155927,Iris-setosa
+96,5.0940903031056335,3.4868654029272506,1.4302086060762125,0.3410974430077972,Iris-setosa
+97,6.765642834135313,3.173548465817598,5.969591572583312,2.3010041377888677,Iris-virginica
+98,5.472908086597421,2.3695896381110693,3.691456167514592,1.008142804597233,Iris-versicolor
+99,6.1087854739823895,3.0,4.599506652732788,1.39725624632336,Iris-versicolor
+100,4.789156228040121,3.0,1.3718177463441645,0.34220846736434274,Iris-setosa
+101,6.763411973814202,2.513115402809411,6.004125494998836,1.8119277461072774,Iris-virginica
+102,6.680802341651859,3.273877390885338,5.691943028386357,2.5,Iris-virginica
+103,6.318153863069831,3.407190354933531,5.5715924868427,2.3928192478968033,Iris-virginica
+104,6.775858313184508,3.0,5.5973285750085475,2.0910689082755884,Iris-virginica
+105,6.306158350269488,2.8726509029167446,5.570340502237772,1.7312404552044052,Iris-virginica
+106,7.412031787533953,2.913387188921177,6.444803809182385,1.872963511244581,Iris-virginica
+107,5.375661278683346,3.9,1.2982112064424112,0.3727199535085277,Iris-setosa
+108,6.868450398154244,3.0343832445216465,5.597228643480457,2.197624603973083,Iris-virginica
+109,5.624128058615908,2.496685872496111,3.9196760185166983,1.1058416635069699,Iris-versicolor
+110,6.021845422355451,2.7031434730751496,5.088134315874779,1.5982798358729344,Iris-versicolor
+111,6.3043502380313425,2.3688854678512485,4.862141452387605,1.492547329528924,Iris-versicolor
+112,5.3815453516493665,3.9,1.3189075216354782,0.4419132084966818,Iris-setosa
+113,5.8304338163294,2.7068382714569252,5.100986627186416,1.8735506838669471,Iris-virginica
+114,5.887626413674123,3.0,4.238933069908177,1.4916832108780131,Iris-versicolor
+115,5.408076690098742,3.398626970280176,1.7151188140755385,0.20201357219718863,Iris-setosa
+116,4.855854630090852,3.0,1.401529614769524,0.2989872454875364,Iris-setosa
+117,5.371371382229106,3.390695206423005,1.6045663348036403,0.2691480978080566,Iris-setosa
+118,4.4,2.919702572292333,1.378234326820807,0.20438716614851346,Iris-setosa
+119,4.801084445193205,3.0,1.3878034912616757,0.2913900171438484,Iris-setosa
diff --git a/iris/tab_ddpm/4_3/21/test.csv b/iris/tab_ddpm/4_3/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/21/train.csv b/iris/tab_ddpm/4_3/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/21/val.csv b/iris/tab_ddpm/4_3/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/22/synth.csv b/iris/tab_ddpm/4_3/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6453444df8babb159608be4459489bc25fcf0075
--- /dev/null
+++ b/iris/tab_ddpm/4_3/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.122103350095392,2.6120393678017924,5.600818208226344,1.4139227744368517,Iris-virginica
+1,5.965980612124287,2.8551735712490682,4.566725956261644,1.497448695681306,Iris-versicolor
+2,5.704407902290253,3.796995916861584,1.7539072118592973,0.38254400461147187,Iris-setosa
+3,5.597888129674728,3.0,4.53542540452157,1.49974681786662,Iris-versicolor
+4,4.968581373267296,2.0,3.250873830206489,0.9631415162634152,Iris-versicolor
+5,7.289012060828462,2.8951050625024863,6.263528047079244,1.7977232596749753,Iris-virginica
+6,5.2643191193034005,3.750275648401806,1.66454447446583,0.3921280349686581,Iris-setosa
+7,5.684138330778077,3.79715500705238,1.8281533421243317,0.34254120059158194,Iris-setosa
+8,6.101719712043087,2.8061730253481714,4.613788858318587,1.169021241511182,Iris-versicolor
+9,7.67148070576019,2.597300833965366,6.9,2.3000566205753916,Iris-virginica
+10,6.003152922986747,2.8597258920628352,4.576657372271131,1.4921773520225226,Iris-versicolor
+11,5.827188238346689,3.0,4.313696878507386,1.502834132492548,Iris-versicolor
+12,5.742816905654337,2.8189277623770606,4.481466347071463,1.310604631697363,Iris-versicolor
+13,7.899999000235022,3.796412976683601,6.418719340247251,1.9731402227003993,Iris-virginica
+14,5.124684481533103,3.5019561525042513,1.3929150005923452,0.2996287309519984,Iris-setosa
+15,6.010976186565906,2.679324425753047,5.225670143455304,1.592548807870749,Iris-versicolor
+16,4.857297498879954,3.0347648458692222,1.4629654812652633,0.10000009278179219,Iris-setosa
+17,6.714335488827215,3.0962883953222895,4.675731950238079,1.5043680855645716,Iris-versicolor
+18,6.58328730949972,3.0,4.388242598268945,1.3882641688191224,Iris-versicolor
+19,5.642851670066656,2.565073002686087,3.96733779342962,1.1049528676157387,Iris-versicolor
+20,6.583181601520804,3.021804604366566,5.51687490599471,1.9105620583189096,Iris-virginica
+21,5.2082636519969485,2.700437805492202,3.9644870472925673,1.4084584899056745,Iris-versicolor
+22,7.589271071289609,3.0,6.583638627376165,2.111065964584341,Iris-virginica
+23,6.691287230972893,3.287731656603675,5.686691215441756,2.499999590872955,Iris-virginica
+24,5.2701961207574834,2.468375802066893,3.2445738057694453,1.0838588494566528,Iris-versicolor
+25,5.980182674714641,2.773090556715855,4.797281799064345,1.4802773163309928,Iris-versicolor
+26,6.714386596283264,3.2831827800802005,5.716651257120331,2.5,Iris-virginica
+27,4.797446595628651,3.0,1.3618308648245394,0.10000014285624942,Iris-setosa
+28,7.9,3.8022698657775846,6.477742565914324,2.0000484053489394,Iris-virginica
+29,4.597647870804343,3.4033472496963255,1.3781902115099305,0.3022502304343517,Iris-setosa
+30,6.689088663907807,3.094375448385095,4.690507923619513,1.5034666212744099,Iris-versicolor
+31,5.705995423501312,2.799200328398822,4.512465734472965,1.3249204269002688,Iris-versicolor
+32,6.138048639387987,2.566868798160769,5.044846082734116,1.5503117687468229,Iris-versicolor
+33,5.39442351698492,3.4033940956497957,1.6281122472410354,0.2023668145905303,Iris-setosa
+34,6.743449161855388,3.2691764936241055,5.741874187379746,2.13493656043268,Iris-virginica
+35,4.981763597848825,2.0000005142489163,3.4908398421695326,0.959163920404928,Iris-versicolor
+36,4.97922898995217,2.0,3.1587435128952985,1.0519817957178004,Iris-versicolor
+37,7.431046572804147,2.9701128432647863,6.40397420399564,2.0476341400399773,Iris-virginica
+38,6.894797329486252,3.095945714282709,5.101446176921299,2.2909072584188697,Iris-virginica
+39,5.096026475929946,3.7098090196207383,1.4710708105783692,0.2017410560381918,Iris-setosa
+40,5.6093548197647225,2.512213241577165,3.9457843835949014,1.0968795452111744,Iris-versicolor
+41,5.903226026087565,2.9662878437716316,4.419893231522596,1.4846128939006944,Iris-versicolor
+42,6.614798143237356,3.146934155471742,4.716488325520111,1.530238955045888,Iris-versicolor
+43,5.989009484350365,2.924882065904708,4.571368887362762,1.32254282956576,Iris-versicolor
+44,6.017801550288317,2.710263992204471,5.081993505234209,1.5801240846166364,Iris-versicolor
+45,5.785314102129262,2.857797315222702,4.380890860444912,1.3085146445896871,Iris-versicolor
+46,5.226780294542053,3.4093787752152833,1.4103634674337866,0.1996776802885987,Iris-setosa
+47,6.239000582329362,2.2421741092642455,4.455603209968918,1.389472250159787,Iris-versicolor
+48,6.303705348052059,2.3996472814700507,4.8053001640880995,1.4987740606354023,Iris-versicolor
+49,6.224929494294645,2.7534030225292674,5.572282724336505,1.5674926641592584,Iris-virginica
+50,6.040017858574186,3.37221309485744,4.5511681013176615,1.5928249116609463,Iris-versicolor
+51,6.296114948549344,3.3912142117920583,5.6411515405022925,2.39519552187055,Iris-virginica
+52,6.114575335172532,2.3080403714685556,5.049575569846521,1.6381663064536067,Iris-virginica
+53,4.955202079291546,3.3977389576710912,1.8708321738771068,0.3357571491510648,Iris-setosa
+54,5.200166917019655,3.3928018766186727,1.374196386021703,0.19708078528567458,Iris-setosa
+55,6.025687665975801,2.1996674145271897,5.0072003502399465,1.5105113887203152,Iris-virginica
+56,5.929381812249027,3.0,5.097212815196649,1.8119618004759863,Iris-virginica
+57,4.906728622846206,3.0,1.400282751278672,0.19777161665426465,Iris-setosa
+58,5.969067396478396,2.813364622052503,4.525312795914548,1.256411203988586,Iris-versicolor
+59,6.667676259435004,3.326444029508845,5.700170739076789,2.4999996019971835,Iris-virginica
+60,6.316704969532742,2.520183277068545,5.002934355891569,1.8989484379397263,Iris-virginica
+61,5.912684654054133,3.0,4.207058101221574,1.5058267273448736,Iris-versicolor
+62,5.124738067891647,3.7793674996571696,1.4966025699571455,0.20260877296906765,Iris-setosa
+63,7.691868643913091,2.5981252587516606,6.9,2.3030003288220295,Iris-virginica
+64,6.713883242888179,3.287562425458951,5.717848844957334,2.086028050222489,Iris-virginica
+65,6.300464641469346,2.469163362738258,4.972853149552277,1.916296553346894,Iris-virginica
+66,6.676377634751039,2.4788981103500927,5.793474490944463,1.7786960969241838,Iris-virginica
+67,6.0007059339386775,2.6912389746674865,5.117671061543514,1.6040576404767464,Iris-versicolor
+68,4.648768887304963,3.4102396991185353,1.41423972409799,0.33772080593872245,Iris-setosa
+69,5.4904281276694205,3.768787810748067,1.598812580720791,0.24415649727893843,Iris-setosa
+70,6.183224813112969,2.568447716206929,5.034878454215534,1.5145964891145145,Iris-versicolor
+71,4.510457940877527,2.351444910887196,1.2950892091407389,0.3147280397410743,Iris-setosa
+72,6.434681858295783,3.0,5.80019870405908,2.1333342523080585,Iris-virginica
+73,4.400000463457206,2.9400603778118786,1.3605768101841762,0.19570863484941392,Iris-setosa
+74,5.512567846606643,2.42988074663735,3.720454864632603,1.0282450377478993,Iris-versicolor
+75,4.8104793842977465,3.0,1.396880905756698,0.10000011346233016,Iris-setosa
+76,6.783346929869311,2.7984044500069762,4.809095721731159,1.3943572465850431,Iris-versicolor
+77,7.095490139112957,3.0898849728649114,6.04453744553244,2.22588264654143,Iris-virginica
+78,5.357189104966348,3.403992711952339,1.7287513291229286,0.2038252735537347,Iris-setosa
+79,4.4,3.1425421875573147,1.2780646349270055,0.19816518794676408,Iris-setosa
+80,5.030056208405843,3.5705504600425453,1.4002295572563153,0.20002103705445584,Iris-setosa
+81,5.568680851178951,2.7542694880386085,4.463943163278112,1.3019287390930054,Iris-versicolor
+82,6.806165274449468,3.2038656617945893,5.80215644797066,2.3235313841411243,Iris-virginica
+83,4.781420177937006,3.4097813047636922,1.4572202795233271,0.2033371484002005,Iris-setosa
+84,6.583728553017358,2.6220435780841136,4.804780712420334,1.416751139567064,Iris-versicolor
+85,7.899998396053091,3.781797757831493,6.404834907660967,1.9871758545667058,Iris-virginica
+86,5.774861447787517,2.8532021413419266,4.176134606051399,1.2161529179677826,Iris-versicolor
+87,6.907877002644519,3.21495098360027,5.728311910515722,2.29261535531496,Iris-virginica
+88,6.754365006884893,2.5132739860491315,5.930133660674243,1.8125169568124315,Iris-virginica
+89,5.639652200914245,2.893992508604615,3.7560530593281776,1.2992557542353942,Iris-versicolor
+90,4.823416744665533,3.0,1.3693331283230465,0.10000010164872865,Iris-setosa
+91,6.706035694247982,3.1168296476261093,4.698833603047467,1.5005807374001228,Iris-versicolor
+92,5.67863343281694,2.9282079089783792,4.079891051017841,1.3200064528047564,Iris-versicolor
+93,4.821612185297805,3.0,1.3948225921374147,0.3862774199711928,Iris-setosa
+94,6.449581264619616,3.0,5.506572417923346,1.804158540651604,Iris-virginica
+95,5.77802770206531,2.6776828802135166,4.071715902608002,0.9796288393580519,Iris-versicolor
+96,4.886620315590701,3.0,1.4032847844751364,0.2061478002300763,Iris-setosa
+97,5.025084470070638,3.5839083047745324,1.4019646934050674,0.20914761557471118,Iris-setosa
+98,6.805354508911955,3.0,5.48981245874507,2.1509963626993196,Iris-virginica
+99,5.979260140023019,2.9250258637900184,4.57154806233765,1.329817963687427,Iris-versicolor
+100,6.862011263644191,3.0,5.382969619853881,2.178947128795086,Iris-virginica
+101,4.805091184587865,3.0,1.4000889598793713,0.1,Iris-setosa
+102,4.604688532356328,3.5745633174438947,1.0000003867879383,0.20698120918131,Iris-setosa
+103,5.7922837415549795,3.0,4.277556064320136,1.4517396387500272,Iris-versicolor
+104,5.416272887728949,3.9,1.308570515892073,0.3016525572901071,Iris-setosa
+105,5.891568191432843,2.9458203377551073,4.5416237345648565,1.349946627867354,Iris-versicolor
+106,6.313476977880032,2.4571261569922798,4.898287213497033,1.5001111407773646,Iris-versicolor
+107,7.684744408200291,2.75995296775955,6.7036232764157315,2.0152037674112204,Iris-virginica
+108,5.588953406115709,2.989204678653442,3.893882617093562,1.3043610666205891,Iris-versicolor
+109,4.959421837022199,2.416352170909301,3.1778713787576436,1.0366088406845757,Iris-versicolor
+110,6.56814787743043,3.0,5.812546133807151,2.2364070614052465,Iris-virginica
+111,5.397982537062208,3.9,1.2978326626435222,0.43915992449548513,Iris-setosa
+112,7.249502511224194,2.9063286392993817,6.290933072018189,1.8045105979823985,Iris-virginica
+113,6.850334374613668,3.1945668279239365,5.777380309952498,2.283949021586868,Iris-virginica
+114,7.665625951346132,2.6158155550005397,6.899998403308469,2.307173922814154,Iris-virginica
+115,6.920862366965089,3.133828605815722,5.588875631637668,2.282429695699894,Iris-virginica
+116,6.654852640443254,3.337966140097165,5.727548973985222,2.17750041252719,Iris-virginica
+117,5.511464058767445,2.61976321876472,4.426964143359898,1.2133008891542985,Iris-versicolor
+118,6.329848065373257,2.9395889373304,5.63312018281649,1.8603527555900254,Iris-virginica
+119,4.895021173449323,3.083692797491742,1.4862529653106373,0.10000009685878852,Iris-setosa
diff --git a/iris/tab_ddpm/4_3/22/test.csv b/iris/tab_ddpm/4_3/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/22/train.csv b/iris/tab_ddpm/4_3/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/22/val.csv b/iris/tab_ddpm/4_3/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/23/synth.csv b/iris/tab_ddpm/4_3/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bdb5aaf4820a67762b5db548735ff26b7d51a8dc
--- /dev/null
+++ b/iris/tab_ddpm/4_3/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.319721812847309,2.5015387181194093,4.89478504349003,1.5026238241944996,Iris-versicolor
+1,6.622454440690995,3.0,4.389012080223183,1.4072337398867856,Iris-versicolor
+2,6.223208816214407,3.3457293995098674,4.629212168890498,1.6124940924490443,Iris-versicolor
+3,5.271016427482998,2.5249329796307407,3.483339141044569,1.1756028121072726,Iris-versicolor
+4,7.629836962700363,3.0,6.635905488156331,2.079853810011643,Iris-virginica
+5,5.955541041910667,3.0,4.215636739304263,1.5129995232790754,Iris-versicolor
+6,5.684314709675689,3.795407850922657,1.7041689302701946,0.29263680566467576,Iris-setosa
+7,6.311564054920675,3.3824451941980955,5.597007160103643,2.3906240062443973,Iris-virginica
+8,7.698500265531859,2.5897176282171763,6.9,2.303107312445673,Iris-virginica
+9,5.431027198624114,2.401327344439178,3.672897701931263,0.938070517749978,Iris-versicolor
+10,5.235543969447222,3.397827137065639,1.4934559644306964,0.42917452912180337,Iris-setosa
+11,5.59601371715163,3.0,4.56251916836838,1.4963247385128857,Iris-versicolor
+12,5.0056792304919995,2.0,3.472303134868274,0.9550059900724766,Iris-versicolor
+13,5.1027610017899665,3.50322538981973,1.4078717917900445,0.1971271039737837,Iris-setosa
+14,6.78746993054865,2.784555292268635,4.782653625323764,1.3998493462651678,Iris-versicolor
+15,6.757669725462062,2.513296227556255,5.879816832021269,1.8220808868567904,Iris-virginica
+16,6.690624246898681,3.284687266320726,5.694432435179384,2.0940483525129903,Iris-virginica
+17,4.4,3.2155324418885,1.2889400237786865,0.19778592792670746,Iris-setosa
+18,6.796701181297847,2.8005221713204724,4.79793428614627,1.4096300993099435,Iris-versicolor
+19,6.691193760872789,2.501640770342385,5.766609755285902,1.8115792946802214,Iris-virginica
+20,6.802114127468771,2.8086703161960727,4.778240255399573,1.4019409834827063,Iris-versicolor
+21,5.971723732607683,2.9073412350599965,4.4841796292264915,1.4939991069174936,Iris-versicolor
+22,4.895902262191504,3.0,1.4006800691733807,0.20492199940257166,Iris-setosa
+23,4.4000006028911525,3.2146038655748588,1.279334110499771,0.1908227895553178,Iris-setosa
+24,5.108756075489516,2.4935926898893728,2.9405724617960987,1.1179484461886848,Iris-versicolor
+25,6.680262584607466,3.2863358307394748,5.697082149447793,2.092078914362622,Iris-virginica
+26,6.691761115548133,3.1153872575150454,4.639394022665642,1.4908406631024618,Iris-versicolor
+27,6.783554722002286,2.808635703045413,4.75357714977648,1.389621940283712,Iris-versicolor
+28,6.293620042480904,2.4934511917979716,4.82974019558182,1.5051341747413662,Iris-versicolor
+29,7.899998812353448,3.798138114748782,6.4037669016594565,1.9705890540693818,Iris-virginica
+30,4.4,3.1939825014618966,1.2915856377706039,0.2049636400409806,Iris-setosa
+31,5.097942572360341,3.4935808382365057,1.3812686883790313,0.2006479433638329,Iris-setosa
+32,4.794130416143725,3.4583806077315753,1.4611765294601515,0.34665220122511253,Iris-setosa
+33,6.718189899588764,3.0777767459089915,4.615774141581312,1.4785255605510976,Iris-versicolor
+34,6.708595516709003,3.2965306917667263,5.702676894576318,2.499999608115541,Iris-virginica
+35,6.901256327752028,3.117442546903361,5.09601173554542,2.307134820644974,Iris-virginica
+36,5.637508162424648,3.0,4.4678734178657615,1.5051041680690835,Iris-versicolor
+37,4.59155170000729,3.6061392711092903,1.0000004540620095,0.1975479701227567,Iris-setosa
+38,7.899998450138933,3.787591981699437,6.369725141090081,1.9996372660561408,Iris-virginica
+39,4.882642222939639,3.0716539761782817,1.487363057382162,0.1000000923776562,Iris-setosa
+40,5.40284227587477,3.9,1.2802202706734758,0.33398932414016397,Iris-setosa
+41,5.71661049000857,2.7942867858515985,4.498983924548942,1.3013921427064998,Iris-versicolor
+42,5.39358855841769,3.9,1.304279898761491,0.42457499752527283,Iris-setosa
+43,4.809782360455128,3.399230054069324,1.60145415040178,0.19766694089738185,Iris-setosa
+44,5.004626089510707,3.584047536110368,1.4028474247904346,0.19894960720111293,Iris-setosa
+45,5.896098528218205,3.0,5.174868401793684,1.7855214899804646,Iris-virginica
+46,6.220571588360335,3.3156062013079586,4.6543843872959005,1.6140103089488311,Iris-versicolor
+47,5.5835527677216215,2.859711997979445,3.56386828126025,1.2667162531964413,Iris-versicolor
+48,4.502080854380787,2.3261453888126504,1.3113969967530807,0.3225359898751838,Iris-setosa
+49,6.690261925854462,3.0671506551992547,4.652546638111245,1.4759618147450635,Iris-versicolor
+50,6.001421052524338,2.8897311435583255,4.468722186586392,1.4896640145294011,Iris-versicolor
+51,6.330645809044843,3.3808375897661507,5.601425744639542,2.3947214273150585,Iris-virginica
+52,6.09110868453025,2.622374759437848,5.589434357792746,1.3996489995902426,Iris-virginica
+53,4.497980977434423,2.29383178006841,1.286907716170358,0.3016489926575986,Iris-setosa
+54,6.746600311101155,2.459162074725543,6.013824372656394,1.8144642121399075,Iris-virginica
+55,6.366361879253808,3.1963889776570586,5.080769538900952,1.992156228937956,Iris-virginica
+56,5.989587285006216,2.208879136342866,5.028510244161972,1.4928749830141925,Iris-virginica
+57,4.597490446014102,3.4021976150162248,1.3989915164465248,0.34064365151953896,Iris-setosa
+58,4.50259809557461,2.3192847501192695,1.292521175990259,0.29440382902472617,Iris-setosa
+59,6.210711274509962,2.35552012869927,4.689726248696906,1.5140528863088931,Iris-versicolor
+60,6.6620248777456315,3.2968052316659664,5.662891446450628,2.499996546404053,Iris-virginica
+61,6.0265556760246595,2.7402678428337284,5.07178856260187,1.6155262788873919,Iris-versicolor
+62,7.259194892904767,2.9116022577096374,6.1621459804488135,1.745646950477097,Iris-virginica
+63,7.9,3.800679442364978,6.335460798362817,1.9950715486523087,Iris-virginica
+64,6.310007322357688,2.526594585450063,4.909369902348367,1.5178813052663636,Iris-versicolor
+65,6.290392471856535,3.05097507056586,5.075352486043017,1.885395698664386,Iris-virginica
+66,5.098165099302916,2.4832263900545017,2.811248849641858,1.0713738696705293,Iris-versicolor
+67,5.102577728591054,3.7942607157667743,1.581820806294617,0.20376993668434812,Iris-setosa
+68,7.697260835040987,2.6115699014930773,6.9,2.2996651345237544,Iris-virginica
+69,5.001645843079283,3.611417117007897,1.3959615487975334,0.20420019605151432,Iris-setosa
+70,7.742168684857752,2.570628766931261,6.9,2.3066799908471967,Iris-virginica
+71,6.005717597639933,2.2152104388717966,5.037575128937241,1.5165877699688888,Iris-virginica
+72,5.999891138939596,2.8673596315063583,4.632993978582539,1.4391724460648874,Iris-versicolor
+73,5.031742638317599,2.0000004985932356,3.5030683108953937,1.0201055911788928,Iris-versicolor
+74,4.894756734932002,2.3761388944934985,3.3813388732968273,1.0416563516083033,Iris-versicolor
+75,5.7267124402572875,2.795504671209639,4.499863890385537,1.3114788326872182,Iris-versicolor
+76,6.796985571153128,3.1908345233947752,5.843328377242733,2.3110301199128744,Iris-virginica
+77,4.400000526703985,2.8667869565633284,1.3774888282998308,0.20565482670508917,Iris-setosa
+78,6.459320572983355,2.9268082875414034,4.324902068043957,1.3186714086900773,Iris-versicolor
+79,6.0071117807893675,2.89493805085582,4.531021257156917,1.478437215390193,Iris-versicolor
+80,6.023854998227903,2.877673677657349,4.682456990262486,1.5179439811827036,Iris-versicolor
+81,6.086721472946736,2.5960455327572776,5.595036604257008,1.4090053735186938,Iris-virginica
+82,7.237738310858393,2.9118764380689193,6.282144064180382,1.8073350184601666,Iris-virginica
+83,5.515285858110289,2.625221475856873,4.415346520466393,1.2484836946362625,Iris-versicolor
+84,5.563886850054993,3.0,4.169248058184187,1.2925262285761296,Iris-versicolor
+85,7.9,3.792823949649118,6.352130055270729,2.007856901150437,Iris-virginica
+86,4.775258782559909,3.0,1.3943407126102436,0.29474536623993947,Iris-setosa
+87,4.806178019541497,3.395747086763397,1.4984832086538664,0.19826062625089624,Iris-setosa
+88,6.258273431468752,3.3051682850854225,4.714677911653052,1.612898953601228,Iris-versicolor
+89,7.658425288157388,2.982414548243953,6.662054005117824,2.0618239150419164,Iris-virginica
+90,6.70594840101813,2.500276160339115,5.807865771156874,1.8053632388614205,Iris-virginica
+91,6.698515061834941,3.0190916772915894,5.741731468751171,2.0849630380455353,Iris-virginica
+92,5.998858977789007,2.885989148965309,4.538625341806347,1.5037778020200414,Iris-versicolor
+93,5.989279546876404,2.1973494307605423,5.068815497284294,1.4980892638144843,Iris-virginica
+94,5.130774219583383,3.7165390261141877,1.5097767011843324,0.4732960271247497,Iris-setosa
+95,4.5946944322185725,3.383897716181277,1.391256001728168,0.3001814115500885,Iris-setosa
+96,5.64332271925396,2.9283877355766754,4.029207902767437,1.277427001185448,Iris-versicolor
+97,5.643714275307792,2.7134970009725916,4.489920022871118,1.2606008031837348,Iris-versicolor
+98,7.6717183108527385,2.6120454636230943,6.899998672692838,2.3031668661093265,Iris-virginica
+99,6.26209379943942,2.777663934003254,5.58792476407076,1.6420185292176763,Iris-virginica
+100,6.721906484328993,3.318900839970275,5.706510670746036,2.1001804741939183,Iris-virginica
+101,7.2302941502159435,3.0,6.0753114095894665,2.173556946336528,Iris-virginica
+102,7.0276954767884785,2.986441749270658,5.78887242161204,2.0122697629988133,Iris-virginica
+103,5.99568647494353,2.9726625018305466,4.582316429186438,1.368556705887145,Iris-versicolor
+104,5.335422068225742,3.7541364996099134,1.5735095806003527,0.29992530454982147,Iris-setosa
+105,6.733873793088674,3.2496527337442442,5.731931808916873,2.1290903523055458,Iris-virginica
+106,6.736211931449509,3.3536499229674956,5.720370576395451,2.5,Iris-virginica
+107,4.400000627677006,3.204975084647338,1.305861492281998,0.20375648519125122,Iris-setosa
+108,7.7301687588254895,2.777491480326513,6.725502298821921,2.007228976912044,Iris-virginica
+109,6.2459458387732445,2.754384385862854,5.600874414974026,1.6080827922502843,Iris-virginica
+110,5.199052384256551,3.4161437529184524,1.4004596355915075,0.20500334456119693,Iris-setosa
+111,6.316339282117978,3.314176589212202,4.694372752206609,1.5971658880848512,Iris-versicolor
+112,5.219219873633294,3.42282224101925,1.4014749407869103,0.20197814118555488,Iris-setosa
+113,6.005680737477454,2.7473123410756553,5.012037657093563,1.5754173930465603,Iris-versicolor
+114,6.862867058833872,3.1026459004933535,5.125620555430005,2.294883446999648,Iris-virginica
+115,5.186152760808131,3.413862909756574,1.4212425069754249,0.20058840437135356,Iris-setosa
+116,5.770845981710845,2.7163632193509826,4.995509128601028,1.8994081104250686,Iris-virginica
+117,5.69058058302095,3.7787505774732626,1.6571496350482526,0.2822737065563452,Iris-setosa
+118,5.21225516797333,2.697174391914917,3.8722205315933387,1.401688671460345,Iris-versicolor
+119,5.746092081830748,2.9445082000653424,4.31848491315977,1.329076291589491,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/23/test.csv b/iris/tab_ddpm/4_3/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/23/train.csv b/iris/tab_ddpm/4_3/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/23/val.csv b/iris/tab_ddpm/4_3/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/24/synth.csv b/iris/tab_ddpm/4_3/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..28bc654b731c77777c8626a8f9799d9769fe24e6
--- /dev/null
+++ b/iris/tab_ddpm/4_3/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.598487402148659,3.4079071323446466,1.4029415005617447,0.29650886257875064,Iris-setosa
+1,5.704177112619878,2.8035778008276813,4.500069233119279,1.3036357605014415,Iris-versicolor
+2,6.822956533066277,3.1519467531870116,5.657002144761605,2.282211790928839,Iris-virginica
+3,6.6486661495762585,2.4634903902478458,5.733657567379611,1.7798546246310298,Iris-virginica
+4,5.597172861790118,3.0,4.479123565457866,1.4953861083212985,Iris-versicolor
+5,5.040507388935562,3.526811100442658,1.3978083921617475,0.19940158741656172,Iris-setosa
+6,6.018914723644091,2.1994958292652345,5.0140817781609455,1.5023795008994354,Iris-virginica
+7,7.899999013622876,3.806532134261685,6.439008424933202,2.0078359372489203,Iris-virginica
+8,6.792499956174242,2.808920687270714,4.7520820925427945,1.404388500945238,Iris-versicolor
+9,5.73523042017877,2.926394515928671,4.287727234159845,1.3103222165664847,Iris-versicolor
+10,5.5331139621819885,2.4380738130454054,3.7647678170955525,1.035263305381943,Iris-versicolor
+11,5.602995547360639,2.9342805455443823,3.718194511748774,1.302394890339593,Iris-versicolor
+12,6.114290120564732,2.7843771838358062,4.743358711096027,1.2115228590521774,Iris-versicolor
+13,5.673065144451953,3.0,4.055701269020446,1.311417177191295,Iris-versicolor
+14,7.394435089797433,3.0,6.402786851717465,2.107616911356433,Iris-virginica
+15,5.721825146162728,2.9681780349671265,4.30573473589675,1.330997900445732,Iris-versicolor
+16,7.475500998921638,3.0,6.468554924163408,2.0661983265585335,Iris-virginica
+17,5.753038000678858,2.6837541708341184,4.091473944107568,1.0001096375419292,Iris-versicolor
+18,5.348046305162833,3.4032531022509884,1.5738290969559499,0.20429116337382072,Iris-setosa
+19,5.893311016165788,3.0,5.121533217769339,1.7875763085026395,Iris-virginica
+20,4.4000004595086715,3.172006057106408,1.3038440481094817,0.19735060841273644,Iris-setosa
+21,5.794884388718191,2.7317879547629387,5.0915944644716005,1.8890345888015214,Iris-virginica
+22,6.158572894816148,3.0,4.627525779331185,1.4231631810772882,Iris-versicolor
+23,4.4,2.804524098924016,1.4054382732588522,0.20394693159739036,Iris-setosa
+24,5.282016550363033,2.4351318794339742,3.3583501410074827,1.0671824905464375,Iris-versicolor
+25,5.119001288896331,3.488070222831134,1.3959871056304674,0.19879333190679077,Iris-setosa
+26,4.8858985836705955,3.0,1.377692176626984,0.21210391332753561,Iris-setosa
+27,5.301952885124306,3.69363231615573,1.5508415695245332,0.19657866997492682,Iris-setosa
+28,6.801787258068755,3.209280169043802,5.811259874067225,2.2705661283136123,Iris-virginica
+29,4.4,3.230912007102129,1.2817190867045525,0.2026715469696299,Iris-setosa
+30,5.132285859229931,2.5825409046802417,3.461807407638671,1.3109958577472418,Iris-versicolor
+31,4.866128319837732,3.0114729916117127,1.4393570762848933,0.1,Iris-setosa
+32,6.794233132239707,3.218270218326051,5.737869083383664,2.2152490662358995,Iris-virginica
+33,5.065328980274647,3.77190990242281,1.4804342488353932,0.2024822158741021,Iris-setosa
+34,7.9,3.8214594184285557,6.4814392733398165,2.0174120425900886,Iris-virginica
+35,5.591466032368119,2.9828254780096373,3.9605115796194617,1.300043738600101,Iris-versicolor
+36,5.61797246497713,2.5142113481252184,3.876910184579105,1.0887018798152035,Iris-versicolor
+37,5.361663494385175,3.899999539487058,1.291898361653355,0.4146964374954177,Iris-setosa
+38,5.922801288468434,3.0,4.192639160154219,1.5162136855946815,Iris-versicolor
+39,6.000101760274846,2.6740204338686446,5.145191016430794,1.6300465988096773,Iris-versicolor
+40,7.485962643586813,3.0,6.454559934068605,2.046270394247521,Iris-virginica
+41,6.334400197450818,2.9087897472240924,5.581486889547647,1.7987504916837627,Iris-virginica
+42,6.121426859554575,2.6132490218088043,5.578138600283631,1.4130578845675983,Iris-virginica
+43,5.492230514545111,2.4359001936384734,3.7062548154994825,0.9740833788118242,Iris-versicolor
+44,5.013542864763989,2.0,3.44738658992397,1.0350144358875057,Iris-versicolor
+45,5.815057503391877,2.9896205381798584,4.121559059640894,1.4671576121937717,Iris-versicolor
+46,5.379791746450583,3.4067727779603776,1.6058522976992886,0.3400522908761478,Iris-setosa
+47,4.400000598111946,2.896017773801562,1.3988693262909118,0.20239254312959648,Iris-setosa
+48,6.249886086882974,2.8078669518452957,5.5763920272840055,1.7052484885384653,Iris-virginica
+49,7.685317518478466,2.603391123496736,6.9,2.2936783124997153,Iris-virginica
+50,6.3009049430057145,2.500886289032542,4.946810236060744,1.4958029536268524,Iris-versicolor
+51,5.102935043397349,3.4946063780624654,1.3977113978191649,0.3319558365044035,Iris-setosa
+52,5.077922787007913,3.5006735571966945,1.3830368713165355,0.2985821576938738,Iris-setosa
+53,6.939883725817384,3.1217949874789443,5.064323972798989,2.311434147863223,Iris-virginica
+54,6.3010236865745695,3.279064135431046,4.695222631064801,1.6087863359014505,Iris-versicolor
+55,7.9,3.811617931973256,6.424638494126439,1.986824943853039,Iris-virginica
+56,5.551789484303871,2.4483557138288568,3.8374166238469467,1.0491475642976544,Iris-versicolor
+57,5.720751005898251,2.8409769300075745,4.37035027561727,1.2755470540165228,Iris-versicolor
+58,6.105460367601127,2.6154968808739705,5.5840845855999275,1.4056694044501796,Iris-virginica
+59,6.013704470430724,2.700449513611488,5.125653512952577,1.6127951480587315,Iris-versicolor
+60,5.107740453147488,3.488428191440628,1.3872369104502473,0.2015278730889946,Iris-setosa
+61,6.701197758573376,3.1210193464209324,4.684556512494082,1.5094441317989293,Iris-versicolor
+62,5.157251096770807,2.4667043568337252,3.029286593054572,1.0904066679336442,Iris-versicolor
+63,6.532331530710081,3.2068608631489317,4.762274590319181,1.5611823653073331,Iris-versicolor
+64,4.8646675332241145,2.424668488195689,3.2438581471753074,0.9858231381774294,Iris-versicolor
+65,5.9477496086493575,2.906982639400157,4.3358750091414064,1.325772256276897,Iris-versicolor
+66,5.396936097424541,3.402681509546209,1.497798237749046,0.4494780306623467,Iris-setosa
+67,5.606719122269475,2.461940782966413,3.84465994359991,1.1204011223748114,Iris-versicolor
+68,6.726996382044863,3.1043224190444083,4.718623268775722,1.5032024029724094,Iris-versicolor
+69,4.901969110505455,3.0,1.397135547986805,0.19703727148930053,Iris-setosa
+70,5.532608835532268,2.4270037240721973,3.8209084523168033,1.0075644538340829,Iris-versicolor
+71,4.9774915344762745,3.4012846694029455,1.6576763568985322,0.4014186618548393,Iris-setosa
+72,5.3881738947008015,3.749671184233864,1.5355331644690973,0.36596888819336115,Iris-setosa
+73,6.690052979359821,3.2856367970275744,5.675997132114063,2.5,Iris-virginica
+74,7.7168964225196035,2.590017106423362,6.9,2.300599815187904,Iris-virginica
+75,6.213465149449689,2.842659181634938,5.57586129865331,1.8004380115210334,Iris-virginica
+76,6.662783599213836,3.3142930625120552,5.672744550358585,2.1149314100928303,Iris-virginica
+77,6.0210306223405565,3.3985429379166274,4.505986323958338,1.6032098736108764,Iris-versicolor
+78,5.196753763127527,3.4006834601873495,1.4079995811758845,0.20664307715600375,Iris-setosa
+79,6.481676584960209,3.0,5.796009698085749,2.1910967295650465,Iris-virginica
+80,4.4000005218468266,2.9067138858063526,1.4008060095019281,0.19436277022172715,Iris-setosa
+81,6.804325986470374,3.1980151504878855,5.9858665266521385,2.2944081443458635,Iris-virginica
+82,4.9977442971351955,3.3993006746444587,1.631308149837198,0.38386780188410147,Iris-setosa
+83,5.546590098277702,2.4840915568904705,3.6529945297370756,1.1019963653387097,Iris-versicolor
+84,6.122700659280095,2.5517801183292987,5.048922612506333,1.9015432554627922,Iris-virginica
+85,5.004911062801075,2.0,3.463456710699701,1.038205006220579,Iris-versicolor
+86,5.3700178371182155,3.9,1.275602651042695,0.31596511051172427,Iris-setosa
+87,5.202897076871676,2.705906669386938,3.9917622784222107,1.4035355200114428,Iris-versicolor
+88,5.595233151854814,3.0,4.039882599566856,1.2900841781520427,Iris-versicolor
+89,6.208983907507416,2.197900816981036,4.46822275459795,1.5037720275074893,Iris-versicolor
+90,6.0812851763353395,2.6781923096441864,5.110197224924973,1.5630298498296993,Iris-versicolor
+91,5.121281111586046,3.4921346077290285,1.403888296193859,0.29504310075902646,Iris-setosa
+92,6.921991469743619,3.0063593445353027,5.282431479624854,2.2254879760780426,Iris-virginica
+93,5.383186202194109,3.3846477375581268,1.5176902347693986,0.3559489857649329,Iris-setosa
+94,6.434622405498393,3.0550494220473148,5.736577440652871,2.2247322913089267,Iris-virginica
+95,5.285930083554207,2.709152588250068,3.4863286821302077,1.3688909739576571,Iris-versicolor
+96,7.899998764513302,3.7888700927142804,6.375744729942544,2.00824712584305,Iris-virginica
+97,5.041309216415274,3.3912753344598756,1.516934446208232,0.39681998085149356,Iris-setosa
+98,5.864469785882306,3.0,4.142663722383345,1.4694113781401676,Iris-versicolor
+99,6.690371422939144,3.28013890709938,5.687979089792524,2.4999996378653515,Iris-virginica
+100,5.39658702490093,3.4011991421950634,1.6524375343249946,0.30126356264061405,Iris-setosa
+101,7.318640902798137,2.9041383539991235,6.426927945301391,1.8085233895668769,Iris-virginica
+102,4.792643542872911,3.3842731263212547,1.5214423346139088,0.19738913396900531,Iris-setosa
+103,5.953476398422243,2.722020251982852,5.23322478448533,1.9053275684861815,Iris-virginica
+104,6.714157916825416,3.3129722422636076,5.714100798480665,2.499999600991149,Iris-virginica
+105,6.509733660699134,2.9980909594438376,4.341866555384522,1.3558631290370426,Iris-versicolor
+106,7.899998656230163,3.7941065786140147,6.3778974784581335,2.0001932567065195,Iris-virginica
+107,6.2720626828778245,2.2781156686502495,4.3947577424730975,1.2812464702003823,Iris-versicolor
+108,6.721560469525669,2.4881070291139022,5.799628829060392,1.8553246979637141,Iris-virginica
+109,4.980528379795568,3.407329646374374,1.6693891059308665,0.38701770443065997,Iris-setosa
+110,5.117996963763878,2.5015037600938084,2.971255100554542,1.055371508990114,Iris-versicolor
+111,5.868444575227522,3.0,4.211789033013928,1.483042581021422,Iris-versicolor
+112,7.694585913317637,2.6014207776760374,6.899998681243077,2.2860568136612742,Iris-virginica
+113,4.9105523653659295,2.381403437199091,3.2601909213275784,1.0093266254749331,Iris-versicolor
+114,4.4,2.8979365894213305,1.4076379417249194,0.20314700315691428,Iris-setosa
+115,5.547631997084446,2.656430949957889,4.447870830542617,1.2106922944376657,Iris-versicolor
+116,6.018772038615627,3.409320641895875,4.516953334355295,1.5919564963859048,Iris-versicolor
+117,4.4,3.2058123786730306,1.3182207417821548,0.20547778712113948,Iris-setosa
+118,5.10706680093386,2.503643617747053,3.0061287402830663,1.1209610148897944,Iris-versicolor
+119,5.6278283319129665,2.704412835839001,4.46542198828963,1.2423915211177883,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/24/test.csv b/iris/tab_ddpm/4_3/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/24/train.csv b/iris/tab_ddpm/4_3/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/24/val.csv b/iris/tab_ddpm/4_3/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/25/synth.csv b/iris/tab_ddpm/4_3/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ea31b1800d74401dd540f1a81982b7029c233ec4
--- /dev/null
+++ b/iris/tab_ddpm/4_3/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.400169294294263,3.393122680725319,1.7655039302438276,0.19116893998072443,Iris-setosa
+1,6.20955225989938,2.13054089795094,4.501926147317521,1.5128595006442493,Iris-versicolor
+2,4.58133030641881,3.6075046483933257,1.0,0.1955127555245883,Iris-setosa
+3,7.9,3.7988708477901856,6.392513207890555,1.9990825270699915,Iris-virginica
+4,6.54598010768124,3.044663045626921,5.35807721106573,1.9031106953681436,Iris-virginica
+5,6.014519663264593,2.8139438815598212,4.6062776202029,1.4885583334403292,Iris-versicolor
+6,7.672183797739731,2.6194888510016052,6.89999814173772,2.298002594924,Iris-virginica
+7,4.910924819757112,3.0,1.3516376861491728,0.19915385716283707,Iris-setosa
+8,5.093029446548945,3.7153732523263363,1.6105417280043188,0.4142780698500584,Iris-setosa
+9,6.90148445785276,3.1864725277135464,5.6478802873098735,2.3105325860312034,Iris-virginica
+10,5.198344674261134,3.4143676554701043,1.4032791017807913,0.200156830255423,Iris-setosa
+11,6.2941629883501795,2.2900616159136153,4.410653270051705,1.2787740314791969,Iris-versicolor
+12,6.51809802504798,2.979925217906604,4.349501556365556,1.3441441754266565,Iris-versicolor
+13,7.9,3.7937129954218918,6.416542462228921,2.0147116885032412,Iris-virginica
+14,7.468695209215418,3.0,6.463832013727271,2.1299682435477907,Iris-virginica
+15,5.991945890658544,2.7406579179743242,4.90982415031009,1.5734850092007922,Iris-versicolor
+16,6.805079871811732,3.208423105244883,5.781163685796864,2.307512417645453,Iris-virginica
+17,6.727114173483956,3.285093442709534,5.739108372688684,2.5,Iris-virginica
+18,6.831405875053116,2.8173095566337354,4.792828590168979,1.3886518359192492,Iris-versicolor
+19,6.881981672311319,3.095100200681642,5.137387861821033,2.2870570671529973,Iris-virginica
+20,7.57587086804331,3.0,6.600532794157863,2.0931385629616144,Iris-virginica
+21,6.879955756383227,3.212626462669553,5.749096111396214,2.287295055744521,Iris-virginica
+22,5.646968692032068,2.806252585252078,4.312802673991046,1.2587557894985038,Iris-versicolor
+23,5.8063560020016025,2.6963151068878797,5.169899501468505,1.9009389663679044,Iris-virginica
+24,4.558379974939488,3.3659381367928303,1.4000003281974442,0.3599949243039461,Iris-setosa
+25,7.9,3.823838741413334,6.409347159664477,1.9965287985326166,Iris-virginica
+26,5.605189404787758,3.0,4.505194694691389,1.4959632354738042,Iris-versicolor
+27,5.500853656909492,2.4243891149295336,3.7581402119407255,1.0119593693314055,Iris-versicolor
+28,4.57880698366509,3.5773558350186287,1.0,0.19358557653404285,Iris-setosa
+29,7.695117525108435,2.6102829918940755,6.8999984377100265,2.2951053708400084,Iris-virginica
+30,7.676915339245516,2.78383945953725,6.6651612614675635,1.9933014236526427,Iris-virginica
+31,6.721526323429941,3.258519902788093,5.708288653856789,2.1708935664150792,Iris-virginica
+32,6.563807535315028,2.939261863170028,4.4062629171428815,1.3520984228009354,Iris-versicolor
+33,5.055496893874448,3.505793929480642,1.4005111307286526,0.20358945720295418,Iris-setosa
+34,6.276755045378821,2.291514017679045,4.418071638013495,1.315321117455557,Iris-versicolor
+35,6.809887104290088,3.182660960375166,5.796934593774927,2.288999709189044,Iris-virginica
+36,6.5137490843032255,3.0,4.355522471706457,1.3723947931757476,Iris-versicolor
+37,6.334356605089816,2.448570369207985,4.893113067568895,1.500521680716512,Iris-versicolor
+38,6.24920120724563,2.2372704646272683,4.518317897235711,1.4853496372146489,Iris-versicolor
+39,5.891769395469503,3.0,5.045473076991374,1.781419244179517,Iris-virginica
+40,7.235317309230821,2.87804348140715,6.262115202752056,1.815402571868255,Iris-virginica
+41,5.927866250107593,3.0,4.210861247088283,1.4991336228150136,Iris-versicolor
+42,5.724255048273157,2.8289606192720798,4.46257202195626,1.2822974357129855,Iris-versicolor
+43,6.790857897201481,2.7920193142531304,4.792660833030902,1.411585006584782,Iris-versicolor
+44,5.2233799270262,3.652628376500233,1.4551031668574013,0.19760301912879785,Iris-setosa
+45,6.085235550097938,2.6024013191141218,5.585418253526289,1.4125119867372016,Iris-virginica
+46,4.860221303217329,3.107016259492,1.7846998972973382,0.10000014948251033,Iris-setosa
+47,5.775995317862493,2.6539499983012678,4.113177517881025,1.0321543767137882,Iris-versicolor
+48,5.213366964746684,2.7220121947437153,3.961030074948947,1.4012043657410267,Iris-versicolor
+49,5.405089874154981,3.4114476179515005,1.6471070421725786,0.265487328934324,Iris-setosa
+50,4.984227186895673,3.407874720326267,1.4997252107141021,0.3506886969243937,Iris-setosa
+51,6.695263746919764,2.5003305888530853,5.81185971049585,1.8261565903297377,Iris-virginica
+52,4.881778495815023,3.063125352634533,1.4907735947483585,0.10000010869646436,Iris-setosa
+53,7.668469536588584,2.5950938978730096,6.89999824281912,2.287850403619377,Iris-virginica
+54,5.739130136324897,2.649515555929473,4.121179856722714,1.0353708238397745,Iris-versicolor
+55,7.9,3.7936221326172412,6.407125209998963,1.989299786119845,Iris-virginica
+56,6.997936732690936,3.0,5.7747717859202226,2.0559542278515646,Iris-virginica
+57,5.158644165990696,3.7882762411546484,1.4941321029678465,0.199286795418612,Iris-setosa
+58,6.073444480261321,3.0,4.582835700924417,1.4083846597444345,Iris-versicolor
+59,6.65930252120014,3.0004111174460304,4.508429491967437,1.4465409358235863,Iris-versicolor
+60,5.085393815736466,3.493396631824707,1.4000357637970764,0.32072236786190045,Iris-setosa
+61,7.376688720841354,2.8995669774951476,6.361210330902613,1.816616519408689,Iris-virginica
+62,6.521148473397972,3.0,4.31655084977914,1.3673331890892668,Iris-versicolor
+63,6.387801222491539,3.2022858483349492,4.701531497822786,1.5602327397910734,Iris-versicolor
+64,7.164384874332926,2.890700757533896,6.137995422560075,1.7758743007224695,Iris-virginica
+65,6.708403217910572,3.3153815861684857,5.72921148083297,2.4999995574334744,Iris-virginica
+66,7.9,3.8026650246019944,6.404864374336869,1.9966087040457494,Iris-virginica
+67,4.8274053844732325,3.0,1.4007125143938786,0.10000012217878329,Iris-setosa
+68,6.7353609170222954,3.2960939344194324,5.704579317065837,2.4999995667224484,Iris-virginica
+69,6.789703622642916,3.0,5.579308558110529,2.033289471679773,Iris-virginica
+70,5.279734833672574,3.7022550444863063,1.496420948944207,0.20000812668189558,Iris-setosa
+71,6.707564420385798,3.0907702924056393,4.681611679048129,1.5051312354992288,Iris-versicolor
+72,4.90003799490174,3.063892981428066,1.4914157724157466,0.10000012562458947,Iris-setosa
+73,5.260073109472216,3.6494212896773637,1.499260950969704,0.34163112368975534,Iris-setosa
+74,4.802506304145963,3.0,1.4028970260631832,0.10000014219166699,Iris-setosa
+75,6.27999370575327,2.454890701766815,4.922278850504793,1.4956243909510756,Iris-versicolor
+76,4.606298368853766,3.6148631263127897,1.0,0.19633663565546006,Iris-setosa
+77,6.684368144137264,3.2934828629859796,5.686506668713416,2.05379652998856,Iris-virginica
+78,6.390540292055283,2.9759395713735626,5.563124950749485,1.7825808092778337,Iris-virginica
+79,6.182174547692903,3.0,4.642791501640774,1.4352576766776508,Iris-versicolor
+80,6.26666211317507,2.4565093410301673,4.848047638238243,1.5003931134705466,Iris-versicolor
+81,6.80055747167445,3.189276898800406,5.874059446162052,2.3192393422295887,Iris-virginica
+82,6.298874683317282,2.4399412262522624,5.004920066738988,1.8932294087270702,Iris-virginica
+83,4.955063534549631,2.388077073368227,3.068681165258961,1.0133909326926966,Iris-versicolor
+84,6.103921207243787,2.602645733215836,5.613046218472327,1.3928377415591493,Iris-virginica
+85,6.444536120881053,2.943303459178932,4.290026212649162,1.3276128608653395,Iris-versicolor
+86,6.108670619604657,3.094026325255569,4.621582831978944,1.4884694710750934,Iris-versicolor
+87,4.400000552351491,2.8652266488046854,1.4017021711021143,0.19448227070317406,Iris-setosa
+88,6.596347649740546,3.252446697611892,5.578986646413156,2.0777629385747876,Iris-virginica
+89,6.9422839992539,3.1150845220538486,5.05320110596288,2.2890735182323434,Iris-virginica
+90,6.192331897723714,3.3114452001197883,4.695564210072914,1.602412817133452,Iris-versicolor
+91,5.003128444261885,3.426107414056485,1.656840459383977,0.4500175468571015,Iris-setosa
+92,6.612454267054225,3.0,5.897729052387995,2.2436705000297197,Iris-virginica
+93,5.413454836025734,3.400604733577532,1.7850486371190066,0.19739668035639513,Iris-setosa
+94,7.70151291960664,2.6072300266436663,6.899998915463603,2.2931904108531485,Iris-virginica
+95,5.398442432850149,3.9,1.2684225762314218,0.2928117786682771,Iris-setosa
+96,6.04964246724489,2.6760689202989028,5.165303208613262,1.579983947798423,Iris-versicolor
+97,4.501285961778363,2.325766635106628,1.2930152785031677,0.2981896039748736,Iris-setosa
+98,7.89999832627307,3.791923868407249,6.403341662738553,2.018602425957191,Iris-virginica
+99,6.034405416216958,2.9255343596771146,4.458357874694922,1.4846707259984746,Iris-versicolor
+100,6.8881920763083215,3.060650730488597,5.219964215181893,2.2290706043458917,Iris-virginica
+101,5.600016787155388,2.963089651059314,3.8464580863729156,1.3171120936879595,Iris-versicolor
+102,5.649108145122806,2.555103224508485,3.944471724099419,1.0939025465788026,Iris-versicolor
+103,5.991633453646238,2.738480467706926,5.080045065687758,1.5957509005769814,Iris-versicolor
+104,5.57917643517861,3.777224846164792,1.4990482730385035,0.28606363797885137,Iris-setosa
+105,6.835739135036487,2.7329297440209745,6.0145916622228786,1.7742230331582898,Iris-virginica
+106,4.4,3.1645412172506395,1.298457749162039,0.19029279883416458,Iris-setosa
+107,5.064146268433056,3.3614251888520252,1.5480301523903326,0.349837220388467,Iris-setosa
+108,4.509166776170761,2.297212739022962,1.3018450821186849,0.2850699542446359,Iris-setosa
+109,5.172394104298711,3.790783978390441,1.5185607436841315,0.20535025565837967,Iris-setosa
+110,6.300788779015311,2.324234683570784,4.400442879128879,1.3097274235655276,Iris-versicolor
+111,5.149963079018827,3.4895686355917412,1.3986652558665043,0.20532601580193488,Iris-setosa
+112,5.61738028668123,3.0,4.511061295652893,1.5007762353663696,Iris-versicolor
+113,6.297300002794286,2.4938815527919576,5.011054444754764,1.9047129021456988,Iris-virginica
+114,7.265301450855624,2.885666353859055,6.305253770739019,1.8097026659289037,Iris-virginica
+115,4.98067124209413,2.0,3.4837514375596266,1.0659847339554176,Iris-versicolor
+116,5.437846561544542,2.761478492687092,3.7473422925319273,1.313493929587107,Iris-versicolor
+117,6.2627814690895915,2.2974714522077706,4.684229578863483,1.4942667081113183,Iris-versicolor
+118,5.8066286686278845,3.0,4.399186540868885,1.4238732253647457,Iris-versicolor
+119,5.892242617374263,3.0,5.064656952597591,1.808346797068459,Iris-virginica
diff --git a/iris/tab_ddpm/4_3/25/test.csv b/iris/tab_ddpm/4_3/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/25/train.csv b/iris/tab_ddpm/4_3/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/25/val.csv b/iris/tab_ddpm/4_3/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/26/synth.csv b/iris/tab_ddpm/4_3/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b32da941242375317b02a6587400b542e6f813e2
--- /dev/null
+++ b/iris/tab_ddpm/4_3/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.058473489742527,2.4721704947667082,2.8663222226215432,1.1011263269132574,Iris-versicolor
+1,7.69221694124833,2.6173683215785233,6.899998893053532,2.2997647412141577,Iris-virginica
+2,5.598273648322284,3.0,4.511826520644067,1.493992645524974,Iris-versicolor
+3,5.005290931421021,2.4565980448516846,3.138536020923896,1.0747522799071245,Iris-versicolor
+4,6.402226652956411,3.3649652416053994,5.619522885842171,2.392009215553422,Iris-virginica
+5,6.81988062389719,3.092014826010066,5.155888685284255,2.268644770962452,Iris-virginica
+6,6.883047247284928,3.193295104737003,5.775720869365868,2.287512799486734,Iris-virginica
+7,4.400000548027662,3.1801471673770805,1.3220898601165163,0.2023860877243435,Iris-setosa
+8,6.326135742116649,3.388724691386163,5.651757671559514,2.3866539236406767,Iris-virginica
+9,5.02389665776392,3.403030412167678,1.7260878277389586,0.37944711981812507,Iris-setosa
+10,4.40000045413382,3.0,1.3233692659600729,0.19666776215834936,Iris-setosa
+11,6.170109519816003,2.1836872476174816,4.472613110360879,1.5153399844367421,Iris-versicolor
+12,4.994158351921942,3.4016694994589107,1.6184040198485394,0.38355102476110875,Iris-setosa
+13,4.915952109397157,2.4077966438548444,3.3265478953194423,1.0237766883473245,Iris-versicolor
+14,6.311244443628702,2.841155134953647,4.274816146628499,1.2647863524195928,Iris-versicolor
+15,5.166733495883014,3.510245829036943,1.411183324915298,0.2020605793974338,Iris-setosa
+16,5.334710678593644,3.4038418850851837,1.4924098367404082,0.39176658132270503,Iris-setosa
+17,4.593607217007277,3.380198066638277,1.3989428060555347,0.360979044832822,Iris-setosa
+18,5.304718227976113,2.794202259776305,3.7769549987184106,1.4068799479338787,Iris-versicolor
+19,4.819594986452498,3.3960327141775446,1.7505736139827925,0.2045136230754034,Iris-setosa
+20,6.507247499351957,3.1888986990298984,4.975186480360621,2.004546619936993,Iris-virginica
+21,4.588990393081896,3.5965913364776028,1.000000473671701,0.20365010408261558,Iris-setosa
+22,5.107261283528246,3.484896065441438,1.3791485702635269,0.199109436848194,Iris-setosa
+23,6.68534830931005,3.292781342027059,5.664410203804385,2.0882946629498305,Iris-virginica
+24,5.8146689310851984,2.9365000460384945,4.4139169288503695,1.301896919570545,Iris-versicolor
+25,7.9,3.8113816465320935,6.41184642036481,2.011441198606106,Iris-virginica
+26,6.163983009261623,2.226493100484147,4.425281611168554,1.4539141868582193,Iris-versicolor
+27,4.761892732856298,3.0,1.4029891193182624,0.29418650002681024,Iris-setosa
+28,5.632051063641994,3.7574478990411295,1.4941935101604007,0.2927894069674398,Iris-setosa
+29,4.609680408368215,3.603338948236732,1.0,0.19953815947138923,Iris-setosa
+30,6.317344687705041,2.5257937114165276,4.875702687498761,1.488562848060303,Iris-versicolor
+31,6.335167721180459,2.894700316620349,5.595196419455851,1.8288451441679547,Iris-virginica
+32,5.430178070976863,3.9,1.3096434929759682,0.5005389139893657,Iris-setosa
+33,4.82745732803238,3.0,1.3884844640708913,0.29734030314851256,Iris-setosa
+34,6.509075836468878,2.9859191317158125,4.354900098930516,1.3480891185256845,Iris-versicolor
+35,6.681196970241607,2.4844172285403614,5.779276616843339,1.817462596234579,Iris-virginica
+36,4.840209801235586,3.0,1.3951754772037277,0.2908213767477542,Iris-setosa
+37,6.89958156835065,3.076702999331463,5.312527737492046,2.2695660973039318,Iris-virginica
+38,5.100638895947329,3.496188353405546,1.3918961321770742,0.2948158181530185,Iris-setosa
+39,6.653348891490498,3.3281050545947384,5.612388288502852,2.1124967065540163,Iris-virginica
+40,7.704856876072226,2.605367006251408,6.89999860112062,2.3051160951116314,Iris-virginica
+41,7.899998524994517,3.789376535011827,6.391115437892017,1.9808782917587067,Iris-virginica
+42,4.8972597881065045,3.0853177731864214,1.4876867130458522,0.100000131043906,Iris-setosa
+43,7.691072317015422,2.581815215896317,6.899998056179932,2.2625451997039323,Iris-virginica
+44,7.148584160258714,2.9003863560858893,6.145672351862573,1.7695432811751317,Iris-virginica
+45,5.084563560763563,3.800903311729556,1.4986017750910183,0.20265049992499065,Iris-setosa
+46,6.695234556181183,3.2909865371759444,5.703915728550927,2.4999993593044993,Iris-virginica
+47,5.006555636378549,2.0,3.4758110619697358,0.9862780726931624,Iris-versicolor
+48,6.222881660533336,3.3417836527202067,4.669854612580205,1.6275075364719505,Iris-versicolor
+49,5.857480007826718,3.0,5.145668091150224,1.8071796152709192,Iris-virginica
+50,6.721180119639385,3.310656894429855,5.725366825085139,2.4999996318792777,Iris-virginica
+51,5.440748851478342,2.4403862415514617,3.626711460824489,1.035785583780674,Iris-versicolor
+52,6.165693781396111,2.184480254731563,4.473329739242911,1.503877059235349,Iris-versicolor
+53,6.799733775430546,2.7908183103173547,4.764818497677284,1.382280715479231,Iris-versicolor
+54,4.965910062477623,2.0,3.4714112543223754,1.027294924460336,Iris-versicolor
+55,4.752514553353282,3.3949810516365817,1.4997689650989454,0.1964496408865451,Iris-setosa
+56,4.844237178256734,3.07038779027158,1.488600010923805,0.10000011649221136,Iris-setosa
+57,5.530672043425567,2.636067173871881,4.369806840730848,1.2149979582329933,Iris-versicolor
+58,7.697520003314075,2.5626493074366166,6.9,2.31958085855106,Iris-virginica
+59,5.484967015149811,2.3746671687877816,3.6398847681306257,0.9539670027639473,Iris-versicolor
+60,4.792789407603829,3.0,1.3944459051896652,0.1,Iris-setosa
+61,6.5052139682761485,3.0,5.486669953254435,1.7897299086643677,Iris-virginica
+62,6.560290704758311,3.0,4.403777785801151,1.3965765538585486,Iris-versicolor
+63,7.666602216178669,2.838538944349763,6.629896622968804,2.0210907932797566,Iris-virginica
+64,4.890570703379838,2.3951427712007227,3.214090229088467,0.87747769481749,Iris-versicolor
+65,7.071625780032677,3.0,5.874470259863223,2.101170744160979,Iris-virginica
+66,7.685085800442449,2.608943407414265,6.899998114740269,2.3068574841739666,Iris-virginica
+67,4.492935025215143,2.317430884176397,1.3054398835165684,0.34292156245514704,Iris-setosa
+68,4.807110723575349,2.377039776916655,3.437220143659907,0.9357469179840601,Iris-versicolor
+69,7.30833356229958,3.0,6.299305673873716,2.1198053914545305,Iris-virginica
+70,7.489639325731665,3.0,6.467293474418575,2.0817028311936525,Iris-virginica
+71,4.995353828652976,3.3905624207892338,1.598218743280608,0.51259724449069,Iris-setosa
+72,6.782524193076091,2.8005831654205897,4.807080799415498,1.4273962292599007,Iris-versicolor
+73,6.253565547612507,3.3307696345962636,4.672612492548213,1.5962563785193091,Iris-versicolor
+74,4.596489803044828,3.608381161620639,1.0000004763295716,0.19608507877654788,Iris-setosa
+75,5.2048916950949335,3.3875254530731054,1.4014756151995538,0.1991556784606969,Iris-setosa
+76,5.2934663894668645,3.4073314651023225,1.5910259390148516,0.3870256324997547,Iris-setosa
+77,5.632240633775997,2.931297988204774,3.891953736944056,1.3163922404541564,Iris-versicolor
+78,4.7591513089640545,3.0,1.4014626480681087,0.29773138794922666,Iris-setosa
+79,4.894155225551445,3.1148367990481405,1.5072703997614476,0.10000011762891525,Iris-setosa
+80,7.713888559025242,2.604086392837552,6.9,2.319465667343763,Iris-virginica
+81,4.604068795366938,3.6097472390020613,1.0000004932574111,0.1966567138416308,Iris-setosa
+82,4.837617281842434,3.0,1.4224965799229743,0.10000012858270005,Iris-setosa
+83,6.0029893567107155,2.8720631087130593,4.55106018456909,1.5109744941716978,Iris-versicolor
+84,5.349663483180511,3.6670733119962238,1.505096916001716,0.1996534712116409,Iris-setosa
+85,6.096127089862867,2.593893083724183,5.6011490218024225,1.4175134152773519,Iris-virginica
+86,6.133637087081062,2.603069300417964,5.59666610499122,1.3995578282445051,Iris-virginica
+87,6.298180867843835,2.304612535410149,4.422845508438335,1.3039748780503453,Iris-versicolor
+88,5.65162606667289,3.0,4.580452136177629,1.5024488145726196,Iris-versicolor
+89,5.776559620553543,2.7109089083224416,5.083253311441805,1.8865472058342048,Iris-virginica
+90,6.472002639996936,3.0,5.82544109207185,2.197312796989498,Iris-virginica
+91,4.801068025108132,3.0,1.3707448292332096,0.1,Iris-setosa
+92,7.719907593052135,2.5644083422551684,6.89999881661798,2.302280427131089,Iris-virginica
+93,5.005934754699036,2.4608146273994658,2.9319311831497235,1.0645600465314957,Iris-versicolor
+94,6.71327208556977,3.2174378912660293,5.720841418933401,2.110389512527529,Iris-virginica
+95,7.899997574018727,3.767972487271984,6.382564540194052,2.000857828201997,Iris-virginica
+96,6.49812966253088,3.0,5.484916852193661,1.819508510992259,Iris-virginica
+97,5.885606825366036,2.9131220968524367,4.536365659104724,1.3178073826787533,Iris-versicolor
+98,5.1106910803429315,2.495824019288323,3.2818570406094865,1.1041569254451276,Iris-versicolor
+99,6.257434439653732,2.8458360443837303,5.602896553428519,1.79795206659241,Iris-virginica
+100,6.842300723550318,2.6883353208375724,6.05030122551953,1.7864786613941637,Iris-virginica
+101,5.562123403940169,2.4646111091104665,3.8025539509295827,1.063321246188123,Iris-versicolor
+102,7.657813434071901,2.582202297673602,6.9,2.2971956770501647,Iris-virginica
+103,6.314077938477593,2.483629366499268,4.953529669657248,1.917326499069133,Iris-virginica
+104,6.270214813968995,2.3059811713739595,4.67374054774365,1.4764381976480607,Iris-versicolor
+105,6.613362203678879,2.507512870480683,5.746655997686207,1.7727590356060017,Iris-virginica
+106,6.1099988661763645,2.654626491864386,5.097071622766604,1.5563909977213506,Iris-versicolor
+107,5.680282404422687,2.7343600339007437,4.453975260097616,1.252279419306555,Iris-versicolor
+108,6.488247236270056,3.2025327141973694,5.06269852123337,1.9799454895746667,Iris-virginica
+109,5.40233213589364,3.3998177272863996,1.7678519162574184,0.20050287926249297,Iris-setosa
+110,4.818785231798602,3.388199161517619,1.65104506548845,0.2141882880581668,Iris-setosa
+111,6.494954568703883,3.083106944722575,4.576054924311261,1.4727746474893997,Iris-versicolor
+112,6.281273077798049,2.305017341191913,4.427780613699503,1.3104444345802728,Iris-versicolor
+113,6.1744399205779885,3.344354508496784,4.593320456401632,1.5909336622396921,Iris-versicolor
+114,7.715817241881445,2.60621511934111,6.9,2.319744085328054,Iris-virginica
+115,5.537559530076449,2.441329844410155,3.80238092477252,1.0390806045745073,Iris-versicolor
+116,7.343760054461634,2.9102169921651337,6.370693931733486,1.8328977817911685,Iris-virginica
+117,5.080916492888918,2.494175001749818,3.023958550248076,1.0869324469532275,Iris-versicolor
+118,4.938043350086335,2.443164520070521,3.0667108905764113,1.0091480684864025,Iris-versicolor
+119,4.4,3.1225121717040936,1.3197128658351982,0.20248775136546276,Iris-setosa
diff --git a/iris/tab_ddpm/4_3/26/test.csv b/iris/tab_ddpm/4_3/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/26/train.csv b/iris/tab_ddpm/4_3/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/26/val.csv b/iris/tab_ddpm/4_3/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/27/synth.csv b/iris/tab_ddpm/4_3/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d030e67757a060d8c04b37c11c1ead09026671d0
--- /dev/null
+++ b/iris/tab_ddpm/4_3/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899998210778881,3.7953838536750926,6.4375293441934245,1.981533378417018,Iris-virginica
+1,4.804223102549231,3.0,1.426289563085703,0.1,Iris-setosa
+2,5.185842171797993,3.4165140459083183,1.400874495477949,0.19315928693999956,Iris-setosa
+3,5.757607734443809,2.866922866967912,4.259875311900664,1.3074559095626013,Iris-versicolor
+4,4.909389030520202,3.089032966199047,1.4939732785894073,0.1,Iris-setosa
+5,7.701164083105601,2.8020187422627028,6.6925208321391025,2.0092313700369706,Iris-virginica
+6,4.400000455884507,2.876636580233837,1.3783933804572968,0.19941016529499184,Iris-setosa
+7,6.272846643353854,2.2885328885347787,4.4585822406357405,1.328896059191351,Iris-versicolor
+8,5.077688571235716,3.5034390605279637,1.446779225215036,0.3156103162013415,Iris-setosa
+9,4.896916494131867,3.0939002022980477,1.4962505364305794,0.10000010932389135,Iris-setosa
+10,4.867753893171618,3.3987618627881093,1.5447962899994323,0.24740423783645404,Iris-setosa
+11,4.599988993818621,3.61880398754918,1.0000004289014615,0.19475581501499162,Iris-setosa
+12,5.672025668974042,3.0,4.43938235396763,1.4758145598586379,Iris-versicolor
+13,4.612810006961148,3.3870288261000425,1.404287416618084,0.2969139827978873,Iris-setosa
+14,6.216598350283065,2.763466512468088,4.312774845970871,1.1797411197491474,Iris-versicolor
+15,6.305053492226899,2.9029493283376357,5.648553990500439,1.8465096263263219,Iris-virginica
+16,6.418930221653182,2.5956177106081975,5.0469013896372354,1.9888365579839486,Iris-virginica
+17,5.856931491117822,3.0879949124869652,4.3435530568577585,1.4844274964807647,Iris-versicolor
+18,4.895047295716323,2.379337312384377,3.4764340510026597,1.0136070135431572,Iris-versicolor
+19,4.991870637488782,3.396594771299487,1.497765896927218,0.35849172566017035,Iris-setosa
+20,5.087607239269541,3.801331057137594,1.7186220451463219,0.19993807288178383,Iris-setosa
+21,6.722425901091555,2.480077020001919,5.852943470101584,1.8139661862061767,Iris-virginica
+22,5.464152337397222,3.4016677679735094,1.8679525844761453,0.20076807721857967,Iris-setosa
+23,6.059741277767831,3.3663045317161955,4.5109379759084405,1.5880960740082188,Iris-versicolor
+24,5.638255327338118,3.0,4.456646373854004,1.511754663960461,Iris-versicolor
+25,6.022115066073091,2.2061431478585694,5.014114889272329,1.490337737789436,Iris-virginica
+26,5.7313239596781935,2.8871225832125376,4.15488253469206,1.2851283476152016,Iris-versicolor
+27,4.8918905524334795,2.424949196282322,3.390417021137281,1.0157334710002008,Iris-versicolor
+28,5.640653129646279,3.0,4.175697929569637,1.2731845169934988,Iris-versicolor
+29,6.71290410291853,3.2985577971075823,5.708244444770862,2.5,Iris-virginica
+30,6.283786058571531,3.405141954685859,5.586029305691194,2.3953592165787145,Iris-virginica
+31,6.919587132117715,3.2097867461582434,5.724964931508704,2.31532667273622,Iris-virginica
+32,5.6034925754276195,2.9047793560475887,3.5510056797585703,1.304431854598026,Iris-versicolor
+33,5.217847851248761,2.756201231892151,4.026015716660799,1.4160285882675923,Iris-versicolor
+34,5.1124400156669285,3.7905862094309275,1.6880274121071535,0.20004448201328073,Iris-setosa
+35,5.247980381658433,3.68575526607567,1.474074617895622,0.29891423027542136,Iris-setosa
+36,5.575024126420612,2.892378220614652,3.66219448254278,1.3069732928612054,Iris-versicolor
+37,5.59550033390778,2.5024551397623642,4.033093924880937,1.064874474032559,Iris-versicolor
+38,6.9549216771246805,3.220615238963726,5.717792762004034,2.2838006781042233,Iris-virginica
+39,6.776169464854808,2.7951452728128703,4.709368131894232,1.398069284399385,Iris-versicolor
+40,6.297588890746852,2.3298407747872023,4.429688689391796,1.3074810938143235,Iris-versicolor
+41,5.9355175573213925,3.048780680431171,4.561736757721549,1.4644920309775569,Iris-versicolor
+42,4.98984819235438,3.60766951355093,1.403249404032407,0.1991946286755209,Iris-setosa
+43,6.2273746680103725,2.890754758394562,5.5850645095440745,1.792205665207608,Iris-virginica
+44,4.570147934932887,3.3704569941924674,1.3615728596774201,0.2998055296663649,Iris-setosa
+45,6.011303925388695,3.400270110392234,4.474583441751562,1.5787755568569586,Iris-versicolor
+46,6.761876764655618,3.2225272869096404,5.74862656304479,2.249899262383154,Iris-virginica
+47,6.064070311708949,2.6514446657312267,5.052702417057074,1.5753522960657165,Iris-versicolor
+48,5.091731917241819,3.68731732720557,1.4923713404606378,0.4250664234599877,Iris-setosa
+49,7.687271547035094,2.5898944688025596,6.899998830510629,2.3048106922960696,Iris-virginica
+50,4.823555818035001,3.0,1.3897868880391384,0.1,Iris-setosa
+51,7.3032557142014936,3.0,6.206689520395355,2.1390210127588825,Iris-virginica
+52,5.1800015610008305,2.6777224165857594,3.78352268466271,1.3910242944374676,Iris-versicolor
+53,7.351727003595779,2.903666340635387,6.355273450002175,1.8393962016741139,Iris-virginica
+54,4.601405236729336,3.39076124605714,1.401789457032523,0.35588635365966803,Iris-setosa
+55,5.839582214882185,2.676291994142951,5.07305515191455,1.9186921039168832,Iris-virginica
+56,4.909288160401543,3.0,1.403877514464157,0.19819114814579597,Iris-setosa
+57,4.844177001138415,3.0,1.409309184081624,0.10000030983999995,Iris-setosa
+58,4.5895711558365955,3.6232282256884734,1.0,0.19954563521594781,Iris-setosa
+59,6.696669526246689,3.303964470231679,5.682337935308368,2.104541377885567,Iris-virginica
+60,7.7090024525169065,2.5823957032401395,6.9,2.3092446434223235,Iris-virginica
+61,7.334210506423226,2.689859574863382,6.411292665411404,1.8938031030032587,Iris-virginica
+62,4.994844977582622,2.0000007867426137,3.4220414434350186,1.0020376948090344,Iris-versicolor
+63,5.350685483768919,3.9,1.3075363368007844,0.34714142554959454,Iris-setosa
+64,5.441822943437288,3.380498290988897,1.7583349788403715,0.19989388489927917,Iris-setosa
+65,5.890872176907285,3.0,5.092320678552193,1.834185950564636,Iris-virginica
+66,6.799761219858832,2.5431986045460038,5.986831398966421,1.8346740301497029,Iris-virginica
+67,7.7054670922368,2.593310193784504,6.9,2.300282571362842,Iris-virginica
+68,5.183033701818874,3.3792480674523775,1.391974846861968,0.19850380450413171,Iris-setosa
+69,5.121677888809871,3.49931486113645,1.3950327042318036,0.2919435471857036,Iris-setosa
+70,6.674879123929317,3.0664933139010495,4.660622747300786,1.4760455911731565,Iris-versicolor
+71,6.225255310224321,3.323260016643856,4.627247059806547,1.5873026514372353,Iris-versicolor
+72,5.177259103210401,2.6719179471497716,3.842113084275654,1.3902142691038795,Iris-versicolor
+73,7.899998890638573,3.8034416495457144,6.393915312782337,1.9979992739119508,Iris-virginica
+74,6.090977698416808,2.5872292561332677,5.608902873486645,1.3989897310298924,Iris-virginica
+75,6.774763043449217,3.229106243336848,5.844832565589827,2.250163136963862,Iris-virginica
+76,6.615131508583263,3.0,5.869445828634393,2.1682060517095327,Iris-virginica
+77,5.6922038124174525,3.8016951535354693,1.9003170713246558,0.33133489873238187,Iris-setosa
+78,6.809953931759875,3.0,5.509373286003008,2.1144000155471403,Iris-virginica
+79,4.400000666925149,2.8825575295199384,1.4040968236713234,0.20494071528865634,Iris-setosa
+80,5.468881465683778,3.400092973348685,1.5647999819631286,0.33288874742221,Iris-setosa
+81,5.656070535245644,2.8086838600468136,4.469453553692587,1.2436009720636518,Iris-versicolor
+82,5.587240468336201,2.486644898321812,3.8797059254985466,1.0940521543441832,Iris-versicolor
+83,5.3794291433847095,3.8999995840769865,1.3029525614593538,0.37341626880989665,Iris-setosa
+84,6.542129699038308,3.0,4.342746439715626,1.3693692847813537,Iris-versicolor
+85,6.136901807676627,2.815370320883597,4.686461621746736,1.200037236110715,Iris-versicolor
+86,6.259918297019937,2.8889330401977995,5.620898519917916,1.7646836814322988,Iris-virginica
+87,4.8957620852390775,3.0,1.398807933894739,0.20882351452752504,Iris-setosa
+88,4.4,2.9581271129902653,1.3882449773847962,0.19421585754075704,Iris-setosa
+89,6.37881280358858,2.879619393492195,4.295320118647967,1.2962112233047927,Iris-versicolor
+90,6.913444565494633,3.1884559323115744,5.757092208315214,2.3027717758301947,Iris-virginica
+91,6.698041750202125,3.302418068864911,5.700877240910067,2.4999988173565835,Iris-virginica
+92,6.250178260455622,2.5051623677962094,4.9712196137680555,1.5025860395723596,Iris-versicolor
+93,6.453477936572611,3.186519303913805,5.05639722833108,1.9693925904910676,Iris-virginica
+94,5.477008460452186,2.5355212436473193,4.339876647200816,1.1549150036970817,Iris-versicolor
+95,4.507002300655303,2.3066032048166227,1.3084421440345064,0.30684257920822927,Iris-setosa
+96,6.19971700667631,2.2136253328981526,4.474381512035485,1.4971182361512,Iris-versicolor
+97,7.201633825781627,2.884924372126389,6.1845394995902305,1.765312296783847,Iris-virginica
+98,6.189532520578483,2.1958809379207924,4.485278841507208,1.5108834678317318,Iris-versicolor
+99,6.410435920402819,2.9085931600190538,4.399138722277037,1.310888627408514,Iris-versicolor
+100,7.713733831277994,2.601330891419295,6.899998950815452,2.2949391351009187,Iris-virginica
+101,5.601994184152792,2.9073535300393294,3.551970499717079,1.2970995458171006,Iris-versicolor
+102,6.524439699364057,2.9121845597625047,4.378434312305812,1.3329338605032977,Iris-versicolor
+103,5.05539965770684,3.543873213709226,1.4001426644293495,0.19478365172763018,Iris-setosa
+104,6.818876995465936,3.0,5.533603305582677,2.06667025533188,Iris-virginica
+105,5.835421609403374,2.7196115552261158,5.095543034532256,1.9124108199760175,Iris-virginica
+106,5.152686435912022,3.7451904720241807,1.7113230798539796,0.34488018336514287,Iris-setosa
+107,6.482451929386458,2.971403387935907,4.277755496826277,1.332633117592227,Iris-versicolor
+108,6.320061983713742,2.492860347790465,4.88013934956729,1.4926811489155252,Iris-versicolor
+109,6.204386637460648,2.5472642481880525,5.0065837711798755,1.5206685535557845,Iris-versicolor
+110,7.463094921989026,3.0,6.444945815118948,2.113727079166822,Iris-virginica
+111,6.7201123593388985,3.1348671099652727,4.724815970564815,1.5116626022900879,Iris-versicolor
+112,6.802403602010387,3.1958485308365865,5.786771893547405,2.2748845090048295,Iris-virginica
+113,6.302670041977231,3.2859943703234245,4.6783882554146325,1.5871814133442197,Iris-versicolor
+114,4.788107841389867,3.3748247378519878,1.5975713523343016,0.20424700490200656,Iris-setosa
+115,5.004314189656225,2.0,3.5141432325041397,1.0088195688290764,Iris-versicolor
+116,4.999339664804754,2.0,3.5324250968550377,0.9720980451599939,Iris-versicolor
+117,6.302766114359405,2.3345485788525417,4.724470193026994,1.5087562048390208,Iris-versicolor
+118,6.321377522594152,2.480425790399033,4.847312529936801,1.5072320845662304,Iris-versicolor
+119,5.578593087006135,3.0,4.5026287669083125,1.505491999906495,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/27/test.csv b/iris/tab_ddpm/4_3/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/27/train.csv b/iris/tab_ddpm/4_3/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/27/val.csv b/iris/tab_ddpm/4_3/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/28/synth.csv b/iris/tab_ddpm/4_3/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..668452a046acd3e0e1abef844c77d4e6e7954e3e
--- /dev/null
+++ b/iris/tab_ddpm/4_3/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.683298411622984,3.7973886645016255,1.7618374698107222,0.2997501820906081,Iris-setosa
+1,6.052647611686333,2.930273282744285,4.469191805992666,1.4976901785300591,Iris-versicolor
+2,6.47329078696943,3.1268515633956646,5.128122590103729,1.9248295857820563,Iris-virginica
+3,4.930523558648938,3.020033409033378,1.402071773151219,0.19757099165263103,Iris-setosa
+4,5.4054147905089085,3.4003986922999214,1.494375574562489,0.3952378171272484,Iris-setosa
+5,6.315054899699439,2.3210723723638944,4.36766865619667,1.30260453499027,Iris-versicolor
+6,5.2136003025305415,3.423467175474754,1.4012019046670103,0.1975708324247125,Iris-setosa
+7,7.34624506662041,2.9049621318594663,6.298060268973139,1.8052224820918903,Iris-virginica
+8,6.166902949569452,3.3297770652185195,4.62701726737785,1.610231732235379,Iris-versicolor
+9,5.591917835393652,2.4928895532097153,3.8844618131190716,1.0851970098748747,Iris-versicolor
+10,6.136552345050372,3.3304234674446884,4.651048959648917,1.5925403285268986,Iris-versicolor
+11,5.6391811102963585,3.787275515194305,1.7057836170527638,0.2867602181391055,Iris-setosa
+12,6.358803085905078,3.4019418343111085,5.579256531181316,2.386536006931188,Iris-virginica
+13,6.71354827923331,3.3257302045838,5.7018353073099215,2.5,Iris-virginica
+14,6.0752142519425,3.3239592228161765,4.552095165947778,1.586907043642099,Iris-versicolor
+15,5.9492647496235,3.0,5.156614490656512,1.810796048695162,Iris-virginica
+16,4.909025053933297,3.122067998749105,1.5529486986707113,0.1,Iris-setosa
+17,5.072957011283998,2.4960429602715166,3.297445968130104,1.112433173775849,Iris-versicolor
+18,6.026394557497352,2.2190899302974594,4.978659643632547,1.4907350285729715,Iris-virginica
+19,7.362454013235797,2.907048121420924,6.404099285017495,1.8341813949201944,Iris-virginica
+20,7.72232020342177,2.6092584380307637,6.899998673361576,2.275392388024834,Iris-virginica
+21,7.726188488214283,2.593411586769918,6.9,2.282185081689079,Iris-virginica
+22,7.709114742384982,2.6065371106035227,6.9,2.3163961062547007,Iris-virginica
+23,7.9,3.79903768994388,6.454915165801532,1.9894979641103574,Iris-virginica
+24,5.976800955871129,2.923814005120163,4.631496102529849,1.3215483408626019,Iris-versicolor
+25,6.8481914798495245,3.1097865873453947,5.0744116503573595,2.28870576985425,Iris-virginica
+26,5.14183931321791,3.469889433046726,1.3963234160924907,0.20358030619602657,Iris-setosa
+27,5.327134277085853,2.4350208190838796,3.54974677584392,0.9688505059153816,Iris-versicolor
+28,6.340769209907916,2.5043546610364755,5.00187844569645,1.8978939757213185,Iris-virginica
+29,6.305311706962797,3.4066645660288133,5.620612927465848,2.3941070129325723,Iris-virginica
+30,6.322515914034968,2.3479049588585785,4.465186416805368,1.3152347893024514,Iris-versicolor
+31,4.400000629245038,3.128742615351341,1.3447835709259903,0.20189053797523537,Iris-setosa
+32,7.533637814017671,2.9916187737607447,6.5303976300953135,2.065028440672238,Iris-virginica
+33,6.710939944787118,3.3376779747357244,5.692605907908207,2.4999994332633704,Iris-virginica
+34,6.294744960602512,2.2864820800384393,4.5306582963794,1.4748971719193145,Iris-versicolor
+35,5.089089719637198,3.7009464751597796,1.498049408634445,0.38388521808400033,Iris-setosa
+36,5.155949795244215,3.7792244920366533,1.5502393535989338,0.2113727309241803,Iris-setosa
+37,4.614737917582595,3.5894465435467087,1.0,0.20278474423387194,Iris-setosa
+38,5.651367616620657,2.9101146168596803,4.281711523464324,1.3036607757392673,Iris-versicolor
+39,6.352207081844075,3.0,5.454023488623484,1.7982076934364462,Iris-virginica
+40,6.068030268030159,2.6326028202285867,5.125489986582516,1.6041477110425404,Iris-versicolor
+41,5.943210348507547,2.9391889456392777,4.411780597177051,1.4981296034479865,Iris-versicolor
+42,5.791128476196861,2.9567015263647822,3.985019029587564,1.4533602204874958,Iris-versicolor
+43,5.69818003850018,3.800364700161546,1.5461754558860397,0.3219814496950335,Iris-setosa
+44,5.8194776206111465,2.701100081681033,4.107934559708141,0.8743313710989882,Iris-versicolor
+45,4.621435585615439,3.590626495538069,1.000000429992627,0.19307155954196897,Iris-setosa
+46,5.096994504330055,3.4945599622479633,1.3970734931617956,0.3171736204353595,Iris-setosa
+47,5.559177632975461,2.5010988641841783,3.837684970328776,1.0559460161802565,Iris-versicolor
+48,5.935419436318212,2.6988497513585448,5.051222763898814,1.5795551763277431,Iris-versicolor
+49,5.906163204758853,3.2870839294564003,4.440727414949707,1.5959253157010758,Iris-versicolor
+50,5.402381851202816,3.3986082453299096,1.530019339158538,0.20009886803758872,Iris-setosa
+51,4.4,2.903637415669685,1.40039029525374,0.19749944431544605,Iris-setosa
+52,4.897284667460847,3.0573682602629333,1.489849314656473,0.1,Iris-setosa
+53,4.4,2.8902652397640596,1.4023519323214908,0.20482555327393293,Iris-setosa
+54,5.039616518668651,2.0000005418718962,3.542524735908734,1.0108182122362537,Iris-versicolor
+55,6.434143947847645,2.9211848395771693,4.306012432983242,1.3073311435246913,Iris-versicolor
+56,5.253661126787453,2.7471946227986406,3.982994877474861,1.4151949022936121,Iris-versicolor
+57,6.707825566012323,3.2905242454763615,5.697366538054053,2.5,Iris-virginica
+58,7.67815336633882,2.593349366249273,6.899998459956393,2.2928276123267697,Iris-virginica
+59,6.8655075158282575,3.197663657801868,5.678426862292302,2.2787110569464617,Iris-virginica
+60,6.350326636092398,3.400816283829861,5.638213906859,2.3928605552200497,Iris-virginica
+61,6.6510972080310475,3.0363224684145647,5.705087472321192,2.133875812612795,Iris-virginica
+62,5.09605488726644,3.5029102794403686,1.3945356468177736,0.29442985640921693,Iris-setosa
+63,6.223197228872237,2.71455861072446,5.5982375766438714,1.54409723925817,Iris-virginica
+64,6.692564095746039,3.3237142796156163,5.69967675199119,2.5,Iris-virginica
+65,5.439876226393671,3.899999563178196,1.2757072193988388,0.3799891853948399,Iris-setosa
+66,5.010219495809746,2.0000008785435943,3.4612913229806717,1.0400401256341707,Iris-versicolor
+67,6.696651489430372,3.295419498277638,5.683057502580339,2.5,Iris-virginica
+68,7.680326419475854,2.8176881337258863,6.675371288183299,2.0080791563942357,Iris-virginica
+69,5.793343925294474,2.7106407301207445,4.092426983310151,1.0146936438085166,Iris-versicolor
+70,4.4,3.1907476755258792,1.3032551866605708,0.1974005095022584,Iris-setosa
+71,5.406460126508709,3.8999995012610404,1.3193658526475347,0.35744720714901845,Iris-setosa
+72,7.69922272456647,2.60833322774297,6.9,2.308715315610356,Iris-virginica
+73,5.029234177043994,3.5711028403608402,1.4032983239726926,0.20896613374404444,Iris-setosa
+74,5.169474492598281,3.44093509281781,1.3931432538379407,0.20583950857648778,Iris-setosa
+75,4.792035617054722,3.0,1.4019025673979917,0.34155951057758666,Iris-setosa
+76,5.384728387164601,3.3998485954353286,1.4986559152787384,0.19125734687679768,Iris-setosa
+77,5.653976567281814,2.946047480913288,4.018804974829008,1.303757971036853,Iris-versicolor
+78,5.836754983956245,3.0,4.268103523462495,1.3807688322705982,Iris-versicolor
+79,5.100763677660581,3.4854198876873403,1.4003899072832966,0.20350365371352558,Iris-setosa
+80,4.914050187485941,2.4273938903922754,3.451522759655372,1.0316452044732407,Iris-versicolor
+81,4.787050847983335,3.3835374919736774,1.5751807823318977,0.2011377204452328,Iris-setosa
+82,6.093646354960167,2.5888047804149363,5.5971637434659405,1.3943839930957274,Iris-virginica
+83,5.650849359668671,2.9729218432148263,4.16366143962578,1.290243208888749,Iris-versicolor
+84,4.920444291190468,2.4049964415993603,3.297171465576393,0.9912115205017176,Iris-versicolor
+85,5.75805681174061,2.807297300323504,4.185324434201183,1.080593007443689,Iris-versicolor
+86,5.308187548542513,3.62950733829443,1.4967237592870322,0.19764516186957098,Iris-setosa
+87,5.19822450657651,3.413518376152188,1.3712058575408441,0.2019728968005448,Iris-setosa
+88,5.437383984514982,3.4024318231202977,1.6982151173891278,0.2014999566872813,Iris-setosa
+89,4.962324246934831,3.387487872864813,1.702355381185717,0.1968489563751811,Iris-setosa
+90,6.127687803506687,3.3608755589301174,4.594513197476172,1.5574193622585721,Iris-versicolor
+91,6.697249697230367,3.2445274327291287,5.774106062045702,2.314450278389186,Iris-virginica
+92,5.669933847565483,2.5507317807687833,4.00966348337076,1.089570968789577,Iris-versicolor
+93,4.40000053014718,2.8906233095560743,1.4038167147944824,0.1965807353365454,Iris-setosa
+94,6.675533540979652,3.2808058510518614,5.6770248125616884,2.499999495260482,Iris-virginica
+95,7.6604740494158765,2.58957703136943,6.899998825683053,2.284789593840623,Iris-virginica
+96,5.1987216019649205,2.693438593485454,3.8223245037850737,1.3982069065231142,Iris-versicolor
+97,4.4,3.0,1.3467737611194641,0.1995720637746548,Iris-setosa
+98,5.612153054382725,2.9856995453311157,4.0060036862311525,1.3099766614593455,Iris-versicolor
+99,6.024903135208702,2.6528509348588027,5.047289864442294,1.6230644325419377,Iris-versicolor
+100,4.6283054118558,3.4001391229459883,1.395046900275453,0.2998585453639938,Iris-setosa
+101,6.1587560411633815,2.8267470531270544,4.4575948772281215,1.2368873511029335,Iris-versicolor
+102,6.711237382013483,3.3046484433496883,5.702377547283743,2.107817880551907,Iris-virginica
+103,4.400000775907286,2.922397345173952,1.4042201655433837,0.2021051123445795,Iris-setosa
+104,6.288113656700445,2.459059062818564,4.890613381572387,1.5293149345891954,Iris-versicolor
+105,5.958310956773794,2.198889142131964,4.97118849419548,1.5062425605844987,Iris-virginica
+106,4.882170542650086,3.0,1.3969602817918103,0.2082535617419055,Iris-setosa
+107,5.431035791569379,3.3910453867715606,1.781209022753552,0.1972228420855654,Iris-setosa
+108,4.611751834452943,3.610832521985545,1.0000004317547202,0.19368508146276464,Iris-setosa
+109,6.548761139670537,2.989280713183772,4.325155594412568,1.3614673374776334,Iris-versicolor
+110,4.4,3.178412103994715,1.2793519905047366,0.20203197596762598,Iris-setosa
+111,4.975752845101874,2.4232300380348164,3.0266545421070576,1.0249118653261438,Iris-versicolor
+112,4.836145252740502,3.0,1.4109487113897268,0.1,Iris-setosa
+113,5.896380300879414,3.0,5.1193190295417725,1.7996781073632373,Iris-virginica
+114,6.253738895631544,2.5465533244794742,5.311691609287155,1.9249577889667702,Iris-virginica
+115,7.9,3.8130601383611973,6.396417734580701,2.028818572166798,Iris-virginica
+116,6.833906371996884,3.208895785380567,5.793833214913016,2.296156305409862,Iris-virginica
+117,5.028674211856599,2.0,3.537127807327702,0.9885244133870563,Iris-versicolor
+118,7.623036211259736,2.8105431061020814,6.649399555324628,1.9754811763564135,Iris-virginica
+119,5.909717367529393,3.0,5.090376099848301,1.7867925510808615,Iris-virginica
diff --git a/iris/tab_ddpm/4_3/28/test.csv b/iris/tab_ddpm/4_3/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/28/train.csv b/iris/tab_ddpm/4_3/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/28/val.csv b/iris/tab_ddpm/4_3/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/29/synth.csv b/iris/tab_ddpm/4_3/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..622d53cfdec8e2cf850e9db1bc77db896e597aaa
--- /dev/null
+++ b/iris/tab_ddpm/4_3/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.793072350932467,6.34918863186323,2.012560368782396,Iris-virginica
+1,5.530274999961044,2.605938955875118,4.423412378559104,1.215796522056532,Iris-versicolor
+2,4.923148153857163,3.0,1.37297825561209,0.20437157893913555,Iris-setosa
+3,5.1406755601850405,3.480216279646614,1.401950518604671,0.20493357389730169,Iris-setosa
+4,4.625921134992859,3.611601965264261,1.0,0.201706367330693,Iris-setosa
+5,5.745326789948646,2.7751040255658754,4.315198389199986,1.161628236409666,Iris-versicolor
+6,4.494814310926134,2.3228762394624556,1.295556955013071,0.2875237422255969,Iris-setosa
+7,6.180315153475603,2.551288803159909,4.993104201628754,1.5378418150998296,Iris-versicolor
+8,4.591832993994525,3.6219188565059097,1.0,0.19350668923437292,Iris-setosa
+9,6.318154067747445,2.341615243429753,4.4164596867359895,1.3095398484278287,Iris-versicolor
+10,5.631063244721818,3.0,4.100601987255567,1.2762935278429275,Iris-versicolor
+11,5.010662388656681,3.5563444222866445,1.406414795359773,0.19916888432361005,Iris-setosa
+12,5.286316355722632,2.7490335228867817,4.0537252124103675,1.3937740642269993,Iris-versicolor
+13,5.5104090959333405,3.9,1.344314327707978,0.3722045540113624,Iris-setosa
+14,6.3121459266290465,2.4534658717289357,4.8688910153156435,1.513846717445402,Iris-versicolor
+15,5.08168083122933,3.6774944980414244,1.4951548976253397,0.43920558790555253,Iris-setosa
+16,4.811066667588101,3.0,1.3590436513708362,0.10000009612003684,Iris-setosa
+17,7.708974110651343,2.603636690658769,6.899998956059722,2.2946001968288092,Iris-virginica
+18,4.400000528132449,2.8971754884744376,1.3998449005995308,0.19450036389424724,Iris-setosa
+19,4.400000515142865,3.148330521601956,1.3277032419274069,0.19964545721820842,Iris-setosa
+20,5.054316761154065,3.548342335858134,1.3850051948844881,0.19981648887054196,Iris-setosa
+21,6.040257224503016,3.376239192468413,4.530583779112494,1.6126353422057718,Iris-versicolor
+22,5.6253354548844285,2.9237065844682033,4.2108533607920045,1.3355255976400495,Iris-versicolor
+23,7.9,3.7994061940214032,6.415414369878813,1.998620543504045,Iris-virginica
+24,6.900417796162889,3.1071167621765095,5.12927540071092,2.3157294043826373,Iris-virginica
+25,7.538642013416675,3.0,6.505489179444969,2.1126115819002673,Iris-virginica
+26,6.055777682837745,2.5693139624228265,5.521763274575276,1.4003255527887564,Iris-virginica
+27,5.648712338892919,2.7986485726550416,4.433735791813635,1.2944818598564776,Iris-versicolor
+28,6.31261445655828,2.2696365859556673,4.406476183466312,1.3103062200363986,Iris-versicolor
+29,6.8117382317281665,3.1651630932597556,5.778831186988906,2.275963494167711,Iris-virginica
+30,5.060429727843704,3.5090435055291054,1.385990204903747,0.20126662478938773,Iris-setosa
+31,5.758966613891248,3.8119475489466983,1.7817623273560947,0.31660560759588374,Iris-setosa
+32,5.032390220112718,3.561402589301792,1.3718973131926298,0.19536850104596898,Iris-setosa
+33,7.657461397628626,2.8325925059912502,6.664834822091915,1.988586455375473,Iris-virginica
+34,7.6027076053064,3.0,6.6132751781472185,2.105387507984351,Iris-virginica
+35,4.8904371078266795,3.0897614853437303,1.4920108271138834,0.1,Iris-setosa
+36,6.219187361295691,3.3269318104550836,4.659362410860389,1.6126095136328398,Iris-versicolor
+37,6.804484751768156,3.1798126914537934,5.793592555702804,2.291802100659349,Iris-virginica
+38,4.854590714127777,3.0,1.400885081105712,0.20677422112492805,Iris-setosa
+39,4.989449884429091,2.0,3.350957839882862,1.0028829235910037,Iris-versicolor
+40,5.8885401379764115,3.0,4.135804158634151,1.4877620568361816,Iris-versicolor
+41,4.820705109933887,3.0,1.4102423372925577,0.10000012891883538,Iris-setosa
+42,7.140221385448418,3.0,5.933066093878158,2.136225956505977,Iris-virginica
+43,5.107540453031636,3.502437577552874,1.382849176153896,0.29948211546035763,Iris-setosa
+44,6.344820355639991,2.939418782547134,5.6001022747634615,1.8186022162749895,Iris-virginica
+45,6.60381252121794,3.0,4.416986175306917,1.4114038109576168,Iris-versicolor
+46,5.991139267975839,2.8738693089763094,4.503420910160593,1.5086110461400617,Iris-versicolor
+47,7.413804410067783,2.9207797947571343,6.4233430706991825,1.8409778570007216,Iris-virginica
+48,5.570135498602746,2.956289209452951,3.7619590361369113,1.2892568079358449,Iris-versicolor
+49,5.483176359699504,3.8999996427953993,1.2921075045337445,0.4203691348746544,Iris-setosa
+50,6.288930790924016,3.2338601891479373,4.686745502256457,1.5504587818979503,Iris-versicolor
+51,6.022141892761079,2.863462217676431,5.452554384887388,1.8014882436059005,Iris-virginica
+52,5.004020053447268,3.615904940203799,1.3959359137487573,0.19851738065229282,Iris-setosa
+53,6.511847269271161,2.9829503631062764,4.345527037153947,1.3511877736954743,Iris-versicolor
+54,6.073235845380723,2.5948489920142395,5.58468978887687,1.401843275288326,Iris-virginica
+55,5.530145632720128,2.3803202699010515,3.749856572344552,1.0233687887724066,Iris-versicolor
+56,6.192002062332785,2.188134028373118,4.470633515058592,1.5048499296251108,Iris-versicolor
+57,6.000669399340431,2.7101385318617197,5.102867796702691,1.5788179934601456,Iris-versicolor
+58,5.532997788651811,2.443338530678475,3.950050742969941,1.1149388321625582,Iris-versicolor
+59,5.339134876157947,3.417151631081443,1.493644913546581,0.37251938094453985,Iris-setosa
+60,6.294221835069867,2.522415717505342,4.914582912732158,1.49956850421904,Iris-versicolor
+61,5.352612122138778,3.3953223504608894,1.497120018630075,0.20375083673617955,Iris-setosa
+62,4.760053856460569,3.0,1.3724017807280435,0.1,Iris-setosa
+63,5.089320014383395,2.4648648865880607,3.1156155223581927,1.0718013967498234,Iris-versicolor
+64,6.796958021721042,2.7811386032560215,4.76464371263331,1.3967420653006613,Iris-versicolor
+65,6.933313888325565,3.1034870488817368,5.08594650659186,2.3115019883396437,Iris-virginica
+66,6.612163571287974,3.067505240706252,5.388751688595994,1.9798881515180273,Iris-virginica
+67,5.439566791959948,3.3897413186018674,1.6538537933761515,0.45091106220511057,Iris-setosa
+68,5.004656972756141,3.401143031008793,1.625178065230634,0.4226702073848748,Iris-setosa
+69,6.003093428744379,2.6948348988096082,5.088332206730253,1.5906880976946403,Iris-versicolor
+70,6.439785193788826,2.923151842609981,4.294561846099106,1.3287917350493788,Iris-versicolor
+71,5.687105569736004,3.7985267625841126,1.8807120748734212,0.30061873668674827,Iris-setosa
+72,6.872492228728801,3.1193285398505846,5.236031500794064,2.2982109055632165,Iris-virginica
+73,6.302481299750479,2.5004840245947464,4.917295054820768,1.4945120124117177,Iris-versicolor
+74,6.7194078235565335,3.132494426017479,5.2027975943991445,2.1907759212492115,Iris-virginica
+75,7.899998631688506,3.8053791735011604,6.434909805666663,2.0070868732984195,Iris-virginica
+76,5.957195717320376,2.910512944031773,4.527769937582531,1.4999744973842355,Iris-versicolor
+77,5.507325939880788,3.7776981447534568,1.560109848393093,0.23972249221452538,Iris-setosa
+78,6.223250301004044,3.300567695242788,4.656547202890621,1.5893835554278084,Iris-versicolor
+79,5.829416787778871,2.7656519717466965,4.200629102660742,1.0733781016109074,Iris-versicolor
+80,5.90812028003086,3.0,4.179678504624152,1.4862529450056552,Iris-versicolor
+81,6.31993232277663,2.2592671810331963,4.415294159065851,1.3145159071579988,Iris-versicolor
+82,6.868710421211526,3.0091843088091164,5.3381365198906,2.2064213563799404,Iris-virginica
+83,4.4000005836368015,3.1479466028630743,1.3387697132776177,0.19663276192174653,Iris-setosa
+84,4.92397603782866,2.4453970479035543,3.4479742685144967,1.022901112953868,Iris-versicolor
+85,6.548263439300586,3.0,4.354685677747587,1.3705217274046775,Iris-versicolor
+86,5.804061230664511,2.6168749296606095,4.0547919603772415,1.08549348931103,Iris-versicolor
+87,6.217551249462725,2.2124234314998708,4.427730905700055,1.457763550540041,Iris-versicolor
+88,5.633125042472688,3.0,4.514665470008932,1.5105390410531296,Iris-versicolor
+89,6.356655863962694,2.930629902066603,5.600250090872305,1.8191775655037365,Iris-virginica
+90,6.219330169884433,2.194008069083564,4.501486061681383,1.496345350287786,Iris-versicolor
+91,7.718650610089277,2.5912199503394144,6.9,2.294686580358465,Iris-virginica
+92,4.9099901806031685,2.4233515526811775,3.300281593830367,1.029892592052855,Iris-versicolor
+93,4.601204904432792,3.595771821106985,1.0000003654331349,0.19579592424658052,Iris-setosa
+94,6.040238369113104,2.7877959501330944,4.651393854052967,1.1999954339140548,Iris-versicolor
+95,6.730865664587068,3.303986788184198,5.7302730505906485,2.111475599781232,Iris-virginica
+96,5.659145821046607,3.803138479627632,1.818826222285319,0.2898729315939259,Iris-setosa
+97,6.0615731765528675,2.281373712540571,5.036332500072758,1.5743718125335004,Iris-virginica
+98,4.992315880801758,2.0000005848619624,3.528361112565257,1.0104910580352766,Iris-versicolor
+99,7.4061102909792975,3.0,6.391827699126606,2.134536259429741,Iris-virginica
+100,4.895673395550008,3.0,1.3743071867529777,0.19938472256125006,Iris-setosa
+101,4.915112369126869,3.0,1.3899836234310978,0.1996635662814207,Iris-setosa
+102,5.755065646645845,2.905625763939647,4.358062102484404,1.3087353943546147,Iris-versicolor
+103,6.502355074702967,3.182729546369132,5.102462583771283,2.0134445047017944,Iris-virginica
+104,5.606473438607587,2.9578318435789477,3.673945994294335,1.3047663774831957,Iris-versicolor
+105,7.899998958810851,3.803809420730942,6.414478871233668,1.9860087441234093,Iris-virginica
+106,6.31311964231046,2.324052133734237,4.466449818929077,1.3257400996957691,Iris-versicolor
+107,7.337760816580455,3.0,6.375915557559904,2.1109159529420984,Iris-virginica
+108,5.470187680039151,2.5604026304963443,4.348308894206253,1.1577390049339078,Iris-versicolor
+109,7.71815005333192,2.582812438203708,6.9,2.3147138054133602,Iris-virginica
+110,4.816907512612175,3.0,1.4123473492596461,0.1,Iris-setosa
+111,6.219331003928661,2.2048356898914054,4.472034614282865,1.4837096305645179,Iris-versicolor
+112,5.615589326031293,2.9359578535491035,3.943894974990523,1.3223771255320347,Iris-versicolor
+113,4.938077068443717,3.4611449418053697,1.410919641877278,0.2117287303996742,Iris-setosa
+114,7.9,3.8017359659723473,6.406043388505165,2.014450668595603,Iris-virginica
+115,5.504571798283546,2.4132486406084053,3.6618499919458958,1.0108973136144914,Iris-versicolor
+116,7.699083547951102,2.5754654232240974,6.9,2.307157715414199,Iris-virginica
+117,6.436499896234026,3.0840062343816816,5.195528703327661,1.896433931503984,Iris-virginica
+118,5.815909799538831,2.883113908847813,4.280909199525306,1.3290486998689972,Iris-versicolor
+119,4.8137754306270075,3.0,1.4026679857780515,0.10000010464466975,Iris-setosa
diff --git a/iris/tab_ddpm/4_3/29/test.csv b/iris/tab_ddpm/4_3/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/29/train.csv b/iris/tab_ddpm/4_3/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/29/val.csv b/iris/tab_ddpm/4_3/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/3/synth.csv b/iris/tab_ddpm/4_3/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d3a9b714168e5265909bb26c6a1cd5c03c677525
--- /dev/null
+++ b/iris/tab_ddpm/4_3/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.935478886170603,3.0136310938795168,1.4125550887883578,0.19872088522597908,Iris-setosa
+1,4.505725129450914,2.319274117697704,1.3027887520782877,0.3031209135108872,Iris-setosa
+2,6.90917515055163,3.2019882281365932,5.66369525257498,2.2828668415108053,Iris-virginica
+3,4.40000070494188,2.9073062583485827,1.3682488715890124,0.1973387844811423,Iris-setosa
+4,6.472717895138054,3.0,5.562440648162427,1.7983257339564431,Iris-virginica
+5,6.168203253325626,2.221989110559738,4.4620390168126525,1.489712152326013,Iris-versicolor
+6,4.4,3.2052400296221673,1.2977908652022285,0.20042988050458022,Iris-setosa
+7,6.001385890304873,2.8564086500452124,4.570447637433033,1.5112843575258255,Iris-versicolor
+8,5.000598717790885,2.0,3.5501889508764832,0.8920953938229379,Iris-versicolor
+9,7.899998567940261,3.792614883575297,6.381606199121725,1.9727458301693581,Iris-virginica
+10,5.397827627102871,3.899999476996502,1.3051992053758272,0.4247397658956596,Iris-setosa
+11,6.020058184828057,2.7103619476871614,5.02430131991993,1.612434630792821,Iris-versicolor
+12,5.593074974836707,2.4647495979790146,3.8534844385755544,1.0514789756090752,Iris-versicolor
+13,5.385017385740577,2.921534493887239,4.042602862675781,1.3761300673859922,Iris-versicolor
+14,6.05789129982642,2.589845045065219,5.605294135608354,1.4129517003275491,Iris-virginica
+15,5.095184696302411,3.5061321213273717,1.3996898186822586,0.3018519094932544,Iris-setosa
+16,4.4000004919882,3.131901690894685,1.303355960963306,0.20221798274906783,Iris-setosa
+17,5.628098806134898,2.895625459080376,3.628830965442035,1.3102155283890906,Iris-versicolor
+18,6.532229025469797,3.2361232721039155,5.212476705852147,2.072777481540056,Iris-virginica
+19,5.113337700061905,3.8075888436465193,1.837660433999639,0.20102398436337912,Iris-setosa
+20,6.097527381612659,2.8490375410647717,4.63302495224534,1.22069555846179,Iris-versicolor
+21,6.259407363154175,2.3117265319336924,4.742289330050669,1.5102612016684247,Iris-versicolor
+22,5.4069709943005195,3.9,1.2703198180144313,0.4280824765522332,Iris-setosa
+23,5.425746895850537,3.4090955794442963,1.6069221297186211,0.2027907254570571,Iris-setosa
+24,6.192710919929872,2.5299246401425366,4.840356575045799,1.5062893653945202,Iris-versicolor
+25,5.289597164041336,3.735751653260808,1.7517882117832668,0.3746831938204627,Iris-setosa
+26,6.530728415081047,2.920863475814204,4.38145694104192,1.3293059873809159,Iris-versicolor
+27,5.627718643310393,3.0,4.446067531392702,1.4911463131170382,Iris-versicolor
+28,5.703209519991435,2.9537530575703967,4.561558374624463,1.516139881802966,Iris-versicolor
+29,6.311630413840952,3.399544348838772,5.590606656142025,2.3959568067646186,Iris-virginica
+30,6.8862864098722065,3.107826038384709,5.136953764984121,2.323893161263748,Iris-virginica
+31,4.885139818059662,3.094521509885016,1.4908629560930418,0.10000009518583178,Iris-setosa
+32,5.036629823672943,3.546693867458321,1.4002861843311805,0.2028255232010144,Iris-setosa
+33,5.339886652126361,3.372290567790664,1.4861436359572506,0.19822969879478064,Iris-setosa
+34,5.384699702980839,3.4080113020653786,1.4953204859361817,0.37987327373869634,Iris-setosa
+35,7.295744292924265,2.9034188929198317,6.295505025944337,1.806706597889581,Iris-virginica
+36,4.6081488100090375,3.5899034278182715,1.0,0.1931402302701249,Iris-setosa
+37,5.061525864346212,2.0,3.472536517943746,1.046168375874059,Iris-versicolor
+38,6.195179433575365,2.208630187114348,4.542058092710308,1.506075380227909,Iris-versicolor
+39,6.7998387972284,3.2041299758729207,5.948898310342178,2.291776679368705,Iris-virginica
+40,5.656969411470632,3.0,4.48028939662431,1.5103691760814741,Iris-versicolor
+41,5.893518099877064,2.921436175812991,4.472980443035723,1.3978305812566332,Iris-versicolor
+42,5.195091502296133,2.576996157756157,3.566464461583167,1.2939141546634823,Iris-versicolor
+43,5.604243731780836,3.0,4.115875519181849,1.2962464672041845,Iris-versicolor
+44,5.6597461870204375,2.901108205659688,3.9460796676877585,1.3075239104328666,Iris-versicolor
+45,5.782150558958944,2.759176888910721,4.272041291168717,1.2028847653704122,Iris-versicolor
+46,5.785633297441028,2.6867891793633962,4.0719251602002,0.9953207962601709,Iris-versicolor
+47,5.583996526210528,3.0,4.530233814414573,1.500906212212944,Iris-versicolor
+48,5.362527784634378,3.3961677399777597,1.4953435071804309,0.3998501777768296,Iris-setosa
+49,4.4,3.1741268386164716,1.2793575370461132,0.2014643891072987,Iris-setosa
+50,6.0794044511838825,3.3909498640194076,4.547103907298262,1.5906692814354768,Iris-versicolor
+51,6.02200761089913,2.740400776131203,4.985955010994269,1.5327726503862573,Iris-versicolor
+52,7.372425060647496,2.898392961042498,6.394942376032068,1.8484018917430942,Iris-virginica
+53,6.66606816479348,3.033898605645031,4.540058049871295,1.4505859792199112,Iris-versicolor
+54,5.912995201438617,2.7479829836660086,4.373142228999323,1.1216173675399,Iris-versicolor
+55,6.849993481797292,2.9959616815107415,5.660594365518222,2.0291252671796887,Iris-virginica
+56,6.501082241229091,3.158477573391297,4.656356284896617,1.501530558863017,Iris-versicolor
+57,6.281991933715311,2.508014420666402,4.8758897124944145,1.4858791952170307,Iris-versicolor
+58,5.86454737223174,3.0,4.21108218869862,1.497616182829219,Iris-versicolor
+59,6.519985857637273,2.9980421624647358,4.347607236221003,1.3477472029051714,Iris-versicolor
+60,5.4091996478524695,3.3923557734699146,1.6032180000402234,0.19629982554331632,Iris-setosa
+61,6.518006366684059,2.608514070463148,4.794972717232113,1.478534166370113,Iris-versicolor
+62,4.8474422751572535,3.3954848316626425,1.498778417217408,0.1989140682527631,Iris-setosa
+63,5.08777571180576,3.6952945898271436,1.49995291291852,0.40948642052648465,Iris-setosa
+64,5.200387123022122,3.7453187603362643,1.65152153090135,0.198367302447851,Iris-setosa
+65,5.710402403642446,2.811307363269568,4.507113879697642,1.297652740172286,Iris-versicolor
+66,4.592897105306443,3.5636303017075623,1.0,0.19726461618448782,Iris-setosa
+67,7.9,3.8105620700585585,6.36876667417288,2.0015034708990314,Iris-virginica
+68,6.819253497126233,3.0,5.529146709317921,2.1032390717513816,Iris-virginica
+69,5.1023496420485595,3.5045826552196657,1.4021624410384266,0.1991456618527992,Iris-setosa
+70,4.5632356559324325,3.5833626115463812,1.0,0.20423138892603404,Iris-setosa
+71,5.002089858451918,3.4072208992365254,1.548799597681773,0.36991731617271917,Iris-setosa
+72,6.304107233337905,2.319420804908956,4.356259191261148,1.3068148506317347,Iris-versicolor
+73,6.496638989009811,3.170593996839038,5.157602280233459,2.003485536353364,Iris-virginica
+74,7.4894487542520904,2.841927595122329,6.512349001736299,1.8553619292872863,Iris-virginica
+75,4.5963018340867405,3.605123691992287,1.0,0.2025527199384966,Iris-setosa
+76,5.84441478913908,2.7758918567195905,4.546081379117544,1.2251612068706152,Iris-versicolor
+77,6.562204707623603,3.1851811116841127,4.6704521942585195,1.5408116683572664,Iris-versicolor
+78,4.595434208633229,3.400495612744843,1.3950822029209264,0.3185560656896654,Iris-setosa
+79,5.01009310143952,3.565616796096681,1.401614979152177,0.2095215397569304,Iris-setosa
+80,7.70368924444863,2.5904820754716607,6.899998768787929,2.284740564299828,Iris-virginica
+81,4.502937369133959,2.274152126755035,1.3006398869051736,0.29915723943798445,Iris-setosa
+82,6.05357972402128,3.3853906994520027,4.528156568423427,1.5947008944523082,Iris-versicolor
+83,7.22653189317736,2.970711164799019,6.167536196083315,1.8883318519806063,Iris-virginica
+84,7.9,3.8105265269865045,6.363380673732597,2.0166124798911014,Iris-virginica
+85,4.877441629432745,3.0511722114999027,1.4521627279759384,0.10000014052039098,Iris-setosa
+86,6.319324873992476,3.219385524748446,4.70340655170217,1.5670123665544233,Iris-versicolor
+87,4.978564259825784,2.0,3.413843366834997,0.9341659553749162,Iris-versicolor
+88,7.695389984360283,2.62514851179424,6.899997556990321,2.3197020131336368,Iris-virginica
+89,6.3154591812882135,2.285214597777306,4.443401736282089,1.2722425141349132,Iris-versicolor
+90,6.19159997345788,2.170416962740076,4.496255671908236,1.4916866944387213,Iris-versicolor
+91,5.585238450083031,2.7163263727867246,4.442473194249957,1.2646909391689847,Iris-versicolor
+92,5.5154348952235965,2.5804808179626137,4.340954572752855,1.2165549741378052,Iris-versicolor
+93,4.807100216610689,3.0,1.3825147102173128,0.1,Iris-setosa
+94,6.7058942593314415,3.0656794557573974,4.653818658737148,1.4932218766726313,Iris-versicolor
+95,5.860360961074154,2.7194295823668426,5.140289216128793,1.8661965525446773,Iris-virginica
+96,6.910301388736304,3.1124037000994775,5.153119683321313,2.2961797583816015,Iris-virginica
+97,5.939405842551767,3.0,4.235668277391339,1.4986092458294105,Iris-versicolor
+98,5.165330137873152,3.3653204203329268,1.3948346853089317,0.19927168320199995,Iris-setosa
+99,5.251959681507889,3.3592672977921216,1.4429127720724622,0.19467723264757966,Iris-setosa
+100,5.742005996874622,3.0795691110318657,4.4885476960572355,1.4975296655663015,Iris-versicolor
+101,5.397154316557791,3.4011517824797917,1.4961184101528502,0.3899448530915541,Iris-setosa
+102,6.26283965369007,2.3539820396747353,4.769988092043646,1.5031003685786646,Iris-versicolor
+103,7.607032392458969,3.0,6.561633833166421,2.0930061286944444,Iris-virginica
+104,6.904938798612526,3.0868392509232994,5.093815689998354,2.2878701890466853,Iris-virginica
+105,4.715724058898827,2.950550093933787,1.3851511564087589,0.31955870551324816,Iris-setosa
+106,6.434403066259881,2.973124004536359,5.581088369291049,1.7993661172913131,Iris-virginica
+107,4.807692719360231,3.0,1.3858723164827582,0.2976289686354646,Iris-setosa
+108,5.25364114494889,2.693985731184152,3.794157519068272,1.393851958630886,Iris-versicolor
+109,4.870736589624729,3.0783989846055317,1.4939415168208616,0.10000009160679618,Iris-setosa
+110,5.478145003700599,2.594561146221998,4.408274710384812,1.1791795583296771,Iris-versicolor
+111,6.211180055217877,2.2233638216888787,4.568358338389623,1.497623218111354,Iris-versicolor
+112,6.038352367521635,2.99137354395761,4.468316578206958,1.4598098963710213,Iris-versicolor
+113,6.675192792488718,3.316641504138426,5.682662269035124,2.5,Iris-virginica
+114,6.931264027255633,3.1586326434495904,5.937511362797946,2.2568800883352154,Iris-virginica
+115,6.3336384091861015,2.865694930588115,4.245355428265354,1.223010367206923,Iris-versicolor
+116,4.8977146713532065,3.0748082019257685,1.4812758594316733,0.1,Iris-setosa
+117,5.126508654420475,2.5801278161277117,3.4071104994447525,1.2517106519613348,Iris-versicolor
+118,4.4,3.2261373918853873,1.2897317597471538,0.20871733394725991,Iris-setosa
+119,6.192374919141091,2.1889202560928585,4.451472212874845,1.4724850736191355,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/3/test.csv b/iris/tab_ddpm/4_3/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/3/train.csv b/iris/tab_ddpm/4_3/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/3/val.csv b/iris/tab_ddpm/4_3/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/4/synth.csv b/iris/tab_ddpm/4_3/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..44ebdfcb0d0469231c7b28590524b35b31634c95
--- /dev/null
+++ b/iris/tab_ddpm/4_3/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.655528515612604,3.0,4.508880051953718,1.4838357725259592,Iris-versicolor
+1,7.372543342091971,2.892400200795671,6.380699648660075,1.8008296047837593,Iris-virginica
+2,4.6204251986383555,3.592139953996751,1.0000004821753503,0.20343979722826352,Iris-setosa
+3,7.243896931423655,3.0,6.211453755691853,2.0941622466761833,Iris-virginica
+4,6.365044459433837,2.9596810510502305,5.573201993339593,1.7933256716479682,Iris-virginica
+5,6.220469211930591,2.539728715108714,4.948120564050576,1.5166285262471288,Iris-versicolor
+6,6.332537519779111,2.521122629918451,4.949014978157206,1.506456056283412,Iris-versicolor
+7,5.784836121557208,2.6970028542647215,5.0281836644749465,1.9198786102367185,Iris-virginica
+8,4.683644434780329,3.43856504138847,1.3914009346653247,0.34534733243892146,Iris-setosa
+9,6.007907120251357,2.905829423165028,4.480935877057693,1.4945057772575565,Iris-versicolor
+10,4.400000496959127,3.2126816451986917,1.3216155771248568,0.19570058630824694,Iris-setosa
+11,7.722561738495221,2.5816510658393867,6.9,2.261183680781759,Iris-virginica
+12,6.723430897671946,3.1279538253996315,4.7238312699940055,1.505876377395331,Iris-versicolor
+13,4.81168311265204,3.0,1.4002854901207653,0.29692823061745377,Iris-setosa
+14,5.618960704844613,2.8991655342996108,3.60655683047323,1.2693050943936304,Iris-versicolor
+15,5.950387966683924,2.8557991970852585,4.516186986348065,1.5144980161003394,Iris-versicolor
+16,5.981139187826918,2.6888883904974943,5.055875206764115,1.6122130597599968,Iris-versicolor
+17,6.7217278427803615,3.294072176054578,5.7384844959233625,2.120844920128855,Iris-virginica
+18,5.826761015518735,2.690311573204556,4.074177539695731,1.0194219818734263,Iris-versicolor
+19,4.905440556109965,3.0,1.4005640182944568,0.19968831469677706,Iris-setosa
+20,4.637069058815999,3.422785371460629,1.4028691373385334,0.26068218318862635,Iris-setosa
+21,4.999070501046112,2.000000490002739,3.497174978718694,1.0157394142289589,Iris-versicolor
+22,6.313184405036069,2.4447482424817957,4.812978903698636,1.493996760821498,Iris-versicolor
+23,5.401612955484611,3.402204832326941,1.5828384715452022,0.39687218422122145,Iris-setosa
+24,4.9799714174762,2.0000007908671034,3.5275176476322088,1.0723566707603953,Iris-versicolor
+25,5.952737563800888,3.19536634036799,4.308345673563244,1.526901330470083,Iris-versicolor
+26,5.023182792657622,2.0,3.542814420016804,1.0328143150706162,Iris-versicolor
+27,4.588376062130464,3.6274652334146724,1.0,0.19536087806428212,Iris-setosa
+28,7.6221416105659,2.8142222298996487,6.628797313835063,1.986679110969168,Iris-virginica
+29,6.339009391434483,2.446346253378257,4.860934385257647,1.4965244657399057,Iris-versicolor
+30,4.797783506656119,3.0,1.4038812563975271,0.1,Iris-setosa
+31,4.499296380899596,2.3075692970286563,1.329070634931994,0.30203854988989165,Iris-setosa
+32,6.522478955730611,2.9953258938416623,4.330350666302575,1.3637568371987592,Iris-versicolor
+33,6.3074808113789596,2.3038077679489306,4.400142831219836,1.3008174491484157,Iris-versicolor
+34,4.871930589667396,3.0,1.4076915650869963,0.21101439324092655,Iris-setosa
+35,6.290656838701148,2.340851403390624,4.372898024956121,1.3008971510198186,Iris-versicolor
+36,6.978726910864971,3.1472640992453007,5.649097884373556,2.27742809457777,Iris-virginica
+37,6.343052339263607,3.4134083126321078,5.6006147437900795,2.39956024134577,Iris-virginica
+38,4.796636484163112,3.3997321189946956,1.5558996716094138,0.19573117263390155,Iris-setosa
+39,7.9,3.810781988851637,6.45740487538397,1.982910319245004,Iris-virginica
+40,7.365204045466557,3.0,6.340068781391159,2.089463542345563,Iris-virginica
+41,7.201945868481209,2.919035488962915,6.143226678596642,1.806032793129947,Iris-virginica
+42,6.20834071247076,2.2028321120116567,4.487607692200487,1.503932067012333,Iris-versicolor
+43,5.618269238084246,2.914343082783842,3.8423173391064465,1.3023730520927623,Iris-versicolor
+44,5.083398159585884,3.8035745556420952,1.5029588882400218,0.1985896857608413,Iris-setosa
+45,4.809662742939819,3.399926574458735,1.499530510998416,0.198340047722031,Iris-setosa
+46,4.4,2.898555526084078,1.4045831201689745,0.20335282840190327,Iris-setosa
+47,6.238335840079092,3.2997509693297884,4.615943345410849,1.5245662427638709,Iris-versicolor
+48,5.412704710101924,3.4118223457166352,1.5964004270950076,0.194490567496665,Iris-setosa
+49,7.899998747560753,3.7983567989944054,6.423063053119896,2.0109235672842836,Iris-virginica
+50,6.945697131328479,3.1071714530149004,5.120832495839178,2.3029781711300545,Iris-virginica
+51,5.404530115895343,3.7478999053310473,1.603153990898979,0.37414941906966964,Iris-setosa
+52,7.899998495092409,3.793641116785098,6.344909275974492,2.0069115418606907,Iris-virginica
+53,4.6148090840999245,3.5945174942591875,1.0000004317970546,0.20253304246977957,Iris-setosa
+54,6.295795291316676,2.2890949687154385,4.410897837352372,1.3063028980944862,Iris-versicolor
+55,5.903490994522814,3.0,4.137455141753184,1.5031176797458854,Iris-versicolor
+56,6.691403129700373,3.2876251774617264,5.6719278190985065,2.0905903831706123,Iris-virginica
+57,5.613167411832949,2.8786427642035353,3.655911704168231,1.3019392698878869,Iris-versicolor
+58,4.613380730441426,3.589460948677127,1.0,0.19880671565488184,Iris-setosa
+59,6.295668993792387,2.296288049426229,4.340737128587057,1.3124392614656524,Iris-versicolor
+60,6.023253708290363,2.216257786402443,5.0240154259373595,1.5081811255056385,Iris-virginica
+61,5.6856288639794705,3.7870591240614697,1.565190473103171,0.29626321887799567,Iris-setosa
+62,4.648331970462198,3.4049517686967743,1.3963615823159534,0.3031297640863011,Iris-setosa
+63,5.820154592718746,2.698268821913912,5.157254307696044,1.939937833071413,Iris-virginica
+64,5.559679617604506,2.468541343530868,3.8241965032188094,1.0780279249004592,Iris-versicolor
+65,6.808962000027053,2.792572218030082,4.879558548674516,1.4106361273253443,Iris-versicolor
+66,6.625147945081492,2.9590442166090853,5.673826680315217,1.795544991725555,Iris-virginica
+67,6.305153289622749,2.295479889817954,4.425135557100201,1.3032481330697254,Iris-versicolor
+68,5.670805334130124,3.7926362819142976,1.7765984054596,0.29973913923576856,Iris-setosa
+69,6.585946937146192,3.028654859117545,5.783134034928008,2.2340558098385683,Iris-virginica
+70,6.662596212710359,3.1064579543380035,4.729285714606399,1.5059007198433276,Iris-versicolor
+71,5.675221100163762,3.77557162900579,1.6509399441946344,0.27519834701548146,Iris-setosa
+72,4.687005069582898,3.4083036991354008,1.4088902259445624,0.30053959213110587,Iris-setosa
+73,4.817141218054604,3.0,1.3937518419514954,0.2960257858629559,Iris-setosa
+74,5.403893097610256,3.386797749651662,1.4992627339867006,0.3562756910873902,Iris-setosa
+75,5.099135140282885,3.6798724010750434,1.707512296314687,0.3898639495877371,Iris-setosa
+76,6.528133118198067,2.986296756754591,4.318832139037122,1.3618241752815237,Iris-versicolor
+77,5.21767081419781,2.7076014149159233,3.9291757185486205,1.403135892962697,Iris-versicolor
+78,6.711090118187998,3.302410712204462,5.691455653961563,2.081111209128347,Iris-virginica
+79,6.263757882454028,2.302926555361782,4.4056498728058955,1.3185087533717743,Iris-versicolor
+80,5.706825835619858,2.7679597379140137,4.509887296951332,1.2742915011904294,Iris-versicolor
+81,7.611268970853173,3.0,6.628856126227404,2.0913857950873496,Iris-virginica
+82,6.279492153291907,3.3976926432688113,5.588412269220889,2.3969937770791168,Iris-virginica
+83,5.397134418067786,3.396783319019147,1.612319019118785,0.1977292126119542,Iris-setosa
+84,7.6048604559328465,3.0,6.618021769264612,2.1221117147060573,Iris-virginica
+85,6.3135327437929805,2.509959538544984,4.989617374644454,1.8873202663899562,Iris-virginica
+86,6.720948931759511,3.269431365612178,5.756352178048352,2.499998651067852,Iris-virginica
+87,5.10195489411962,3.8080542035871066,1.6474213680207717,0.19190092083553384,Iris-setosa
+88,6.806340493049908,3.1929349254993387,5.808817436018141,2.3046153170628934,Iris-virginica
+89,6.2193318173996275,2.7759613991387773,5.612453465805265,1.7130299143364554,Iris-virginica
+90,7.679737004198262,2.5996188033656,6.9,2.3118745203483546,Iris-virginica
+91,5.4870902701027084,2.395457740218986,3.7786468645781532,1.0367133336456333,Iris-versicolor
+92,5.813956436461126,2.760279302218283,4.196051362034012,0.9763164714201154,Iris-versicolor
+93,5.154527099222928,3.6649865362771106,1.4411347599650381,0.20652496846908952,Iris-setosa
+94,5.616895679040005,2.516323335341741,3.941496800965263,1.1048601370250992,Iris-versicolor
+95,5.274627321960535,3.4057526664901654,1.480842036718282,0.48326512511134145,Iris-setosa
+96,7.641934415459805,3.0,6.613810307373932,2.087065592068641,Iris-virginica
+97,5.616512582026326,3.0,4.478499520535046,1.5052759100943958,Iris-versicolor
+98,5.103470418939082,2.541799274697279,3.4974759222784715,1.1879077146254797,Iris-versicolor
+99,5.501248931883103,2.6071346882706963,4.378184073010835,1.1987294671976623,Iris-versicolor
+100,5.239063749573656,2.7025697829727897,3.9934348680911604,1.391516261526848,Iris-versicolor
+101,6.150933476473602,2.643668747400205,5.6056485533229266,1.4899930782625583,Iris-virginica
+102,4.400000451829974,2.9310909157033733,1.3916906629313226,0.20027117798713723,Iris-setosa
+103,4.6029272649365165,3.6000891138159945,1.0000005262737572,0.1894104567556169,Iris-setosa
+104,5.008090096120189,3.6122900422700805,1.3836912081450243,0.19859208060234998,Iris-setosa
+105,4.4,2.915127957576155,1.4003280734987138,0.1988567038331246,Iris-setosa
+106,5.870155009247134,2.965189257824107,4.131380150098538,1.4659317041171254,Iris-versicolor
+107,4.816042135834862,3.00234176927736,1.4363670178811154,0.10000011954751817,Iris-setosa
+108,6.032882418453204,2.222468651337358,4.998498856420259,1.5291190258316407,Iris-virginica
+109,6.726140921581154,3.2971611183503082,5.724030103968686,2.144546539167418,Iris-virginica
+110,6.293474943889467,2.3081158332366662,4.387040207474454,1.2619897126236268,Iris-versicolor
+111,6.740748868377032,2.768932397046978,4.783902242842244,1.418232887796799,Iris-versicolor
+112,4.4,3.0385205688473693,1.339102409516521,0.19585661608749683,Iris-setosa
+113,6.503413801298575,3.0,5.45857063813414,1.8039165141118745,Iris-virginica
+114,6.6883907489716465,3.1147608637046416,4.688931876057314,1.5181009802767325,Iris-versicolor
+115,6.135431382823349,2.5939389762964398,5.619720598077085,1.4147773724212966,Iris-virginica
+116,7.114521411350083,2.889209614549724,6.201094053311656,1.767258772543007,Iris-virginica
+117,6.792387182057098,3.0,5.541916640664234,2.067387671531536,Iris-virginica
+118,6.801510233551539,3.220104074320732,5.890949101058511,2.303378813865195,Iris-virginica
+119,5.554350080852061,2.4479902747715467,3.816064395720264,1.0516131907436488,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/4/test.csv b/iris/tab_ddpm/4_3/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/4/train.csv b/iris/tab_ddpm/4_3/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/4/val.csv b/iris/tab_ddpm/4_3/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/5/synth.csv b/iris/tab_ddpm/4_3/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..774a69d6ecb73cf606b3d59442a503c9385631be
--- /dev/null
+++ b/iris/tab_ddpm/4_3/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7624394665484076,2.996395553805374,3.9079898247190386,1.422966630283316,Iris-versicolor
+1,4.607256107503459,3.5871641702009285,1.000000551564273,0.19924716867744635,Iris-setosa
+2,6.259889878688554,2.267743178486165,4.649155679982262,1.4967401873517847,Iris-versicolor
+3,5.506070996864326,2.6330586335202306,4.416213311607131,1.2439150437930624,Iris-versicolor
+4,4.801155622002706,3.3949216686409476,1.631316481701925,0.20283710944781647,Iris-setosa
+5,6.725208196738717,2.4878529731725108,5.865103824851127,1.8169868464976302,Iris-virginica
+6,5.665084757970786,2.7381274155920066,4.502801779345182,1.2593100799374766,Iris-versicolor
+7,6.920647637683108,3.1555981177972305,5.526102185743835,2.3045647727459633,Iris-virginica
+8,7.4401228289288595,3.0,6.417928659815246,2.097779398790124,Iris-virginica
+9,5.949767706765763,3.4186264297555753,4.489659094718265,1.6037124759296009,Iris-versicolor
+10,5.54933879566349,2.4221494956595864,3.8445707529292896,1.0639887742500365,Iris-versicolor
+11,4.920418544870581,2.4223360035618318,3.208934136083543,1.0256222650185882,Iris-versicolor
+12,5.9969048400376,2.178609464535287,5.027020412237477,1.4929439964183158,Iris-virginica
+13,5.35863659045707,3.4242163562029875,1.6502744176685125,0.1952837738030445,Iris-setosa
+14,5.380063318139595,3.413455976032387,1.6626119477472892,0.2040430053678667,Iris-setosa
+15,5.986274135747115,2.8637535688432,4.574526533894338,1.5192471456870813,Iris-versicolor
+16,6.096532645888332,3.3840946415495234,4.545861945742207,1.593012302608275,Iris-versicolor
+17,5.884620026211203,2.845661127437836,4.592292501945033,1.3031081004265674,Iris-versicolor
+18,7.89999867154369,3.7999688816629305,6.4087568476157974,1.9856211630038396,Iris-virginica
+19,6.7170655192493,3.124834325426509,4.742357108929432,1.4914805754358194,Iris-versicolor
+20,6.784809821672007,2.7963510378700094,4.794111119502493,1.4056844735935357,Iris-versicolor
+21,5.840616711007998,2.7925068974512617,4.218984578969341,1.108102088235947,Iris-versicolor
+22,4.4,3.1832024725231967,1.3068746233608817,0.19888955344372322,Iris-setosa
+23,5.952403095219146,2.8119906534246613,4.64500678248474,1.512900062082649,Iris-versicolor
+24,6.536177523320549,3.217620884013097,5.072635466855682,2.003698590962094,Iris-virginica
+25,4.400000648718862,3.2113555955982704,1.282579101510616,0.20288240100101965,Iris-setosa
+26,5.116381121352279,3.502773508283777,1.4025457510031831,0.28240000140180943,Iris-setosa
+27,4.980188088248415,3.6199199138999125,1.3958258198460856,0.1942597706051305,Iris-setosa
+28,6.441467094504127,3.213655968457505,4.650837424674452,1.5454715450861594,Iris-versicolor
+29,6.541671463458528,3.0,5.79005398963189,2.209738680437153,Iris-virginica
+30,6.227904077990763,2.9464060267293233,5.518784789549186,1.765595419730692,Iris-virginica
+31,6.817765043591925,3.0,5.393167604149685,2.1670863007686676,Iris-virginica
+32,4.9900339769953845,3.5677715670936285,1.399780453926487,0.20206373246665513,Iris-setosa
+33,6.025366693595456,3.3310680090213194,4.409345564794628,1.5695262288801775,Iris-versicolor
+34,6.51206430190641,3.0,5.781307980040725,2.1841579795733783,Iris-virginica
+35,4.40000056665302,3.1281198299808723,1.3360029877056678,0.20520095613793363,Iris-setosa
+36,5.154534806671426,2.6537621261360926,3.817327845990122,1.383259630340343,Iris-versicolor
+37,6.761020673076102,3.208269309355715,5.856475552375112,2.288691097604016,Iris-virginica
+38,5.409030210633849,3.8999995441673434,1.3450166034092828,0.36820381822424936,Iris-setosa
+39,5.536066956664193,2.388395491068336,3.7720960863052655,1.0574452620070784,Iris-versicolor
+40,5.63263683801981,2.559436389987568,3.8865416990499515,1.0539825520541184,Iris-versicolor
+41,5.004602099011388,2.0,3.5437012712133673,1.0198644287515373,Iris-versicolor
+42,6.689477981101024,2.5054337949409358,5.802914862737049,1.7976464375638768,Iris-virginica
+43,6.6688764297807746,3.2501796233046982,5.781835608717641,2.2848039518119414,Iris-virginica
+44,6.796132488875951,2.799149253782689,4.818997465418306,1.4120344193959673,Iris-versicolor
+45,6.013619895412104,2.7023395488902158,5.057994511521493,1.6087751435749156,Iris-versicolor
+46,5.406589418767782,3.4028159778958456,1.7306668484029784,0.2017219637810597,Iris-setosa
+47,5.254582474486083,3.3945218305171863,1.410699320971635,0.19453009667674948,Iris-setosa
+48,5.1843262861528645,2.5521621916913078,3.3829873369089176,1.2234887205089184,Iris-versicolor
+49,4.576993883385037,3.582991071625078,1.0,0.1944617954743294,Iris-setosa
+50,6.005200806004263,2.194786563502302,4.981313146914841,1.4905714132775465,Iris-virginica
+51,5.673747499206248,3.795385050876884,1.646870873933425,0.299506106626394,Iris-setosa
+52,5.98412950061363,2.680342537154451,5.00290768448294,1.6446043379557627,Iris-versicolor
+53,5.101660528109568,3.6749169810765183,1.4845797481521938,0.4585134299328688,Iris-setosa
+54,5.681555023737941,3.7969174463587745,1.63095127855679,0.29079361669559495,Iris-setosa
+55,6.0291746297034035,2.6952121978018195,5.167137578436316,1.6528111938898158,Iris-versicolor
+56,5.075964759869805,3.669489038635759,1.4973524589076508,0.37865692792365824,Iris-setosa
+57,6.996063587230343,3.136320457696694,5.312128478383536,2.3135175776707655,Iris-virginica
+58,6.2571601057610255,2.5317839493732115,4.9754820595411005,1.511633012828474,Iris-versicolor
+59,5.50697327308173,2.3970897158191384,3.597427691702367,0.9528219805621652,Iris-versicolor
+60,5.196795678998508,3.4000654020127508,1.4037835037364927,0.20149099312650887,Iris-setosa
+61,7.494579722907855,2.869817118732115,6.549051662048869,1.8878244447830388,Iris-virginica
+62,6.755481650715357,3.124567397207698,5.795477434446058,2.279981696255493,Iris-virginica
+63,4.902806792685049,3.126659587419405,1.664000937873383,0.100000133436991,Iris-setosa
+64,4.757747066238375,2.9918623618692126,1.3825613947023372,0.3102204759178091,Iris-setosa
+65,5.920089242607405,2.7200857383326205,5.145021700116327,1.823029558370463,Iris-virginica
+66,6.088788160619996,2.677518542053493,5.1272089260822105,1.5915471388070594,Iris-versicolor
+67,6.334246717982739,3.383049015585221,5.627170039323671,2.391620508753599,Iris-virginica
+68,7.9,3.804201725295101,6.34174880912361,2.003473314570808,Iris-virginica
+69,6.160612307001821,2.799836063948982,4.255165483858645,1.133471782167163,Iris-versicolor
+70,6.306221707959065,3.4075143340258784,5.595368429218901,2.3993518575303368,Iris-virginica
+71,5.9019742006215345,3.349904321262057,4.508273638112755,1.5875654251459252,Iris-versicolor
+72,6.246864783577131,2.243613243854054,4.424935733168595,1.338476649159957,Iris-versicolor
+73,5.570773586604566,2.47234580700167,3.763703351058174,1.051519169578582,Iris-versicolor
+74,6.464445159528167,2.934798409283655,4.298699422337376,1.3210835711914872,Iris-versicolor
+75,4.400000681903335,3.1694818476784543,1.2846567305892853,0.19787266911926005,Iris-setosa
+76,5.711495204414101,2.8658607810032537,4.310657435292919,1.3022999930018426,Iris-versicolor
+77,6.717205587273632,3.0992991382793744,4.698139141667132,1.5044695540756161,Iris-versicolor
+78,5.079267882714103,3.789514982068448,1.6596921501515325,0.19960117107848083,Iris-setosa
+79,6.3082431238879355,2.88798341064488,5.616160174225072,1.7816966111837678,Iris-virginica
+80,5.8203304978174675,2.6503272700288063,3.895737626797436,0.9266819732341862,Iris-versicolor
+81,6.670930294354239,2.511705360693077,5.799411047095023,1.7978156690383935,Iris-virginica
+82,5.734874862794898,2.7845594471016146,4.541913007356292,1.3025275852512266,Iris-versicolor
+83,5.629670117000951,3.0,4.397085986435371,1.4998104483621884,Iris-versicolor
+84,5.684999245700001,2.9426242156615983,4.156482666829499,1.3005310201228113,Iris-versicolor
+85,4.818582074818843,3.4012504727152972,1.6748961440601349,0.19408236067034246,Iris-setosa
+86,5.412864776427229,3.4028179901492455,1.6660795240822954,0.37939342442874274,Iris-setosa
+87,5.624127458135346,2.9334670808098835,3.8053471408661776,1.302867069462386,Iris-versicolor
+88,7.185852603198093,3.036482015360544,6.08294228897532,2.1783392635610275,Iris-virginica
+89,5.622621492736306,2.641876080106026,4.334754894220399,1.1688446740496903,Iris-versicolor
+90,5.202302921971447,2.6969401294832607,3.9485280148582875,1.412275915821661,Iris-versicolor
+91,6.6547054352453925,3.0280174606967685,4.5506375014107645,1.4714954654397971,Iris-versicolor
+92,6.476701869720476,2.8999499307116534,4.4104359273251195,1.3201025870413052,Iris-versicolor
+93,6.031250853326689,2.5787792642699077,5.575574557086947,1.3994548522377686,Iris-virginica
+94,4.803312592536178,3.0,1.4013479792653742,0.34498992931520833,Iris-setosa
+95,6.187337806201226,2.207612574058228,4.493515130514799,1.4881411251506833,Iris-versicolor
+96,5.744307711386268,2.8380214319606774,4.437043402265161,1.300982913633762,Iris-versicolor
+97,6.6201753712143345,3.0,5.544038336740438,2.001282756760289,Iris-virginica
+98,6.595155206344794,3.0457517335952837,5.505025858102164,1.9291717528755277,Iris-virginica
+99,6.059780983758682,2.799700188629551,4.658697156073462,1.1896481689841656,Iris-versicolor
+100,5.610980224650364,2.8640378119381964,3.6409457229440445,1.293151007603763,Iris-versicolor
+101,5.054025873922025,3.530446861038119,1.3907378359383273,0.2019387307184057,Iris-setosa
+102,5.476906123223096,2.562397405797735,4.310328719643482,1.1681735476546022,Iris-versicolor
+103,4.976819796610324,3.4044126557398666,1.6832127365540364,0.3156970199542023,Iris-setosa
+104,6.21487833691092,2.2004054587384947,4.468457189021967,1.4957987438575515,Iris-versicolor
+105,6.803151508659041,2.7907565366340976,4.7738853194521,1.3948845237787815,Iris-versicolor
+106,5.109136063730765,3.6808017511322513,1.4426323611746408,0.2023643235146298,Iris-setosa
+107,5.39128623347807,3.8999992805505643,1.2217041599043732,0.3264420620093571,Iris-setosa
+108,4.400000543326505,3.1826493167085905,1.3115918059112606,0.2024713234665744,Iris-setosa
+109,5.363179374460651,3.3942632310459904,1.5897884380289233,0.19742582375003762,Iris-setosa
+110,7.689539169156286,2.607282068401355,6.899998581772774,2.300865153745042,Iris-virginica
+111,5.1144885260568635,3.4018336393337334,1.5713221811730755,0.4075970734315489,Iris-setosa
+112,6.526055353385832,3.0,4.355134360928418,1.3678336023268978,Iris-versicolor
+113,5.62657469425336,2.509622120734355,3.9446579052290884,1.141281766246985,Iris-versicolor
+114,5.988229350489524,3.0,5.1637098689080405,1.8276486385920252,Iris-virginica
+115,5.011088085309194,2.0,3.494923841795105,1.0405663486897945,Iris-versicolor
+116,6.705910019410368,2.507079685905818,5.809174041141639,1.8169467034893123,Iris-virginica
+117,6.335951643497105,3.3112755063164157,4.672847776083664,1.5722626792808863,Iris-versicolor
+118,7.675693657949327,2.783911070534628,6.678460299451521,1.9925520564625905,Iris-virginica
+119,5.898303856305509,3.0,4.157175151669358,1.4933483119627655,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/5/test.csv b/iris/tab_ddpm/4_3/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/5/train.csv b/iris/tab_ddpm/4_3/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/5/val.csv b/iris/tab_ddpm/4_3/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/6/synth.csv b/iris/tab_ddpm/4_3/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d4d1ce6f2fc9326b1c78da1926ba06fa3a60f274
--- /dev/null
+++ b/iris/tab_ddpm/4_3/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.780774534512887,2.6445672762904495,4.1293499808668255,1.0433191730723388,Iris-versicolor
+1,7.6904810190701625,2.595050544190695,6.899998789695645,2.301819682990866,Iris-virginica
+2,6.135794733263828,2.5269727976553584,5.089226089090795,1.8530872777090872,Iris-virginica
+3,5.627577654836479,3.0,4.488019041389284,1.4959639945839402,Iris-versicolor
+4,5.710231307294013,2.8528108302682202,4.176563254532009,1.2292050510853134,Iris-versicolor
+5,6.345855115421879,2.5258690988916856,4.902633288799698,1.5027308420091827,Iris-versicolor
+6,5.1242286000465995,3.7321272817467284,1.472615224866202,0.1986468709412484,Iris-setosa
+7,6.6984767754678005,3.2956132946132386,5.6949776871610025,2.5,Iris-virginica
+8,6.469013016333179,3.0,5.505110771335686,1.7898530814951261,Iris-virginica
+9,6.729897144443701,3.2831091894104323,5.716409977220328,2.1292472566020413,Iris-virginica
+10,6.616304374408782,3.0,4.440209750966691,1.433890696974168,Iris-versicolor
+11,4.763944317287432,3.0,1.3791237837746737,0.1,Iris-setosa
+12,6.9084781762066365,3.111246918672474,5.114592610800881,2.3072169312052244,Iris-virginica
+13,6.607634385021494,3.0380228764398645,4.675494539668911,1.4560816402369958,Iris-versicolor
+14,6.804130585657042,3.226286693052213,5.745486343327389,2.2672471976105664,Iris-virginica
+15,6.321459030010411,2.933510801842324,5.595816408742394,1.830850003782724,Iris-virginica
+16,5.35254912504672,3.4037626980030398,1.4936090935590003,0.4535238344481296,Iris-setosa
+17,4.908675879614322,3.1047573063933296,1.5486765008383054,0.10000011633274437,Iris-setosa
+18,6.288368113565794,2.3743753247728945,4.772900818348782,1.5014342612763236,Iris-versicolor
+19,5.7201881072381315,3.80769939137709,1.790167956287799,0.29472735400739697,Iris-setosa
+20,6.67746253772468,3.0976042750252395,4.679824407331903,1.4988520307138693,Iris-versicolor
+21,6.741855037683743,3.0,5.680262537663922,2.1926955992479877,Iris-virginica
+22,6.798213721255674,3.200036884390309,5.9099230239632785,2.3014724645789246,Iris-virginica
+23,4.997044538434421,3.3954893197506855,1.7174597691590061,0.3584235700795154,Iris-setosa
+24,4.790075248251629,3.0,1.3878999691124152,0.2959043791056977,Iris-setosa
+25,7.522142667877791,2.8816109054804753,6.520861026818388,1.8223736227040161,Iris-virginica
+26,6.299753425550384,2.5113376364010436,4.960125839162115,1.5033415869278828,Iris-versicolor
+27,4.799957733012913,3.0,1.3734737657683207,0.1000001184822653,Iris-setosa
+28,6.508128667650401,3.1833627457539846,5.094660027881071,1.991019352410768,Iris-virginica
+29,5.993876852314795,2.7068378373840756,5.118412486813497,1.597360911440092,Iris-versicolor
+30,6.762825649840627,2.6918955913296037,6.050635859314353,1.793202870428539,Iris-virginica
+31,5.394070784110636,3.9,1.2893168622968383,0.36866486441735374,Iris-setosa
+32,5.7910654313777234,3.0,4.386487535704456,1.518235739835047,Iris-versicolor
+33,6.2941156478766125,2.503862005619171,5.018414008077415,1.8958586784367224,Iris-virginica
+34,6.323962338326623,3.386392382603266,5.607019764789392,2.402475281879256,Iris-virginica
+35,4.982555971193884,3.396010823225546,1.411574698555904,0.29065084918602135,Iris-setosa
+36,6.662302657025705,3.2911725081900807,5.656112053541939,2.093318324244842,Iris-virginica
+37,6.782341444687957,2.776915306742254,4.785988200038451,1.396100123296085,Iris-versicolor
+38,6.473993664975106,2.944497692185121,4.320558868723364,1.3323670830763021,Iris-versicolor
+39,4.8309816130924395,3.0,1.400978968118769,0.3247548101476207,Iris-setosa
+40,6.515397278070448,3.0,5.437863455285409,1.8155830147789949,Iris-virginica
+41,6.71868792051873,3.3237811266839774,5.706666267451917,2.5,Iris-virginica
+42,6.126205400443446,2.585145633537616,5.596605631646713,1.419161267426534,Iris-virginica
+43,4.881446139533997,3.1055196642053664,1.4843951476675843,0.10000010660962205,Iris-setosa
+44,6.672550463282372,3.0807493757167417,4.655340615825826,1.5084704934054836,Iris-versicolor
+45,5.697732915409349,2.7957515856296293,4.474010505209718,1.3064269773756065,Iris-versicolor
+46,6.132872513305192,2.8154221751699895,4.667192226529542,1.2684226548712374,Iris-versicolor
+47,5.964601039344059,2.63785123203501,4.982463819321733,1.9328308163584924,Iris-virginica
+48,7.9,3.8151900423676905,6.413086348348445,1.9652330713432393,Iris-virginica
+49,6.311639851883716,3.3884665668954352,5.615587300118915,2.3908577261395436,Iris-virginica
+50,4.400000465057626,2.971647394147774,1.3771501626457348,0.20342447647425116,Iris-setosa
+51,5.8940908837522334,3.0,4.214297084953902,1.4887352828388667,Iris-versicolor
+52,5.165025991878633,3.699402393960414,1.66605613355801,0.3960608314332275,Iris-setosa
+53,5.131850546275299,3.4848815373008697,1.4016851045157968,0.1995795709568854,Iris-setosa
+54,6.479474858445061,3.0,5.816513688623174,2.19836304462013,Iris-virginica
+55,6.698708070659975,3.261856185943042,5.70501815222279,2.4999994114467903,Iris-virginica
+56,5.400044831602257,3.9,1.2886442145457848,0.44066825852358227,Iris-setosa
+57,5.117189596985147,3.8115977419601137,1.5443662929101927,0.19797372669293056,Iris-setosa
+58,6.111339785300654,2.6049373429555858,5.5861468481272265,1.419907427041846,Iris-virginica
+59,5.2333198747194,2.6883803343047683,3.9683521204380257,1.4007925317918037,Iris-versicolor
+60,5.416266590152272,3.3866593485379837,1.659782999019742,0.3165696461497618,Iris-setosa
+61,6.184690464880717,2.8018865054762605,5.4884244917128235,1.832335203166746,Iris-virginica
+62,6.762804419832765,3.225551286364407,5.7506841912652895,2.2307310677974717,Iris-virginica
+63,5.9154785659662785,2.7798929835537205,4.5976029079336005,1.2429211041783514,Iris-versicolor
+64,6.23719727442343,3.310919259395003,4.657821599460086,1.5994835570243793,Iris-versicolor
+65,4.400000440787448,2.8885574280592485,1.408538258225847,0.19405401438506586,Iris-setosa
+66,6.5184910207033635,3.0,5.478695630162545,1.8282414020323297,Iris-virginica
+67,5.556306880932496,3.0,4.013417599107299,1.296756094376249,Iris-versicolor
+68,5.546027077827724,2.4274097311263567,3.7984094038000786,1.0481998622393889,Iris-versicolor
+69,5.3861586903372505,3.899999583466033,1.3099850793011587,0.38211264845470083,Iris-setosa
+70,4.898300580935943,3.0,1.3767207992827617,0.19390091009748978,Iris-setosa
+71,6.3342077118635824,3.254803805873239,4.66514936263128,1.5803459321685582,Iris-versicolor
+72,5.604166413199881,3.0,4.515895592769944,1.503388004760259,Iris-versicolor
+73,5.007600494388871,2.0000008532444165,3.505188114951645,0.9339917378036078,Iris-versicolor
+74,7.169288710589851,3.0,6.0228715759276374,2.144034512487418,Iris-virginica
+75,4.915153797706123,2.4221199685147203,3.0113703053882066,1.0006097031531593,Iris-versicolor
+76,6.517254385712958,3.0,5.4930663655605905,1.8360138847922334,Iris-virginica
+77,6.128967350383827,3.3859610204766684,4.652850699003525,1.6285343623854287,Iris-versicolor
+78,6.520497399141478,3.1945989247739317,5.1284407921611805,2.0123720629348654,Iris-virginica
+79,6.675361218792774,3.0643081497824967,4.61786625943735,1.4887323794797567,Iris-versicolor
+80,6.236584802067312,2.291805812936433,4.76850689075468,1.4983318795440395,Iris-versicolor
+81,7.688979508618452,2.616944674569457,6.89999776639316,2.301720290924749,Iris-virginica
+82,5.219941027540692,2.7090964995205815,3.900406856311674,1.4080827356286723,Iris-versicolor
+83,6.071273585864093,3.3745516222075196,4.486352830051647,1.5821802996095924,Iris-versicolor
+84,5.180307092086759,2.6600289310659773,3.806993523183079,1.3723479271971661,Iris-versicolor
+85,6.808615605941813,3.228167184692485,5.775414472646444,2.2821165936400347,Iris-virginica
+86,7.433579078864425,3.0,6.386667284981334,2.121507419394628,Iris-virginica
+87,5.224936626293642,2.7051906620332646,3.899250354801294,1.394784228694705,Iris-versicolor
+88,6.857645598428135,3.0,5.742943523119688,2.12035870950486,Iris-virginica
+89,6.019481702197934,2.842175711273702,4.578123150867087,1.5076451593961522,Iris-versicolor
+90,6.928272547055732,3.0841789538849245,5.159797002221181,2.2977209066752904,Iris-virginica
+91,5.676162786626997,3.790235789909149,1.7982079710216659,0.2935892003843917,Iris-setosa
+92,7.251298447077322,3.0562771029302467,6.285077836867365,2.210529837404533,Iris-virginica
+93,4.798231533444289,3.0,1.405950955680044,0.10000011769362649,Iris-setosa
+94,6.717568859536406,3.289597608982223,5.721087482854084,2.0798443876239614,Iris-virginica
+95,6.926498134800432,3.1813266171383683,5.72106971680383,2.3134311097339806,Iris-virginica
+96,6.268557361879797,3.0,4.602398240430458,1.4051357084862959,Iris-versicolor
+97,6.794310797150423,3.219700367205983,5.798843734998172,2.290025575803826,Iris-virginica
+98,6.296802909425263,2.2632046853782106,4.412738523805506,1.3242658462282426,Iris-versicolor
+99,5.39766741369191,3.395081131344805,1.6730451086190736,0.20339312323727474,Iris-setosa
+100,4.920486289526178,3.0,1.4066680989254396,0.22036644667720087,Iris-setosa
+101,7.637955752439835,2.807991370724088,6.664681744528999,1.9818837833056595,Iris-virginica
+102,6.2053927282144405,2.258698636433445,4.633998115287314,1.4900340609454166,Iris-versicolor
+103,6.012117967536178,2.8394004124812833,4.615223610814204,1.2797668531204227,Iris-versicolor
+104,5.9409043892616715,3.0,4.2043352115310535,1.5016231366001416,Iris-versicolor
+105,5.387240448784903,3.9,1.284603982571018,0.337633887909172,Iris-setosa
+106,5.233975353412937,2.510439994466376,3.4394242288627654,1.0716622459284226,Iris-versicolor
+107,5.015374298844847,3.408202645448157,1.810937909840814,0.3503671160166383,Iris-setosa
+108,5.302119324051857,3.7139038172186267,1.5197063047562875,0.2018636823959177,Iris-setosa
+109,6.263083880291286,2.2674321709601464,4.391189599970363,1.3025631399753952,Iris-versicolor
+110,5.607896984602128,2.9173135782550386,3.7550422048517285,1.3080148569713523,Iris-versicolor
+111,6.805719934304298,2.7996320624477806,4.816280696866686,1.409526659929724,Iris-versicolor
+112,7.707759250480658,2.59585664575179,6.899998999824109,2.3094631508539516,Iris-virginica
+113,6.678572574270872,2.473123415105108,5.783604181215518,1.7938009636217458,Iris-virginica
+114,7.696040302536229,2.5996132849720683,6.8999988670073975,2.3056768849037232,Iris-virginica
+115,7.9,3.804117827724657,6.4009818985485545,1.9904884447200424,Iris-virginica
+116,5.039047769925222,2.000000487451578,3.5188904673153805,1.03527127800153,Iris-versicolor
+117,7.523254085005492,3.0,6.439804665265557,2.096501242795446,Iris-virginica
+118,7.3658711482527455,2.9942296947610525,6.452185710494558,2.047583320125604,Iris-virginica
+119,5.9824021463441355,2.8181208270865494,4.666122460931285,1.5162775499883854,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/6/test.csv b/iris/tab_ddpm/4_3/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/6/train.csv b/iris/tab_ddpm/4_3/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/6/val.csv b/iris/tab_ddpm/4_3/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/7/synth.csv b/iris/tab_ddpm/4_3/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..35494a4f65e4049bcd46bb210e73664370602ed7
--- /dev/null
+++ b/iris/tab_ddpm/4_3/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.501491470134261,2.2939127710933422,1.3007795948250016,0.29506574564508203,Iris-setosa
+1,4.785139354809454,3.0,1.3992009857703271,0.3440512249748561,Iris-setosa
+2,7.019836767028057,3.1102457829505554,5.05407943048404,2.3086525261887,Iris-virginica
+3,5.602021190403422,2.931968067705248,3.684643461400108,1.3085324147180013,Iris-versicolor
+4,6.818289512899878,3.0935208320658907,5.239682113546522,2.292909765374785,Iris-virginica
+5,6.826150581644904,3.1953015770941615,5.78769272402883,2.3023606275711344,Iris-virginica
+6,5.039010461246242,3.400692383193066,1.5270648990611473,0.42477685974273305,Iris-setosa
+7,5.723473754165817,2.8394506477520736,4.0566190916629274,1.2319419889569958,Iris-versicolor
+8,6.280877255711789,3.407436694532804,5.592089141403471,2.402802037097483,Iris-virginica
+9,5.88064367254233,3.0,5.133025618373806,1.7918081890681594,Iris-virginica
+10,4.400000621816625,2.9381344433045897,1.4004610494361007,0.21130910961107946,Iris-setosa
+11,4.842028651042579,3.0,1.4178150035768395,0.1,Iris-setosa
+12,4.896295639374499,3.41087878936504,1.4992483449721614,0.2552402228284865,Iris-setosa
+13,4.619461221267809,3.609996855315858,1.0000003951574195,0.19583254600112,Iris-setosa
+14,4.982006435503128,3.394083082895412,1.4985788461966858,0.4198604258544302,Iris-setosa
+15,6.101140917706596,2.5877776884671206,5.592017322019025,1.4157495125211974,Iris-virginica
+16,4.400000545542562,2.915344983040871,1.4029455512283582,0.19990449973432056,Iris-setosa
+17,6.279383683026391,2.4693920873883286,5.032764069922233,1.8635072347142632,Iris-virginica
+18,5.453893807995372,3.9,1.287629202901463,0.33720573195936243,Iris-setosa
+19,6.299650667076673,2.902077856448598,5.597325064171377,1.7876493500175317,Iris-virginica
+20,7.9,3.8051959488466287,6.424136879059539,1.9696929821803115,Iris-virginica
+21,7.9,3.812398124779522,6.434572021196122,2.0351164174003635,Iris-virginica
+22,6.08595248861069,2.9305189792994994,4.685698206811688,1.323071856538296,Iris-versicolor
+23,6.272598170016487,2.297018834087074,4.376419957848852,1.3071945443566844,Iris-versicolor
+24,6.737466662835531,2.4845379768724665,5.841768791226614,1.800175127209144,Iris-virginica
+25,5.906615305333893,3.0,5.132013892365603,1.7808015280567526,Iris-virginica
+26,7.713844433686481,2.7808823278964336,6.738063608616594,2.0074143159122193,Iris-virginica
+27,7.689209441425042,2.7926975016925595,6.688584586713299,1.9989428147358248,Iris-virginica
+28,5.10815668437026,3.501187951914526,1.4002134828517265,0.36804728611541326,Iris-setosa
+29,5.942754253071626,3.0,5.082158605283227,1.8184661210968744,Iris-virginica
+30,6.366874440116123,2.935489570351763,4.452423812584159,1.3254587046152029,Iris-versicolor
+31,5.309641107187838,3.7261567255125687,1.4957894023546867,0.2019178656879479,Iris-setosa
+32,5.338421242884619,2.43408123444552,3.4860624936796016,1.0565230466118491,Iris-versicolor
+33,7.706483850494081,2.5909906160461404,6.899998708661311,2.2959760588104556,Iris-virginica
+34,6.5151141357094735,3.1359927580151306,4.6167534315196,1.5207159346920727,Iris-versicolor
+35,4.400000447460179,3.215618784642051,1.3334938752546275,0.19687792828941164,Iris-setosa
+36,4.871086265079851,3.0,1.4014679690185252,0.19704525054886746,Iris-setosa
+37,5.2851881506404,3.655761080271078,1.5693423285784747,0.19671422486183127,Iris-setosa
+38,5.866487087798364,3.0,5.090684931662689,1.805240394503048,Iris-virginica
+39,6.238699618731719,2.298042654409544,4.36760776258414,1.2665143897410964,Iris-versicolor
+40,6.689818885312489,3.0555630947711574,4.6613303295839605,1.4995986383529347,Iris-versicolor
+41,7.9,3.810288366513048,6.4210663030537285,1.9833517807747287,Iris-virginica
+42,6.317713255422366,2.3354770029811993,4.375040907170682,1.3020576497437795,Iris-versicolor
+43,5.016272577319204,2.0000005103452403,3.477259522053257,0.9279701562314722,Iris-versicolor
+44,5.08955904231023,3.4690162879797297,1.4059941103965183,0.29982919693453186,Iris-setosa
+45,4.911005990296997,3.1324380317601306,1.5006072968538664,0.10000010512486078,Iris-setosa
+46,6.306659730208629,2.5019995436899527,4.972258993021947,1.9100891096178296,Iris-virginica
+47,6.5326326778507084,2.9542398282101394,4.346972020761096,1.36425067486733,Iris-versicolor
+48,4.996036391836474,2.000000498496982,3.5344412666445844,0.9867788335425249,Iris-versicolor
+49,6.750529248627899,3.1158421960725877,5.847968308877871,2.291241299323398,Iris-virginica
+50,4.580852369153425,3.6100279464396676,1.0000004439577126,0.20642662099052006,Iris-setosa
+51,6.1918336717927565,2.8281082273042513,4.71800993137623,1.1788824930011004,Iris-versicolor
+52,4.5843243675123215,3.401577704085421,1.40036234486098,0.32004609381280724,Iris-setosa
+53,6.736615262350164,2.486718605119372,5.833865703531716,1.8082868391212774,Iris-virginica
+54,7.676283868585687,2.819267506440546,6.655657730128122,1.9436782969370308,Iris-virginica
+55,5.8745528773472415,3.0,5.066124188730459,1.8088668867591982,Iris-virginica
+56,6.904308174363205,2.7935964054629174,5.999049832214998,1.7449199788227614,Iris-virginica
+57,6.096248123212087,2.600603698089747,5.603734888942931,1.386892570170294,Iris-virginica
+58,6.293806442496084,2.483227250227101,5.088744096066067,1.9054612644443583,Iris-virginica
+59,5.767641683210379,2.7198628333626163,5.156908925842177,1.898873748285717,Iris-virginica
+60,7.6942363801048534,2.635022957070135,6.899998616155723,2.3142965949000693,Iris-virginica
+61,5.579050520326272,2.457372630935104,3.8782510579918403,1.0778640725573116,Iris-versicolor
+62,6.298652397973449,2.911782179953772,5.5897196832436045,1.8102872184473084,Iris-virginica
+63,5.557617826932743,2.4481488935549796,3.901924142526996,1.0504267620910512,Iris-versicolor
+64,5.799696886861981,2.709382198892683,4.075995747179674,1.0082500993171712,Iris-versicolor
+65,4.944818849897682,2.4223488265893547,2.9722890508283006,1.0231179408485933,Iris-versicolor
+66,4.9045679633181125,3.086262865884666,1.5028030052306869,0.10000009867961039,Iris-setosa
+67,6.126259384613021,2.628989787931636,5.107182732632705,1.5842923564204519,Iris-versicolor
+68,5.203604540002212,2.7505116876303246,4.09080285765112,1.4096355268753862,Iris-versicolor
+69,5.589369211412361,3.0,4.065929441714862,1.3004927305750553,Iris-versicolor
+70,5.609218703593107,3.0,4.208926533149643,1.3242500411882203,Iris-versicolor
+71,6.155414701508867,3.0257025508433175,4.605598459703666,1.4898819826854501,Iris-versicolor
+72,5.242554865192942,3.757517027246845,1.957899182392584,0.23240697680019234,Iris-setosa
+73,5.4428280165762315,3.9,1.3206238172769527,0.5285201052277705,Iris-setosa
+74,5.682126633550478,3.7948670334396493,1.498877565032253,0.31677396373804745,Iris-setosa
+75,5.9894666693194445,2.2028179364742964,4.983117844175341,1.485619708725226,Iris-virginica
+76,5.049918370470298,2.47649342597648,3.1110301446126876,1.0607955445695383,Iris-versicolor
+77,6.28754652976828,2.2839646978566592,4.39280620371225,1.2830989636012204,Iris-versicolor
+78,6.326587660576079,3.2704464480602757,4.704269258672088,1.5888713341102783,Iris-versicolor
+79,4.400000466937955,2.9089202058812798,1.4052997080508454,0.19388666845870606,Iris-setosa
+80,6.45816252932879,3.0,5.480243876741674,1.7828600242731025,Iris-virginica
+81,6.583948454080306,3.012432534679015,5.573960973496325,1.9629903988452853,Iris-virginica
+82,6.2480313043280775,2.882438826121165,5.582575341836138,1.821573872728754,Iris-virginica
+83,7.9,3.799217521007639,6.4305171262453875,1.9715001307893876,Iris-virginica
+84,5.761301518824237,3.7463441564736892,1.65696234187637,0.29370708169785287,Iris-setosa
+85,5.806277870313078,2.7775380485997077,5.179179258590727,1.856584885219447,Iris-virginica
+86,5.685937676205269,3.0,4.299360124953685,1.3366897120321553,Iris-versicolor
+87,7.597217858571271,2.846462568793701,6.5834034002944275,1.9847491573591076,Iris-virginica
+88,4.576180160169265,3.4090653984280617,1.3955527436820732,0.2917419897137099,Iris-setosa
+89,5.097433238766049,3.73049820786129,1.6514699822666363,0.3300716413841042,Iris-setosa
+90,6.245261866707008,3.2888156537111812,4.6859892028002355,1.5958527614870432,Iris-versicolor
+91,5.1808045383078865,3.424276389741402,1.3797920508663324,0.1977614153601067,Iris-setosa
+92,4.604292352283323,3.616888720052845,1.0,0.20070846234795878,Iris-setosa
+93,6.1172809068198495,2.793862787196785,4.735687409323136,1.2144837204380008,Iris-versicolor
+94,5.679925541429746,2.858629342582484,4.041043420007665,1.2832396864972098,Iris-versicolor
+95,6.1262977953519,3.3417860300440534,4.566459891108991,1.5794984607554208,Iris-versicolor
+96,7.899998348898553,3.804198115471332,6.383653138225736,2.0439747062981164,Iris-virginica
+97,6.717500248604667,3.3188589462150375,5.696020849860725,2.5,Iris-virginica
+98,6.178733537761911,2.5727096067717303,4.992680630990925,1.5390816895961317,Iris-versicolor
+99,5.547864488822126,3.770805472259295,1.6098328819839678,0.32145817405375554,Iris-setosa
+100,5.984556471002631,2.154711260244377,4.952373310981764,1.4829580095608355,Iris-virginica
+101,5.169496836156191,3.3683066758523488,1.5351914495160075,0.44569294123494596,Iris-setosa
+102,5.675168212561351,3.0,4.426244605267128,1.5010990199937964,Iris-versicolor
+103,7.724537713031142,2.794394074811841,6.716270712914012,1.9988445809136584,Iris-virginica
+104,6.1456782096430995,2.185690878833795,4.4913662438043955,1.489107722458761,Iris-versicolor
+105,4.675759472967032,3.430956315370219,1.3849438282392181,0.29803711808036965,Iris-setosa
+106,6.792372813592357,3.0,5.685458228274001,2.099675739284696,Iris-virginica
+107,5.96714134137205,3.404539543956989,4.49615442914659,1.6029653521103342,Iris-versicolor
+108,6.21386639101099,2.1856687935525003,4.523960369805515,1.5185198552764763,Iris-versicolor
+109,7.708750918027328,2.6245854205973242,6.9,2.315013412416681,Iris-virginica
+110,6.010060295454028,3.3937145086305014,4.506503206557996,1.5975218316320028,Iris-versicolor
+111,5.168753014206003,2.506757447665838,3.1151815391816893,1.0836879396654404,Iris-versicolor
+112,6.701406683121043,3.291711425610964,5.705956598796464,2.099186578026123,Iris-virginica
+113,7.9,3.792943224956212,6.424064554825257,1.9729397785703,Iris-virginica
+114,5.964512971406883,3.392768721668232,4.479778645208361,1.6075165962691562,Iris-versicolor
+115,6.776712318787348,2.518049929529383,6.00940278986768,1.8413751535191674,Iris-virginica
+116,5.899424911645835,3.2710776183069012,4.437439812951797,1.5291648695746796,Iris-versicolor
+117,6.636372658667436,3.289159023285487,5.626969901645508,2.073472015639806,Iris-virginica
+118,7.547971453080869,3.0,6.512945020886685,2.1208278576277584,Iris-virginica
+119,5.837328654691976,2.724054159435572,4.184073648679127,1.0255685626739168,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/7/test.csv b/iris/tab_ddpm/4_3/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/7/train.csv b/iris/tab_ddpm/4_3/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/7/val.csv b/iris/tab_ddpm/4_3/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/8/synth.csv b/iris/tab_ddpm/4_3/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..167ee92c3c223e9accd6e21578667ad6891d4e32
--- /dev/null
+++ b/iris/tab_ddpm/4_3/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.801100359897566,3.0,5.4711807877234575,2.1174432768460907,Iris-virginica
+1,5.667602009425688,2.977569554625332,4.554045704146498,1.4463783640067696,Iris-versicolor
+2,5.254394013943782,3.4063574405460235,1.4343976026570973,0.21853814839813918,Iris-setosa
+3,5.134781725503049,3.793423640960977,1.6258623517557196,0.1990179503319034,Iris-setosa
+4,6.083855478561559,2.7929126513034563,4.683220539387658,1.2014541332034585,Iris-versicolor
+5,6.023885968899941,2.804482831146073,4.642583686978423,1.2068383545031096,Iris-versicolor
+6,6.28555887055648,2.284637762937852,4.440312683041445,1.3139345736834906,Iris-versicolor
+7,5.405810190444728,3.3979053610207477,1.5820777773339771,0.43607212976267434,Iris-setosa
+8,5.92422024970655,2.7667016242830598,4.590471728351734,1.2441649516510531,Iris-versicolor
+9,6.697027932723431,3.0,5.524454188887765,1.951989474091001,Iris-virginica
+10,4.888458180022784,2.3983857603050818,3.438524179375205,0.942879967593641,Iris-versicolor
+11,7.727997590235109,2.8202985092807786,6.72862199657076,2.0125286971320637,Iris-virginica
+12,6.32600874153908,2.2827297288905006,4.4155683287056,1.3096934546007926,Iris-versicolor
+13,6.6284778577863435,3.203545946766931,5.706997891569888,2.0906156845113246,Iris-virginica
+14,5.068313096231644,3.533636524503575,1.3914081596718602,0.19875279896746906,Iris-setosa
+15,6.17647553375064,2.1815510458234555,4.494479327249092,1.496797599439919,Iris-versicolor
+16,5.008205766193669,3.4036858586192102,1.519060080387856,0.40330046153187304,Iris-setosa
+17,5.432494953987647,2.426011051193174,3.670396709904121,0.9997224413390133,Iris-versicolor
+18,5.980951186153159,3.375115965616644,4.489164655269927,1.6019827488393412,Iris-versicolor
+19,4.865001936234446,3.0,1.3708601857661908,0.22400085894325228,Iris-setosa
+20,6.217161923718773,2.861930101439727,5.495965160857943,1.8330177226369664,Iris-virginica
+21,6.139077716587214,2.605432350315229,5.605251927497234,1.4157993373021078,Iris-virginica
+22,6.241777749233815,2.44462164007023,5.008516399831637,1.8529168453143017,Iris-virginica
+23,7.89999822857367,3.7871756890132326,6.47324478172041,1.9932323522916435,Iris-virginica
+24,4.60766896005239,3.630567745998609,1.0,0.19615800065851877,Iris-setosa
+25,5.571106116272314,2.682735786997786,4.504186579975755,1.244935229223005,Iris-versicolor
+26,4.609366833313923,3.6137767766468416,1.0000004309803237,0.20101216969116092,Iris-setosa
+27,4.6824945089256875,3.417338281893874,1.4401734445434105,0.2600222364622434,Iris-setosa
+28,4.986238431890241,2.0,3.3343660357470317,1.0149727082063942,Iris-versicolor
+29,6.290799892320194,2.487166708028734,5.000314796530855,1.895826602311164,Iris-virginica
+30,7.686136397347687,2.60069855493089,6.9,2.311200794545128,Iris-virginica
+31,4.4,3.19596342937969,1.2832507958657595,0.19992647958998738,Iris-setosa
+32,4.811912883373592,3.396401232091577,1.6648575721056766,0.20216953159046558,Iris-setosa
+33,5.884871186176053,3.0,5.071656458294674,1.8274100775609707,Iris-virginica
+34,4.929905423005048,2.4290048769651538,3.2506957901494564,1.0582244200817796,Iris-versicolor
+35,6.285742451382444,2.878969843378961,5.623037311974501,1.7966398581144365,Iris-virginica
+36,7.7449094050783005,2.5861383839488887,6.9,2.3044909115486467,Iris-virginica
+37,5.154157843850432,3.5590271876214024,1.4223952682720404,0.1985278283623777,Iris-setosa
+38,6.321887045947964,2.4543047708827315,4.8592128458307675,1.4967893657124136,Iris-versicolor
+39,5.389345270921227,3.4016299110409376,1.7985468491033374,0.2058290979991874,Iris-setosa
+40,5.986973631082007,2.7243879945711043,5.115946388963641,1.5873153062243457,Iris-versicolor
+41,5.420266967038387,3.7570756449777507,1.68983775897288,0.33327103914585926,Iris-setosa
+42,5.5546017560115,3.0,4.476240443771635,1.4972148582331586,Iris-versicolor
+43,5.959402856793309,2.706771486750748,5.112445043849532,1.6224228807366707,Iris-versicolor
+44,6.535869913458514,3.2205442223477885,5.358955714121842,2.039224603131202,Iris-virginica
+45,5.461947350509688,3.7265206965647866,1.5873705870463828,0.21794670971838492,Iris-setosa
+46,4.935335580609897,2.4342533822915433,3.4835368060162266,1.0227364202153202,Iris-versicolor
+47,7.694371787541162,2.586151401706044,6.9,2.2904104131885346,Iris-virginica
+48,7.252745374129267,2.9137189017268126,6.2530218591002695,1.7977298586455355,Iris-virginica
+49,4.400000583801818,3.1869641502896187,1.344759918783313,0.2056606150954201,Iris-setosa
+50,5.728175956671071,3.119585626305674,4.515486117826621,1.5484374696047687,Iris-versicolor
+51,4.815588872335748,3.0,1.4065308805804395,0.10000011592061488,Iris-setosa
+52,6.3031535897707425,3.4028104832271335,5.621811846528248,2.3844221119522264,Iris-virginica
+53,4.82074392889906,3.4011803839139616,1.4988618787441488,0.20118381524134804,Iris-setosa
+54,5.293305461859825,3.666019081430623,1.6585309092056337,0.19897925597713823,Iris-setosa
+55,6.29822462343097,2.291233230903222,4.404796860314942,1.2691487325239716,Iris-versicolor
+56,5.9927021030341265,2.7152976316569126,5.09320823010066,1.596806403798457,Iris-versicolor
+57,5.515916134543214,2.6076888479882494,4.374864434705332,1.2027271733795502,Iris-versicolor
+58,7.560034252708687,3.0,6.5413741485397505,2.1415414030677704,Iris-virginica
+59,6.131161371126751,3.373838079166522,4.598292178088674,1.6153592684761715,Iris-versicolor
+60,4.4000008260790855,2.8644514383944917,1.4064053795635125,0.20443126958146363,Iris-setosa
+61,6.478748995235793,3.0,5.836371998014528,2.2187639020922876,Iris-virginica
+62,5.617986461460765,3.0,3.7905965784887816,1.3217481223993832,Iris-versicolor
+63,6.803076267575533,2.808265413759122,4.812895878281022,1.4032066471727018,Iris-versicolor
+64,5.0786314782471305,3.5034406678077934,1.4004017230389287,0.35246178758173186,Iris-setosa
+65,5.390638410686812,3.395152639113104,1.5810187751257458,0.3638241804639805,Iris-setosa
+66,5.671548914520084,2.783604053884542,4.394548612980085,1.2976086847124455,Iris-versicolor
+67,5.856482763396485,3.0,5.090247063336675,1.7859197891654401,Iris-virginica
+68,7.9,3.792416446247261,6.410701674850737,2.0036004568684427,Iris-virginica
+69,7.691425578759991,2.586831108583401,6.8999988677158,2.2854260542933176,Iris-virginica
+70,6.735767747569059,3.178975882774888,5.106099513371631,2.1665482939818834,Iris-virginica
+71,5.887304266914446,3.0,4.236555389611144,1.5119861104019172,Iris-versicolor
+72,6.117516127078281,3.358816264357852,4.621008600387417,1.5933353296285924,Iris-versicolor
+73,4.599981230942101,3.5691438018418324,1.0000005718161125,0.20021197653157194,Iris-setosa
+74,4.820188465578531,3.3800253811415084,1.5882054779651125,0.2011786504311825,Iris-setosa
+75,5.570084934037239,2.450210107809375,3.8325868220124875,1.0855936240272994,Iris-versicolor
+76,7.899998443022616,3.7908063896983566,6.358244973534848,1.9612438418618177,Iris-virginica
+77,5.18293103283909,2.6940451872138182,3.9235598901978963,1.4043304697668677,Iris-versicolor
+78,6.671421060792748,2.4920347553330253,5.7909309189386535,1.7914314965736506,Iris-virginica
+79,7.022728887202364,3.0,5.781099061710454,2.150453876981983,Iris-virginica
+80,4.775509289882439,3.0,1.3949292212959992,0.29799652731034676,Iris-setosa
+81,5.892419096717614,2.3775061301572142,4.22154489796419,1.1300900811118038,Iris-versicolor
+82,5.805162056446764,3.117158906066628,4.531856131488068,1.5145441255803096,Iris-versicolor
+83,5.63420702760736,3.0,4.200079681910906,1.2955585148903057,Iris-versicolor
+84,7.9,3.810250543103264,6.45439410899609,2.025873456757254,Iris-virginica
+85,6.051506873780609,3.3908853809205675,4.565736959969986,1.5898862659879855,Iris-versicolor
+86,4.853909709948308,3.0,1.4035003632164489,0.22333169575606462,Iris-setosa
+87,7.702689236793099,2.8058467966867346,6.7039649685754945,2.0144270627505,Iris-virginica
+88,5.922898644866599,2.956392431632972,4.37546617853534,1.4899613356289898,Iris-versicolor
+89,5.001253148185356,2.000000545250872,3.534522851919254,0.9304435218595279,Iris-versicolor
+90,5.274415818929672,3.3978660120747888,1.5487550364831346,0.37759540795316715,Iris-setosa
+91,4.621466244810772,3.4037588409348167,1.3908306365789904,0.33546693783536774,Iris-setosa
+92,5.9791204346851705,2.894326086816778,4.506693159939595,1.5040736616409702,Iris-versicolor
+93,6.618124408614478,3.0,4.460682177989791,1.408703177332851,Iris-versicolor
+94,4.502982533835243,2.326281270763305,1.2941368940527398,0.299296605046972,Iris-setosa
+95,5.0150970201408365,2.0,3.4521670604499275,0.9920958062795027,Iris-versicolor
+96,6.266314859998721,3.3060344262101626,4.696427726426642,1.6243929694082866,Iris-versicolor
+97,5.380169959656655,3.40201665127219,1.5799308086400552,0.2037782802798578,Iris-setosa
+98,5.059020169698022,3.5256702026425897,1.4098251621872682,0.20337441579885793,Iris-setosa
+99,5.315612914956193,3.392560669944369,1.49948899188122,0.25283787389028134,Iris-setosa
+100,4.762054868800535,3.0,1.3915488593305496,0.3188947282133952,Iris-setosa
+101,5.567501872664261,3.7926713519889765,1.789479839532274,0.3609647280992007,Iris-setosa
+102,6.142484089179973,2.1818792953054764,4.479083642262603,1.5022824994660058,Iris-versicolor
+103,5.080601462241581,3.8180185105156363,1.728967028500325,0.19575385809653584,Iris-setosa
+104,5.903864274738524,3.0,5.030225140076012,1.7859416791798368,Iris-virginica
+105,6.6864148822792036,3.0710853611701916,4.695665161099511,1.5095418252452593,Iris-versicolor
+106,6.698223406089953,3.1114884397620775,4.689378670681475,1.5088298739626635,Iris-versicolor
+107,4.881074893771135,3.102979070465903,1.4905991525429856,0.1,Iris-setosa
+108,4.790038248423222,3.409983935245072,1.6483912108091452,0.1936420256907562,Iris-setosa
+109,4.807800057164355,3.0,1.3965345303091283,0.10000009399770002,Iris-setosa
+110,6.331176526800929,2.906375390053203,5.607890697930008,1.815262900474436,Iris-virginica
+111,5.023758982152746,3.576669997212847,1.3846269347901197,0.1952206056127887,Iris-setosa
+112,7.638320962223167,3.0,6.631225525013941,2.077207497771736,Iris-virginica
+113,6.450033758512302,2.9262260505462603,4.329994884912028,1.3126251975665406,Iris-versicolor
+114,5.691425672790252,2.848722027433254,4.22361423799445,1.2943927801920752,Iris-versicolor
+115,6.217765405926356,2.558503677819979,5.0549032203699005,1.5175842498732268,Iris-versicolor
+116,7.525772023125831,3.0,6.5107389448629185,2.116026985132233,Iris-virginica
+117,6.842346058139065,3.0276399298082746,5.176072094139803,2.2794123422835835,Iris-virginica
+118,6.239052429594451,2.252603202008851,4.53403993874644,1.46930444458153,Iris-versicolor
+119,6.086150536891274,2.799458106224425,4.689396878555513,1.2065845901928085,Iris-versicolor
diff --git a/iris/tab_ddpm/4_3/8/test.csv b/iris/tab_ddpm/4_3/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/8/train.csv b/iris/tab_ddpm/4_3/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/8/val.csv b/iris/tab_ddpm/4_3/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/9/synth.csv b/iris/tab_ddpm/4_3/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ee7e0f127997fac94074159178117ea2f29c4487
--- /dev/null
+++ b/iris/tab_ddpm/4_3/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.387783062553811,3.3862848713537845,1.6120465393304255,0.20509467638356582,Iris-setosa
+1,6.842705845932927,3.035755170958178,5.193718428470817,2.254748527916386,Iris-virginica
+2,4.942716449846101,2.4425046488024433,3.328421654849068,1.0318129173456918,Iris-versicolor
+3,5.402946486916288,3.403211294393607,1.7196849221905055,0.2006168525927991,Iris-setosa
+4,5.268952711908057,3.6793420637828635,1.5090121594957306,0.19931224702373881,Iris-setosa
+5,5.653319659762369,2.888253831915083,3.966961514220989,1.2618320860739776,Iris-versicolor
+6,4.896880522957184,3.109522269583124,1.4953961452943352,0.1000001067232989,Iris-setosa
+7,5.16543539294071,3.774655092826327,1.6261830672919992,0.20121020823785066,Iris-setosa
+8,5.190728467727771,3.786866370823745,1.737906709674268,0.19712748667883018,Iris-setosa
+9,5.184982797049269,2.7353084054146883,4.0331821310707685,1.411709167734378,Iris-versicolor
+10,6.243744455311535,2.2992645104131038,4.39332484301832,1.2575362752192851,Iris-versicolor
+11,5.194128848691024,3.4068649015024697,1.3987447421452261,0.20076775803933045,Iris-setosa
+12,5.879487307800133,3.107735945088186,4.569605120224386,1.517272674503848,Iris-versicolor
+13,6.00042639528282,3.4103790971541494,4.50648388444725,1.611926680287551,Iris-versicolor
+14,7.651774726966593,2.8134398731002146,6.64153860894106,1.926291622753863,Iris-virginica
+15,5.669679928819789,3.795172071515192,1.6533412517563209,0.3363019503233666,Iris-setosa
+16,5.0158947511935175,3.6915292813173495,1.4257673396813506,0.198028959555603,Iris-setosa
+17,6.710536304441989,3.2475672316943465,5.803843237563653,2.315586990937982,Iris-virginica
+18,6.6883511999486265,3.3132080479907953,5.6825978341081465,2.1100929529875323,Iris-virginica
+19,5.9590470678376395,2.931145378674901,4.419641265494986,1.3445104222538744,Iris-versicolor
+20,5.986967329870335,2.902315277033661,4.56057240620133,1.5061705731830672,Iris-versicolor
+21,4.867112590176634,3.3910840206363795,1.5868578447169541,0.249574776111428,Iris-setosa
+22,6.417527182560553,2.8925705879737005,4.2974587510965865,1.3018783068668616,Iris-versicolor
+23,5.806443653040843,2.7111407472662528,5.097620910803657,1.896259624903757,Iris-virginica
+24,4.7894904298821706,3.402104181378015,1.5648893025638135,0.20111972787775712,Iris-setosa
+25,4.893608014088,3.0964380195678407,1.5268047137744043,0.10000011732566202,Iris-setosa
+26,7.688203387881706,2.81187366110752,6.68225675961232,1.9819165688800697,Iris-virginica
+27,5.003725961926906,2.0,3.6220924567541224,1.0052075522104835,Iris-versicolor
+28,4.400000500761616,3.065326976992548,1.3366471636239312,0.2007826873626301,Iris-setosa
+29,6.121932408442146,2.8083525092724666,4.644143555743175,1.2241527636338296,Iris-versicolor
+30,4.598937133923327,3.3793323953162377,1.398931517165361,0.2992447094833043,Iris-setosa
+31,6.95588966259736,3.111733762128775,5.064029862981099,2.324688909735555,Iris-virginica
+32,5.210520291941981,3.409876155272267,1.4039151669174896,0.20484457611214602,Iris-setosa
+33,6.495275347900255,3.2001614853036973,5.175247295508101,2.0064448691383814,Iris-virginica
+34,7.8999988021024485,3.8083770460375357,6.39095098314044,2.0070837187082664,Iris-virginica
+35,6.452025898663566,3.187220344552534,5.0881705949420555,1.9676194961359705,Iris-virginica
+36,5.121816404336091,3.7895849550475265,1.4940553045082627,0.19863309271902663,Iris-setosa
+37,6.5307980389671005,3.1799250443340648,5.121721850775825,2.0073180779463886,Iris-virginica
+38,5.741314005977522,2.6531610327387263,3.9745515753513194,1.0553109330120527,Iris-versicolor
+39,5.730746602168853,3.0,4.502387409322558,1.4957778623105986,Iris-versicolor
+40,6.33903651566505,2.820245138221442,4.382522234782447,1.2236802299278682,Iris-versicolor
+41,5.793472246306236,3.0,4.4478869732138975,1.4983708456031435,Iris-versicolor
+42,7.9,3.7920710056288094,6.398439029855841,1.9992228258425755,Iris-virginica
+43,4.506849350297004,2.30587633155553,1.30862213925778,0.34967452797816206,Iris-setosa
+44,5.246729752160396,2.7432074764569045,3.939211860539519,1.4023990198485514,Iris-versicolor
+45,5.820494557422336,2.703955561894713,5.105293489573643,1.8829730378118488,Iris-virginica
+46,6.350333497433248,3.2456021651769547,4.735750495477165,1.6012936896424186,Iris-versicolor
+47,6.657616583888517,2.484032922443166,5.769401518480802,1.8222883123517384,Iris-virginica
+48,6.507814315069847,3.200057472758499,5.069300539329857,2.000935729111065,Iris-virginica
+49,7.6718320281994234,2.813475375330806,6.667157030754088,2.0057137211968135,Iris-virginica
+50,5.098180419315076,3.789003885564418,1.4996583495729783,0.2038063397563115,Iris-setosa
+51,6.8922249547205015,3.22410031303804,5.756997508682344,2.315808173511477,Iris-virginica
+52,6.32436800451472,2.2630419736706835,4.447242592952604,1.3669370730761152,Iris-versicolor
+53,5.008514995102963,2.0000006123299054,3.4115507738722295,1.0035107465044508,Iris-versicolor
+54,6.496013355756701,3.205981219819621,5.044802666397417,2.0140549268814687,Iris-virginica
+55,5.399592376098429,3.402617842466858,1.7096616133606286,0.20392886360267234,Iris-setosa
+56,5.504010732034265,3.9,1.2706090920049375,0.37500884015783864,Iris-setosa
+57,4.8968723096771045,3.0,1.4072129011464203,0.20309353040779674,Iris-setosa
+58,5.372682582531297,3.4103771966823597,1.5390252703584029,0.19695986830498607,Iris-setosa
+59,7.899998126397745,3.7847319149389698,6.435720731298762,2.0046061964340085,Iris-virginica
+60,5.2760940039188435,3.7101071719919116,1.4955505870573598,0.19246894206844095,Iris-setosa
+61,6.094658681824063,2.5949827238811545,5.60174121023079,1.4018132055836703,Iris-virginica
+62,6.494686416134608,3.0,5.7982071745481205,2.1840781928275765,Iris-virginica
+63,5.471611554225162,2.402941773210806,3.65208391580229,0.9622224965833188,Iris-versicolor
+64,5.488217239544457,2.5879729104044324,4.371406964089831,1.1652238625584241,Iris-versicolor
+65,7.172912031422778,3.0,5.989819932840437,2.113250431192564,Iris-virginica
+66,5.104484414619434,3.4981938004363182,1.4054266953688554,0.38432806758392024,Iris-setosa
+67,7.720515740085247,2.580847958562172,6.9,2.305862073318343,Iris-virginica
+68,4.4,2.8879021744108226,1.398213574486666,0.2005052011679857,Iris-setosa
+69,4.966802342363423,2.427903176415715,3.014981075975517,1.089612671149551,Iris-versicolor
+70,5.205982596547403,3.405293481294495,1.4049746262302591,0.19527474881649365,Iris-setosa
+71,5.7792696594494215,2.8132654718707015,4.351505097560723,1.21137373900057,Iris-versicolor
+72,6.554801889017383,3.0,5.857307410696804,2.1948772747326033,Iris-virginica
+73,6.064350064972853,2.829843137904826,4.645070277560976,1.1899123166458334,Iris-versicolor
+74,6.684072622634417,3.278710576291931,5.707012059019644,2.499999121047121,Iris-virginica
+75,5.094456381456882,3.815322473638251,1.6186662031621095,0.2019052182332441,Iris-setosa
+76,6.5042579362486,3.0,5.390031677739406,1.8698064080596115,Iris-virginica
+77,6.305988649752488,2.9052097422752055,5.6018593587619545,1.833390311867618,Iris-virginica
+78,4.994347789461942,2.00000060216248,3.4796141322713967,0.9249587864969908,Iris-versicolor
+79,6.803388777998154,3.1986682205603962,5.877936697923085,2.2993357336979696,Iris-virginica
+80,7.1917336990411345,3.0085380678928364,6.117496695571327,2.169154927175632,Iris-virginica
+81,4.62401921202413,3.404560400091086,1.4069714730883933,0.33129059752243073,Iris-setosa
+82,6.2390885867315236,2.378407685411713,5.1786655873415075,1.736235317310593,Iris-virginica
+83,4.903574015218986,3.124864205525323,1.5462202584164169,0.1,Iris-setosa
+84,5.792285163377829,2.6972475343473623,4.022383214796836,1.0473248302567222,Iris-versicolor
+85,5.098709076786027,3.4984330406934,1.3976871807461069,0.2885396226479935,Iris-setosa
+86,6.367362926377571,2.887954373345275,4.2812900371405185,1.2710942917143258,Iris-versicolor
+87,5.615519591710379,2.9972051962307056,4.115824485920722,1.2952453486237818,Iris-versicolor
+88,4.8456670990022355,3.02952565355584,1.4611869231181762,0.1,Iris-setosa
+89,6.965768380897988,3.202446813902145,5.662545973946398,2.304287987427539,Iris-virginica
+90,5.5797084197606805,3.7893026223521176,1.4992162046931439,0.2993326808157945,Iris-setosa
+91,5.992839874848359,2.7654259866573905,4.907974094815986,1.560116099095017,Iris-versicolor
+92,4.596090870775762,3.6002827991154787,1.0,0.20367674860141907,Iris-setosa
+93,6.173194858280617,2.6947910586101247,5.587624895414567,1.5516349718605333,Iris-virginica
+94,6.204984369381933,2.5785389978739532,4.923300027489565,1.5436027278078785,Iris-versicolor
+95,6.835413381206163,3.0,5.405363887227305,2.1359528413733146,Iris-virginica
+96,5.019074289364373,3.5875387645585466,1.4002964696364064,0.19357392574042964,Iris-setosa
+97,4.400000567802599,3.216133981775642,1.310485002037881,0.20429671412546185,Iris-setosa
+98,5.562011324639674,2.4537906126189455,3.8211947791957455,1.0484344282545217,Iris-versicolor
+99,6.342965727523952,3.2496850832210127,4.685938823839552,1.613788826644886,Iris-versicolor
+100,5.069739934771977,3.399115675916169,1.69161590167722,0.4096301793916423,Iris-setosa
+101,6.164468493917705,3.050050801584123,4.471325968769115,1.5226474974997224,Iris-versicolor
+102,6.279853391267137,2.526995610938913,4.906790645453093,1.4861270719936388,Iris-versicolor
+103,6.706757396355368,3.2877742755501127,5.680699455863578,2.1499965013297673,Iris-virginica
+104,6.576414555676633,2.935623771255437,4.541722739246878,1.3720668942778638,Iris-versicolor
+105,6.298274860545175,2.500857868238436,4.902776951428177,1.4953883740751666,Iris-versicolor
+106,7.575382607723573,3.0,6.575682915356285,2.120291975128064,Iris-virginica
+107,5.786863331212609,2.7479712394182934,4.2587313438368435,1.1173649987024543,Iris-versicolor
+108,6.017528366828215,2.687213426231164,5.1625856276302375,1.6158167341140204,Iris-versicolor
+109,4.67229590610639,3.324632192433685,1.3842662088121684,0.3168938200008698,Iris-setosa
+110,6.140161783328534,2.2938253263800257,5.021809633519082,1.7020359432336345,Iris-virginica
+111,5.439806572695434,3.383348909389667,1.876454438627037,0.2056561438565593,Iris-setosa
+112,7.684951091942418,2.605638080737778,6.9,2.285869804731602,Iris-virginica
+113,5.557193454315969,2.4667751212361937,3.825556416568983,1.1020401278521,Iris-versicolor
+114,6.810032313070021,2.8050868259438,4.795353501811258,1.3985016934824739,Iris-versicolor
+115,6.294378440453162,2.5257539910938274,4.889554139520834,1.5075166107093527,Iris-versicolor
+116,6.595131540240228,3.0,4.383745372545087,1.3967157114206454,Iris-versicolor
+117,5.003730236787187,3.6330676051223154,1.405099490942363,0.20009518277822758,Iris-setosa
+118,6.004624337361907,2.2040937023065252,4.999854002343029,1.5061324999730934,Iris-virginica
+119,5.095838929947591,3.7956860403309003,1.6497420805870628,0.20178885217841985,Iris-setosa
diff --git a/iris/tab_ddpm/4_3/9/test.csv b/iris/tab_ddpm/4_3/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/9/train.csv b/iris/tab_ddpm/4_3/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/4_3/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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
+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_3/9/val.csv b/iris/tab_ddpm/4_3/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/4_3/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4_3/params.json b/iris/tab_ddpm/4_3/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..c2e8c0d1dde78a26fd8fd6ab2b4befabecb93036
--- /dev/null
+++ b/iris/tab_ddpm/4_3/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_3/tab_ddpm_eval.ipynb b/iris/tab_ddpm/4_3/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..f32436d0d70a0c3d4128672d346e8ed0b3339543
--- /dev/null
+++ b/iris/tab_ddpm/4_3/tab_ddpm_eval.ipynb
@@ -0,0 +1,1994 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "2c6a7b66",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:40.837319Z",
+     "iopub.status.busy": "2024-07-22T03:10:40.836595Z",
+     "iopub.status.idle": "2024-07-22T03:10:53.133643Z",
+     "shell.execute_reply": "2024-07-22T03:10:53.132482Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.30973,
+     "end_time": "2024-07-22T03:10:53.136195",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:40.826465",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 98%\r",
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "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": "f9713c7e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:53.159935Z",
+     "iopub.status.busy": "2024-07-22T03:10:53.159561Z",
+     "iopub.status.idle": "2024-07-22T03:10:53.167639Z",
+     "shell.execute_reply": "2024-07-22T03:10:53.166751Z"
+    },
+    "papermill": {
+     "duration": 0.022417,
+     "end_time": "2024-07-22T03:10:53.169548",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:53.147131",
+     "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": "f0cb85e2",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009562,
+     "end_time": "2024-07-22T03:10:53.188642",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:53.179080",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "ddd17806",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:53.209502Z",
+     "iopub.status.busy": "2024-07-22T03:10:53.209217Z",
+     "iopub.status.idle": "2024-07-22T03:10:53.216533Z",
+     "shell.execute_reply": "2024-07-22T03:10:53.215693Z"
+    },
+    "papermill": {
+     "duration": 0.019866,
+     "end_time": "2024-07-22T03:10:53.218382",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:53.198516",
+     "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": "abfcd2e9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:53.239218Z",
+     "iopub.status.busy": "2024-07-22T03:10:53.238939Z",
+     "iopub.status.idle": "2024-07-22T03:10:53.244143Z",
+     "shell.execute_reply": "2024-07-22T03:10:53.243381Z"
+    },
+    "papermill": {
+     "duration": 0.017957,
+     "end_time": "2024-07-22T03:10:53.246167",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:53.228210",
+     "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 = 3\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/4_3\"\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": "ea306ebd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:53.268475Z",
+     "iopub.status.busy": "2024-07-22T03:10:53.268202Z",
+     "iopub.status.idle": "2024-07-22T03:10:53.273471Z",
+     "shell.execute_reply": "2024-07-22T03:10:53.272647Z"
+    },
+    "papermill": {
+     "duration": 0.018582,
+     "end_time": "2024-07-22T03:10:53.275417",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:53.256835",
+     "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": "0d38a9b5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:53.296188Z",
+     "iopub.status.busy": "2024-07-22T03:10:53.295911Z",
+     "iopub.status.idle": "2024-07-22T03:10:54.602075Z",
+     "shell.execute_reply": "2024-07-22T03:10:54.601055Z"
+    },
+    "papermill": {
+     "duration": 1.319315,
+     "end_time": "2024-07-22T03:10:54.604572",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:53.285257",
+     "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": "511812f5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:54.627537Z",
+     "iopub.status.busy": "2024-07-22T03:10:54.627179Z",
+     "iopub.status.idle": "2024-07-22T03:10:55.627545Z",
+     "shell.execute_reply": "2024-07-22T03:10:55.626325Z"
+    },
+    "papermill": {
+     "duration": 1.01447,
+     "end_time": "2024-07-22T03:10:55.629930",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:54.615460",
+     "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": "6aa676b2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:55.653292Z",
+     "iopub.status.busy": "2024-07-22T03:10:55.652953Z",
+     "iopub.status.idle": "2024-07-22T03:10:55.662335Z",
+     "shell.execute_reply": "2024-07-22T03:10:55.661469Z"
+    },
+    "papermill": {
+     "duration": 0.023276,
+     "end_time": "2024-07-22T03:10:55.664251",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:55.640975",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/4_3\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": "683964cb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:55.688536Z",
+     "iopub.status.busy": "2024-07-22T03:10:55.687692Z",
+     "iopub.status.idle": "2024-07-22T03:10:56.049329Z",
+     "shell.execute_reply": "2024-07-22T03:10:56.048573Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.376281,
+     "end_time": "2024-07-22T03:10:56.051880",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:55.675599",
+     "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": "20c25652",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:56.075714Z",
+     "iopub.status.busy": "2024-07-22T03:10:56.075396Z",
+     "iopub.status.idle": "2024-07-22T03:10:57.693170Z",
+     "shell.execute_reply": "2024-07-22T03:10:57.692024Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.632686,
+     "end_time": "2024-07-22T03:10:57.695668",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:56.062982",
+     "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": "b6f0878c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:57.720581Z",
+     "iopub.status.busy": "2024-07-22T03:10:57.720179Z",
+     "iopub.status.idle": "2024-07-22T03:10:57.728832Z",
+     "shell.execute_reply": "2024-07-22T03:10:57.728066Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.02358,
+     "end_time": "2024-07-22T03:10:57.730969",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:57.707389",
+     "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": "1d3ee008",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:57.753839Z",
+     "iopub.status.busy": "2024-07-22T03:10:57.753289Z",
+     "iopub.status.idle": "2024-07-22T03:10:57.757823Z",
+     "shell.execute_reply": "2024-07-22T03:10:57.756952Z"
+    },
+    "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": 0.018263,
+     "end_time": "2024-07-22T03:10:57.759756",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:57.741493",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "9a4f04ba",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:57.782725Z",
+     "iopub.status.busy": "2024-07-22T03:10:57.782424Z",
+     "iopub.status.idle": "2024-07-22T03:10:57.896983Z",
+     "shell.execute_reply": "2024-07-22T03:10:57.896170Z"
+    },
+    "papermill": {
+     "duration": 0.128656,
+     "end_time": "2024-07-22T03:10:57.899304",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:57.770648",
+     "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": "ab9bbc71",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:57.925902Z",
+     "iopub.status.busy": "2024-07-22T03:10:57.925115Z",
+     "iopub.status.idle": "2024-07-22T03:11:02.277189Z",
+     "shell.execute_reply": "2024-07-22T03:11:02.276342Z"
+    },
+    "papermill": {
+     "duration": 4.368349,
+     "end_time": "2024-07-22T03:11:02.279910",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:57.911561",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 03:10:59.671277: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-22 03:10:59.671333: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-22 03:10:59.672878: 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": "dd02fee3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:11:02.304665Z",
+     "iopub.status.busy": "2024-07-22T03:11:02.303775Z",
+     "iopub.status.idle": "2024-07-22T03:11:02.309523Z",
+     "shell.execute_reply": "2024-07-22T03:11:02.308659Z"
+    },
+    "papermill": {
+     "duration": 0.020098,
+     "end_time": "2024-07-22T03:11:02.311557",
+     "exception": false,
+     "start_time": "2024-07-22T03:11:02.291459",
+     "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": "d2b38f71",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:11:02.336732Z",
+     "iopub.status.busy": "2024-07-22T03:11:02.336425Z",
+     "iopub.status.idle": "2024-07-22T03:11:05.107603Z",
+     "shell.execute_reply": "2024-07-22T03:11:05.106648Z"
+    },
+    "papermill": {
+     "duration": 2.786654,
+     "end_time": "2024-07-22T03:11:05.110099",
+     "exception": false,
+     "start_time": "2024-07-22T03:11:02.323445",
+     "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": "35163ec4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:11:05.139298Z",
+     "iopub.status.busy": "2024-07-22T03:11:05.138965Z",
+     "iopub.status.idle": "2024-07-22T03:11:05.145653Z",
+     "shell.execute_reply": "2024-07-22T03:11:05.144632Z"
+    },
+    "papermill": {
+     "duration": 0.023874,
+     "end_time": "2024-07-22T03:11:05.147718",
+     "exception": false,
+     "start_time": "2024-07-22T03:11:05.123844",
+     "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": "b4e5a9af",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:11:05.176926Z",
+     "iopub.status.busy": "2024-07-22T03:11:05.176265Z",
+     "iopub.status.idle": "2024-07-22T03:11:05.694479Z",
+     "shell.execute_reply": "2024-07-22T03:11:05.693464Z"
+    },
+    "papermill": {
+     "duration": 0.537402,
+     "end_time": "2024-07-22T03:11:05.697522",
+     "exception": false,
+     "start_time": "2024-07-22T03:11:05.160120",
+     "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": "fe312d7d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:11:05.731314Z",
+     "iopub.status.busy": "2024-07-22T03:11:05.730940Z",
+     "iopub.status.idle": "2024-07-22T03:11:05.737641Z",
+     "shell.execute_reply": "2024-07-22T03:11:05.736747Z"
+    },
+    "papermill": {
+     "duration": 0.023845,
+     "end_time": "2024-07-22T03:11:05.739697",
+     "exception": false,
+     "start_time": "2024-07-22T03:11:05.715852",
+     "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": "fae632dc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:11:05.764991Z",
+     "iopub.status.busy": "2024-07-22T03:11:05.764121Z",
+     "iopub.status.idle": "2024-07-22T03:11:05.812167Z",
+     "shell.execute_reply": "2024-07-22T03:11:05.811269Z"
+    },
+    "papermill": {
+     "duration": 0.063165,
+     "end_time": "2024-07-22T03:11:05.814570",
+     "exception": false,
+     "start_time": "2024-07-22T03:11:05.751405",
+     "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": "df3bf1b0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:11:05.847391Z",
+     "iopub.status.busy": "2024-07-22T03:11:05.846951Z",
+     "iopub.status.idle": "2024-07-22T03:11:05.852596Z",
+     "shell.execute_reply": "2024-07-22T03:11:05.851681Z"
+    },
+    "papermill": {
+     "duration": 0.023262,
+     "end_time": "2024-07-22T03:11:05.855025",
+     "exception": false,
+     "start_time": "2024-07-22T03:11:05.831763",
+     "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": "977c1630",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:11:05.887527Z",
+     "iopub.status.busy": "2024-07-22T03:11:05.887172Z",
+     "iopub.status.idle": "2024-07-22T03:11:05.891168Z",
+     "shell.execute_reply": "2024-07-22T03:11:05.890294Z"
+    },
+    "papermill": {
+     "duration": 0.021553,
+     "end_time": "2024-07-22T03:11:05.893189",
+     "exception": false,
+     "start_time": "2024-07-22T03:11:05.871636",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "202e93e9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:11:05.917964Z",
+     "iopub.status.busy": "2024-07-22T03:11:05.917690Z",
+     "iopub.status.idle": "2024-07-22T03:11:05.923409Z",
+     "shell.execute_reply": "2024-07-22T03:11:05.922522Z"
+    },
+    "papermill": {
+     "duration": 0.020333,
+     "end_time": "2024-07-22T03:11:05.925267",
+     "exception": false,
+     "start_time": "2024-07-22T03:11:05.904934",
+     "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": "09617903",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:11:05.951103Z",
+     "iopub.status.busy": "2024-07-22T03:11:05.950825Z",
+     "iopub.status.idle": "2024-07-22T03:11:05.957085Z",
+     "shell.execute_reply": "2024-07-22T03:11:05.956400Z"
+    },
+    "papermill": {
+     "duration": 0.021467,
+     "end_time": "2024-07-22T03:11:05.958935",
+     "exception": false,
+     "start_time": "2024-07-22T03:11:05.937468",
+     "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": "c05ad723",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:11:05.983908Z",
+     "iopub.status.busy": "2024-07-22T03:11:05.983655Z",
+     "iopub.status.idle": "2024-07-22T03:11:05.991908Z",
+     "shell.execute_reply": "2024-07-22T03:11:05.991033Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023134,
+     "end_time": "2024-07-22T03:11:05.993823",
+     "exception": false,
+     "start_time": "2024-07-22T03:11:05.970689",
+     "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": "39d02f55",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:11:06.018557Z",
+     "iopub.status.busy": "2024-07-22T03:11:06.018307Z",
+     "iopub.status.idle": "2024-07-22T03:14:20.740407Z",
+     "shell.execute_reply": "2024-07-22T03:14:20.739488Z"
+    },
+    "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": 194.737519,
+     "end_time": "2024-07-22T03:14:20.743019",
+     "exception": false,
+     "start_time": "2024-07-22T03:11:06.005500",
+     "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: 0.3529 Sum: 0.3529\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/42415 MLoss: 0.0 GLoss: 0.3069 Sum: 0.3069\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/42415 MLoss: 0.0 GLoss: 0.2908 Sum: 0.2908\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/42415 MLoss: 0.0 GLoss: 0.2791 Sum: 0.2791\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/42415 MLoss: 0.0 GLoss: 0.2737 Sum: 0.2737\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/42415 MLoss: 0.0 GLoss: 0.2665 Sum: 0.2665\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/42415 MLoss: 0.0 GLoss: 0.263 Sum: 0.263\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/42415 MLoss: 0.0 GLoss: 0.2562 Sum: 0.2562\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/42415 MLoss: 0.0 GLoss: 0.2506 Sum: 0.2506\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/42415 MLoss: 0.0 GLoss: 0.2482 Sum: 0.2482\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/42415 MLoss: 0.0 GLoss: 0.2439 Sum: 0.2439\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/42415 MLoss: 0.0 GLoss: 0.2422 Sum: 0.2422\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/42415 MLoss: 0.0 GLoss: 0.2424 Sum: 0.2424\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/42415 MLoss: 0.0 GLoss: 0.2353 Sum: 0.2353\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/42415 MLoss: 0.0 GLoss: 0.2344 Sum: 0.2344\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/42415 MLoss: 0.0 GLoss: 0.2357 Sum: 0.2357\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/42415 MLoss: 0.0 GLoss: 0.2307 Sum: 0.2307\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/42415 MLoss: 0.0 GLoss: 0.2291 Sum: 0.2291\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/42415 MLoss: 0.0 GLoss: 0.2277 Sum: 0.2277\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/42415 MLoss: 0.0 GLoss: 0.2255 Sum: 0.2255\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/42415 MLoss: 0.0 GLoss: 0.2243 Sum: 0.2243\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/42415 MLoss: 0.0 GLoss: 0.2206 Sum: 0.2206\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/42415 MLoss: 0.0 GLoss: 0.2177 Sum: 0.2177\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/42415 MLoss: 0.0 GLoss: 0.2212 Sum: 0.2212\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/42415 MLoss: 0.0 GLoss: 0.218 Sum: 0.218\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/42415 MLoss: 0.0 GLoss: 0.2168 Sum: 0.2168\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/42415 MLoss: 0.0 GLoss: 0.2172 Sum: 0.2172\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/42415 MLoss: 0.0 GLoss: 0.2142 Sum: 0.2142\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/42415 MLoss: 0.0 GLoss: 0.2138 Sum: 0.2138\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/42415 MLoss: 0.0 GLoss: 0.2129 Sum: 0.2129\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/42415 MLoss: 0.0 GLoss: 0.2106 Sum: 0.2106\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/42415 MLoss: 0.0 GLoss: 0.2106 Sum: 0.2106\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/42415 MLoss: 0.0 GLoss: 0.2115 Sum: 0.2115\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/42415 MLoss: 0.0 GLoss: 0.2074 Sum: 0.2074\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/42415 MLoss: 0.0 GLoss: 0.2064 Sum: 0.2064\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/42415 MLoss: 0.0 GLoss: 0.2084 Sum: 0.2084\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/42415 MLoss: 0.0 GLoss: 0.205 Sum: 0.205\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/42415 MLoss: 0.0 GLoss: 0.2072 Sum: 0.2072\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/42415 MLoss: 0.0 GLoss: 0.2048 Sum: 0.2048\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/42415 MLoss: 0.0 GLoss: 0.2042 Sum: 0.2042\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/42415 MLoss: 0.0 GLoss: 0.2047 Sum: 0.2047\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/42415 MLoss: 0.0 GLoss: 0.2027 Sum: 0.2027\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": "fa42533e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016194,
+     "end_time": "2024-07-22T03:14:20.776216",
+     "exception": false,
+     "start_time": "2024-07-22T03:14:20.760022",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "affb8ab5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:14:20.808522Z",
+     "iopub.status.busy": "2024-07-22T03:14:20.808166Z",
+     "iopub.status.idle": "2024-07-22T03:14:20.816386Z",
+     "shell.execute_reply": "2024-07-22T03:14:20.815500Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.026827,
+     "end_time": "2024-07-22T03:14:20.818308",
+     "exception": false,
+     "start_time": "2024-07-22T03:14:20.791481",
+     "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": "6453b533",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:14:20.850257Z",
+     "iopub.status.busy": "2024-07-22T03:14:20.849588Z",
+     "iopub.status.idle": "2024-07-22T03:14:37.254967Z",
+     "shell.execute_reply": "2024-07-22T03:14:37.254126Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.423888,
+     "end_time": "2024-07-22T03:14:37.257298",
+     "exception": false,
+     "start_time": "2024-07-22T03:14:20.833410",
+     "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": "45691f4b",
+   "metadata": {
+    "papermill": {
+     "duration": 0.01653,
+     "end_time": "2024-07-22T03:14:37.290729",
+     "exception": false,
+     "start_time": "2024-07-22T03:14:37.274199",
+     "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": 239.718911,
+   "end_time": "2024-07-22T03:14:39.131914",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/4_3/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/4_3/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 3,
+    "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_3",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
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+}
\ No newline at end of file