diff --git a/iris/tab_ddpm/4/0/synth.csv b/iris/tab_ddpm/4/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e7cc28503bedabb2e7f069fb5c95bb7914bce0be
--- /dev/null
+++ b/iris/tab_ddpm/4/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.730116887901106,3.335795725109007,5.710287972402563,2.125110001553196,Iris-virginica
+1,5.766559390367896,2.6440073714989225,5.077487213484811,1.885023155944388,Iris-virginica
+2,6.5634111162999496,2.8275068521995985,4.478791487105776,1.329137853600579,Iris-versicolor
+3,6.554572150462254,3.0,5.838352129769393,2.205887651942526,Iris-virginica
+4,5.4522190581343235,3.0,4.500462593276253,1.4806197529694138,Iris-versicolor
+5,5.769545800275967,2.671421782966021,5.0494969367000415,1.8944278992678265,Iris-virginica
+6,5.0856533545639895,3.5054620917632757,1.400996852204922,0.2007678794085902,Iris-setosa
+7,5.996167173720259,2.2156549726616612,4.0053110625020185,1.0056703322259846,Iris-versicolor
+8,7.007562254771006,2.8031225971576488,4.8004706681671525,1.414511282357018,Iris-versicolor
+9,5.056699811674142,3.5017773531019643,1.3885636477400607,0.19659102467426648,Iris-setosa
+10,5.552988501505336,3.0,4.238162028953268,1.3358263690680585,Iris-versicolor
+11,5.65786884908926,3.82158802924576,1.5533519671509097,0.28697082372459853,Iris-setosa
+12,5.763966463671079,2.7849897949683826,4.526827919523066,1.2909603866144184,Iris-versicolor
+13,5.6613619942102105,2.997392303160319,4.223230458801663,1.276653739740459,Iris-versicolor
+14,5.5500880233670395,2.3872918996303536,3.706673416782856,1.0051173216121119,Iris-versicolor
+15,6.533300049925206,3.0,4.376369986017975,1.3741810615447205,Iris-versicolor
+16,5.78576591487095,2.8384838198626903,4.512721373197081,1.3448300591643065,Iris-versicolor
+17,5.498292454029215,4.199999333371073,1.382059804252457,0.2058572325197549,Iris-setosa
+18,4.953400199490521,2.374570632894294,3.5724682434595953,0.9709875912396062,Iris-versicolor
+19,7.63323153980375,2.9089982203215334,6.607324360125747,2.0477635315465994,Iris-virginica
+20,5.24040360620544,3.4053259101357263,1.4264985359268456,0.24364866852947187,Iris-setosa
+21,5.74402729929047,2.8136303345952287,4.441535501566975,1.297910759288612,Iris-versicolor
+22,4.969899340219605,3.436260489464959,1.5626194689500823,0.3137936853585533,Iris-setosa
+23,4.925803881452172,2.000004078575541,3.5484990064148687,1.031331610155859,Iris-versicolor
+24,5.316730294213134,3.2778982310452993,1.946304647660682,0.19928414584039522,Iris-setosa
+25,5.896792133330199,3.2123189837555675,4.79757622778957,1.7901052025418502,Iris-versicolor
+26,4.945563359354819,2.000000596341159,3.186129207788121,0.8085706717470749,Iris-versicolor
+27,5.7124397537315765,2.9529698745931063,4.2384620752408715,1.2829821103330843,Iris-versicolor
+28,6.147955982864967,3.400753365145839,5.321533094511834,2.3110055654211266,Iris-virginica
+29,5.247095511486544,3.3294789693679387,1.5630320132718651,0.44922628208743387,Iris-setosa
+30,7.274064529372361,2.921024594385576,6.249875244560477,1.8165733667021347,Iris-virginica
+31,6.107578591759349,2.789319976164609,4.6599121626596345,1.193542100015525,Iris-versicolor
+32,4.78103462087234,3.0,1.3925354240601209,0.35228293574838915,Iris-setosa
+33,5.392258193263441,3.4077490592600563,1.5102593599627732,0.29634390089988444,Iris-setosa
+34,4.9891600090160555,2.00000077379432,3.5742568887166777,0.8377909256414431,Iris-versicolor
+35,7.3107403485134075,2.9073536946084433,6.241865471032727,1.8022767576008067,Iris-virginica
+36,6.886523117362106,2.805685314463672,4.791869603029017,1.404948567904038,Iris-versicolor
+37,5.0145374551394095,2.0000007241023714,3.7104226365453203,1.0293355367810766,Iris-versicolor
+38,6.521879871390787,3.2259390750065946,5.082053228304108,2.0308296519686966,Iris-virginica
+39,5.963811976959613,3.42102387163392,4.462363475499558,1.6153094347977204,Iris-versicolor
+40,4.816061731811016,3.4141021730037826,1.6516279462762584,0.20172127626119715,Iris-setosa
+41,5.079992305757545,3.3023888684975744,1.6083332373666765,0.2958424634783179,Iris-setosa
+42,6.940865157005372,3.0804925369383196,5.094790019327032,2.301791862484214,Iris-virginica
+43,6.011764299216963,3.4152864602091393,4.449113362001297,1.5983954163333927,Iris-versicolor
+44,6.264966968751322,3.293698566723669,4.670118417754356,1.6050619711349619,Iris-versicolor
+45,6.301968876795706,2.82609572267886,4.282886017690716,1.2485585461167874,Iris-versicolor
+46,6.2829719670081685,2.6413912953425305,4.887436990910666,1.8012449571278084,Iris-virginica
+47,4.769123623341729,3.0,1.3925113042174577,0.30600481688907,Iris-setosa
+48,5.930634822801779,3.0,5.091524972986267,1.804830301485769,Iris-virginica
+49,6.689530187293965,3.3042208566795135,5.679748003344891,2.0900947644157073,Iris-virginica
+50,7.701804008238214,2.788088095703936,6.692425552012618,1.9881591741434308,Iris-virginica
+51,4.985595189561581,3.4075714985383168,1.7062514905424524,0.3878121038516776,Iris-setosa
+52,5.010006499510007,3.3724012937605505,1.6247366999484387,0.3452881416737322,Iris-setosa
+53,6.21813301558657,3.324383913541033,5.419586771263163,2.2746172888290106,Iris-virginica
+54,7.596491176012546,3.0,6.566727093750367,2.113526056699006,Iris-virginica
+55,5.484939058695653,3.0,4.49962308634071,1.4717897466795145,Iris-versicolor
+56,4.947113500613943,2.0,3.487119448428248,0.9497632761518529,Iris-versicolor
+57,7.461960609235865,3.0,6.331804174445477,2.0986632007686934,Iris-virginica
+58,5.406084381418944,3.9019876774929054,1.2851880480306026,0.4326530852643951,Iris-setosa
+59,5.745778416766644,2.808952805149133,4.532622546921761,1.3079423956943597,Iris-versicolor
+60,4.969501122304382,2.0,3.3785176523971496,1.021304700455315,Iris-versicolor
+61,5.232829771195143,3.579086712164366,1.4751482700169878,0.20031969589025167,Iris-setosa
+62,5.028766585454571,3.3855399355753173,1.6173137939390805,0.40929243607460775,Iris-setosa
+63,6.184747045414706,3.4057806166257114,5.360147063565014,2.3042810850259867,Iris-virginica
+64,6.398085489436126,2.863600309822482,4.287832089508301,1.2796198659509936,Iris-versicolor
+65,4.780523827178967,3.4023656656562102,1.5770022745168824,0.1998933130509407,Iris-setosa
+66,5.513837221378218,2.389742444358576,3.830685943184573,1.0125739118484731,Iris-versicolor
+67,6.1948587815810585,3.3983442569757987,5.350516310263299,2.292277657904067,Iris-virginica
+68,4.960673274162552,3.0,1.531378322785109,0.20200668432505514,Iris-setosa
+69,6.292563192815172,2.4225056374483107,4.971557336302496,1.8936595609293816,Iris-virginica
+70,6.206208879389352,3.399710273086333,5.433189904264659,2.3023182214239064,Iris-virginica
+71,6.761694597854574,3.2249197917687216,5.7900440261219135,2.2487118222336635,Iris-virginica
+72,5.85478313156804,3.2297115754647443,4.800002668615719,1.8372761059327163,Iris-versicolor
+73,6.513349506498482,3.0,5.4584796123530674,1.791214228524673,Iris-virginica
+74,4.585079606660934,3.566920282646974,1.0000006210732766,0.19720799386466736,Iris-setosa
+75,4.994149343817135,3.3892195281496926,1.585095499984052,0.40902346853049776,Iris-setosa
+76,5.099175417180036,3.520500050711366,1.3819072240007173,0.19971894199904838,Iris-setosa
+77,4.478991718741159,2.277276386382273,1.302387510819679,0.2937700431217085,Iris-setosa
+78,4.939478452347117,2.0,3.4891297372184025,0.8293697573989955,Iris-versicolor
+79,4.9937945466468845,3.0,1.5763534135467132,0.20263138682589907,Iris-setosa
+80,4.4896667854297,2.293061521064344,1.3395987231216944,0.29953825152570446,Iris-setosa
+81,5.87357579662038,3.233921220781181,4.8086089886870385,1.8229037915230655,Iris-versicolor
+82,4.972726981813018,2.0,3.6367229596514443,1.0185988363277394,Iris-versicolor
+83,5.2007333112559895,3.4135783820265804,1.415119431585655,0.20382591208230158,Iris-setosa
+84,5.915970547053939,3.198304277949451,4.769257195552718,1.785535363210886,Iris-versicolor
+85,5.710926911199651,3.0,4.229299728902505,1.2020388651186482,Iris-versicolor
+86,5.518078783535957,2.4112047852273784,3.805625448821866,1.053735629274648,Iris-versicolor
+87,6.714436474353636,3.0,5.004746913699497,1.7130875285335003,Iris-versicolor
+88,6.7078602167444235,3.110117828695451,4.726216692083895,1.5178318338556358,Iris-versicolor
+89,5.414957395697716,3.440296745639158,1.5754610961954376,0.2022907958005769,Iris-setosa
+90,6.198215147241231,3.3289215468965416,4.606554559072088,1.5986468952397117,Iris-versicolor
+91,6.1965385525593195,3.3731477998142827,5.421758310741056,2.294778886655274,Iris-virginica
+92,6.997871198897083,3.0,5.76248108547801,2.1785870703320667,Iris-virginica
+93,5.364144885190049,3.397221846911133,1.6188510428140968,0.20478252866790303,Iris-setosa
+94,6.661993303500269,3.2785709148266498,5.689437786949091,2.062249183366439,Iris-virginica
+95,4.606433886821888,3.22164218620837,1.4012396904991606,0.19965393834503012,Iris-setosa
+96,4.844240212487214,3.0036929252215283,1.452538612000137,0.10000009286972222,Iris-setosa
+97,4.874549751811199,3.051988462596104,1.460727802824305,0.1,Iris-setosa
+98,6.389230208406524,2.8760926541881533,4.285278952497815,1.2887776248999083,Iris-versicolor
+99,6.404434003193059,2.907272868367387,4.323436468912431,1.3083271134843377,Iris-versicolor
+100,5.3987215628139325,3.9349232974572974,1.2892463964355654,0.4346292389315711,Iris-setosa
+101,5.7811767599120145,2.6518043661639616,5.07664362939181,1.8913610857744014,Iris-virginica
+102,5.616064896546801,3.0,4.273136599501382,1.3598461748374886,Iris-versicolor
+103,4.976583630202632,2.4056739281049992,3.535753370721987,1.0186177736684239,Iris-versicolor
+104,6.598717744583667,3.0,4.423343408448112,1.4204341905953077,Iris-versicolor
+105,6.697146081699129,2.4372540563645333,5.75584042165393,1.8013834690156387,Iris-virginica
+106,5.904849020415266,3.2141353680100675,4.790167878685728,1.7954607683306363,Iris-versicolor
+107,7.147295272335478,3.0,5.8718302174079,2.0973235935379746,Iris-virginica
+108,6.459228430504826,3.0,5.520073420378273,1.7913717004005398,Iris-virginica
+109,4.400000635848493,3.1814882310345114,1.3336105201476676,0.20213069435050732,Iris-setosa
+110,6.245942065610933,2.559289386949592,4.88927741015119,1.833321382652378,Iris-virginica
+111,6.111659118648082,2.804633130548809,4.705776603088012,1.1894980144466807,Iris-versicolor
+112,6.337460544505278,3.283417788023983,4.7294497317235145,1.6041788541098163,Iris-versicolor
+113,4.907327836970421,3.14726013583524,1.5082904457249633,0.1,Iris-setosa
+114,6.686191483221078,3.1088268891946726,4.701939061563997,1.5034717344537982,Iris-versicolor
+115,4.829686019047668,3.3730496639257788,1.9317134023247389,0.19783664119127414,Iris-setosa
+116,5.567379212252913,3.0,4.4814047030821715,1.4789632688832532,Iris-versicolor
+117,6.709687013126592,3.0,4.959894611086034,1.7129173608734807,Iris-versicolor
+118,6.475633005513336,3.0,5.807482186315072,2.1683475485224015,Iris-virginica
+119,5.018738015350876,3.64543914935783,1.3636104105406592,0.20314063488615736,Iris-setosa
diff --git a/iris/tab_ddpm/4/0/test.csv b/iris/tab_ddpm/4/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/0/train.csv b/iris/tab_ddpm/4/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/0/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
+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
+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/4/0/val.csv b/iris/tab_ddpm/4/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/1/synth.csv b/iris/tab_ddpm/4/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..af9fef3c3d0a819ea5c634606594e236c30528eb
--- /dev/null
+++ b/iris/tab_ddpm/4/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.162719566765905,3.4436261797360035,1.4067420464509826,0.2001171446347999,Iris-setosa
+1,4.840557172491001,3.0,1.4179690225212165,0.304491983468426,Iris-setosa
+2,5.567774471384742,3.844730175823776,1.4927451758053765,0.40286170719722003,Iris-setosa
+3,5.4705262190044,4.199998847298113,1.3416846676701826,0.2074945804287009,Iris-setosa
+4,5.729828963553028,2.8894875936796574,4.245382501512674,1.3026231151607117,Iris-versicolor
+5,4.8981925829800534,3.0,1.3761149946608668,0.20146100419803206,Iris-setosa
+6,5.734544672797927,2.7877973377224694,4.507613950696149,1.314309559284655,Iris-versicolor
+7,5.786334373286117,2.666694769591565,5.0926575902655795,1.9072404904145872,Iris-virginica
+8,6.030989597306785,3.405268931014343,4.476620265981983,1.6026634480258424,Iris-versicolor
+9,4.8541592987843325,2.4033151387937988,3.2804750316409272,0.9192210329767365,Iris-versicolor
+10,6.640694321021985,3.091154370522199,4.687366244357184,1.4870290733743328,Iris-versicolor
+11,5.59960551377556,2.9105827176202297,3.7641687941232163,1.2898065737206603,Iris-versicolor
+12,7.343290351515474,2.8994263164382206,6.27262539072464,1.8158094532574272,Iris-virginica
+13,6.692999992448367,3.0,4.98731517281937,1.7153459843810022,Iris-versicolor
+14,4.5950728120860465,3.1925213448682794,1.3923005201168381,0.20020908682690206,Iris-setosa
+15,4.826888997648589,3.3890207074080063,1.7242284091105478,0.1925747095084599,Iris-setosa
+16,4.980596014511023,2.000000827138882,3.3482285565074354,1.0155394101827906,Iris-versicolor
+17,5.0300390761468465,3.0,1.7222082501074432,0.20124287185552484,Iris-setosa
+18,6.441199486659279,2.919181869329019,4.329761380654133,1.321102435616035,Iris-versicolor
+19,6.482366785877591,3.217269678214676,5.171549695497258,2.0051512517310406,Iris-virginica
+20,7.391286073765859,3.0,6.334106421138699,2.122151871731202,Iris-virginica
+21,6.6801717574135235,3.2797899866984572,5.5671983492471275,2.5,Iris-virginica
+22,6.894166803410202,3.1507748659908974,5.555042203292826,2.327117958195331,Iris-virginica
+23,6.522849763230003,3.0,5.523607792989766,1.8003421430887503,Iris-virginica
+24,6.507177964578913,3.0,5.798103755759962,2.2008304770370084,Iris-virginica
+25,4.6204009302495805,3.215927949690029,1.43846465518169,0.20000471326983357,Iris-setosa
+26,5.066345933583029,3.5417670863377566,1.3989025381043145,0.20703601446833947,Iris-setosa
+27,6.983035123472482,3.17945845288099,5.944540979966724,2.2679282218226935,Iris-virginica
+28,7.899998554311541,3.8281129540887875,6.434839313504576,2.0123794329192357,Iris-virginica
+29,5.880710403459095,3.2015696849636583,4.800053148638209,1.8387204431906485,Iris-versicolor
+30,6.390161747589982,2.8838788973184952,4.286290651569991,1.2789123622774652,Iris-versicolor
+31,6.106394364958317,2.796125770730304,4.434017979931378,1.18081690344609,Iris-versicolor
+32,6.716108627820714,2.501383340436889,5.719071571004172,1.799953836409497,Iris-virginica
+33,7.582073380714007,3.0,6.5693646790501425,2.0957823355899396,Iris-virginica
+34,6.718263520209292,3.3037995672853793,5.7512645677402485,2.12388925550357,Iris-virginica
+35,5.426704122223779,3.9073202275184866,1.2959803666162415,0.39121644293882174,Iris-setosa
+36,6.2563125652115605,2.6560959741620107,4.854875058221216,1.788570904641063,Iris-virginica
+37,5.432984969755771,3.9385916763610047,1.2522772389699595,0.5199657111204989,Iris-setosa
+38,5.9928117494623425,3.4104880795051766,4.521554423136493,1.6155370385260328,Iris-versicolor
+39,4.577156552319478,3.6295747327645773,1.0,0.19385729464722107,Iris-setosa
+40,5.11303678173905,3.5039759351911606,1.3681710443814312,0.19536197112428028,Iris-setosa
+41,4.786457512467263,3.0,1.4230398422200328,0.10000012075332615,Iris-setosa
+42,6.007748258210037,2.8562926808993714,4.559290096384235,1.3731634084661593,Iris-versicolor
+43,6.827940502175423,2.7841394175251235,4.796321633152496,1.3972946229317937,Iris-versicolor
+44,6.007351053635242,2.715425105117731,4.174535856564913,1.0301756393940018,Iris-versicolor
+45,5.717913961900715,3.821147197705986,1.928513375975706,0.3092671626736225,Iris-setosa
+46,6.241532659879749,3.387491054035084,5.406433878388344,2.303022641673825,Iris-virginica
+47,6.286477950243626,2.2307371651389976,4.406178886625692,1.3431381407189966,Iris-versicolor
+48,5.960160145279289,3.406459770491658,4.491494063683196,1.5981311104682623,Iris-versicolor
+49,5.15986133701602,3.433934033191124,1.3961152284382687,0.1992332706461119,Iris-setosa
+50,5.876272268658068,3.194312962582554,4.82055899722658,1.8080777498280374,Iris-versicolor
+51,4.9932580251326675,3.0,1.5722127384374205,0.1975031553128203,Iris-setosa
+52,5.96901679501235,2.8793734844903147,4.4556622786323,1.4397858985374927,Iris-versicolor
+53,6.5034383827117175,3.0,5.4807613479618755,1.8119267212113508,Iris-virginica
+54,5.758785240125545,2.761559632049394,5.096843550205056,2.4095117161690047,Iris-virginica
+55,5.106326147803904,3.709877517875832,1.4881696225036674,0.41007657144774473,Iris-setosa
+56,6.644589998594549,3.298184824862918,5.6299261437904455,2.0976966449338645,Iris-virginica
+57,5.684056960920356,3.0,4.240510550371382,1.2066835734378258,Iris-versicolor
+58,6.395494142358556,2.9892970254901474,5.534184610098893,1.811836671863891,Iris-virginica
+59,5.336417421824548,3.3975862095172342,1.5363389816790058,0.20259031147635745,Iris-setosa
+60,6.366376245501746,2.890022154549577,4.281996644753003,1.2893919061705426,Iris-versicolor
+61,6.9309554779855524,3.0862391592886773,5.079479744224104,2.307098208229597,Iris-virginica
+62,4.801386378196992,3.4007179461765067,1.910134501328905,0.19918990934809544,Iris-setosa
+63,4.780207932832552,3.3953176382983004,2.1075303356675548,0.20381068606414754,Iris-setosa
+64,4.601788094353607,3.2228966815293782,1.4230803525433093,0.1955032881332019,Iris-setosa
+65,5.523993122242891,3.0,4.508186973975183,1.4886869072360158,Iris-versicolor
+66,5.417429095851817,2.3707264936219534,3.7767454058978753,0.9925205047138823,Iris-versicolor
+67,4.930203870376874,2.0000008671231324,3.470640364845086,1.0112278047538326,Iris-versicolor
+68,4.927911331562863,2.374683082168728,3.4622633885831084,0.8820192974876695,Iris-versicolor
+69,4.8949063159468045,3.0,1.4014416204054838,0.20152399748707014,Iris-setosa
+70,5.388808477020738,3.388061416092545,1.8810329938921362,0.20207269519165155,Iris-setosa
+71,5.801919587038794,2.6560830437800345,4.109382721598726,1.0213490033745791,Iris-versicolor
+72,5.105398578780034,3.3074920659615117,1.6671765390674342,0.5085500902688553,Iris-setosa
+73,5.501743216241462,3.0,4.500454545860055,1.4928295126300735,Iris-versicolor
+74,5.578754991532551,2.4294007390316166,3.8001638449378294,1.0172630377585936,Iris-versicolor
+75,5.520602267498878,3.0,4.472326436633068,1.4805296988637402,Iris-versicolor
+76,4.90920503567729,2.396759278345596,3.367305142199373,1.0081421280446725,Iris-versicolor
+77,4.4,3.1795056035972036,1.3628577635142511,0.19570070662276723,Iris-setosa
+78,4.890260752199052,2.391942575562973,3.2959612969504675,0.9841743548712816,Iris-versicolor
+79,5.79926672474821,2.6808430543604693,5.095927774977975,1.9194038262078212,Iris-virginica
+80,5.090544723520565,3.569187207928774,1.4098540356040017,0.2127474626071087,Iris-setosa
+81,5.183209294418044,3.40333395286545,1.3904040552481425,0.19849892896345023,Iris-setosa
+82,5.785522677572521,2.680911689334204,5.063191163989766,1.9044519235660273,Iris-virginica
+83,5.96380297455374,3.3888925902130644,4.464244102885954,1.573965399651203,Iris-versicolor
+84,6.938819572113605,3.0921459425721096,5.115229858819382,2.311870782425643,Iris-virginica
+85,7.899998193876962,3.814770429133705,6.298860859099985,2.0095958176725346,Iris-virginica
+86,7.899998618354023,3.811230542955687,6.343102153954813,2.018886127312327,Iris-virginica
+87,7.692217986996027,2.798071954128586,6.69947749760149,1.9960516105262676,Iris-virginica
+88,6.323029206033624,2.922394624444642,5.5817834986674875,1.7985639682585406,Iris-virginica
+89,4.4,3.2263755516733603,1.2757009344366768,0.1951668257884337,Iris-setosa
+90,6.2796648832721,2.4448476236393315,4.957033158793834,1.8898312623378788,Iris-virginica
+91,6.0019403810068965,3.3938603715305966,4.521429832418412,1.6298137952024894,Iris-versicolor
+92,6.640877178726621,2.794733702266937,4.705175101110172,1.3540285742105587,Iris-versicolor
+93,6.419064177421849,2.8777959972991396,4.274839029054872,1.291777743403606,Iris-versicolor
+94,7.273390398281449,2.90691931262834,6.232268270365573,1.8085240554181532,Iris-virginica
+95,5.483180924531071,3.0,4.495523314934486,1.4843212051208368,Iris-versicolor
+96,5.125144844298146,3.500430134087487,1.3901229802537314,0.19794152602608894,Iris-setosa
+97,6.31014323315908,3.366729851063425,5.429832024815249,2.3020344319841604,Iris-virginica
+98,6.633330148911412,3.274290538043752,5.624437469243341,2.0726063100056686,Iris-virginica
+99,7.585702066255113,2.8459350986298966,6.573088968463306,1.9325937784688973,Iris-virginica
+100,7.736876614937047,2.587186588899229,6.899998982110642,2.3001667618814294,Iris-virginica
+101,5.9779201766834635,3.3995717067906805,4.528910173239492,1.5953671054982925,Iris-versicolor
+102,5.8829024995479795,3.201265172178744,4.7957448201797614,1.7933163690912013,Iris-versicolor
+103,5.609551318745285,2.9428936643369186,3.9009654484368865,1.2874529533174048,Iris-versicolor
+104,6.419757342855427,2.8862037961899336,4.286633126910384,1.3010024596389569,Iris-versicolor
+105,5.899068878019308,3.2409926301740692,4.4114798824996155,1.4754213636685505,Iris-versicolor
+106,4.943245155823075,2.0000010307454734,3.4185371565566327,0.9197926560200642,Iris-versicolor
+107,5.652093464519331,3.0,4.177764843490316,1.2645877482501926,Iris-versicolor
+108,6.52075328135045,3.0,5.483372697446949,1.8190462344715046,Iris-virginica
+109,5.804879675393752,2.7337710711970904,4.219735385739396,1.0072393548421543,Iris-versicolor
+110,5.753626703017803,2.650323061925826,5.075104115751206,1.9089806762182238,Iris-virginica
+111,6.8481635383370065,3.2134119448399683,5.892789924906796,2.3038108139895286,Iris-virginica
+112,5.9870806604323485,2.5283897220406715,5.001050034754521,1.8831179684743626,Iris-virginica
+113,4.728168898296262,3.0,1.31455098892863,0.1,Iris-setosa
+114,4.794616006943818,3.3842422190769708,1.5762771831993594,0.20001291641583072,Iris-setosa
+115,4.881342631893588,3.1202250324726064,1.501675485659999,0.1,Iris-setosa
+116,6.8691651470726605,3.077101377626393,5.187641668553714,2.2842846909272385,Iris-virginica
+117,6.7254138116541675,2.8232708858469127,4.637025353239146,1.3496030971478208,Iris-versicolor
+118,5.476002434197267,3.90798370359143,1.283283974007971,0.4696747896227267,Iris-setosa
+119,6.218231752196307,3.33012754307583,4.623327342981809,1.5879723990699715,Iris-versicolor
diff --git a/iris/tab_ddpm/4/1/test.csv b/iris/tab_ddpm/4/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/1/train.csv b/iris/tab_ddpm/4/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/1/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
+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
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/4/1/val.csv b/iris/tab_ddpm/4/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/10/synth.csv b/iris/tab_ddpm/4/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..840da9ead7c45866afbad03b6d31c25b632d7253
--- /dev/null
+++ b/iris/tab_ddpm/4/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.994721731329412,2.0000007798478343,3.4658270214158957,1.0362082003993165,Iris-versicolor
+1,5.984607913861313,2.8131254474965446,4.682389277445653,1.2807475537878987,Iris-versicolor
+2,5.89307735888254,2.954755486203343,5.092908580604115,1.823596248728929,Iris-virginica
+3,5.987904252411863,3.4020313542803247,4.470773813088395,1.6025494389546049,Iris-versicolor
+4,6.678165616048191,3.2984169985478218,5.712033423808877,2.4999996198933117,Iris-virginica
+5,5.7040257506475305,3.0,4.231830532900943,1.247552966528286,Iris-versicolor
+6,4.868917362427577,2.4023039011115066,3.2716597792983135,0.8663789928359289,Iris-versicolor
+7,6.308154387164814,2.3510648375316245,4.384037698361751,1.2894206141245632,Iris-versicolor
+8,6.820076901565181,2.8222711603987913,4.754613882696384,1.3972952259781928,Iris-versicolor
+9,7.058205535822477,3.0,5.903358715964119,2.086532417250824,Iris-virginica
+10,4.983658591157751,2.0,3.5552922175949697,1.0064403098870414,Iris-versicolor
+11,5.922818528116944,3.2130041747811635,4.785833780819399,1.8329925156950453,Iris-versicolor
+12,4.807645054555686,3.375789650109084,1.7158132533404553,0.20275911975876315,Iris-setosa
+13,7.714704433859082,2.8130889650578443,6.714173653960628,2.0106092837687255,Iris-virginica
+14,5.349312074241428,3.9063201319748773,1.275270068839562,0.4134253759860407,Iris-setosa
+15,5.55004341168042,2.4279537997889724,3.921076498134332,1.0783191092417563,Iris-versicolor
+16,5.233160312859682,3.626102114428525,1.4863204343505874,0.2034114843018974,Iris-setosa
+17,7.587313955760279,3.0,6.602537243714629,2.0996170454441865,Iris-virginica
+18,4.986786467900228,2.0000008174580186,3.337057037135637,1.0099710906595587,Iris-versicolor
+19,5.960729006366634,3.411297521125528,4.471196184771462,1.5902265401464142,Iris-versicolor
+20,5.069582843321781,3.47346097733439,1.533735713279099,0.42512201207215683,Iris-setosa
+21,4.805825673966974,3.3935253341076486,1.954127309951977,0.19825016067601098,Iris-setosa
+22,6.134093023513311,3.0,4.622349572901209,1.4307091866248995,Iris-versicolor
+23,5.877725666413158,3.2131815406010324,4.8233104155740545,1.8140876868890048,Iris-versicolor
+24,6.870822372910786,3.137339336973922,5.100765049442873,2.2893122134414,Iris-virginica
+25,6.193081211927227,3.3869098959374138,5.391255951205406,2.2923784397317832,Iris-virginica
+26,4.804481770333084,3.0,1.3877439264365388,0.1000001155661904,Iris-setosa
+27,7.899998915360367,3.7653923776380056,6.346884220799216,1.9625376975736741,Iris-virginica
+28,5.369624716852638,3.416622530125918,1.4885366965601716,0.4547002052796826,Iris-setosa
+29,6.685281898348986,2.4747561792934376,5.6774223774852,1.7999070843385732,Iris-virginica
+30,4.478358747935599,2.3001939638420086,1.3153166901386428,0.29376792010872044,Iris-setosa
+31,6.706970655044146,3.105358113479441,4.725057261589094,1.5231971415497063,Iris-versicolor
+32,6.288584223414142,2.598483584561078,4.88301177278919,1.7991982714795514,Iris-virginica
+33,7.633039536924219,3.0,6.5825354562864495,2.109786481918574,Iris-virginica
+34,5.042009091627183,3.5954540640974617,1.3950325420733882,0.2038073365041683,Iris-setosa
+35,6.212326640490114,3.401197812363227,5.419447801054952,2.3105200859072133,Iris-virginica
+36,4.96214584113033,2.0000012760430743,3.5676652611679125,1.062255197128734,Iris-versicolor
+37,5.6508540190097705,3.7627192123619846,1.603343223644731,0.32865866274744177,Iris-setosa
+38,5.2211562871426445,3.401743724004246,1.4168994152867653,0.2033719777961044,Iris-setosa
+39,5.509380666663379,2.608769082247173,4.410037250521991,1.19962418555912,Iris-versicolor
+40,6.246504122796938,2.9099057670744037,4.393618886799399,1.306569146092366,Iris-versicolor
+41,6.676462375535153,3.2972346528392182,5.680989614532035,2.099306593000563,Iris-virginica
+42,6.714749228059784,3.0,4.990412293916544,1.7105678324076856,Iris-versicolor
+43,5.770249399088671,2.7808762602742676,5.077783213743607,2.4064085180904744,Iris-virginica
+44,5.442547789948627,3.930781426656987,1.3113471139508222,0.418973083511326,Iris-setosa
+45,4.955126532974662,2.0000013386377207,3.3735740592600356,1.0036888112776072,Iris-versicolor
+46,5.712605608332872,3.8053190229241736,1.6223460536116332,0.3879684768015631,Iris-setosa
+47,5.310919142772942,3.7388889730633914,1.487711914153865,0.20549528146244395,Iris-setosa
+48,5.829169447734656,2.6505657599140364,4.1312065907790965,0.9398651085479601,Iris-versicolor
+49,5.902218094712067,3.0,5.084600750044706,1.7982139913733863,Iris-virginica
+50,5.787403367582183,2.6505968457570948,5.09258050503515,1.8969862926043901,Iris-virginica
+51,6.498492764412326,2.8928641308414136,4.251639546501323,1.3205363417735734,Iris-versicolor
+52,5.525027130349899,3.0,4.4613902665666965,1.4567478440527857,Iris-versicolor
+53,6.373646274662288,2.8328052697141017,4.311148586204984,1.2689738905218213,Iris-versicolor
+54,6.088876577020778,2.7981064506328215,4.693681941513689,1.1932200119830731,Iris-versicolor
+55,5.798066933498112,2.6677236710371925,5.076117332810035,1.9195762043013547,Iris-virginica
+56,5.866845719510784,3.1974369253548147,4.787852917464843,1.7944133262530289,Iris-versicolor
+57,5.8876694834970085,3.2231133779678793,4.794008773007375,1.8043425159648463,Iris-versicolor
+58,5.7968841670729025,2.7864005450751756,5.148974362720882,2.390386850607705,Iris-virginica
+59,6.781348532487061,3.204530314456894,5.812181710549514,2.272948595644235,Iris-virginica
+60,6.176300794040482,2.2112013769917582,4.486635399617729,1.4773612027564589,Iris-versicolor
+61,6.314756964401597,2.4408202598798003,4.985262363083762,1.8887911928065428,Iris-virginica
+62,5.867114545087202,3.0,5.103413851658465,1.8106997631763615,Iris-virginica
+63,6.278330204806857,2.6591683592775257,4.833954115695264,1.7954410702913999,Iris-virginica
+64,5.564860729744852,3.0,4.524495302683792,1.5069699433756152,Iris-versicolor
+65,5.740196187405207,2.6566939482611094,4.042600071066061,1.1085750645449228,Iris-versicolor
+66,5.401131594507213,3.786475115672455,1.5055328419636063,0.2087506115541895,Iris-setosa
+67,6.104539005121489,2.786881598003117,4.700514563810998,1.2131403184470562,Iris-versicolor
+68,4.987493875901928,3.40321686952275,1.6826752628371577,0.3970203937346737,Iris-setosa
+69,7.72610022289066,2.569471022778501,6.899998926352109,2.3104297854530844,Iris-virginica
+70,7.699357140635782,2.8048446460524254,6.6720559382456095,2.024971789333658,Iris-virginica
+71,6.438337328112432,2.9177109361934006,4.307889524915891,1.31204193063114,Iris-versicolor
+72,6.519645357974834,3.0,5.909656403133597,2.177951526572259,Iris-virginica
+73,5.593691130799075,3.0,4.100180144451294,1.2847850983926212,Iris-versicolor
+74,4.794532465723978,3.414565827322552,1.8041398027104882,0.19821341766778622,Iris-setosa
+75,4.775675581150832,3.4016210480167404,1.923637487048325,0.20228235999159186,Iris-setosa
+76,5.205393027895654,3.414633674702421,1.4006042763178899,0.1998096360864468,Iris-setosa
+77,4.9121053387623155,3.146268885137453,2.0239714008301535,0.1983237290059664,Iris-setosa
+78,6.392088325002091,2.8915499230908512,4.299400319522458,1.2878526814369426,Iris-versicolor
+79,4.487774129790143,2.2901247646678855,1.2847560421594197,0.29496667113300706,Iris-setosa
+80,4.984365597765113,3.4027894336772855,1.6205136902225512,0.4415387042901914,Iris-setosa
+81,5.682085522416825,3.0,4.131152429699286,1.2030964017306394,Iris-versicolor
+82,6.3225702168546185,3.1960010800665435,4.716119217944225,1.5566792626475425,Iris-versicolor
+83,4.6775083052377555,3.3439557973198886,1.500869577480863,0.20368171607111948,Iris-setosa
+84,4.906852043378937,3.0,1.3955338147478658,0.19980092692793816,Iris-setosa
+85,5.016556757118796,3.6262424097870367,1.3708895706025348,0.2002086359709683,Iris-setosa
+86,5.0036244663501,2.0,3.4457015492016314,1.0654391366114926,Iris-versicolor
+87,6.1914911999142666,3.4215435802468033,5.406892843000671,2.316667104087847,Iris-virginica
+88,6.309045029202165,2.795179507696763,4.969372200127213,1.7763829629833428,Iris-virginica
+89,5.172572090194556,3.759269780559065,1.4500254644125632,0.4440538023706342,Iris-setosa
+90,4.589323342958301,3.2318404439908366,1.4086522099318826,0.20168865620054138,Iris-setosa
+91,6.2865031614586115,2.3287353319346513,4.411746469756351,1.2858106669865923,Iris-versicolor
+92,5.995067755358242,2.889347619653452,4.492252866772645,1.5220827947624584,Iris-versicolor
+93,5.432154014965311,3.0,4.482085380761303,1.5056715353297145,Iris-versicolor
+94,6.495079800873845,3.0,5.8599721833324905,2.1947930007992547,Iris-virginica
+95,7.6099344556079425,3.0,6.570361445732834,2.119443085798835,Iris-virginica
+96,4.827688599165606,3.400746159115987,1.8028959100859736,0.20298691022839369,Iris-setosa
+97,7.89999871775017,3.8436917104469988,6.393041073602365,2.0418188626409646,Iris-virginica
+98,7.083515954934857,3.0,5.871514768206834,2.1113668250801028,Iris-virginica
+99,5.5956409600951496,2.4970757906301007,3.8822367865249787,1.0874594254707213,Iris-versicolor
+100,5.442311852831791,3.9027455276271743,1.2834490081526888,0.4102337933073408,Iris-setosa
+101,7.582977160535926,3.0,6.5405032310555375,2.108169245584315,Iris-virginica
+102,5.971379069583822,3.4129607641561144,4.443091515905156,1.5993597515670064,Iris-versicolor
+103,6.69789278036431,3.0,4.943122268084604,1.6965773010616925,Iris-versicolor
+104,5.1635699478239285,2.394836315025529,3.7432158141497656,1.0195699902855204,Iris-versicolor
+105,5.762505775335863,2.778276558061644,5.182662729115344,2.407999304200088,Iris-virginica
+106,4.815290670490976,3.396537737593629,1.6768323260506535,0.2017542609687999,Iris-setosa
+107,6.714115347740774,3.3238865478975894,5.718821637286148,2.5,Iris-virginica
+108,4.585628098177894,3.6446028141141396,1.0000003776207513,0.1970931601819264,Iris-setosa
+109,5.047013036902267,2.3652491800532167,3.5928846892122386,0.9620326055478867,Iris-versicolor
+110,7.620639753558127,3.0,6.604417700371469,2.1007038816028265,Iris-virginica
+111,5.004561951664768,3.611485107874383,1.3974788552313575,0.19891343572586112,Iris-setosa
+112,5.3360709446634464,3.396089488227358,1.575458957382463,0.2024060202743271,Iris-setosa
+113,5.0293553970269915,3.0205043810054577,1.8149036335714968,0.20638599875951433,Iris-setosa
+114,6.706305908180403,3.0507000124929546,4.798381495924367,1.568066242674942,Iris-versicolor
+115,5.771741590691913,2.671194726793119,5.083220799618273,1.91202883899936,Iris-virginica
+116,4.816142675238698,3.3882231518924355,1.96951182051022,0.19921297866332494,Iris-setosa
+117,6.717378472581315,3.1230631949863703,4.717964461455447,1.5360030631874628,Iris-versicolor
+118,4.899559578211621,3.0,1.411162280784588,0.19862251111022539,Iris-setosa
+119,5.011627700448188,3.0,1.5626517946221352,0.2003435668369275,Iris-setosa
diff --git a/iris/tab_ddpm/4/10/test.csv b/iris/tab_ddpm/4/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/10/train.csv b/iris/tab_ddpm/4/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/10/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
+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
+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/4/10/val.csv b/iris/tab_ddpm/4/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/11/synth.csv b/iris/tab_ddpm/4/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a141a9038d7003e1a046f15c94311cc8e1bcdabd
--- /dev/null
+++ b/iris/tab_ddpm/4/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1788482352397285,3.3238330172740014,1.5851527733742996,0.500829255556097,Iris-setosa
+1,6.194204350350895,3.388841161383514,5.427143561043387,2.292077813810401,Iris-virginica
+2,6.799887397042862,2.8024649354617406,4.796384573870111,1.4113754975674289,Iris-versicolor
+3,5.784343724913781,2.879854450659133,4.3064588780361595,1.3117806615551728,Iris-versicolor
+4,4.9613397278758775,2.3677554173703097,3.3825994962721486,1.0359213238775196,Iris-versicolor
+5,4.887705178742761,3.145698874810631,1.5034367640719977,0.10000012431057333,Iris-setosa
+6,4.8053308621123145,3.0,1.4430701761763225,0.10000010257236444,Iris-setosa
+7,4.776411742592113,3.0,1.356897416814406,0.1,Iris-setosa
+8,5.777624861331426,2.6746638434384344,5.071480040295564,1.8946714163252114,Iris-virginica
+9,5.493128623425549,3.0,4.509215832025159,1.4899068756741929,Iris-versicolor
+10,6.956387244207842,3.113333903705821,5.353970350266762,2.3012709140285224,Iris-virginica
+11,4.9870208686828095,2.393016139843919,3.4756371348147153,0.9416060491257627,Iris-versicolor
+12,7.069560011338624,3.0,5.887458395659434,2.081150874287289,Iris-virginica
+13,4.996840001016172,2.411936604337154,3.612323381237174,1.007037907746831,Iris-versicolor
+14,5.085898245838232,3.343067515683722,1.7455413472622192,0.5025953277845746,Iris-setosa
+15,5.398370152420824,3.418365599687979,1.7616175509297753,0.1970949800596402,Iris-setosa
+16,7.89999783938457,3.7917993276295316,6.367431540754331,2.0363860981606927,Iris-virginica
+17,4.86278261082145,3.0794922623924887,1.4692073403513066,0.10000009753676624,Iris-setosa
+18,5.7764108621031465,2.647169493449675,5.07755918897893,1.9135226126352087,Iris-virginica
+19,5.943609629796858,3.383270050611708,4.501972442753169,1.6201156359641244,Iris-versicolor
+20,6.472767946345723,2.975067880342458,4.297529978677762,1.3364427761789754,Iris-versicolor
+21,7.695753517729527,2.6069577944518034,6.899998493268483,2.3106227624190447,Iris-virginica
+22,6.66768603268384,3.3094739062912426,5.641447888868883,2.4999994310955986,Iris-virginica
+23,6.669596693376185,3.3163308822172457,5.707055813912587,2.12424958861742,Iris-virginica
+24,5.523093665327355,3.0,4.496341634927332,1.5011732327824938,Iris-versicolor
+25,6.527652939419679,3.0,5.871129176412416,2.216753612782157,Iris-virginica
+26,6.056924153624905,2.2616049767167166,4.19494733653982,1.0982340888851305,Iris-versicolor
+27,7.531740207661468,3.0,6.503763544704123,2.121028143789192,Iris-virginica
+28,4.801461008720872,3.0,1.4063093904643453,0.1000000919750118,Iris-setosa
+29,6.713689849776058,3.0759094245374805,4.720739948057456,1.4822847187801167,Iris-versicolor
+30,6.253304964498793,2.307645713799507,4.376330863738979,1.2517956492320186,Iris-versicolor
+31,6.698775715488779,3.0,5.004895451971048,1.7114919602910947,Iris-versicolor
+32,5.436007612554937,3.9425398782782475,1.254996933666608,0.4536594560952285,Iris-setosa
+33,5.377451656386675,3.404693283561452,1.5775477199911725,0.20230162359941137,Iris-setosa
+34,5.031940463451655,3.3335742653550597,1.6924889286286269,0.4899132429833336,Iris-setosa
+35,6.480919130428852,3.1892617617109535,5.086826491731009,2.01651769069106,Iris-virginica
+36,6.155254007836714,2.9086360024049234,5.480280449948692,1.7961538811277484,Iris-virginica
+37,6.110570045453221,2.798032780259186,4.684636878120924,1.2028526661160401,Iris-versicolor
+38,5.000043330537828,3.644818863466249,1.403728950235184,0.20664662987913374,Iris-setosa
+39,5.344008098075121,3.3783714020358677,1.5773015504987788,0.20004491470629795,Iris-setosa
+40,5.656938585356558,2.833233608943117,4.485157974244752,1.325948988416275,Iris-versicolor
+41,6.631123128419006,3.3007005137094945,5.591246346652528,2.5,Iris-virginica
+42,6.23566601141896,2.7907370562649882,4.294832595962122,1.173703968275305,Iris-versicolor
+43,5.006630502500183,3.6230820789362834,1.3905263635122214,0.19709867569921072,Iris-setosa
+44,5.092959014560352,3.5070994805271445,1.4032190630313446,0.19760132889348683,Iris-setosa
+45,4.960049460507096,2.0,3.416889434508821,0.7563873279845076,Iris-versicolor
+46,5.653703637180403,3.829960420411595,1.553317068489914,0.36518115666277734,Iris-setosa
+47,4.890057167970141,3.1232558247546103,1.4962884491902735,0.1,Iris-setosa
+48,4.4,3.205101656199739,1.3185550637512842,0.19842677477902693,Iris-setosa
+49,4.948839932886037,2.000000473231056,3.351488191675065,0.9587183907701888,Iris-versicolor
+50,5.993632692667486,3.3826955620344883,4.508121153900241,1.6206920357385897,Iris-versicolor
+51,5.087160371961747,3.5056137802041496,1.4039334411717204,0.20536786708376928,Iris-setosa
+52,6.906639722679701,3.1038059354951257,5.073832259539623,2.304692019979391,Iris-virginica
+53,6.106285789782071,2.782074213180428,4.6716620172514585,1.1834204167051818,Iris-versicolor
+54,6.632809717578758,3.30452720752656,5.6919061484016735,2.5,Iris-virginica
+55,6.6878755683363,2.4661016548694703,5.783141007619931,1.809965848356922,Iris-virginica
+56,6.177459537866794,3.3596235540093575,4.621095025117107,1.6080472637935583,Iris-versicolor
+57,4.4,3.1509065639122373,1.3073874982286284,0.18331672201894172,Iris-setosa
+58,4.795539124707929,3.4183922158320645,1.965132245503885,0.19881641441254605,Iris-setosa
+59,6.370854609940965,2.9097011274472337,5.593640930045756,1.7932328255471237,Iris-virginica
+60,5.983366348277528,3.4076697542836465,4.46573075336877,1.606890257661836,Iris-versicolor
+61,6.275288560379149,2.293702842263114,4.433460059418787,1.3360118207847314,Iris-versicolor
+62,7.002213843264478,3.079732685742165,5.06039675752028,2.313826626404941,Iris-virginica
+63,4.772341303151663,3.387640394972513,1.5739610213495998,0.19561195575007878,Iris-setosa
+64,7.334116904742493,2.9049029142469345,6.233880734229351,1.818338260843144,Iris-virginica
+65,6.110980702165848,2.800676250325937,4.625136318823082,1.172358917060863,Iris-versicolor
+66,6.712982874952241,3.0,4.9987448624413116,1.7054001713164335,Iris-versicolor
+67,6.498592986056387,3.0,5.774474576015237,2.169991141750258,Iris-virginica
+68,4.998737733800574,3.4081913773118067,1.6282067091958576,0.44526116984147035,Iris-setosa
+69,6.249842886857625,2.9041242940721914,5.567288033698835,1.7835098760561363,Iris-virginica
+70,6.290375395166343,2.4377352568847885,4.948549123901926,1.8921850423689845,Iris-virginica
+71,6.283416525200028,2.5853432193203716,4.841492854692295,1.7875826531995753,Iris-virginica
+72,4.585309885601766,3.178625857559953,1.3865590886772023,0.20255115459802506,Iris-setosa
+73,7.899998674056773,3.822697695737402,6.378886383312417,2.0237572902849723,Iris-virginica
+74,6.127741488347419,2.8091092629230325,4.685913853440356,1.2053698629649734,Iris-versicolor
+75,5.789019812322621,2.751355806341326,5.072550496308802,2.409135560029217,Iris-virginica
+76,5.456097668374096,3.947480694582333,1.2519622249911544,0.5411887877841393,Iris-setosa
+77,6.411200423318955,2.8814960608319335,4.285444554356847,1.292891057325704,Iris-versicolor
+78,5.879634418782008,3.1928047879580808,4.790370645707135,1.8132089229437083,Iris-versicolor
+79,5.7665206050720705,2.7872344655306356,5.087678315146025,2.390430788376807,Iris-virginica
+80,5.3079532869116575,3.3047492833248975,1.7064506391391459,0.20507075449480527,Iris-setosa
+81,6.319188959231758,3.2790004424874257,4.727287527843122,1.5955611681347266,Iris-versicolor
+82,5.716958831193077,2.8772940849168074,4.284802760373939,1.3236320886892938,Iris-versicolor
+83,5.993507999555441,2.8799300247670843,4.499080554850891,1.4460825160925177,Iris-versicolor
+84,5.7771710342784495,2.668861480201096,5.082096971780994,1.9275258835428544,Iris-virginica
+85,4.603146796100666,3.220059110305585,1.3877953745512674,0.19634303031784292,Iris-setosa
+86,6.268833861784703,2.6781750589573425,4.843066783245888,1.7912827983698003,Iris-virginica
+87,5.172238118355334,3.6753919138758255,1.5103324707831167,0.41634287760624217,Iris-setosa
+88,5.939966657660163,2.2076440413978577,3.9332122467383464,0.9903724212357758,Iris-versicolor
+89,5.890001864209186,3.214295050462426,4.805582330190194,1.7927595646663286,Iris-versicolor
+90,5.4830230831460085,4.2,1.338778117422502,0.21663133748464392,Iris-setosa
+91,5.693921495082614,3.0,4.251085769112631,1.2056922027966912,Iris-versicolor
+92,4.748672047416827,3.390730648367569,1.9366286154788352,0.20240536664264866,Iris-setosa
+93,5.129202444303247,3.732690344125318,1.4911566821592483,0.41343316346413195,Iris-setosa
+94,5.397673814337036,3.917962311466649,1.2755824149180761,0.3562911449481912,Iris-setosa
+95,6.484853623198549,3.168467344227851,5.619585472181819,2.4999958039477526,Iris-virginica
+96,5.012334704090166,3.381893432083711,1.6127897509839149,0.4676449669342658,Iris-setosa
+97,6.299749016669064,2.4565588264648857,4.953856941790118,1.8798204756357917,Iris-virginica
+98,5.384197637057186,3.391234387743746,1.5650700775448507,0.19567126815431624,Iris-setosa
+99,5.78353880986415,2.7860941359679163,5.219289885967588,2.402786029776465,Iris-virginica
+100,6.688138829813912,3.0,4.9727643609515715,1.6844915827160343,Iris-versicolor
+101,5.651101827936257,3.0,4.21304571451374,1.2685407806377638,Iris-versicolor
+102,4.906023226832341,2.0,3.399427699031902,1.0266433694476056,Iris-versicolor
+103,5.797026254725581,2.6728405544348344,5.096586236642169,1.9025011993702827,Iris-virginica
+104,5.8678550531619385,2.863335213918262,4.2289061288916505,1.2217881509906088,Iris-versicolor
+105,5.043450954326822,3.3405031211495664,1.7660211474622538,0.44609450330118566,Iris-setosa
+106,5.698280610867183,3.0,4.244215832361883,1.237259659346582,Iris-versicolor
+107,5.610261355250359,3.0,4.152591302907851,1.286361590216275,Iris-versicolor
+108,6.728027182420227,2.5045467736325304,5.832980062004647,1.8130869837491754,Iris-virginica
+109,6.682808018704605,2.8379009738248775,4.545716315027837,1.3715937424200206,Iris-versicolor
+110,5.732495879543587,2.82738861949653,4.51093884244746,1.3060957998709526,Iris-versicolor
+111,6.747661115603401,2.83710940514707,4.694962764794826,1.3915141654208745,Iris-versicolor
+112,6.338780587574523,2.895449204667747,4.305360936536402,1.3050849622481635,Iris-versicolor
+113,7.899998795715815,3.7786089014353377,6.385325851799684,2.042329970868401,Iris-virginica
+114,4.583621908203488,3.6637479622287548,1.0,0.20009078596809485,Iris-setosa
+115,7.6095117685079074,3.0,6.59641941252692,2.1178301351516566,Iris-virginica
+116,5.384676061865577,3.39702035682083,1.4985932527436745,0.42805068311179995,Iris-setosa
+117,6.6872407210137865,2.470640091153653,5.741671313435117,1.7976501515694903,Iris-virginica
+118,6.262615704540222,2.4858726669270057,4.955663707034856,1.9002634018830833,Iris-virginica
+119,7.8999990005742715,3.828307242911083,6.345144939111216,2.04999438192462,Iris-virginica
diff --git a/iris/tab_ddpm/4/11/test.csv b/iris/tab_ddpm/4/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/11/train.csv b/iris/tab_ddpm/4/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/11/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
+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
+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/4/11/val.csv b/iris/tab_ddpm/4/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/12/synth.csv b/iris/tab_ddpm/4/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..71f3080a92cf3da32f16843cf1738d9afe41622f
--- /dev/null
+++ b/iris/tab_ddpm/4/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.5241246949504745,3.1930028840429414,5.097832532238495,2.0153922862038245,Iris-virginica
+1,6.545329682143706,2.970558272669733,4.3430961336713,1.346486228386332,Iris-versicolor
+2,5.395217056244993,4.2,1.309440756760262,0.2065870175210148,Iris-setosa
+3,5.0814271863218625,3.3071278105292596,1.8155779767567517,0.5149986852352586,Iris-setosa
+4,5.7936669105913,2.806544594465964,5.084384155110059,2.3982182046613447,Iris-virginica
+5,6.339188790675039,2.8590415217684884,4.275258469095279,1.258177727074164,Iris-versicolor
+6,5.884869078452698,3.223389463981132,4.795527157122289,1.8090145899320837,Iris-versicolor
+7,6.199132387060134,2.7871503083716367,4.250597709022999,1.1370969457094247,Iris-versicolor
+8,6.455763942002449,3.168155430721566,5.099663158356406,1.992075874970305,Iris-virginica
+9,4.890466154427617,3.1021922906707067,1.4729516983917406,0.1,Iris-setosa
+10,4.789906951356741,3.394874819284005,1.7145778569701569,0.20294684629303247,Iris-setosa
+11,5.415617613056783,3.907277974653966,1.2789710183926946,0.46230734523948375,Iris-setosa
+12,7.560762335600591,3.0,6.541466539993217,2.0928977322915565,Iris-virginica
+13,6.3901748782341095,2.873787527309571,4.297750727726032,1.3022840104670002,Iris-versicolor
+14,5.478613572940126,3.0,4.489065949735926,1.4847682433762848,Iris-versicolor
+15,5.8214047467739265,2.6927133726288486,4.0602801488772435,0.9092788617478615,Iris-versicolor
+16,5.894535663673928,3.2126894936069395,4.794950777544448,1.7961741409361822,Iris-versicolor
+17,5.04154420178211,3.350927584267482,1.7420032255901143,0.46902420316711996,Iris-setosa
+18,5.301780660507021,3.670130065812486,1.4890953229143362,0.1987478318582333,Iris-setosa
+19,5.4362028161289855,3.9139849833575204,1.331731513031286,0.35986046866248417,Iris-setosa
+20,6.776337365416118,3.1735659633719795,5.862648689669922,2.28779011179971,Iris-virginica
+21,6.3710221052165785,3.2729365331865816,4.707744248139051,1.5768530528033329,Iris-versicolor
+22,6.2799547290907585,2.4004902142576343,4.963678157490893,1.8915043817305743,Iris-virginica
+23,4.800013652355277,3.0,1.3950011105598124,0.1,Iris-setosa
+24,5.872699719184051,3.1947120749945244,4.775512739797724,1.7898350858489702,Iris-versicolor
+25,4.837680086308995,3.027616353019016,1.4237759599344826,0.10000012489759708,Iris-setosa
+26,4.772151749207636,3.4031454789691797,1.5957612904484635,0.19853659698078818,Iris-setosa
+27,6.491539576262178,2.9543097086548324,4.325557563354739,1.3340529466882356,Iris-versicolor
+28,4.603983232560869,3.6361689601078044,1.0000004405616298,0.1999478362115159,Iris-setosa
+29,4.989290580049009,2.000001055811552,3.508183489628772,1.0252406337621132,Iris-versicolor
+30,5.803294534910799,2.8116244955291587,5.068156883063407,2.397994203362961,Iris-virginica
+31,6.590225941299839,2.5050229361497975,5.64840526299805,1.8099288953992323,Iris-virginica
+32,5.613972984001389,3.0,4.140848530505704,1.2891925806094997,Iris-versicolor
+33,5.166721705318426,3.322553159715288,1.5641094769236028,0.4929977503755255,Iris-setosa
+34,5.137040918419946,3.502453373317406,1.3874253982041902,0.20252211934611378,Iris-setosa
+35,5.372114655778253,3.3845829938994134,1.7096281134927038,0.19729727618059645,Iris-setosa
+36,6.632234316788489,3.294161804485154,5.589101830968256,2.0793367090356694,Iris-virginica
+37,6.440908906961452,2.8802791874218934,4.286244388637333,1.2801888297363442,Iris-versicolor
+38,6.20555340002164,3.343827715434596,5.507804515452263,2.2716822073358998,Iris-virginica
+39,5.434631951451045,3.8924874660100075,1.3142604973640097,0.38806990964220833,Iris-setosa
+40,6.781476346760481,2.809799365345245,4.753180462547222,1.409755020942342,Iris-versicolor
+41,5.360060208306651,3.3907983018594035,1.5148549420564235,0.42573265159700047,Iris-setosa
+42,5.65864307775414,3.0,4.236435240595371,1.2761173268600767,Iris-versicolor
+43,5.329169160748066,3.0,4.443668116685711,1.4900091620715685,Iris-versicolor
+44,6.43250880129906,2.8849634092593144,4.2580500266264965,1.3146974200396497,Iris-versicolor
+45,4.940928186237287,2.000000712741012,3.1984850452043716,0.9280369163564921,Iris-versicolor
+46,6.4895459834702285,2.9426232596235113,4.337331617304421,1.3430296390465808,Iris-versicolor
+47,5.480342873789198,2.3960095940843678,3.811207924529958,0.966468349309177,Iris-versicolor
+48,6.055745893269431,2.7970253336387345,4.69220715505521,1.1942461890266562,Iris-versicolor
+49,5.3604162690280655,3.920238817246987,1.2854059004514418,0.4032121382114254,Iris-setosa
+50,5.7915566421697555,2.7837425876583137,4.143813925679536,1.055287741252884,Iris-versicolor
+51,5.202385012429244,3.390761697895091,1.4221830583746433,0.20383028481688706,Iris-setosa
+52,7.680377488432731,2.5789525867555243,6.89999886849398,2.3155195711761243,Iris-virginica
+53,4.776161959062388,3.3974958312215944,1.8397523516439638,0.19842039423408214,Iris-setosa
+54,5.8635002782444525,3.0,5.105893752574933,1.7774950677354737,Iris-virginica
+55,5.739177037641075,3.8427260818776157,1.7626341650093478,0.33512051573981555,Iris-setosa
+56,6.029864680701769,2.992569406610788,4.545552771171371,1.4058420049873188,Iris-versicolor
+57,6.4512397568366335,2.941456257386026,4.321641686229449,1.3248483314763215,Iris-versicolor
+58,6.80233375916947,3.230028388934027,5.910013897926593,2.3047737637230776,Iris-virginica
+59,7.689808935152545,2.5672925717473696,6.899998982112372,2.290553309841345,Iris-virginica
+60,4.910662017350745,3.1172129859829316,1.4890080422490541,0.1,Iris-setosa
+61,5.644533597554363,2.897118212736203,4.006885836886449,1.2911249176306276,Iris-versicolor
+62,6.396783678110223,2.879700139987923,4.284060575616189,1.2726487234133894,Iris-versicolor
+63,5.547601186964973,3.0,4.517276427661331,1.5064765898453663,Iris-versicolor
+64,5.037868463080194,3.549505060219826,1.4044136155756468,0.20093420323937256,Iris-setosa
+65,5.406012550843938,3.394323778328842,1.6032704739819565,0.20280195022053618,Iris-setosa
+66,6.174322158233998,2.2164224344712538,4.479101489396275,1.4265634812926649,Iris-versicolor
+67,5.076206580720682,3.5427439090439523,1.389936656762062,0.20128722523449186,Iris-setosa
+68,6.101360985632019,2.7826401316646954,4.699286765160422,1.195817257273561,Iris-versicolor
+69,5.917442779411869,3.2202915715326395,4.788646741361821,1.798914795708665,Iris-versicolor
+70,6.727073825288302,3.0,5.008451380820051,1.7087178942855932,Iris-versicolor
+71,5.392966607005562,4.1999992573113305,1.311455401135619,0.2261677244152083,Iris-setosa
+72,5.423933064850227,3.9251072159804212,1.2707009365217063,0.41296419893261666,Iris-setosa
+73,4.986337021131684,2.0000015697048337,3.527038809659215,1.02723761227612,Iris-versicolor
+74,5.4207244993644075,3.4139123722022098,1.4934465312061138,0.4308484139308061,Iris-setosa
+75,6.4452446514487045,2.910608080526221,4.3249470266195615,1.2961428354179494,Iris-versicolor
+76,4.953527723672863,2.0000010628938285,3.358966633396095,1.005100004202262,Iris-versicolor
+77,6.327837000262645,2.514778681374984,4.971347053770682,1.9123430071440928,Iris-virginica
+78,6.485928767953693,3.0,5.785703477446239,2.1781054980746077,Iris-virginica
+79,5.490149345259211,3.0,4.438169325054731,1.4683384003735789,Iris-versicolor
+80,6.8760860753968345,2.808518865233086,4.806292766990053,1.417775603360873,Iris-versicolor
+81,5.6916965575919845,2.526115764552015,3.848971114945123,1.0346270114325145,Iris-versicolor
+82,4.972290573884924,2.0000007137709734,3.5295050688222687,1.036271885198098,Iris-versicolor
+83,5.785120438057743,2.6558837688280645,4.10261370915149,0.9699276055572945,Iris-versicolor
+84,5.104648480280729,3.300151747957391,1.8791647426170826,0.5461441643236841,Iris-setosa
+85,4.773895017937105,3.0,1.3622887023322923,0.1,Iris-setosa
+86,6.154861803170807,3.3512455657238034,4.600939336194504,1.6071080413370307,Iris-versicolor
+87,6.198449268405528,2.2783259143262278,4.253862664013034,1.1666327781112493,Iris-versicolor
+88,5.132640173784905,3.4965240462813814,1.3915745270211384,0.20202920110930112,Iris-setosa
+89,6.535754376781826,3.043535857790006,5.409468374531975,1.9182049536293833,Iris-virginica
+90,6.524722295590174,3.2096613520026827,5.098697917194797,2.0337975348716277,Iris-virginica
+91,5.891774449119761,3.2052483401586462,4.781826361808333,1.811761540841797,Iris-versicolor
+92,5.710710874843743,2.8079713097953873,4.517053334526809,1.3017045717742395,Iris-versicolor
+93,5.390028061771463,2.4452738347407905,3.854983776752116,1.0483460462525553,Iris-versicolor
+94,7.7130585000908605,2.8132420712856305,6.684996187895702,2.0019949560361194,Iris-virginica
+95,6.876057251612721,3.1014613147503685,5.110368754217482,2.2945993321392084,Iris-virginica
+96,6.699962338623627,3.13607927751485,4.694750246717718,1.5278340522215674,Iris-versicolor
+97,6.214143496485513,3.376123030320513,5.439573144061309,2.295832259075283,Iris-virginica
+98,4.4790930457260005,2.2758678653480504,1.3070491018197115,0.29477016004965095,Iris-setosa
+99,6.39109857354881,2.404478375413029,5.038604137184811,1.8329019306188326,Iris-virginica
+100,7.003293512260336,3.0,5.9468191635018455,2.1691335564739793,Iris-virginica
+101,4.894044221217312,3.3899893350308323,1.6852480655543616,0.21758387583918776,Iris-setosa
+102,5.786851536508096,2.7351450317330137,5.180146805148732,2.397887550937364,Iris-virginica
+103,5.444550252871224,3.90110535791715,1.3018390297185443,0.4200927246043394,Iris-setosa
+104,5.506144162257612,2.5824797000810604,4.3824069072545155,1.197608562133695,Iris-versicolor
+105,5.465781052191795,3.917722789829375,1.304075368407854,0.4360937657373747,Iris-setosa
+106,6.903791398088039,3.0762717402033166,5.099136642157109,2.2969555205008385,Iris-virginica
+107,5.9641587273869385,3.3082122692090703,4.5592613709147125,1.6291956192181987,Iris-versicolor
+108,4.992193932874199,2.000000834645101,3.6013598695381894,1.0516728399303965,Iris-versicolor
+109,6.020247570608245,2.205380295704854,3.969278474932911,1.0021808253573172,Iris-versicolor
+110,6.577403801130957,3.2543598956940176,5.594880081566458,2.5,Iris-virginica
+111,5.124817744629028,3.515545424528604,1.3879320679273557,0.2012213763553485,Iris-setosa
+112,6.459578102983772,3.0,5.777715254468301,2.2431934155244044,Iris-virginica
+113,4.999513053799678,3.0,1.5732584086017356,0.19206807102007256,Iris-setosa
+114,4.610443514472445,3.207503655725483,1.411942524219634,0.19627043731355032,Iris-setosa
+115,5.017846983110852,3.6224000154182483,1.3744794820533128,0.1993082179262817,Iris-setosa
+116,7.689378533409552,2.7955616546248754,6.684961083232945,1.9867756797318905,Iris-virginica
+117,4.94495617227456,2.00000050036722,3.495171980252315,1.0194262735654935,Iris-versicolor
+118,4.810656954257406,3.381226084978958,1.8386174063064102,0.19754871922643955,Iris-setosa
+119,6.291695672975407,3.324874250197531,4.673292042950911,1.5916624924132963,Iris-versicolor
diff --git a/iris/tab_ddpm/4/12/test.csv b/iris/tab_ddpm/4/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/12/train.csv b/iris/tab_ddpm/4/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/12/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
+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
+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/4/12/val.csv b/iris/tab_ddpm/4/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/13/synth.csv b/iris/tab_ddpm/4/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..abffc4f68f277645b6e321d0a7f4b3328622c66a
--- /dev/null
+++ b/iris/tab_ddpm/4/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.770947605975499,2.6207734325273058,5.052149034750838,1.902721158548079,Iris-virginica
+1,5.979634982912521,3.4057181707180213,4.487157307052292,1.5774647447052237,Iris-versicolor
+2,4.8075503312306855,3.379698545459001,1.7656959970848622,0.20058246462114443,Iris-setosa
+3,5.880270887347753,3.0,5.0926937679908475,1.792591992698917,Iris-virginica
+4,6.242937977342058,2.411844215860329,4.985259982771261,1.9264069290752246,Iris-virginica
+5,4.975804882582491,2.0000010197762657,3.518615482126493,0.9797104985812584,Iris-versicolor
+6,5.395824597648748,3.916397768710121,1.2794146227119725,0.39940536209647753,Iris-setosa
+7,5.48450960759828,3.912830815042684,1.3061758874157747,0.40260361935493294,Iris-setosa
+8,4.490938544790367,2.273349149679259,1.2986055239602887,0.2870863259705972,Iris-setosa
+9,4.977915397858158,2.0000010602815195,3.600138125686673,0.9205978630424918,Iris-versicolor
+10,7.200212016444476,3.0,6.05781350670149,2.07365132249115,Iris-virginica
+11,4.800038907571487,3.0,1.396454881611752,0.1,Iris-setosa
+12,6.474845195098364,3.0,5.5281289354584295,1.7929025055081675,Iris-virginica
+13,5.107843681488795,3.516397506668641,1.4126990259131138,0.19921391296144786,Iris-setosa
+14,6.367388502398384,2.861157184072965,4.29240551385491,1.2707255762988956,Iris-versicolor
+15,6.225039201069756,2.800335113247408,4.556551021974624,1.163202975155844,Iris-versicolor
+16,5.774033882784953,2.7857079817548014,5.084436639855611,2.4006418746662854,Iris-virginica
+17,5.871326229177878,3.0,5.065419396181668,1.7923443352055266,Iris-virginica
+18,4.400000478885938,3.194857018804904,1.2911572502119024,0.1980127391312772,Iris-setosa
+19,7.693292255262147,2.5862605865616404,6.899998389426893,2.2856461114305024,Iris-virginica
+20,6.797554578704205,3.2157313381734722,5.839249486528615,2.2940429851683843,Iris-virginica
+21,5.159542319265241,3.469371532460534,1.3905761818143438,0.2001546258664901,Iris-setosa
+22,4.780777726579715,3.0,1.3883571373729204,0.1,Iris-setosa
+23,6.6773639457614795,3.1545046138316444,4.725021377539512,1.5153280134161347,Iris-versicolor
+24,6.3370768000763915,2.346582528477503,4.387971979213938,1.3074145098756376,Iris-versicolor
+25,5.0032191075927495,3.397653217094657,1.6182978300709898,0.4352179534027258,Iris-setosa
+26,6.856065187237551,3.09830124032964,5.154235828451712,2.295217207052584,Iris-virginica
+27,4.9706920757338455,2.000000707262412,3.240147518399478,1.051069179894152,Iris-versicolor
+28,5.765850728766709,2.6493583720101106,5.05884561238719,1.9185631357704027,Iris-virginica
+29,7.731238177735347,2.806184744712547,6.690545801337979,2.011389927893423,Iris-virginica
+30,6.254381187250389,2.6358884549512775,4.908297964798691,1.8209421819195097,Iris-virginica
+31,5.432726743112565,3.9785346780174136,1.2619380002974954,0.4925978650689746,Iris-setosa
+32,6.725931995868621,3.0,4.987974932265973,1.711746515086177,Iris-versicolor
+33,7.719529954192709,2.5802514831098664,6.899998726596799,2.2949113322169925,Iris-virginica
+34,6.366751682312513,3.2886301856127877,5.216325905843215,2.0934178912564407,Iris-virginica
+35,4.771546042363023,3.4000296126949947,1.5763282781818762,0.2008087635025401,Iris-setosa
+36,4.904117783407355,3.1251371973066986,1.4997593734722554,0.1,Iris-setosa
+37,6.237061654539267,2.910062871756905,5.508036567489079,1.7597999033637,Iris-virginica
+38,6.0175668417513375,3.3792550341828913,4.518362570028088,1.6342076679724904,Iris-versicolor
+39,5.76970075685158,2.6904403332081412,5.077178233478076,1.9034696923655459,Iris-virginica
+40,4.809271756438564,3.0,1.400053221948551,0.2841088103143016,Iris-setosa
+41,5.421553896636032,3.8828518580807203,1.3020172724351684,0.44091876027101373,Iris-setosa
+42,4.894722233369348,3.0,1.4051632777741563,0.2022738632004132,Iris-setosa
+43,5.717833846582185,2.7966440633882503,4.530886190132103,1.2854798055123058,Iris-versicolor
+44,4.48306307064882,2.3168772819798384,1.3031174111227997,0.2989036839412971,Iris-setosa
+45,4.600303516084668,3.1816844203604573,1.403805903561795,0.20031683086662533,Iris-setosa
+46,6.299869845221296,2.8882021059739205,5.588832121945252,1.7910323855198496,Iris-virginica
+47,5.208572502445448,3.4116790121457727,1.3953434540330378,0.20119847032548144,Iris-setosa
+48,6.594838098575002,3.2576542911393496,5.394525419056551,2.060884902271308,Iris-virginica
+49,4.777761053007104,3.4059793679221273,1.6223068043807032,0.20103864544129976,Iris-setosa
+50,5.455964521115917,4.2,1.3416941239836877,0.21764525176759178,Iris-setosa
+51,6.4861936038371315,3.225167023603321,5.0950518766505635,2.0056903788045175,Iris-virginica
+52,4.934171010145647,2.000000558745325,3.54982686824273,0.9680299953484575,Iris-versicolor
+53,5.711590876099979,3.8267074433299615,1.8975814540490272,0.3450062942652555,Iris-setosa
+54,6.739257223535047,3.0,5.881364854844538,2.147686740010106,Iris-virginica
+55,6.703467851173128,3.3194456079963737,5.683177750367705,2.1096106586662278,Iris-virginica
+56,6.316710416500444,2.850109482765879,4.295290152404499,1.2682220766360035,Iris-versicolor
+57,7.690066200939785,2.544715471767216,6.9,2.3139875790014286,Iris-virginica
+58,6.55623801510622,3.135582720981689,5.315611142213558,1.9548938264636673,Iris-virginica
+59,5.011364661308325,3.0,1.6566062822543428,0.19813585836792558,Iris-setosa
+60,5.763999482084861,2.6552875157953575,5.079368663667885,1.9201333195046906,Iris-virginica
+61,6.69289481321376,3.307802221207083,5.69990143984242,2.103490139139838,Iris-virginica
+62,6.911741589714819,3.0,5.784696924432196,2.1216841372715276,Iris-virginica
+63,5.41450649560408,3.914502349302087,1.297385960852838,0.3846988187351946,Iris-setosa
+64,7.671678706249155,2.797253402056223,6.667566912102837,1.984273523879177,Iris-virginica
+65,5.487168520590746,3.745792420802944,1.5249252337676373,0.23644815932520835,Iris-setosa
+66,6.823317846640854,3.1983894661208,5.915165236873459,2.318807492738805,Iris-virginica
+67,4.597572768300516,3.19699728563134,1.4020836567804968,0.19127824446896452,Iris-setosa
+68,5.491839680220835,4.2,1.3603229680449171,0.22600670112934484,Iris-setosa
+69,5.770106037458397,2.88231473265851,4.3189089606971365,1.3350994402251473,Iris-versicolor
+70,4.495116695736402,2.341008229316423,1.3192512175393203,0.3500142695496625,Iris-setosa
+71,4.87780557192525,2.3586911856506836,3.260081310404964,0.9670385008720781,Iris-versicolor
+72,5.073715962568041,3.5072336034654064,1.4011119893679844,0.19597138650606066,Iris-setosa
+73,6.196757215476635,3.1853584559896113,4.630289786920693,1.5056425570215901,Iris-versicolor
+74,4.760777471001546,3.0,1.3617281310230624,0.10000010563529978,Iris-setosa
+75,7.569306732910429,3.0,6.459779678284884,2.114175688236888,Iris-virginica
+76,4.577042541118112,3.1949810078839644,1.3891835774960768,0.20156642242224757,Iris-setosa
+77,4.586349719621493,3.1979487090181853,1.4082933326439566,0.21001340429717774,Iris-setosa
+78,6.866851715581831,2.7943295849921044,4.822904461520511,1.3987744031573635,Iris-versicolor
+79,6.236182019018621,3.4128644021504266,5.38619646326902,2.289409023565038,Iris-virginica
+80,5.819509225047868,2.6681314347552494,5.075862697784072,1.917339646836539,Iris-virginica
+81,5.3650883073733135,3.3944692683049964,1.6505281823929785,0.1983867018685006,Iris-setosa
+82,4.784100550472639,3.0,1.4006605110830568,0.292289164187714,Iris-setosa
+83,4.918653153822946,2.362626223340072,3.5681462871080085,1.011779528504449,Iris-versicolor
+84,6.68200921988471,3.289758505920935,5.656939883204904,2.1055938591028753,Iris-virginica
+85,6.913744018537449,3.086996746975165,5.1413027269930645,2.3042712377880217,Iris-virginica
+86,4.6027395900582375,3.1979337086047974,1.4149462885196864,0.19599820837225512,Iris-setosa
+87,7.27623238899373,2.910233587361903,6.277018816900928,1.8031610551379411,Iris-virginica
+88,6.768792943788916,3.0,5.838323825854174,2.1732262559213065,Iris-virginica
+89,5.806306823129085,2.7938223006143854,5.103522541588648,2.405418045605672,Iris-virginica
+90,6.11546087423803,2.800697712014334,4.70566817418413,1.1854629947705142,Iris-versicolor
+91,6.29783619265975,2.605377466968451,4.932444107720859,1.8101410154435493,Iris-virginica
+92,7.654902924359518,2.6105354503326352,6.899998321515913,2.3005388158729496,Iris-virginica
+93,7.723133313448418,2.6088293365210506,6.899998922749424,2.2954371323824985,Iris-virginica
+94,4.894561014418891,3.1618681778754625,1.480163224544996,0.1,Iris-setosa
+95,7.712921718283748,2.573851574936347,6.9,2.3126434026777187,Iris-virginica
+96,7.737424569444115,2.579099014603108,6.9,2.3322669555191005,Iris-virginica
+97,7.171120931579772,3.059093941930587,6.160128236127891,2.1923790952395144,Iris-virginica
+98,4.890986374595534,2.3867979757915743,3.319753054864762,1.0009056819305318,Iris-versicolor
+99,7.4494115330916335,3.0,6.370965415624648,2.0362374586774497,Iris-virginica
+100,5.792492894994258,2.8047287711550513,5.144221033140225,2.3997166375073813,Iris-virginica
+101,5.972023353067754,3.4066839271437854,4.503610755622842,1.606256347912315,Iris-versicolor
+102,7.562149541973973,3.0,6.503216551939928,2.119518174563275,Iris-virginica
+103,5.969537494523842,3.4104357323786245,4.489938151807874,1.6096406641478216,Iris-versicolor
+104,7.600391461066781,3.0,6.539538279791716,2.113624968274893,Iris-virginica
+105,4.8016625282734555,3.0,1.4030079144854517,0.3070528496622828,Iris-setosa
+106,7.097708496826779,3.0,5.815359165420429,2.1453321557858582,Iris-virginica
+107,5.747988576534777,2.8768364782176397,4.28342272184298,1.3127174681303024,Iris-versicolor
+108,7.442650394231983,2.872734513320112,6.405244377721235,1.82757605213659,Iris-virginica
+109,6.433359098063087,2.904601034339056,4.262599409052968,1.3231780222470142,Iris-versicolor
+110,6.499064089771791,3.0,5.881391304572602,2.2359099002420866,Iris-virginica
+111,5.8187816856969405,2.798986497884043,5.109881052292111,2.4025531066849846,Iris-virginica
+112,5.669287165879665,3.0,4.185094439473092,1.26246644828412,Iris-versicolor
+113,5.810545064827401,2.693299091112943,4.120424550227798,0.8441476704811981,Iris-versicolor
+114,5.785693816053533,2.9521048219191846,4.501111968916401,1.3993382967250039,Iris-versicolor
+115,5.203895818835435,3.5434894148985276,1.390595518118196,0.2263078533049351,Iris-setosa
+116,5.447275367385119,3.4090804547738065,1.8394586661056338,0.20119546854378526,Iris-setosa
+117,7.685370668198621,2.585358064819733,6.9,2.290179692453347,Iris-virginica
+118,4.993200243052544,3.4201094705116795,1.6612448323499631,0.42067412031807216,Iris-setosa
+119,6.54242534611234,3.0,5.513523956313421,1.7971540446201861,Iris-virginica
diff --git a/iris/tab_ddpm/4/13/test.csv b/iris/tab_ddpm/4/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/13/train.csv b/iris/tab_ddpm/4/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/13/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
+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
+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/4/13/val.csv b/iris/tab_ddpm/4/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/14/synth.csv b/iris/tab_ddpm/4/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..45d237355c7ef949e3b3c58b7108605df39cbaaf
--- /dev/null
+++ b/iris/tab_ddpm/4/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.536751715046297,2.4320546487249284,3.7698859326533087,1.0092186596489292,Iris-versicolor
+1,6.392278866585018,2.890983398527397,4.299168170207097,1.2894851302341155,Iris-versicolor
+2,6.0360223808979585,2.7884940699790848,4.642918297913692,1.1733759519506683,Iris-versicolor
+3,4.941553362115,2.0000006539592134,3.1177578058506557,0.9722387237061729,Iris-versicolor
+4,5.573276707718888,3.0,3.955734282631463,1.3182297944415415,Iris-versicolor
+5,4.603450700454036,3.6444474246364567,1.0,0.2014942211177115,Iris-setosa
+6,6.497801855168821,3.0,5.51135112213481,1.8015985646002122,Iris-virginica
+7,6.322196768775898,2.6714352727571704,4.8887520266296045,1.8152710838337245,Iris-virginica
+8,4.588655056931669,3.1971460918634995,1.4094920442225407,0.1975016278384664,Iris-setosa
+9,5.184861717932095,3.420623920886355,1.3985520364679433,0.2009615844730049,Iris-setosa
+10,6.05075288856123,2.8384760021779467,4.624356699801073,1.2969477274987669,Iris-versicolor
+11,6.29596859353417,2.6684157477546004,4.878713906591744,1.7839415810235542,Iris-virginica
+12,6.407973610914485,2.909974178063572,4.298361635447533,1.293167284923438,Iris-versicolor
+13,5.384994765021511,3.4107563147290056,1.6930082653609206,0.20135284044842197,Iris-setosa
+14,4.98080950121243,2.0000012685633033,3.5560674010640865,0.9012329265562458,Iris-versicolor
+15,4.58899400445567,3.1997625423408467,1.406741879708617,0.19327238353915027,Iris-setosa
+16,7.33556130248573,2.911806539772815,6.277227935478548,1.8137098258648083,Iris-virginica
+17,5.608277390357736,3.0,4.101776532545017,1.2793234549486885,Iris-versicolor
+18,6.855752011846708,3.1107465912612264,5.067166021635058,2.277240152986645,Iris-virginica
+19,7.203425204647762,3.0,6.065492777442972,2.087590247034741,Iris-virginica
+20,6.692225686968499,3.305686372794787,5.701620051492059,2.1061065156460366,Iris-virginica
+21,5.397942611682667,2.5168722638778354,4.2954590383980875,1.1354594428673737,Iris-versicolor
+22,4.970288861922875,2.0000011090580294,3.4995183561283434,0.9505780283893153,Iris-versicolor
+23,6.739518417069083,3.1174726600378415,4.7235808595677575,1.5252766726279794,Iris-versicolor
+24,5.690871087222149,3.8117526079896162,1.7287624368356478,0.3638674716836389,Iris-setosa
+25,4.988794028562184,2.0000006891757662,3.5934792335777646,1.0304953725960386,Iris-versicolor
+26,6.691695170259467,3.2897808517402725,5.677299873840376,2.117524175924143,Iris-virginica
+27,5.889479584321805,2.853129877221864,4.529330390026925,1.3955300531859662,Iris-versicolor
+28,6.790066105008618,3.203400152966387,5.973842748169976,2.290365386384379,Iris-virginica
+29,6.101476851540511,2.9582667762268717,4.593829442903818,1.3569325626734392,Iris-versicolor
+30,5.973799255576591,2.901034061127226,4.5093910641554675,1.4951275733111058,Iris-versicolor
+31,6.710373110115979,2.495780576019462,5.784559466399361,1.80935130297702,Iris-virginica
+32,6.288696512035201,2.4895339125425586,4.962082603924498,1.8754428100036318,Iris-virginica
+33,6.21104591673862,2.8757430698723776,4.224891389500625,1.2866688628642573,Iris-versicolor
+34,4.585906775934873,3.2275836912910516,1.3971925905268772,0.19728810749939685,Iris-setosa
+35,6.314180581655654,2.2970043162069844,4.367631616495775,1.2905930402041388,Iris-versicolor
+36,6.2567016864133915,3.325426774800264,4.65234912199956,1.6059858490526349,Iris-versicolor
+37,6.705976154566428,3.0,4.973742128028408,1.7047578655626583,Iris-versicolor
+38,6.821239845370895,3.209089765675143,5.887688358619079,2.3077248876990892,Iris-virginica
+39,6.792291079312461,3.093603653710278,5.099427706958074,2.318793405108558,Iris-virginica
+40,5.222508555046421,3.415265152470473,1.4071779673790652,0.19940908911579283,Iris-setosa
+41,7.153834294824647,2.8938107290872828,6.192179939483558,1.794123258405166,Iris-virginica
+42,4.76796680352261,3.3898397793282293,2.189934167600685,0.19957942914502003,Iris-setosa
+43,6.242267309339246,2.46208341849959,4.970414189200487,1.8837915812943433,Iris-virginica
+44,5.441577054354914,3.886035463391983,1.327223815363265,0.38426263226637325,Iris-setosa
+45,5.749822197028381,2.659353559785624,4.255422987828757,1.054595724088046,Iris-versicolor
+46,4.974131200480461,2.000000892321664,3.5761753622603996,0.9712463078914095,Iris-versicolor
+47,7.098791898577668,3.0,5.845127897070633,2.093083222163253,Iris-virginica
+48,6.889770109493632,3.1042537740502048,5.1355725253443305,2.2987387641896704,Iris-virginica
+49,4.959028719437799,2.0000009495178657,3.41158989434597,1.0304411853462803,Iris-versicolor
+50,5.013261203464609,3.5657252395430987,1.3868076981621067,0.2004506300510514,Iris-setosa
+51,5.026954477239143,3.727024067943428,1.3894594952079817,0.2136537855922233,Iris-setosa
+52,4.48159687618158,2.304219161697018,1.3550707033577822,0.28396919297117684,Iris-setosa
+53,6.419628856720886,2.9052326334678464,4.277916281923755,1.2962779859273785,Iris-versicolor
+54,5.006419444328908,3.697067865536534,1.3979341873472169,0.19854913430917215,Iris-setosa
+55,5.399635924082348,4.199999216129881,1.3446493353939384,0.21109439606801894,Iris-setosa
+56,6.059326460220463,2.790202566727151,4.638110550125854,1.1453947892243532,Iris-versicolor
+57,7.696034933235085,2.8018332450877312,6.688746059292665,2.0302726847574117,Iris-virginica
+58,5.124849421993263,3.4446284538747376,1.406180352782189,0.1986840098149242,Iris-setosa
+59,5.679044760038612,3.797560646431482,1.7821691189806128,0.3242242427287846,Iris-setosa
+60,6.330092610006352,2.8505656635645416,4.28432782977222,1.258635088617434,Iris-versicolor
+61,5.910633892396579,3.0,5.096280079691251,1.8095991344359783,Iris-virginica
+62,6.675284567008657,3.116130701756089,4.706917579242859,1.5043688610358632,Iris-versicolor
+63,5.4842333769069285,3.0,4.45671953361514,1.4969383521005117,Iris-versicolor
+64,5.893046168109976,3.220864995804463,4.780660614944263,1.8099832723636362,Iris-versicolor
+65,5.898758088526599,2.7359081049595497,4.386009068055861,1.0990559256398629,Iris-versicolor
+66,6.263543929779446,2.9028656606941237,5.526322552424916,1.7984215905362937,Iris-virginica
+67,6.648577079266,3.2760101151193024,5.59545988436618,2.0609035971548817,Iris-virginica
+68,5.599586846276557,2.7134958893190424,4.451255316171861,1.273041334921204,Iris-versicolor
+69,6.136584232523369,2.7848007888421167,4.657523031761948,1.205827663348164,Iris-versicolor
+70,7.679727269931829,2.584918410799044,6.899998848401797,2.305179715119605,Iris-virginica
+71,6.233450503475347,2.219254173211437,4.457024794314028,1.4031335009823316,Iris-versicolor
+72,4.941599411092946,2.0,3.349226200459726,1.012074481322334,Iris-versicolor
+73,5.125245538628728,3.4703469511475067,1.40220972340361,0.2023204079508715,Iris-setosa
+74,7.243071848597432,3.072782826989237,6.132692111018977,2.2685806975489387,Iris-virginica
+75,4.949128397197612,2.397087373713312,3.3122393078669345,1.0055156205743436,Iris-versicolor
+76,4.474002040512923,2.2583353039088387,1.3369203711882673,0.2814927945180175,Iris-setosa
+77,4.941322326883152,3.4887186900696703,1.4429387052398526,0.20115600707736445,Iris-setosa
+78,4.7541785190756425,3.0,1.3988021661550512,0.1,Iris-setosa
+79,6.795503979211254,3.191017470665331,5.901853006847482,2.2961417587115,Iris-virginica
+80,5.0193093154756445,3.681593273537482,1.3962525734732003,0.20861374955763184,Iris-setosa
+81,4.592894640907539,3.617382613555673,1.0,0.2069162286806178,Iris-setosa
+82,5.688668920218497,2.897748463805978,4.115596703542223,1.2997609067995912,Iris-versicolor
+83,5.93234192356209,3.0,5.096715362471339,1.8006969086365205,Iris-virginica
+84,5.318740225635121,3.679285562221623,1.5112427662144665,0.2049614405580153,Iris-setosa
+85,5.996990337840078,3.404055577955299,4.505578640891007,1.6242653204003912,Iris-versicolor
+86,6.095283540413629,2.806157262350084,4.617859869859637,1.2284731177465835,Iris-versicolor
+87,4.873918575017561,3.0,1.414653391464817,0.1,Iris-setosa
+88,4.4,3.1645675389404917,1.3297001348001256,0.20775461895483474,Iris-setosa
+89,6.19517622050032,3.0,4.613306532867956,1.4692449728921417,Iris-versicolor
+90,6.296897585347096,2.5581041627519467,4.827760549874872,1.836928380338862,Iris-virginica
+91,6.140744184490344,3.3979213269793016,5.403219114351071,2.2927761844676606,Iris-virginica
+92,4.967387791134737,2.00000050281068,3.170510415169564,1.0049492241332414,Iris-versicolor
+93,5.395259674105166,3.941308584915841,1.2855296251954125,0.3676359505059833,Iris-setosa
+94,5.914546872934298,3.23018583153254,4.809236934059911,1.8165900417692327,Iris-versicolor
+95,5.026001908518504,3.418377053649946,1.790426278051685,0.3805458026045018,Iris-setosa
+96,6.234026543516434,2.1889260558746484,4.5138048203337044,1.481505996512163,Iris-versicolor
+97,5.488809994586684,3.0,4.496560266263445,1.497981881068513,Iris-versicolor
+98,6.095071883449887,2.797380957257343,4.7180022330604565,1.2074159672032818,Iris-versicolor
+99,7.33105810610809,2.8974273053402846,6.276136619838246,1.7991536777831654,Iris-virginica
+100,4.899265596188928,3.1360723867218963,1.506276628918865,0.1,Iris-setosa
+101,5.268291929298139,3.7508860889439783,1.4649729475963156,0.3983183716325883,Iris-setosa
+102,5.1817623477858135,3.3906357088353483,1.4031541152222728,0.1957299156418879,Iris-setosa
+103,6.007418800329858,3.3987182934386273,4.488031390232096,1.5925570503595057,Iris-versicolor
+104,6.495931617964509,3.21303437195369,5.098063913366442,2.0340271190411134,Iris-virginica
+105,6.503878726015136,3.0,5.776081623859963,2.2056842800411376,Iris-virginica
+106,4.607458406077241,3.179223454506743,1.375267080146259,0.20162672117907168,Iris-setosa
+107,5.0148995766175535,3.6297120186427407,1.3905888463063287,0.19898752449664098,Iris-setosa
+108,5.736746857066459,2.8722083939081298,4.256150142115438,1.2957572293543693,Iris-versicolor
+109,5.975039878107523,3.37842299752587,4.510598720593562,1.6249958094176016,Iris-versicolor
+110,6.4029698253668625,2.89047814013839,4.262189420785289,1.2857736217992297,Iris-versicolor
+111,6.963506531672594,3.0,6.035178756516646,2.121926939657166,Iris-virginica
+112,7.070852840979993,3.0,5.727269098684624,2.200167031974397,Iris-virginica
+113,4.766421278041105,3.4110075880371125,1.6811412162463346,0.19775003229764762,Iris-setosa
+114,5.040092757878048,3.600817294615415,1.3844795014986084,0.20573266099163368,Iris-setosa
+115,5.582070499064541,2.899409447761692,3.74000421190141,1.3011820486250596,Iris-versicolor
+116,4.811158400201274,3.393849468428554,1.9608585208549254,0.20232708248188305,Iris-setosa
+117,4.969825469313611,3.6169885000995032,1.3810949478768553,0.20165380142870726,Iris-setosa
+118,6.7288931947442165,3.2707925979412757,5.725030986141572,2.166057772473487,Iris-virginica
+119,5.804087934422294,2.792174672996259,5.0648698128196346,2.40842782051158,Iris-virginica
diff --git a/iris/tab_ddpm/4/14/test.csv b/iris/tab_ddpm/4/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/14/train.csv b/iris/tab_ddpm/4/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/14/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
+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
+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/4/14/val.csv b/iris/tab_ddpm/4/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/15/synth.csv b/iris/tab_ddpm/4/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b60225aad63fab1245369f20bc60dbe43bc9df85
--- /dev/null
+++ b/iris/tab_ddpm/4/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.731345398313388,2.811353599994179,4.516650164792335,1.3017738418184017,Iris-versicolor
+1,4.9353975121580556,2.000000575802673,3.265103646073455,0.9701478307428968,Iris-versicolor
+2,4.977999235340815,2.0000006188601307,3.4816963889069954,1.0176905101597196,Iris-versicolor
+3,4.974103838993519,2.000000676833223,3.6114374458887903,0.8794501932621015,Iris-versicolor
+4,4.75486202986209,3.0,1.3370129019667643,0.10000009607102409,Iris-setosa
+5,5.979831882289188,2.884357972389584,4.498780419701184,1.4887953265738758,Iris-versicolor
+6,6.090751679699783,3.0,4.6002677405793095,1.4191442973314257,Iris-versicolor
+7,6.170799940374489,2.2040179546965586,4.485058038565903,1.4777174324767655,Iris-versicolor
+8,6.886578818012176,3.0998128206943543,5.10915746606271,2.2896587727985964,Iris-virginica
+9,7.703271800862059,2.5654014642243377,6.9,2.3052903729207546,Iris-virginica
+10,5.145345971390559,3.716226501644589,1.4860721449937562,0.4770561119348453,Iris-setosa
+11,6.283758793761351,2.922005511697577,5.493963770880024,1.7912132207423133,Iris-virginica
+12,4.872066722215368,3.0810551893264493,1.4738730834263842,0.1,Iris-setosa
+13,7.046662314255783,3.0,5.957199457835648,2.1235075170199136,Iris-virginica
+14,6.699781410367966,2.463305933931871,5.807577904022123,1.795963185296656,Iris-virginica
+15,5.01206418176388,3.647666199576993,1.369868383014129,0.2037325689806851,Iris-setosa
+16,4.962200827012792,2.0000006796697187,3.4594589923568044,0.9075334982511472,Iris-versicolor
+17,5.6742556882515975,2.8876439706190267,3.8575995449918454,1.2996877509122662,Iris-versicolor
+18,6.3165078864432385,2.459709921534136,4.966442984096007,1.900135816083795,Iris-virginica
+19,4.890511456160594,3.053871820911847,1.4679473749762528,0.10000010150536359,Iris-setosa
+20,5.703562102228987,3.820966713609873,1.8458974848317138,0.39845974548734375,Iris-setosa
+21,5.8756633568275225,3.191965567553149,4.76000736418707,1.7751118974270896,Iris-versicolor
+22,6.410891448239894,2.8737079469391675,4.278528866138417,1.2891257419860178,Iris-versicolor
+23,6.711485525211402,3.0,4.991121078676373,1.7051680985629383,Iris-versicolor
+24,6.271756370925013,2.5074226710973977,4.920040576451623,1.842033051590661,Iris-virginica
+25,5.97461619060952,2.1901798275121758,3.89913057496273,1.0031988379761017,Iris-versicolor
+26,4.774575277071558,3.4002581735030257,1.8444463561613915,0.19481011093997813,Iris-setosa
+27,5.891534003098356,3.237800781982375,4.743071156559028,1.7552340927705123,Iris-versicolor
+28,6.9054898227025046,3.082190250634076,5.125605474451456,2.2953665907054996,Iris-virginica
+29,5.875760390360284,3.2248191046711794,4.749312360354023,1.8163769072930651,Iris-versicolor
+30,6.706479152673833,3.0,4.969676600263519,1.685833839121091,Iris-versicolor
+31,4.4935147955617225,2.3019997655152813,1.3360605563726808,0.3512508783380006,Iris-setosa
+32,5.428729105953583,3.971562356766694,1.2499692519549426,0.43735105569728344,Iris-setosa
+33,4.890789861775635,3.116273705199539,1.4783228030172801,0.10000015974867574,Iris-setosa
+34,6.693197896149173,2.447736237783962,5.735810847704435,1.8119279826318628,Iris-virginica
+35,4.603539782654034,3.604965239550746,1.000000585654875,0.19637810342404521,Iris-setosa
+36,5.09970106398113,3.500574439723132,1.3833875230559691,0.19835619024555534,Iris-setosa
+37,7.138344538650556,3.0,5.954526517210234,2.073942500866772,Iris-virginica
+38,5.519862426457953,2.615312369724947,4.435073262486566,1.2631410538930592,Iris-versicolor
+39,6.528740973689965,3.0,5.522944793444637,1.8108091031044695,Iris-virginica
+40,4.984900122762681,3.0,1.552785353788804,0.20203629807164578,Iris-setosa
+41,4.897463102432532,2.3805283739937835,3.6003112226652965,1.0045898680583314,Iris-versicolor
+42,5.99751756937721,3.3782352233406043,4.514536463919831,1.6077265860825538,Iris-versicolor
+43,7.72502655225324,2.6079807836883604,6.899998775179572,2.2955312842958913,Iris-virginica
+44,6.6941373694494395,2.5030103040398206,5.787749663219601,1.8067586711188344,Iris-virginica
+45,6.6866766961667015,3.2725542686731486,5.700964785618643,2.1242598738521266,Iris-virginica
+46,6.396022741593416,2.8837362085507796,4.296239893092494,1.294653351034234,Iris-versicolor
+47,5.769779959805287,2.805078509370219,5.120872944144517,2.394207922472999,Iris-virginica
+48,4.986548931471276,2.0000008462940455,3.4975584510842666,1.0113382461396305,Iris-versicolor
+49,4.9559188822723845,2.000000451735086,3.5017724832766315,0.9584573354694963,Iris-versicolor
+50,7.675323993499164,2.6010489092646387,6.899998794796009,2.3075528471032976,Iris-virginica
+51,4.920659737526676,2.3893254492978713,3.5176466827579085,1.0235017499117973,Iris-versicolor
+52,5.207967285766599,3.4156328391449424,1.4012940227205313,0.2006692178969018,Iris-setosa
+53,7.699857949478899,2.583707399045263,6.9,2.3169112536633714,Iris-virginica
+54,5.416444077693809,4.2,1.2768926063328991,0.20728979826336172,Iris-setosa
+55,4.79276829414423,3.381000477891492,1.5411792645534808,0.20192665996513898,Iris-setosa
+56,6.296969283062644,3.322243178942172,4.680293327828466,1.6042824835274254,Iris-versicolor
+57,5.409583377732513,3.4003226576689882,1.6975638180705657,0.200389050870964,Iris-setosa
+58,4.932599067205233,2.000000978356257,3.494443041119076,1.0006336246023075,Iris-versicolor
+59,6.84317105869805,3.0941401362200196,5.093981966434708,2.3067328129637885,Iris-virginica
+60,6.283178519097407,2.82517324511557,4.3045385807009025,1.230829255403521,Iris-versicolor
+61,4.895819894658745,3.120860950934886,1.500435654240819,0.10000011090819838,Iris-setosa
+62,5.782253752806785,2.7175600223719973,5.118756205419074,1.9087574632968194,Iris-virginica
+63,6.716139671762094,3.2654276065262557,5.721550292513603,2.159445843985919,Iris-virginica
+64,5.785517644132996,2.641427038487305,5.090084526723637,1.9098049840098827,Iris-virginica
+65,6.248623553582271,2.6780210955149046,4.896281015162282,1.8144370889691002,Iris-virginica
+66,7.610445892908827,3.0,6.588989516650814,2.1043838101862353,Iris-virginica
+67,6.462895595061353,3.1757821925572283,5.086218469804355,1.9942971881771023,Iris-virginica
+68,5.418204120816029,3.395967303614613,1.7056426769036237,0.20009209805785194,Iris-setosa
+69,5.991304428012643,3.3744969186425076,4.540534991724167,1.6191382363007485,Iris-versicolor
+70,6.623678161193399,3.0,4.424743352733792,1.4304509916030097,Iris-versicolor
+71,6.83438033358062,2.798747274952853,4.812125556548412,1.4158271676742378,Iris-versicolor
+72,6.705565793264298,3.2961082853442054,5.732104200108061,2.108447876609701,Iris-virginica
+73,5.52502636902608,2.6025433829886753,4.396611346561461,1.2154782708227296,Iris-versicolor
+74,6.221594200069713,3.3983687156117717,5.382543912138384,2.302065880275342,Iris-virginica
+75,6.717977421498806,3.0,4.979210067262876,1.704629901840104,Iris-versicolor
+76,4.792831201186959,3.4147710195779024,1.7599280224147982,0.20648003660814976,Iris-setosa
+77,5.984118066065408,3.398987035346701,4.500192734592179,1.6233631153327055,Iris-versicolor
+78,7.580344381466642,2.8630051965069163,6.587466541847149,2.0164706525187936,Iris-virginica
+79,6.674095567358972,3.0525208139013134,4.59558510583959,1.5078837649361032,Iris-versicolor
+80,5.698761939452865,3.843394615917396,1.5745676363767882,0.3363235687444209,Iris-setosa
+81,6.69810158184145,2.47016348695664,5.755023481350664,1.8073961935175116,Iris-virginica
+82,6.495468985887976,3.0,5.43759780283804,1.8144865110776727,Iris-virginica
+83,4.973534574601138,2.0,3.1499186625725892,0.9632900976411773,Iris-versicolor
+84,5.523795144421105,3.0,4.494745895424466,1.4944640699252745,Iris-versicolor
+85,6.247370444430987,3.383342852557503,5.445759034747357,2.269401460413749,Iris-virginica
+86,6.703318910189044,3.291301869073713,5.690771695119656,2.106669540570726,Iris-virginica
+87,5.419026540981717,4.1999990549370425,1.2833841290900323,0.20484121593261295,Iris-setosa
+88,7.4058306183027005,2.9111963198754305,6.35854580280242,1.8750209446086301,Iris-virginica
+89,6.694298093350714,3.0,4.9973654924080275,1.7109995243186844,Iris-versicolor
+90,6.69503749259339,3.0,4.9710567468699445,1.6985127395709938,Iris-versicolor
+91,6.519024306586261,3.0,5.789385707607779,2.1691160447957705,Iris-virginica
+92,5.4711027512146435,3.943697308173378,1.282697795818034,0.4406537968827892,Iris-setosa
+93,6.142059487731845,3.0,5.148161303273025,1.8398172722779091,Iris-virginica
+94,4.6018001991315,3.700184008707294,1.0000005965098338,0.2015052247468628,Iris-setosa
+95,5.467977412514706,4.199999232925048,1.3444629259272332,0.20392772566168235,Iris-setosa
+96,5.033433176193528,3.541598008494331,1.3896333499911049,0.20544659519558564,Iris-setosa
+97,6.266495436642158,2.2835084878267065,4.4383768570995485,1.378876574015871,Iris-versicolor
+98,5.4758461896894755,4.199999313511525,1.3209227123057121,0.21610826798405386,Iris-setosa
+99,4.599358598967084,3.1506113330831496,1.4191689548240802,0.20202134569155294,Iris-setosa
+100,5.82367731280163,2.7954992606082842,5.168001914382483,2.389646152873413,Iris-virginica
+101,6.394365456197352,2.874134207184736,4.275595359550658,1.277656720501125,Iris-versicolor
+102,6.339397128490876,2.271689842687964,4.422499520048992,1.298243504308796,Iris-versicolor
+103,5.4517412212691925,3.0,4.464974931363116,1.4860847917708186,Iris-versicolor
+104,5.469448396022802,4.199999099074948,1.3551102090577414,0.19830641048671144,Iris-setosa
+105,6.715967449140625,3.0,5.010436875170916,1.7076647890371233,Iris-versicolor
+106,6.781435300487095,3.199940886900897,5.855043671327383,2.3075975272933262,Iris-virginica
+107,4.580285682761157,3.6885020111031124,1.0,0.2020271246638356,Iris-setosa
+108,4.890292572760154,3.0935851896609528,1.484541756570868,0.10000011785277867,Iris-setosa
+109,6.785292642638972,3.1859140157053694,5.798172461045348,2.305140654065248,Iris-virginica
+110,6.359321262423839,2.855481987672414,4.264495944463578,1.264933575237597,Iris-versicolor
+111,5.783259232852352,2.793644890671538,5.084702085028032,2.4011268958249423,Iris-virginica
+112,6.792385296773496,2.7959337916213767,4.794476618069816,1.4253696625259975,Iris-versicolor
+113,6.0088848480676385,3.4053962583389623,4.5140973307664005,1.6170820733113787,Iris-versicolor
+114,6.068148524339603,2.265995501289742,4.235132511732797,1.0144845482945266,Iris-versicolor
+115,5.961182678050878,2.176576378281285,3.9356907817066857,0.9316793786294739,Iris-versicolor
+116,7.167550669909614,3.0,5.898122198095727,2.1224374702725815,Iris-virginica
+117,6.056856857449953,2.741630532655998,5.150437566273812,1.8364503899571465,Iris-virginica
+118,5.06655655090593,3.3722601937707397,1.6156044549898452,0.4884395139464476,Iris-setosa
+119,4.49121967254393,2.3353930391793107,1.3353732109220675,0.2992097029502159,Iris-setosa
diff --git a/iris/tab_ddpm/4/15/test.csv b/iris/tab_ddpm/4/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/15/train.csv b/iris/tab_ddpm/4/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/15/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
+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
+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/4/15/val.csv b/iris/tab_ddpm/4/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/16/synth.csv b/iris/tab_ddpm/4/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..795a7ac61e7a99c56ced2c764d9b7d489f6747cf
--- /dev/null
+++ b/iris/tab_ddpm/4/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.895184655524137,3.0,1.382392374845043,0.19411089631608597,Iris-setosa
+1,5.5628302832167735,3.0,4.490125867209573,1.5222057345052666,Iris-versicolor
+2,6.783096618558278,3.191596705592779,5.881745178402865,2.3047852719854984,Iris-virginica
+3,6.713552181939482,3.1232617565801886,4.670518441901687,1.5045824233530303,Iris-versicolor
+4,6.675585523532702,3.258933906299705,5.704780736214179,2.106835374661084,Iris-virginica
+5,5.776487668847955,2.671262411335224,5.085585517953202,1.9143285561346324,Iris-virginica
+6,6.663685162998421,3.1217495425343875,4.7066724139580485,1.5097049716779412,Iris-versicolor
+7,5.879884423913338,2.1872409680672784,3.9830016564205484,1.0004753539146267,Iris-versicolor
+8,5.046149103725813,3.3658964882734925,1.6031658930430592,0.5495170582974804,Iris-setosa
+9,5.136399844010074,3.5027565641647946,1.4011114902389918,0.20275681987225158,Iris-setosa
+10,5.743578171956325,2.6128184555101033,3.9626947542588105,1.018529536030034,Iris-versicolor
+11,6.284754536484458,2.651932974565146,4.861604204042195,1.7879648947789513,Iris-virginica
+12,5.789785323427043,2.677097793499749,5.044547354358217,1.9058217584481378,Iris-virginica
+13,4.933257124787522,2.0000006326625193,3.469413717475099,1.0084905904050363,Iris-versicolor
+14,5.2757434324420025,2.3389768247747535,3.6310694838410633,0.867480730025771,Iris-versicolor
+15,5.187721018664199,3.456213633520655,1.4036926930585825,0.1976017410843302,Iris-setosa
+16,5.597875451039152,3.0,4.169026935135885,1.3018583974018234,Iris-versicolor
+17,5.772640544208021,2.7662082976592988,5.126798162640398,2.340358344648146,Iris-virginica
+18,5.675820193944565,2.9085408780647253,4.134426242846787,1.3032127828665792,Iris-versicolor
+19,4.755710317231628,3.4024079453294296,1.7244516862047412,0.1972519797368922,Iris-setosa
+20,5.806332851186881,2.50926930410991,3.9231617912359686,1.0446978978837533,Iris-versicolor
+21,4.966780935740237,2.00000067091185,3.6121568826979122,0.9255255778780613,Iris-versicolor
+22,5.011014529483511,3.3896506618512,1.5824652776611963,0.4728838986218038,Iris-setosa
+23,5.784655239791088,2.660862463789257,5.087282983873186,1.8965277989465257,Iris-virginica
+24,5.627497758026619,3.808272650320339,1.5462809268077131,0.2695243436169556,Iris-setosa
+25,6.4198902497139265,2.9054077035851025,4.271382714667921,1.3036860206000673,Iris-versicolor
+26,4.4,3.213035946445919,1.2924495585895657,0.19589051416048825,Iris-setosa
+27,6.627230227353493,3.0,4.419140493198966,1.406021068384738,Iris-versicolor
+28,4.813890644681116,3.3868104923230904,1.5906271974703834,0.19448555366555687,Iris-setosa
+29,6.778832233042183,3.164144609529122,5.872160656715332,2.2981555084387386,Iris-virginica
+30,5.808793417406383,2.6975904216723245,5.090234827780304,1.9260857311394304,Iris-virginica
+31,4.769871632851132,3.406102361209246,1.8105732449943588,0.20877252110314107,Iris-setosa
+32,4.4,3.2268417148019455,1.2863387127254662,0.20047098624779633,Iris-setosa
+33,6.77879631636336,3.196619237189979,5.89468346187584,2.282310555129086,Iris-virginica
+34,6.415296587597675,3.0,5.404732049830922,1.797847042241992,Iris-virginica
+35,4.948546456355545,2.0000005219912604,3.3737029245873584,0.8637076108167623,Iris-versicolor
+36,6.288734382790438,2.886727784812935,5.574302063724269,1.7791791074347698,Iris-virginica
+37,4.584707493914212,3.6428321014372154,1.0000004054182585,0.19812759122577167,Iris-setosa
+38,4.7353435903486,3.0,1.3559687029416603,0.10000009479955152,Iris-setosa
+39,5.579759486336879,2.605898612245388,4.457923668527538,1.2531014621604784,Iris-versicolor
+40,5.521920235451715,2.614835742564819,4.408950497910479,1.2127004989269128,Iris-versicolor
+41,6.291808878296693,2.8740745259874627,4.3150955167760685,1.3214524429460408,Iris-versicolor
+42,6.533397931550859,3.0,5.7771869341410165,2.1947389428295803,Iris-virginica
+43,6.527028285496084,3.2857757929722524,5.661808241752901,2.2790880861997938,Iris-virginica
+44,7.899998929747946,3.6947422817556204,6.423635779781562,2.0765446605735765,Iris-virginica
+45,5.898306259818723,3.251376571067231,4.762092409714017,1.7853618308361328,Iris-versicolor
+46,7.899998290978875,3.806456288960296,6.492096107612761,2.004294086699615,Iris-virginica
+47,4.795608824110865,3.406965245451199,1.756273233987803,0.20308838528588072,Iris-setosa
+48,5.550353332044278,2.4379175982240833,3.983771233688014,1.0738988165861503,Iris-versicolor
+49,5.370786017526107,3.3786763194029064,1.5176641982533448,0.45337995397103725,Iris-setosa
+50,6.28627935985993,2.902165813564077,5.603458853387953,1.78527524394571,Iris-virginica
+51,4.96342201331665,2.00000107892366,3.4413314561090544,0.9226082091571906,Iris-versicolor
+52,4.802917148434801,3.397049743216415,1.5691389233812252,0.19876265959290645,Iris-setosa
+53,6.1983675941239476,2.69834699590045,4.913274501806659,1.8062989220969636,Iris-virginica
+54,4.962527152724957,2.0000007586701543,3.446095422060802,0.9416138479269804,Iris-versicolor
+55,6.72152550353038,3.0,5.015919641946732,1.715653352858767,Iris-versicolor
+56,6.14352664912098,2.797672269103712,4.644331989179117,1.226939130855702,Iris-versicolor
+57,5.969736637816668,3.4108135060124334,4.5111433282057956,1.5895864162359044,Iris-versicolor
+58,7.585584591951882,3.0,6.555149720511423,2.1113865987741636,Iris-virginica
+59,5.872410283093484,3.0,5.100960748163409,1.8040197070534236,Iris-virginica
+60,6.678385667910922,3.1766776234013654,5.6612240654476995,2.0597394853672775,Iris-virginica
+61,5.4973706616573,2.4827422451664707,3.979199217883476,1.0594790816719524,Iris-versicolor
+62,5.904013812825843,3.0,5.089958779936781,1.7990066888998648,Iris-virginica
+63,5.772148145778315,2.6669543607846653,5.0842407523560045,1.8875341747273238,Iris-virginica
+64,6.380383544920062,3.263475951329809,5.224258301867394,2.1445185375206144,Iris-virginica
+65,4.592344050352664,3.6080711978304327,1.0000004631839778,0.18909942427600418,Iris-setosa
+66,5.106904980813301,3.4905665608162995,1.400279383941242,0.1986625664851967,Iris-setosa
+67,6.1653085414831255,3.3402036969012285,4.627963939373104,1.5844637732665268,Iris-versicolor
+68,6.305565588576423,2.673305280803193,4.82145159195889,1.782517336775355,Iris-virginica
+69,6.707134609675097,2.5900914182313315,5.801459299514682,1.785878715409018,Iris-virginica
+70,4.812707860308669,3.4015880498380917,1.5771763737373243,0.20558045547926926,Iris-setosa
+71,6.081289662037391,3.416987315426552,5.442513031108673,2.2964522487638326,Iris-virginica
+72,5.0393594043013685,3.5701946569492233,1.4127682469197218,0.20060490668309328,Iris-setosa
+73,6.166114773713854,2.2129763482892306,4.478180138570085,1.5001247381446574,Iris-versicolor
+74,5.808160842332043,2.6812458265785954,4.133363752190827,1.00450152035698,Iris-versicolor
+75,4.904916313541126,3.07561912671029,1.4972663029768307,0.1000001046254125,Iris-setosa
+76,6.772687358319712,3.034436024667403,5.86298121071836,2.2307102988778036,Iris-virginica
+77,5.454562489721561,3.63123107434763,1.521911695444566,0.2265322341801274,Iris-setosa
+78,6.539434210151927,3.0,5.816944701497028,2.188256844169951,Iris-virginica
+79,6.632521124943628,3.315602265433138,5.516690098632894,2.4999993356403123,Iris-virginica
+80,4.901051091764288,2.413093966870717,3.3644761149916746,0.9890500532789437,Iris-versicolor
+81,6.569910045348161,3.0,4.422959868845836,1.4334542099805387,Iris-versicolor
+82,7.9,3.845704106942759,6.3269076402801,2.045856931552085,Iris-virginica
+83,5.1908824801156745,3.4053108086555324,1.4015506127457873,0.20054496094774346,Iris-setosa
+84,5.463255144854835,3.9585871049879318,1.2584213607745354,0.49285778785471535,Iris-setosa
+85,6.118153470585361,2.795128542540727,4.640185030406335,1.1785300497475202,Iris-versicolor
+86,6.102853321132904,2.9862576887281507,4.537098912368852,1.378644619068115,Iris-versicolor
+87,5.700726098170124,3.774417869403983,1.5708173273682782,0.36351442677987533,Iris-setosa
+88,5.886145735735369,3.0,5.097822070533999,1.8176641394621622,Iris-virginica
+89,4.631972710692408,3.5592288512071564,1.000000523979973,0.20317934450525127,Iris-setosa
+90,6.015892083640895,3.397146696715183,4.494137656307799,1.5859740347486735,Iris-versicolor
+91,4.585297076743724,3.210094995492065,1.3945185680188146,0.19926830400324957,Iris-setosa
+92,5.434144069058484,4.2,1.3465790751562978,0.1968146685175094,Iris-setosa
+93,5.655857580154247,3.0,4.231454063130439,1.2404589233305332,Iris-versicolor
+94,6.873167875297695,3.2111385629058575,5.938056037460107,2.3189660452025973,Iris-virginica
+95,5.981098285613639,3.415665527160999,4.522841742587415,1.6399457880408077,Iris-versicolor
+96,7.3043631191361795,2.8950528587820794,6.251271069858296,1.7997429142026986,Iris-virginica
+97,5.748415384918383,2.8843497210166533,4.267601301085357,1.3118436702343437,Iris-versicolor
+98,5.007862174523581,3.0,1.5875542405073477,0.19177833677773,Iris-setosa
+99,4.7992698604517,3.4061396034247933,1.5732737383830773,0.2021293200400139,Iris-setosa
+100,5.780059275306648,2.6363661747207576,5.056094879367466,1.8990377184649325,Iris-virginica
+101,4.865585762431318,3.0,1.416028937281973,0.1,Iris-setosa
+102,6.203468654103113,2.254960431206244,4.320778065897397,1.1958261514780977,Iris-versicolor
+103,4.991728930693374,3.0,1.6350731497892004,0.19768941180906016,Iris-setosa
+104,5.436025764538038,3.405938988297497,1.5682942239623376,0.19672034751470183,Iris-setosa
+105,6.705629641505417,3.0,4.960724603566234,1.694092829567711,Iris-versicolor
+106,6.074341404136069,2.8040761902689804,4.672576888983657,1.1482373248526965,Iris-versicolor
+107,5.91729817445596,3.2144790834236536,4.787916260429757,1.7822614793078333,Iris-versicolor
+108,4.953947778307454,2.0000005163341075,3.3952000233576336,0.9628219782200302,Iris-versicolor
+109,6.259493691295184,2.9326315851511353,4.419049276126906,1.3350310326990709,Iris-versicolor
+110,6.42737575462494,3.0,5.505811682868458,1.8026693689325297,Iris-virginica
+111,5.6563674552336645,2.816406722818281,4.487741292796125,1.309566384384649,Iris-versicolor
+112,7.68202953751983,2.583133785696634,6.899998931248083,2.3152151093612705,Iris-virginica
+113,6.131013273156322,3.4069707091130805,5.432248697202933,2.3058468338081313,Iris-virginica
+114,4.77157284552874,3.400400433247241,1.7928343407917933,0.19901952468906786,Iris-setosa
+115,5.6388508630004965,3.7884847710823606,1.5730812613659035,0.343819645505851,Iris-setosa
+116,4.794820282840714,3.4008985841636035,1.8562434615114896,0.20104824032607757,Iris-setosa
+117,6.926461887651419,3.2055388861910727,5.9693201834460226,2.2965182433039573,Iris-virginica
+118,5.439567590388744,3.0,4.444863954036068,1.4758415563075522,Iris-versicolor
+119,6.383091000370842,3.271544199082839,4.6625560279050635,1.5771070682177872,Iris-versicolor
diff --git a/iris/tab_ddpm/4/16/test.csv b/iris/tab_ddpm/4/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/16/train.csv b/iris/tab_ddpm/4/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/16/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
+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
+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/4/16/val.csv b/iris/tab_ddpm/4/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/17/synth.csv b/iris/tab_ddpm/4/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..405adda9fa1a1f2673d505ba0e75d2d68d5df302
--- /dev/null
+++ b/iris/tab_ddpm/4/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.9898123217688,2.4173410082823628,3.6193652187409056,1.0253836540205772,Iris-versicolor
+1,4.959337787801375,2.0000007266665434,3.591566922262527,0.922627931743093,Iris-versicolor
+2,4.991360225713066,3.4106316414830546,1.6058045395092508,0.38637053589193016,Iris-setosa
+3,5.338598842835135,3.6605667276724096,1.4958800491003343,0.20736273209333927,Iris-setosa
+4,7.12173349307927,3.0194171737054494,6.0274543038074135,2.1948113775730675,Iris-virginica
+5,4.60196823463165,3.6093415228960146,1.0000008523378188,0.19943160821655104,Iris-setosa
+6,5.555079128157815,2.415017852502725,3.771049271446158,1.020161976565302,Iris-versicolor
+7,6.2589244479631345,2.9113171208036084,5.588300109377809,1.8048212649085236,Iris-virginica
+8,5.027984776984139,3.3595902382195133,1.7510822117379532,0.447820029260533,Iris-setosa
+9,6.320289648577993,2.909061351801065,5.599966710296823,1.8016288776607525,Iris-virginica
+10,5.791436644273073,2.6669750108480925,5.080593439078821,1.9079714517581516,Iris-virginica
+11,6.9878608974771605,2.966712032845669,6.007102026063555,1.926895495102614,Iris-virginica
+12,6.30466293068617,3.30920010247483,4.695252585550089,1.5844395414276367,Iris-versicolor
+13,5.722463560640232,3.0,4.213309642946283,1.1617126794914014,Iris-versicolor
+14,6.554367531913992,3.1111224705120084,5.421178347146738,1.9587415661068484,Iris-virginica
+15,4.764872113085848,3.4083047427333137,1.668528740539471,0.20225603988754493,Iris-setosa
+16,6.153774358201797,2.6311132407803846,4.958210185260913,1.8393131187800653,Iris-virginica
+17,5.748187678389193,2.760553026313818,5.075113871241646,2.4189473052915447,Iris-virginica
+18,5.47029417988357,4.2,1.3508308762667682,0.21496510734628724,Iris-setosa
+19,5.707471000386828,2.88216210889741,4.260685585781824,1.3166304099110395,Iris-versicolor
+20,6.524897652317596,3.132889454023294,5.152060005479884,1.9704428076837757,Iris-virginica
+21,5.808829565486363,2.7978185575127488,5.096560588226437,2.395623138810493,Iris-virginica
+22,5.372447986404489,3.83635713167391,1.3594452751534747,0.4327211193487699,Iris-setosa
+23,4.594160271140204,3.6512569035846605,1.0000004459564855,0.201772159415771,Iris-setosa
+24,5.474832818160204,4.199998072914039,1.3343003822548032,0.2076358573595156,Iris-setosa
+25,5.783004106850043,2.7994670572324996,5.107167939382887,2.386375398031527,Iris-virginica
+26,5.018714284184187,3.5539062647734765,1.4030008455170635,0.20747988751679844,Iris-setosa
+27,5.266532062594982,3.6152793453323557,1.4916632420381006,0.20056128747847232,Iris-setosa
+28,5.945693206633218,3.4043743216417095,4.464903449535545,1.5614844164897579,Iris-versicolor
+29,6.408513867206058,2.883141129738335,4.317836300441933,1.3025015741672514,Iris-versicolor
+30,5.698874566404656,3.805366250568481,1.6341358889831867,0.352237628004762,Iris-setosa
+31,6.677885614495037,3.0,5.009562475714157,1.6915726088229397,Iris-versicolor
+32,5.279912280071658,3.637868573283698,1.4879518992380767,0.20274267143353986,Iris-setosa
+33,5.652854407690232,3.0,4.412276461091632,1.4396469299091712,Iris-versicolor
+34,5.05236979889465,3.5162030582269046,1.3974134445919812,0.1990690495814053,Iris-setosa
+35,5.519042980945728,3.0,4.506495582141994,1.491101539593926,Iris-versicolor
+36,5.694398122729454,3.8055019979427245,1.5700207034223637,0.29786244092576275,Iris-setosa
+37,6.696336205938897,3.124904366007287,4.684460183383266,1.5163463406074278,Iris-versicolor
+38,6.002927499492774,3.380632259404187,4.479650724571176,1.5642226281850553,Iris-versicolor
+39,5.897457752615216,3.2275198305814508,4.794379463763649,1.7908313990651858,Iris-versicolor
+40,6.971793270750132,3.134322939551991,5.898834114098087,2.255072277197181,Iris-virginica
+41,5.0743569422305095,3.293020743237199,1.8551888868604536,0.41884071465390804,Iris-setosa
+42,6.7387198699781985,3.073878093827565,4.792243061321754,1.5634235139031019,Iris-versicolor
+43,5.099649688061274,3.5094129528805436,1.3839152043897955,0.20338942129591533,Iris-setosa
+44,5.010965402759977,3.3923879487836177,1.5918439600489291,0.40612458095964965,Iris-setosa
+45,7.559213943248065,3.0,6.565814657696402,2.083206267077117,Iris-virginica
+46,4.767871322047773,3.4088282572465682,1.5613265874472146,0.2016014481982849,Iris-setosa
+47,6.444116161529162,2.8827001810500725,4.370619148670808,1.3066523208530154,Iris-versicolor
+48,4.878222039082971,3.1054014376155497,1.4861182932593924,0.1,Iris-setosa
+49,4.603863010785537,3.586566761910352,1.000000473144918,0.19945354129864262,Iris-setosa
+50,6.288782463390326,3.2959745622331913,4.652084624753473,1.5938465697798554,Iris-versicolor
+51,6.288277852993245,2.4436051429103434,4.948316381584801,1.8981166677755381,Iris-virginica
+52,5.093585517480521,2.370369697141999,3.586318915636381,0.9461370883415252,Iris-versicolor
+53,5.881964172166066,2.663200878315946,3.988296639681155,0.874596970151202,Iris-versicolor
+54,5.47234030750745,4.199999372178738,1.3811859569375322,0.2027240508828514,Iris-setosa
+55,6.083368158097991,3.0,4.6300887242703235,1.4639171462294587,Iris-versicolor
+56,4.624705683652515,3.596508213163259,1.000000524877592,0.2081424988582414,Iris-setosa
+57,5.418212133995223,3.8975242399288472,1.3061516689776926,0.40942161966907464,Iris-setosa
+58,5.520053173699723,3.0,4.476330625580979,1.4415669625817469,Iris-versicolor
+59,4.957446348221375,2.000000578204644,3.280325375052071,1.0222268061454025,Iris-versicolor
+60,6.3326618513201405,3.3090971747688136,4.694607644296551,1.6283635968771057,Iris-versicolor
+61,6.373883166490323,2.881073402670954,4.278705832855964,1.2822541679036652,Iris-versicolor
+62,4.943986815570369,2.0000013191030614,3.472890043280374,0.9494215151897374,Iris-versicolor
+63,6.679342516402248,3.1220560249293046,4.696597125571553,1.5150170354783616,Iris-versicolor
+64,4.786301329958987,3.0,1.4036127949482773,0.37391324863418884,Iris-setosa
+65,5.708698898984558,3.776852103132489,1.577406377152151,0.36687767655117354,Iris-setosa
+66,6.085132522016347,2.7532843399408593,4.62746677090452,1.2026526268659081,Iris-versicolor
+67,4.608399144365126,3.6486480921907156,1.0000005615557581,0.19640236314732834,Iris-setosa
+68,6.837112315252815,3.136511045020028,5.075461124808401,2.305235297586192,Iris-virginica
+69,5.0171941663955595,3.3695346402562496,1.5852172877628208,0.5356006452434625,Iris-setosa
+70,6.265907438542729,2.6341183165727085,4.912167393655539,1.8259761443753197,Iris-virginica
+71,5.446060809747436,3.926048133298634,1.2781675878419982,0.47226594830212815,Iris-setosa
+72,6.671290714738111,3.2747777548750836,5.7377466840819205,2.102615687509377,Iris-virginica
+73,5.870622760483136,3.193708927735128,4.765492686408578,1.7821551093985433,Iris-versicolor
+74,4.981768782962225,2.0000004667656817,3.502799455438793,1.009675039663758,Iris-versicolor
+75,4.983487031931154,2.0000010558991,3.507574618342719,0.9136158632945965,Iris-versicolor
+76,5.011979570363355,3.0,1.5643640963398846,0.1983975660994991,Iris-setosa
+77,4.907011555828036,3.0,1.403106062682011,0.20088966486440393,Iris-setosa
+78,6.2968133390707735,2.908614385934504,5.571213508666412,1.785410237113502,Iris-virginica
+79,5.533364753902909,3.0,4.45505136046756,1.479998744359112,Iris-versicolor
+80,6.606982595517575,3.0,5.5676873079688525,1.790395291264363,Iris-virginica
+81,4.958818108755527,2.0000013448967753,3.5848084828743896,1.0340714835701978,Iris-versicolor
+82,6.258441497822427,2.46602930360713,4.925118234100293,1.8632773763007713,Iris-virginica
+83,5.876406286544844,3.2180361800785353,4.790128871394422,1.7865393525495594,Iris-versicolor
+84,5.10567536813961,3.306895580084825,1.6604873222549226,0.4171316072279934,Iris-setosa
+85,5.751365547239271,2.620243215275874,5.123730485326274,1.9354264951245623,Iris-virginica
+86,5.441946237545073,3.0,4.460257539582538,1.4873270679826054,Iris-versicolor
+87,6.697154497099767,3.0,4.962591394611693,1.6833161206856349,Iris-versicolor
+88,6.645176798022297,3.0,5.706282920311394,1.8569708087527608,Iris-virginica
+89,7.712780039824875,2.8088508031474038,6.68740938111797,2.0040508993762374,Iris-virginica
+90,4.591841502625241,3.2185160583752808,1.412522159682213,0.20274806536205675,Iris-setosa
+91,4.8148658327685805,3.3971140695475888,1.7367629048558237,0.20068764152154245,Iris-setosa
+92,4.959839426378329,2.0,3.476228644500345,1.0010098523888495,Iris-versicolor
+93,6.830265359057636,3.0801047015845238,5.081238908585258,2.296035721336959,Iris-virginica
+94,5.325767054588209,3.385158130313253,1.5773004667299961,0.19979895403924902,Iris-setosa
+95,5.043913543997036,3.611434709725541,1.3758139022762006,0.20324061937394475,Iris-setosa
+96,6.370438808706809,2.573968251812287,4.922969990545464,1.8223093367193592,Iris-virginica
+97,6.366637311043765,2.8658060022925866,4.309582393522618,1.2659621706964423,Iris-versicolor
+98,5.460098327696103,2.5465633565285777,4.347850461275959,1.1636469611426041,Iris-versicolor
+99,6.225038990966652,2.5044023274665066,4.992016535049167,1.8918166533130722,Iris-virginica
+100,5.773513503965756,2.8013138373772786,5.163674810946211,2.396193352686097,Iris-virginica
+101,6.299939169554511,2.778334088946988,5.079042101610908,1.7939222233097718,Iris-virginica
+102,5.496251192400596,4.199997841440955,1.3021036041115441,0.22021866787715044,Iris-setosa
+103,7.718502543174219,2.7956026197460515,6.701752851841141,2.016742112205095,Iris-virginica
+104,6.548756961542302,3.226144641798465,5.203399476317227,2.0420396577136115,Iris-virginica
+105,6.871311658856165,3.1116646022207606,5.073408682438073,2.311635472840978,Iris-virginica
+106,5.476323680708076,3.0,4.511408503098772,1.519612674185603,Iris-versicolor
+107,6.204434470703494,3.4041651090667293,5.38091567976625,2.3082383751100113,Iris-virginica
+108,5.550214121202667,3.0,4.517591953855513,1.5005836497359168,Iris-versicolor
+109,4.944861893534674,2.0,3.483515008656918,1.0304065909579252,Iris-versicolor
+110,5.757760729620164,2.6153769950826864,5.074889759736518,1.9143502332213378,Iris-virginica
+111,4.578867886303585,3.6340852137139286,1.0000003859691549,0.19560576437334365,Iris-setosa
+112,6.74963703369788,3.2387277074961163,5.818124662935717,2.2419443942547113,Iris-virginica
+113,5.449004819295092,3.0,4.480049066022744,1.4963462177893776,Iris-versicolor
+114,6.076654892936558,3.3409232195170584,4.596727242298095,1.6100087869021278,Iris-versicolor
+115,5.445441416741789,3.7931837414843805,1.425268481010289,0.41210860629497137,Iris-setosa
+116,5.763991277786963,2.673359764274668,5.066119032990861,1.8924013377860704,Iris-virginica
+117,5.710182898405287,3.0,4.209917126751646,1.2428892989787956,Iris-versicolor
+118,6.698905967261701,3.2908803421742214,5.672872236729578,2.5,Iris-virginica
+119,5.9411153415603115,3.255828851585054,4.711097357416396,1.7174846634187924,Iris-versicolor
diff --git a/iris/tab_ddpm/4/17/test.csv b/iris/tab_ddpm/4/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/17/train.csv b/iris/tab_ddpm/4/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/17/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
+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
+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/4/17/val.csv b/iris/tab_ddpm/4/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/18/synth.csv b/iris/tab_ddpm/4/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7f8d8a015dac3d09ec034487af6f8ccd08304afd
--- /dev/null
+++ b/iris/tab_ddpm/4/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7812681788698854,6.338142933995915,2.0384175061706387,Iris-virginica
+1,4.811878752941889,3.4007314654605856,1.5783337959531434,0.20018714812297658,Iris-setosa
+2,5.742603718041954,2.882831138539601,4.329329206175723,1.2880081684125164,Iris-versicolor
+3,6.718946777983157,3.103086596397373,4.678453932490293,1.4816867794987059,Iris-versicolor
+4,5.533482843252544,2.4499050907241635,3.830725199688213,1.0542670986415033,Iris-versicolor
+5,5.104959689703663,3.475268110061106,1.3961065038464802,0.20172339408438028,Iris-setosa
+6,5.6942577513012615,3.834302499570084,1.5698992815746042,0.31924740412434893,Iris-setosa
+7,5.171012688478624,3.4285048428364293,1.4106011864995753,0.19913040066147786,Iris-setosa
+8,4.811831315626768,3.4079280147272804,1.7076592858395603,0.2010831281928502,Iris-setosa
+9,6.568362615223231,3.222084928098717,5.264317480172759,2.0233315710404995,Iris-virginica
+10,7.049658465634908,3.1943075248300516,5.945108394937899,2.2994656919190404,Iris-virginica
+11,5.134153969961109,3.489903268641716,1.4011694117453284,0.20709727093594793,Iris-setosa
+12,6.482819951262144,2.9525090146145763,4.303145332791977,1.335796468573111,Iris-versicolor
+13,5.674152908319133,3.0,4.232403280300001,1.239171414005035,Iris-versicolor
+14,4.956690521861941,2.0,3.44273648454743,1.027653980759989,Iris-versicolor
+15,6.305091317203888,2.9458699171999716,5.567121004916292,1.834628022215876,Iris-virginica
+16,7.711696288173036,2.8093355744887782,6.703293173203471,1.986168546251427,Iris-virginica
+17,6.651164060132605,2.840524588640569,4.515377484552365,1.360748634364409,Iris-versicolor
+18,6.794357158596193,3.2075292971811153,5.86636437764001,2.2878056550665176,Iris-virginica
+19,7.154661219349428,3.0,5.785338153502049,2.1763926459916347,Iris-virginica
+20,6.299519887476249,2.4629947028831958,4.9368157930815615,1.880867229746203,Iris-virginica
+21,6.704401972927922,3.3101787627998664,5.7075724924368885,2.096080941184181,Iris-virginica
+22,6.678915401459,3.2872497459681593,5.625459469713573,2.4999994141196393,Iris-virginica
+23,5.464558705218683,3.929584425514706,1.2761118353716514,0.43436233237868455,Iris-setosa
+24,4.904238267820182,3.0,1.4036296131928123,0.19897808670949046,Iris-setosa
+25,6.466496382283896,2.929615650024385,4.286321252098783,1.3182676942917326,Iris-versicolor
+26,5.215515925833032,3.391813175115447,1.4170740835300006,0.20963523971508996,Iris-setosa
+27,4.803472050873273,3.4067507453427455,1.725028879141141,0.2022388165301076,Iris-setosa
+28,6.481965460185192,3.0,5.7868678963491025,2.200157622230086,Iris-virginica
+29,7.675313753856204,2.9096409676158173,6.645009176047169,2.0382093132273407,Iris-virginica
+30,6.950239396163552,3.119961140675362,5.096452934711808,2.2983085587946106,Iris-virginica
+31,6.622659362798865,3.3302462973760796,5.699818971120674,2.5,Iris-virginica
+32,5.91107766491324,3.203476516368687,4.779249196718623,1.8050814226879792,Iris-versicolor
+33,6.877999549443785,2.7975339046365577,4.80566530624665,1.4169948824960061,Iris-versicolor
+34,5.780744634584989,3.0913754888604994,4.366237533133133,1.3958043841105627,Iris-versicolor
+35,5.510611449989209,2.6129315608822727,4.433023123779241,1.2031362159688674,Iris-versicolor
+36,6.346122942024631,3.3666730072671607,5.333980456237222,2.261091175600692,Iris-virginica
+37,6.729953252497946,3.092480720380513,4.730732460848685,1.525550114697048,Iris-versicolor
+38,4.790700018264652,3.4018832695366092,1.8470299236410512,0.20183455211099585,Iris-setosa
+39,4.8891145572200925,2.3751179801106175,3.3944372037591144,0.969989068799054,Iris-versicolor
+40,4.81028946711454,3.3984960877161763,1.9519752467384026,0.20165204947210047,Iris-setosa
+41,6.408903226442132,2.968514031895349,5.591623538772091,1.8074819850270936,Iris-virginica
+42,6.247692320160224,3.3676034212159056,5.400204268500302,2.279469658063464,Iris-virginica
+43,4.908115887651389,3.446819693271164,1.5223154832161896,0.19815686184469414,Iris-setosa
+44,6.504441124731547,3.0,5.468665016059678,1.8262138442866644,Iris-virginica
+45,4.784800895279211,3.402475123583426,1.7493114386833972,0.19980008587969306,Iris-setosa
+46,5.7089562906590245,3.0,4.223912791224945,1.152425037438046,Iris-versicolor
+47,4.8402988365350765,3.0,1.4057004786318479,0.22471942238510387,Iris-setosa
+48,4.793922869401895,3.4022808577723294,1.9638487324924023,0.20205466520478793,Iris-setosa
+49,6.30627684610519,3.2891337071548796,4.690288110718635,1.5999951770278973,Iris-versicolor
+50,4.991821926018693,2.0000004581790587,3.5922177625887817,0.974498812478781,Iris-versicolor
+51,4.993739726073421,3.0,1.5704670217636219,0.19878456308091458,Iris-setosa
+52,5.183259812283719,3.734475634048654,1.5237472994644796,0.43057438484042454,Iris-setosa
+53,4.605641784330659,3.615577142811076,1.0,0.20701636059487127,Iris-setosa
+54,5.374089164674303,2.389948794134964,3.718176268483954,1.0084046016643653,Iris-versicolor
+55,5.572602174820857,3.0,4.135157666876994,1.305749702440936,Iris-versicolor
+56,6.881373601129745,2.8013555657281097,4.771453932011995,1.4010119576909215,Iris-versicolor
+57,6.397934040477711,2.8799007582134446,4.275724890469242,1.2900628200601254,Iris-versicolor
+58,5.402342756136424,3.4260083504870154,1.4896061176471556,0.36647477421673363,Iris-setosa
+59,5.0293513094548095,3.6825834619671967,1.4133140929946917,0.201912417042185,Iris-setosa
+60,6.861839690998464,2.819539389070169,4.815500868968943,1.4132512712304575,Iris-versicolor
+61,6.2721810878014574,3.218199555549005,4.688750924200602,1.5577023596508288,Iris-versicolor
+62,5.213500584120204,3.4232139839197413,1.4045133076022271,0.19949031484884241,Iris-setosa
+63,7.706262411212865,2.596983490661933,6.899998745475849,2.3102286476386995,Iris-virginica
+64,4.994742352611909,3.0,1.5740796536881816,0.19938615745288513,Iris-setosa
+65,4.777622736781909,3.0,1.3957473119208068,0.10000010924337163,Iris-setosa
+66,4.4,3.1985438410920013,1.2958045260944957,0.20224671630422736,Iris-setosa
+67,6.458830540592603,2.9197347430317495,4.322323344402609,1.3390860022534368,Iris-versicolor
+68,6.818968135383331,3.175953626088664,5.908367569595965,2.3139442028796764,Iris-virginica
+69,5.41483714975183,3.915375911773055,1.2933627814994708,0.4485029078753119,Iris-setosa
+70,6.651111852887453,2.51852542827104,5.633259734646417,1.7989017439526238,Iris-virginica
+71,6.698042155842259,3.0,4.981994737877232,1.710317048771359,Iris-versicolor
+72,6.677011132875415,2.4855686550843723,5.78659571734187,1.7741626325472164,Iris-virginica
+73,6.471504472450415,2.9329138354729922,4.3224750407588175,1.3291297097893984,Iris-versicolor
+74,5.7723060447117405,2.6839100094471076,5.069243859701708,1.9211865065412663,Iris-virginica
+75,7.6863521691259065,2.8158234550198684,6.693344958067948,2.0004260781494247,Iris-virginica
+76,6.825902380027634,3.212843343282511,5.848388378533825,2.3000041574700107,Iris-virginica
+77,7.631153769052947,2.982007159024402,6.613032842183828,2.095857139360253,Iris-virginica
+78,5.269818594276176,3.5872597089244613,1.3696159214668426,0.24951260407971756,Iris-setosa
+79,5.886792255941003,3.0,5.08523658795699,1.7876942240790323,Iris-virginica
+80,4.975695879791718,2.000000747185901,3.562210390632965,0.9243410327598751,Iris-versicolor
+81,4.400000738160414,3.1883593523374203,1.2568220218673174,0.19572138744357379,Iris-setosa
+82,5.8712367819121205,3.0,5.0899025429489715,1.8087572522365236,Iris-virginica
+83,6.107437279032096,2.805144375484239,5.496468069916657,1.8239614466755392,Iris-virginica
+84,5.542912277347859,2.6446362432524015,4.438162198830571,1.2468845141850726,Iris-versicolor
+85,5.651438540042522,2.9032411627229044,4.2431709947125675,1.3044029282330087,Iris-versicolor
+86,4.617161003452348,3.685311963672515,1.0,0.19167685569275444,Iris-setosa
+87,5.879364272408601,3.0,5.089745688997741,1.8278908847498263,Iris-virginica
+88,6.730095703826325,3.2775233630400957,5.7887752414406615,2.1189036769589364,Iris-virginica
+89,4.840347305794996,3.068538460569562,1.4842170991619363,0.1,Iris-setosa
+90,5.8102911868547205,2.680196781770486,4.1080981656291184,1.015392319722143,Iris-versicolor
+91,6.3719316511428845,2.889542920317439,4.3006731868003065,1.300722351467285,Iris-versicolor
+92,5.1010806604839525,3.495294674871428,1.4050411009817365,0.19720062388217688,Iris-setosa
+93,4.799041822823195,3.401128241579146,1.643189409547683,0.1967779041135643,Iris-setosa
+94,5.104816192178677,3.4899368543461162,1.4113793904753358,0.20015752093916633,Iris-setosa
+95,5.72989216567876,2.6925612682962896,4.284541195661079,1.1580507844403438,Iris-versicolor
+96,6.349805742155593,2.8628977752201825,4.282509227376523,1.261043343393951,Iris-versicolor
+97,4.79272401372194,3.0,1.3824370025219346,0.10000009137793954,Iris-setosa
+98,5.715171704920813,3.0,4.222959852420452,1.1897088551634134,Iris-versicolor
+99,4.466037015696313,2.254267993513941,1.3048003216035082,0.2822213100519587,Iris-setosa
+100,4.882777520637543,3.143715473202959,1.4770575690961074,0.10000010504420315,Iris-setosa
+101,4.951276904445351,2.000000637690592,3.054995039779005,0.9450463232835427,Iris-versicolor
+102,5.757929718195341,2.772929949520905,5.081821854240912,2.3901222860785944,Iris-virginica
+103,6.253055027991771,2.901913546697111,5.564525141649436,1.8064747762554092,Iris-virginica
+104,6.18157022295556,3.32595579178012,5.414385521894168,2.2633473860930597,Iris-virginica
+105,5.7992906218429345,2.6790911702606257,4.083513709703064,0.9482987901717035,Iris-versicolor
+106,5.679909736610575,3.0,4.212741005419219,1.2032376117245607,Iris-versicolor
+107,5.794642223289828,2.678172810034712,5.096498712398251,1.9382528635640328,Iris-virginica
+108,5.4248957165865255,3.9242496819288615,1.2964729410540348,0.45368161456861633,Iris-setosa
+109,6.733687699156052,3.0,4.981256445318633,1.7123264222328018,Iris-versicolor
+110,4.400000482840332,3.216943677678144,1.3014236549030305,0.19895269660676518,Iris-setosa
+111,5.7788063512311565,2.6530419838670083,5.090926043706029,1.8985720100844443,Iris-virginica
+112,4.991972770904733,3.0,1.5630662238814101,0.19546176735181914,Iris-setosa
+113,5.878469084475463,3.0,5.086154925911538,1.806989140359598,Iris-virginica
+114,7.28061293579422,2.8919949111650007,6.192493494202395,1.7932010476760187,Iris-virginica
+115,5.795168885255921,2.682418369726615,5.0836653128424745,1.916827852158035,Iris-virginica
+116,5.869992490587459,2.690215197763181,4.241266048204693,1.021455599243682,Iris-versicolor
+117,4.782731090986603,3.3906323401601344,1.8485544418964337,0.20290305053369137,Iris-setosa
+118,5.753825309681796,2.640885450413405,5.091041031487632,1.917137475384457,Iris-virginica
+119,5.0653297194109,3.5035395697637615,1.3872618842970672,0.19758124236063784,Iris-setosa
diff --git a/iris/tab_ddpm/4/18/test.csv b/iris/tab_ddpm/4/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/18/train.csv b/iris/tab_ddpm/4/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/18/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
+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
+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/4/18/val.csv b/iris/tab_ddpm/4/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/19/synth.csv b/iris/tab_ddpm/4/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c9acdb9553318c6f4db75399504d6e7167f6f0b1
--- /dev/null
+++ b/iris/tab_ddpm/4/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.827531981493918,2.687185807089027,5.091020072666845,1.8929017443742857,Iris-virginica
+1,5.458887850116644,4.2,1.2743474555612824,0.2167207960734935,Iris-setosa
+2,6.69655809219738,2.458760459950857,5.7334870924554675,1.7906734282852146,Iris-virginica
+3,5.891174671041048,3.0,5.098909773814538,1.798651424795047,Iris-virginica
+4,6.710819876372531,3.194645400414285,5.8214789313110735,2.2810278233107972,Iris-virginica
+5,6.434176220366143,2.998404280376561,5.539049116143547,1.8006458621859447,Iris-virginica
+6,4.793645135333688,3.3881878487951367,2.0660239908280045,0.20334289130237748,Iris-setosa
+7,6.2945736614036045,2.900402535409376,5.5718705943628555,1.8027881807723407,Iris-virginica
+8,6.820289586676488,2.8040414311438413,4.832011499677365,1.4176729935668437,Iris-versicolor
+9,5.831250608650837,2.6813072958838426,5.154296997590217,1.900351019982165,Iris-virginica
+10,4.894046107051838,3.085495192589005,1.5030751488232563,0.1000000994331742,Iris-setosa
+11,6.002968744213692,3.404439328763915,4.468923370649325,1.6099815118434526,Iris-versicolor
+12,4.814369745646152,3.0,1.401000592410941,0.10000011201579186,Iris-setosa
+13,6.72324563598952,3.0,4.973747769591573,1.6941122455054867,Iris-versicolor
+14,7.6926439825832205,2.835752906516121,6.679595631005347,2.0305850526241533,Iris-virginica
+15,5.407498937978617,3.915289647758851,1.2924854922836564,0.3890330180757602,Iris-setosa
+16,6.695940105332733,3.087987835208354,4.6721548849146775,1.5098334044511006,Iris-versicolor
+17,5.730778060025743,2.6463161006639044,5.058139848106313,1.9310146915032063,Iris-virginica
+18,6.438060221856844,2.9056217713667833,4.316372391876673,1.3161182622235008,Iris-versicolor
+19,6.022602208036404,3.0,5.201252141958479,1.801445337682959,Iris-virginica
+20,5.761806559486523,2.6825475360703197,5.0766628731332295,1.9066144283785955,Iris-virginica
+21,6.086439780588078,2.9602993214767563,5.4002130494163385,1.798205718536887,Iris-virginica
+22,5.492407075961586,4.199999035894166,1.365963874441385,0.20682443315700802,Iris-setosa
+23,4.79815480362381,3.400343699136198,1.577009066419844,0.19740843590241763,Iris-setosa
+24,7.6796953470508225,2.815668141650068,6.677955891926804,1.9780365043862627,Iris-virginica
+25,7.309189492087258,2.9165372017109505,6.155915418988366,1.8256248468860619,Iris-virginica
+26,5.769157915023427,2.7874714774327485,5.082508259128357,2.4024144511433914,Iris-virginica
+27,4.98341032895046,2.00000085298576,3.59003623830389,0.9209999494282297,Iris-versicolor
+28,5.842986715373705,2.6912909339895807,4.1036709486087215,1.0031253981354378,Iris-versicolor
+29,6.655014531992956,3.340101472176239,5.653571202835372,2.5,Iris-virginica
+30,5.452622335573613,3.0,4.4607505244466505,1.5234060992140572,Iris-versicolor
+31,7.646467976385714,2.586953355366314,6.899998708409367,2.2913735218884086,Iris-virginica
+32,6.281896965651633,2.5018552368261555,4.936159347266408,1.8767750517997805,Iris-virginica
+33,4.6038762072972785,3.61214254904709,1.0,0.1982739789410146,Iris-setosa
+34,6.695402801177953,3.1025964851374472,4.687911691320298,1.5036580037931668,Iris-versicolor
+35,5.528038456563316,2.448033253108791,3.7838773258234255,1.0429019619503472,Iris-versicolor
+36,6.85755787995817,3.087412357543542,5.327515812375042,2.298065585878567,Iris-virginica
+37,5.042660488987918,3.561181905829379,1.4001462303586811,0.20100054236256373,Iris-setosa
+38,6.140955488117611,3.0,5.312453961189441,1.8079075770077535,Iris-virginica
+39,5.48344656831223,4.199999175514381,1.316568959394714,0.20839999825000732,Iris-setosa
+40,5.837363446946837,2.838077920888579,4.540399176206036,1.3954838698412662,Iris-versicolor
+41,6.6471779655902115,3.2947755960632445,5.755647682539636,2.4999995669279937,Iris-virginica
+42,5.127626283284999,3.5090664581768394,1.400391100880651,0.20074588023285644,Iris-setosa
+43,5.93885539547426,3.2520779376347946,4.73994335039139,1.7730192897046386,Iris-versicolor
+44,5.003749112176989,2.0000014625248075,3.551101168588772,1.0215263745946919,Iris-versicolor
+45,5.4163530233209745,3.414297683853132,1.6784430382758593,0.20010477728726964,Iris-setosa
+46,5.50126667070641,4.199981460543727,1.37706997076935,0.22518276606891896,Iris-setosa
+47,5.230416358540951,3.4188020791453932,1.3989690471945742,0.19499454264504723,Iris-setosa
+48,4.803128804105951,3.396958472527833,1.8748746679857229,0.20308884136413163,Iris-setosa
+49,6.402181000186732,2.877057528404722,4.259857642713984,1.2758496125209091,Iris-versicolor
+50,6.8280887146396605,3.1187890843724597,5.5001725723174415,2.3324799318670757,Iris-virginica
+51,7.150684358788185,3.0,5.883754879766709,2.0965539733533616,Iris-virginica
+52,5.396828931045071,3.392736066654393,1.5104767923286961,0.45381486697455,Iris-setosa
+53,5.887294068631456,3.2173491387549875,4.7693539226152915,1.7940423034078667,Iris-versicolor
+54,6.865752731594839,2.7865789861440007,4.825349827277158,1.400482344180862,Iris-versicolor
+55,6.6972674361055615,2.490314867772936,5.745550120347133,1.7986278845930344,Iris-virginica
+56,4.486804079220603,2.3287085023027227,1.310492166012735,0.2984250915908274,Iris-setosa
+57,5.918044336289549,3.193202690723133,4.775582965984023,1.777415401766513,Iris-versicolor
+58,5.7070054769112035,2.7847385797548987,4.499604453559181,1.2911621687819428,Iris-versicolor
+59,4.783787324075341,3.3778068841077644,1.9402404739369945,0.19693396907413419,Iris-setosa
+60,6.3724749026408025,2.865245755884517,4.292154722278079,1.2772814172959015,Iris-versicolor
+61,7.9,3.8179370996636375,6.420509231579597,2.05731562864552,Iris-virginica
+62,6.0713702077083385,3.377121113517634,4.582103177482635,1.6262479203145013,Iris-versicolor
+63,5.084979361622551,3.4947460437013316,1.388632251696567,0.19923398437010115,Iris-setosa
+64,7.125724412996607,3.0,5.879269238906777,2.120151961562959,Iris-virginica
+65,7.696482303863435,2.841666598924521,6.649900130223846,2.0479309094205758,Iris-virginica
+66,4.890361603510144,2.362790817093842,3.3629630559189945,0.9053442690964588,Iris-versicolor
+67,5.085688390865328,3.4917205157917017,1.3974101756285373,0.1984220578578702,Iris-setosa
+68,5.881971837947491,3.215245762475764,4.812895285970722,1.8327260302314048,Iris-versicolor
+69,4.968659661269069,2.0000008122609603,3.6223037713333133,1.0452761616001685,Iris-versicolor
+70,6.933453819758239,3.1155045850602634,5.0771760610633265,2.3065878816675194,Iris-virginica
+71,6.215765684222423,2.4810850721459943,4.975017572983049,1.8904858320354436,Iris-virginica
+72,5.416989631700014,4.2,1.3179444368239956,0.20713322681216936,Iris-setosa
+73,7.625191250104947,3.0,6.6074682732325964,2.115609678297496,Iris-virginica
+74,7.707902086891497,2.8024114127748416,6.655957341876084,2.0007223542103825,Iris-virginica
+75,5.473257120481925,2.513476064758335,4.183589183804885,1.099384138006414,Iris-versicolor
+76,6.09338918860655,3.0,4.585308318286134,1.395422431117487,Iris-versicolor
+77,6.821203013124772,2.922214327266111,5.868830105582074,1.7893948641479969,Iris-virginica
+78,5.601938829078083,3.0,4.164479916947451,1.2905767202941931,Iris-versicolor
+79,6.315045099394477,2.92241268803995,4.3177745894338315,1.3090978832271616,Iris-versicolor
+80,5.988648564950885,2.8865945251209157,4.478595375679432,1.4751192038038987,Iris-versicolor
+81,6.219268131708658,3.338841220057411,4.64227952910418,1.6172949583012537,Iris-versicolor
+82,4.999000393407912,3.0,1.6779177071987827,0.20002233537138547,Iris-setosa
+83,5.517944306386859,2.5863510688927707,3.836550073761894,1.1015150843954533,Iris-versicolor
+84,6.054992259539543,2.9442372602737352,4.574069053260846,1.4096068826603647,Iris-versicolor
+85,4.616987528600125,3.604872166042595,1.000000474793831,0.1991617025439203,Iris-setosa
+86,5.3896830193854,3.407653825670786,1.769526581296839,0.20212205023664462,Iris-setosa
+87,5.479948395301222,3.0,4.5041534170058055,1.5000700893194383,Iris-versicolor
+88,6.136244043371227,3.3301309688837217,4.5879175376776375,1.6623749578420166,Iris-versicolor
+89,5.830202864496574,2.647609270025743,4.068083004307511,0.9854155278210954,Iris-versicolor
+90,6.643299208617027,3.3343554637344033,5.642687923329244,2.5,Iris-virginica
+91,4.993687567284926,3.4243508875488606,1.64438174479443,0.4341404235035933,Iris-setosa
+92,5.915477727124532,3.207409126812384,4.793800506475161,1.7872390395712994,Iris-versicolor
+93,5.971993031422101,2.8355874353407455,4.465671362357577,1.382278042146642,Iris-versicolor
+94,6.8454010551877875,3.2323469295115252,5.820876790327467,2.3173279453887634,Iris-virginica
+95,6.4483060260418315,3.248241358360409,4.666598996670017,1.5551773302786143,Iris-versicolor
+96,5.74088811641544,2.6794145804064757,5.078075402500883,1.9040075396873295,Iris-virginica
+97,4.891693689418816,3.0,1.4029807338327398,0.20379156254003583,Iris-setosa
+98,5.975643474145384,2.2134018501919654,3.9599762954159554,1.0086810652511495,Iris-versicolor
+99,4.86528000409602,3.0680095490958963,1.4806393937240792,0.10000009526300674,Iris-setosa
+100,5.057376998131601,3.5719597729836132,1.3830058881306795,0.19983958454560152,Iris-setosa
+101,5.939541735823946,2.8790652673452297,4.501693355856482,1.4840716217565721,Iris-versicolor
+102,5.561053120272177,3.812768397792485,1.5610114709346645,0.27527324683480725,Iris-setosa
+103,5.572470664894283,2.456117095776448,3.854045795971601,1.0145189829718906,Iris-versicolor
+104,5.774109772522883,3.85271668713433,1.6956842026037093,0.4131235250951046,Iris-setosa
+105,5.969579634350969,3.40906425765624,4.446417822897649,1.6040182488214634,Iris-versicolor
+106,5.4132469857755385,3.9139776747933857,1.2964286488310048,0.42411881544623964,Iris-setosa
+107,7.591185528110982,3.0,6.5809775412332305,2.1067804231968443,Iris-virginica
+108,7.313283631360508,2.894743170848999,6.28008112536637,1.802147584899109,Iris-virginica
+109,6.212042165897239,2.2323594198352676,4.421029939639853,1.380205403136238,Iris-versicolor
+110,4.839154074539941,3.403848531540417,1.5698799173604796,0.20459279454074292,Iris-setosa
+111,5.363635357861098,3.4008159992693248,1.5741591138101696,0.20081661374841206,Iris-setosa
+112,7.200480061676294,3.0,6.026380363138853,2.097921812464237,Iris-virginica
+113,6.18746665135685,2.2496430057354613,4.254844333100576,1.1920135029318428,Iris-versicolor
+114,5.021126514788099,3.5962471432653684,1.4005424710605034,0.1999693226678497,Iris-setosa
+115,7.8999987500425775,3.7555411170382036,6.401625966147899,2.035461419151609,Iris-virginica
+116,6.009494926722989,3.0,4.564691349218976,1.4075182858981445,Iris-versicolor
+117,7.677986812569434,2.8094064818705924,6.6650432456424085,1.9846360606512432,Iris-virginica
+118,4.597092511103406,3.204400255444853,1.4041680487354409,0.19715447806413972,Iris-setosa
+119,4.7911313490046386,3.0,1.4030468115792478,0.29676876458665047,Iris-setosa
diff --git a/iris/tab_ddpm/4/19/test.csv b/iris/tab_ddpm/4/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/19/train.csv b/iris/tab_ddpm/4/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/19/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
+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
+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/4/19/val.csv b/iris/tab_ddpm/4/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/2/synth.csv b/iris/tab_ddpm/4/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..43dce528520d129dba384ebb4f7303f427a6b9d3
--- /dev/null
+++ b/iris/tab_ddpm/4/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2855952757330344,2.6656070843405026,4.8449672326528175,1.819349939276254,Iris-virginica
+1,4.596843806997458,3.6704610269552043,1.0000004132012064,0.2018527584219989,Iris-setosa
+2,6.537304480475606,3.0,5.50091690387613,1.8070913650889509,Iris-virginica
+3,6.911222991859103,2.791752834453983,4.789557841243824,1.3952856177935864,Iris-versicolor
+4,6.176790577266528,3.396818482788081,5.458164434506545,2.28213416203391,Iris-virginica
+5,6.314814145090515,3.322787391587763,4.692722045255803,1.611279347732777,Iris-versicolor
+6,4.988173201469021,3.0,1.5718330735675066,0.1982831042578162,Iris-setosa
+7,4.7816714130211055,3.373402516277622,1.5703804103755057,0.19843140488868272,Iris-setosa
+8,5.499608980252855,3.0,4.476889190771247,1.4764057589163495,Iris-versicolor
+9,5.652980192943487,3.0,4.487921749428076,1.4707369919784696,Iris-versicolor
+10,5.542964235470763,4.1999982409901895,1.354410970095567,0.22100320849964447,Iris-setosa
+11,5.872352561767533,2.7095633472842384,4.197432339487005,0.9665261537319616,Iris-versicolor
+12,5.691705045765407,3.0,4.212328352136933,1.2640191198760662,Iris-versicolor
+13,6.334012637750421,2.9153784486712215,5.560459814046263,1.795740910867457,Iris-virginica
+14,5.762542773659001,2.637933085151839,5.068748894787689,1.9292668127556807,Iris-virginica
+15,6.011140821176754,2.8951996113527114,4.490934466178943,1.4868985703416184,Iris-versicolor
+16,6.271533022941523,2.625933077649734,4.893731328507805,1.8061460273536878,Iris-virginica
+17,5.44324099254874,3.890151630368279,1.316184562514213,0.38529055401794815,Iris-setosa
+18,7.729700069387189,2.5833594908248916,6.9,2.3101169119469107,Iris-virginica
+19,5.096702115685974,3.7224206137240317,1.4961499629164559,0.4293638033001246,Iris-setosa
+20,7.6223756094400645,3.0,6.609199854159903,2.110610607747585,Iris-virginica
+21,5.7740817402552524,2.6786895853829695,5.063207115269002,1.9182195435434646,Iris-virginica
+22,5.771845094851028,2.6309445070879733,5.06237518250337,1.945605943653322,Iris-virginica
+23,6.183627978392237,3.380326608159005,5.376069204016766,2.304499551237781,Iris-virginica
+24,5.699796874417317,2.9018269350559707,4.186348611615943,1.300574731907666,Iris-versicolor
+25,5.072424685165625,3.674936402702934,1.5219739926319038,0.3647598609170236,Iris-setosa
+26,7.707140877592596,2.818354803293771,6.6628913263121285,2.043933096073403,Iris-virginica
+27,5.361900208108823,3.40792591184114,1.606200059789882,0.19998622614687783,Iris-setosa
+28,5.102030932744974,3.6898632466980117,1.5018251119308665,0.4429246058058581,Iris-setosa
+29,5.538232232737485,3.0,4.485782833780489,1.4774864436326545,Iris-versicolor
+30,4.4000005884397915,3.2217922531837293,1.2844583999906023,0.18393040843649744,Iris-setosa
+31,4.588407613749003,3.200081952208951,1.3849702666295778,0.19932755317769335,Iris-setosa
+32,6.2911611029472585,2.5153818360694933,4.467627499247021,1.2265472400372424,Iris-versicolor
+33,4.890609301972435,2.411811727831185,3.4635793529903465,1.0260870922342085,Iris-versicolor
+34,7.712263983761769,2.5488718460048028,6.9,2.3038723998561363,Iris-virginica
+35,5.043293099275207,2.0000027892607477,3.6015120349634797,1.0577542345697588,Iris-versicolor
+36,4.913320630279575,2.3858638368679843,3.4570310846206787,0.9951329530636921,Iris-versicolor
+37,7.899998752866948,3.808006261156026,6.364393353377773,2.0509375812309436,Iris-virginica
+38,6.711523577497346,3.125156366690742,4.690239704960902,1.4915637310447518,Iris-versicolor
+39,5.2069478063904775,3.35211905484762,1.5474979346207882,0.4132729475282589,Iris-setosa
+40,5.525573098631245,3.0,4.478588423383239,1.4898197064291177,Iris-versicolor
+41,5.456146500508797,4.2,1.3374013359749315,0.20684894250390962,Iris-setosa
+42,7.516308065383519,3.0,6.453485135836693,2.0966997897639783,Iris-virginica
+43,6.262923067950142,3.324882225026749,4.670992180323643,1.590109355854163,Iris-versicolor
+44,5.876324804636596,2.876992858213373,4.251501389562627,1.2827900535489951,Iris-versicolor
+45,4.906704896284429,2.3960804324565563,3.4711812944661675,1.0229257640904996,Iris-versicolor
+46,5.986728657350198,2.854237100877517,4.517417063442098,1.470565643633198,Iris-versicolor
+47,5.925930769221898,3.2394140976678445,4.7674316079903045,1.8067339119475605,Iris-versicolor
+48,6.203178904539094,3.3964070581221595,5.4468656681797025,2.2909731257449386,Iris-virginica
+49,5.075952322230588,3.3022592852957002,1.7988885262488123,0.4933333948527784,Iris-setosa
+50,6.298365459697781,2.889163255190532,4.289516560082901,1.34450241140228,Iris-versicolor
+51,5.474412236178887,4.199998848209481,1.2978641513183606,0.2059108785840177,Iris-setosa
+52,4.779080160663498,3.4150523153686225,1.6854241245980885,0.20250384573321817,Iris-setosa
+53,5.949630813583092,2.8702265660439843,4.504725879262793,1.448836220421256,Iris-versicolor
+54,5.005872751488815,3.0,1.5689996658058547,0.19804596598456004,Iris-setosa
+55,6.499134746969953,3.0,5.825540587700948,2.2100025135128614,Iris-virginica
+56,5.428421517581644,3.401766915412566,1.6239884940998586,0.19790497368796195,Iris-setosa
+57,5.814289998048477,2.7106299643340503,4.195929678203641,1.0345716313095044,Iris-versicolor
+58,5.620377226065797,2.9564276039802144,3.966609975974412,1.3089568486228607,Iris-versicolor
+59,6.844971324298738,3.2303517152729317,5.906395644368795,2.3204385654075663,Iris-virginica
+60,6.826634477251255,3.109118939697864,5.9559441362693075,2.2447284534009775,Iris-virginica
+61,5.770448107081719,3.0246598322789047,4.604332661653204,1.6342579531752381,Iris-versicolor
+62,6.109285143034744,3.2356358045671616,4.778473357907743,1.7054426615575498,Iris-versicolor
+63,6.7141889654546505,3.0,4.997350838397246,1.6984118024026285,Iris-versicolor
+64,5.158726875567432,3.519987640882344,1.410533016473587,0.21180654755118816,Iris-setosa
+65,4.4,3.211805482408953,1.3125184505332796,0.20041560972148534,Iris-setosa
+66,5.858183838186377,3.192445871253724,4.788601381223136,1.7934007151389282,Iris-versicolor
+67,5.525251002177412,3.0,4.486225094652035,1.504907727688451,Iris-versicolor
+68,5.900762709854391,3.1996424188768824,4.808844873893597,1.7893504478774835,Iris-versicolor
+69,6.889525133693894,3.1110265525329064,5.087119090987748,2.3220794236850493,Iris-virginica
+70,5.200630486903166,3.4029522429746373,1.4045858032117007,0.1982275955517735,Iris-setosa
+71,5.967722019209428,3.3953844875795918,4.475949528677616,1.621426038364298,Iris-versicolor
+72,5.801244990237115,2.7839394539828692,5.090315408742505,2.39711504664728,Iris-virginica
+73,5.653687299698914,2.8903432777306706,3.817681426994341,1.3062827417738967,Iris-versicolor
+74,6.8401433265004234,3.209287867814329,5.79355931417264,2.3095772190921773,Iris-virginica
+75,5.7660305122950835,2.647284548743833,5.0903161551320855,1.9185887520784026,Iris-virginica
+76,5.007468666601089,2.3863598023625556,3.5725391257104433,1.0020104551483406,Iris-versicolor
+77,5.683377548036043,2.8874351265947786,3.9545315760206616,1.2966389274441237,Iris-versicolor
+78,4.6105904654451555,3.189629410649119,1.4000512402781495,0.19662352165277935,Iris-setosa
+79,5.7918269404136415,2.6860954638722685,5.083859436806427,1.8955628868873142,Iris-virginica
+80,4.929545665245725,2.0000020538310306,3.488208218226139,1.0008583283090275,Iris-versicolor
+81,6.687941146090927,3.0,4.99389358025294,1.7037410169281306,Iris-versicolor
+82,4.598289351124299,3.1905017941348093,1.4031348240072932,0.20213598778386258,Iris-setosa
+83,6.2868347303100505,2.2917201029431538,4.369014885288486,1.306699262390786,Iris-versicolor
+84,4.952861330088553,3.4659896067686544,1.3741333883738527,0.20019266468345995,Iris-setosa
+85,6.490884894404173,3.17944388091955,5.123363663557789,2.011471157672838,Iris-virginica
+86,5.615870943222558,3.0,4.175338376859889,1.2824347355860866,Iris-versicolor
+87,5.679867308429817,2.905074329860589,4.114756990199156,1.3102565928230172,Iris-versicolor
+88,6.90393027320385,2.797249472553118,4.7731518197758565,1.4005765447795067,Iris-versicolor
+89,6.689820186530366,3.2956269537537852,5.66252281947146,2.0999646012650524,Iris-virginica
+90,5.781085299966776,2.7840150190714303,4.112153084034427,1.0288300197388132,Iris-versicolor
+91,4.906007768763124,2.3707125754020595,3.4944502240175668,1.0037674398769383,Iris-versicolor
+92,5.202609339832046,3.4043160524172684,1.3903411476249976,0.20019304438678392,Iris-setosa
+93,5.717967832199996,2.793111492074096,4.511757877682169,1.2824184965065564,Iris-versicolor
+94,6.886950000891504,2.808796288930995,4.7534968040333485,1.4093622293830883,Iris-versicolor
+95,6.7145381648347335,3.0,4.968747832616698,1.7040370781439358,Iris-versicolor
+96,6.682122610230127,3.0,4.90069933610041,1.6690655669839531,Iris-versicolor
+97,6.265258380605782,2.4691893143409134,4.98773778138852,1.8780244175494347,Iris-virginica
+98,4.598876045724789,3.625785229806321,1.0000003739020193,0.1829521997015439,Iris-setosa
+99,5.543619056248757,2.578641266822379,4.399784834894244,1.2038331663746997,Iris-versicolor
+100,6.011610251027912,2.89003852111809,4.503487462911199,1.4557793710602513,Iris-versicolor
+101,5.615829383433088,2.5151643021003394,4.1154827880699685,1.1139822050592014,Iris-versicolor
+102,5.4829775667255305,3.0,4.494068649827054,1.4880370300470829,Iris-versicolor
+103,5.005361159428093,2.0000010813785214,3.5826790920302067,1.0033277732634693,Iris-versicolor
+104,4.946998982655168,2.0000007188957962,3.460717327696281,0.9451920494068309,Iris-versicolor
+105,5.7630404825072254,2.8023548046046645,5.093949580668245,2.3992984706358413,Iris-virginica
+106,4.400000523933238,3.2293325454551463,1.3039096611958434,0.19511621017632794,Iris-setosa
+107,5.375728712366267,3.9088058920906015,1.2956816362217145,0.3617760187872103,Iris-setosa
+108,6.37995098371864,2.8588546226161324,4.269762960022942,1.2939820794509975,Iris-versicolor
+109,5.4434906494048185,3.4121494326424364,1.5016353724627796,0.4371659649030321,Iris-setosa
+110,5.718475301337069,3.830756381427149,1.5765143189690285,0.3469898661701746,Iris-setosa
+111,7.7084092651965275,2.5807497581732433,6.9,2.3083529479058518,Iris-virginica
+112,6.0906257198547475,2.94723559886064,4.511266539084895,1.4477504096267357,Iris-versicolor
+113,4.793615085481549,3.396445130161878,1.9449660146501748,0.20274799566528798,Iris-setosa
+114,4.795255406705374,3.0,1.4102537093355296,0.3145683852337915,Iris-setosa
+115,4.4,3.1379281947088242,1.3290614783080554,0.2010991688238819,Iris-setosa
+116,5.199996481733639,3.410431388442776,1.3950379280547573,0.20238932012672836,Iris-setosa
+117,6.509984083255963,2.4908086642310643,5.221486545861689,1.8120523143268565,Iris-virginica
+118,6.274697367864592,2.6790011938705227,4.894154099600551,1.8029361941528654,Iris-virginica
+119,5.271676376750024,3.6443326372727936,1.4663353179883405,0.2001525399124,Iris-setosa
diff --git a/iris/tab_ddpm/4/2/test.csv b/iris/tab_ddpm/4/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/2/train.csv b/iris/tab_ddpm/4/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/2/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
+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
+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/4/2/val.csv b/iris/tab_ddpm/4/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/20/synth.csv b/iris/tab_ddpm/4/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ccd2ac61dd3bb1fd9d8789eca9553409fee57a40
--- /dev/null
+++ b/iris/tab_ddpm/4/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.906552011475806,3.2061752375155073,4.784103148838656,1.8238583194422273,Iris-versicolor
+1,5.4762379515265645,3.0,4.481385267837047,1.487410243062129,Iris-versicolor
+2,6.517477572730865,3.2306890050931276,5.255353911749235,2.018410322490519,Iris-virginica
+3,6.64537215150758,3.0410110355846545,5.8482543777249045,2.226349662761899,Iris-virginica
+4,5.756655478895031,2.832498483532969,4.476323410437546,1.3151915361928799,Iris-versicolor
+5,7.610101447851245,3.0,6.591000454627551,2.1252531774412726,Iris-virginica
+6,5.656986761293719,3.0,4.210056316138531,1.260960362606384,Iris-versicolor
+7,6.630802415991789,3.3322657749371127,5.642173254429634,2.5,Iris-virginica
+8,5.691503346727301,3.0,4.216930378426548,1.2419215703430433,Iris-versicolor
+9,5.0930501130915795,3.3177550859152762,1.7230870845524309,0.514700132758729,Iris-setosa
+10,6.677444239653787,3.281531984311485,5.65587767988377,2.1006216724764095,Iris-virginica
+11,6.544837394953185,3.2404233913848675,5.277094090753324,1.9972249539365117,Iris-virginica
+12,4.951991199418648,2.000000803954755,3.381995362792309,1.065666548761859,Iris-versicolor
+13,5.616846502523261,3.0,4.4832122433175385,1.5202426697001143,Iris-versicolor
+14,5.905284815879537,3.0,5.15902600356015,1.802620294573815,Iris-virginica
+15,4.490689579747835,2.308855287253089,1.3071533165073816,0.29674685022828595,Iris-setosa
+16,6.299745603415852,2.471261224417059,4.939619533544621,1.8860512391740871,Iris-virginica
+17,5.876817585765358,3.234133985565401,4.797268238549773,1.811136193141611,Iris-versicolor
+18,6.644764926065124,3.3199359707479004,5.681127117315183,2.4999995446212475,Iris-virginica
+19,6.183317796037043,3.3913177425101075,5.427364384651391,2.302518337192627,Iris-virginica
+20,5.632459614834799,2.5123202416871937,3.9721079702769426,1.1250737257222143,Iris-versicolor
+21,5.436349838137093,3.9427714305394734,1.2721751327856068,0.4687679128058155,Iris-setosa
+22,6.02920802511532,2.2083285413562272,4.013766604325453,0.9714478039136243,Iris-versicolor
+23,4.8904379599689225,3.063918052906843,1.4682090064653281,0.1000000910764536,Iris-setosa
+24,5.1401541944503295,2.408383901261905,3.6864534366637587,0.966527241352158,Iris-versicolor
+25,6.799935457415533,2.8039254566252754,4.789789868217108,1.4060921531171406,Iris-versicolor
+26,6.489524049418847,3.0,5.7883749367068535,2.23312905351738,Iris-virginica
+27,5.07009356707198,3.5052355963001283,1.386680241307706,0.19872638152279581,Iris-setosa
+28,5.162420084469042,3.4408223593060434,1.4010363698282229,0.2027553010084518,Iris-setosa
+29,5.888592638058728,3.0,5.116055027312522,1.8079893970928982,Iris-virginica
+30,4.963950903662534,2.000000459679051,3.3816933886861804,0.9136764605035244,Iris-versicolor
+31,6.285914550650876,2.6914555723842595,4.863707834566017,1.8020766295126058,Iris-virginica
+32,6.1955463080972955,2.190795827646277,4.505571338944214,1.502247036026534,Iris-versicolor
+33,6.4903830146177235,3.319286911286544,5.357506833449722,2.1004037628637953,Iris-virginica
+34,7.605168839895776,3.0,6.5537726909518845,2.109544717485318,Iris-virginica
+35,5.159137454763555,3.74123626021529,1.4889498701100181,0.366983872795375,Iris-setosa
+36,5.435082657499279,4.199999259439149,1.3001212315972026,0.2035283659774211,Iris-setosa
+37,7.688094443305962,2.543833125051986,6.8999984192659145,2.325437058389417,Iris-virginica
+38,6.062171027226238,3.0,5.070652068922574,1.7752066346688657,Iris-virginica
+39,6.204220424791109,3.4023030992742402,5.372054700136252,2.3035361205199862,Iris-virginica
+40,6.643643189243875,3.309677434477192,5.735868961586371,2.5,Iris-virginica
+41,5.730171763383287,2.571078634974746,3.979288924978503,1.0384594867234707,Iris-versicolor
+42,6.13215125060324,3.0187460908725985,4.614953547554458,1.4451890128276657,Iris-versicolor
+43,5.960730494847963,3.371840054830155,4.46536970374027,1.5582989997523298,Iris-versicolor
+44,6.81813274763457,2.798643028383821,4.733058371297304,1.4139949814882962,Iris-versicolor
+45,5.895355476716869,3.2412581038751327,4.798921788799961,1.8109827616853686,Iris-versicolor
+46,4.975650693367132,3.646323163242551,1.394925443222868,0.20301088896204023,Iris-setosa
+47,5.803179874860173,2.6477175735679377,5.0569232996855416,1.9082678919500067,Iris-virginica
+48,4.588180453873651,3.256049879899708,1.4128139687904357,0.19790179153283638,Iris-setosa
+49,5.20977642549937,3.338205836151452,1.568445852704181,0.47294265869864116,Iris-setosa
+50,5.905853694490682,3.0,5.164001344296468,1.805731699442294,Iris-virginica
+51,7.696617923264024,2.579676799775938,6.9,2.311814979088948,Iris-virginica
+52,6.2196036094596305,3.390680473432576,5.398333098447303,2.3023289790786623,Iris-virginica
+53,5.893743321121219,3.2145024397107353,4.788412690527821,1.8109879080661002,Iris-versicolor
+54,5.770293157278492,2.668531140564241,5.088144635263573,1.9168535665536628,Iris-virginica
+55,4.761720909644345,3.4049816252896994,1.7370054292511197,0.19780753307972976,Iris-setosa
+56,5.800343485844566,2.672913432868217,5.081162656875342,1.9226918279593033,Iris-virginica
+57,5.430569047336921,3.3990327254859327,1.576977576598205,0.20139118460456376,Iris-setosa
+58,7.648788769317698,3.0,6.572711864690015,2.0574063580323227,Iris-virginica
+59,6.820189736275936,3.212167584054414,5.916464934705599,2.305181510562628,Iris-virginica
+60,6.598494912462524,3.0,4.405944025108571,1.3914068652108895,Iris-versicolor
+61,6.59415026168026,3.3194324586834143,5.66878940455993,2.5,Iris-virginica
+62,5.064079116980282,3.332108475157065,1.647711947317714,0.4634742937431564,Iris-setosa
+63,5.902413177121254,3.2263619947010587,4.811010206397931,1.8113788262478758,Iris-versicolor
+64,6.4363612341166085,2.9845943086582483,5.513295022661305,1.8008498533403117,Iris-virginica
+65,6.2742841884527545,2.8912575410409684,5.568101271367712,1.7919776668096845,Iris-virginica
+66,7.325728367153708,3.0,6.1771379086983815,2.083179374087816,Iris-virginica
+67,6.846916259779602,3.052288321699641,5.311890728204506,2.2717875230863256,Iris-virginica
+68,4.794405607938433,3.3732651982641437,1.5702837146188302,0.1992764921979125,Iris-setosa
+69,4.950966526306133,2.0,3.4928908032833066,1.0073101141254734,Iris-versicolor
+70,7.701562720605453,2.7745682167134387,6.710784580441286,2.0038900701305393,Iris-virginica
+71,5.7144696944056586,3.0,4.2334031501497815,1.193216982383952,Iris-versicolor
+72,4.889135753686301,3.1127249773441497,1.4701930144414055,0.1,Iris-setosa
+73,5.011116898706999,2.0000007975894842,3.602393523713662,0.9109112242653135,Iris-versicolor
+74,5.095802988574227,3.2777884278074727,1.6703835692664661,0.4211526959165707,Iris-setosa
+75,6.238144907978184,2.910113057012221,5.6021703947761585,1.8088009126456415,Iris-virginica
+76,7.650883777684265,2.9587589923668913,6.640433649757023,2.075869634837451,Iris-virginica
+77,4.733691972684173,3.0,1.3009481251029553,0.1,Iris-setosa
+78,5.487010715690808,3.0,4.471985020165047,1.5015479416560518,Iris-versicolor
+79,7.142975957942773,3.0,5.890266774246875,2.1413205402302316,Iris-virginica
+80,6.68756928136773,3.0992446890792595,4.6739729644835375,1.4898930906499483,Iris-versicolor
+81,4.960327694473029,2.000000673786241,3.284048419286669,0.9952580116939813,Iris-versicolor
+82,6.3035116746063355,2.4899562245377904,4.968491707947109,1.9150797631427363,Iris-virginica
+83,5.706089793517888,3.7933077017176196,1.5684046107929233,0.3272835001033588,Iris-setosa
+84,6.117337192075428,2.790162518021163,4.707782446143735,1.191906082627132,Iris-versicolor
+85,7.671826733252358,2.7982894934891442,6.651147239989638,1.9826823509460307,Iris-virginica
+86,4.891089115632708,3.0799832409462944,1.4792880489622007,0.10000009899104502,Iris-setosa
+87,5.6211886881448185,3.0,4.153003037336024,1.2864282689101696,Iris-versicolor
+88,4.896114491608604,2.406477442822897,3.5114667846921592,0.9840629459738883,Iris-versicolor
+89,5.802444289439363,2.7780633103551016,4.181060782335318,1.081555812524907,Iris-versicolor
+90,4.606216140586856,3.602685364272955,1.0000003963833013,0.20628783498682196,Iris-setosa
+91,5.450327011933334,3.4181944002025557,1.7275072441512656,0.19472685396578715,Iris-setosa
+92,6.568950144932381,3.235415437314354,5.680113934153916,2.5,Iris-virginica
+93,6.997654107515623,3.0,5.84541889982443,2.018695857341489,Iris-virginica
+94,7.0584058728597805,3.1212607477975394,5.3096612110661825,2.3037954367781204,Iris-virginica
+95,6.891397830361472,3.1041985051879597,5.132912381205706,2.300199431638553,Iris-virginica
+96,4.844809485488882,3.4000255253729423,1.544701023888279,0.20268593899452264,Iris-setosa
+97,5.887127780147351,3.2075795722905354,4.79731432168239,1.8166750165934573,Iris-versicolor
+98,5.878336322138107,2.699282465984938,4.1903982384405465,1.0453900949884627,Iris-versicolor
+99,5.881838081681362,3.175181316936196,4.762818552623527,1.793222602985442,Iris-versicolor
+100,5.617086983876047,3.0,4.200869119957746,1.29920040502552,Iris-versicolor
+101,5.0903787378769705,3.6406994658822924,1.510174662226403,0.4300265509541714,Iris-setosa
+102,5.825764970045906,2.785266711045944,5.108386188936471,2.348785721551932,Iris-virginica
+103,6.371725457751251,2.9070028492066613,5.552517935070418,1.808985915088067,Iris-virginica
+104,5.044616735615364,3.3552049685963117,1.7492895363570322,0.44141875658786944,Iris-setosa
+105,6.703583091681908,2.4479525653392233,5.762912797868758,1.7989347164233649,Iris-virginica
+106,4.955148507449759,2.0000005962110325,3.5243913734843955,1.0091112043328088,Iris-versicolor
+107,6.719093441977709,2.522543180454921,5.752482116231013,1.8088534577527768,Iris-virginica
+108,5.869432779841948,3.0,5.08651474390156,1.807244106990561,Iris-virginica
+109,5.306821763046124,2.328147255979568,3.5074808334565897,0.7930093387160652,Iris-versicolor
+110,5.913629967042608,3.221573120097804,4.807844351661923,1.8213381579250152,Iris-versicolor
+111,5.706852748120866,2.8737577091775757,4.176152054983078,1.289651230044196,Iris-versicolor
+112,5.4886363597113315,2.5955185155014737,4.384377261800859,1.1911789732740048,Iris-versicolor
+113,5.684040164538416,2.8922898147565608,4.228313067274105,1.2902679523385636,Iris-versicolor
+114,5.980461249505928,2.9052852314004673,4.448175975170487,1.4649457598234463,Iris-versicolor
+115,5.960873989835453,3.418520840605416,4.5035685691818035,1.5626689100481037,Iris-versicolor
+116,5.481726652552147,2.3600714699028993,3.686957027443426,0.9356091184981175,Iris-versicolor
+117,5.448308826875193,3.8982263467935043,1.3056809559763183,0.4295322224781937,Iris-setosa
+118,5.978876288825253,2.853047719018111,4.553089621054626,1.3571905925945655,Iris-versicolor
+119,5.692220337705571,3.0,4.226819212410994,1.228943973592023,Iris-versicolor
diff --git a/iris/tab_ddpm/4/20/test.csv b/iris/tab_ddpm/4/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/20/train.csv b/iris/tab_ddpm/4/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/20/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
+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
+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/4/20/val.csv b/iris/tab_ddpm/4/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/21/synth.csv b/iris/tab_ddpm/4/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5aa44eaf0d7b370b96c1f71d01ba3b0b8b890f55
--- /dev/null
+++ b/iris/tab_ddpm/4/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.217978644834163,2.9216555888819866,5.337169958047982,1.8252770646550003,Iris-virginica
+1,5.7407275473271815,3.8413998861551537,1.5400120824752956,0.3233964706792519,Iris-setosa
+2,6.711675066121229,3.0,4.9361686048541085,1.6778530332152402,Iris-versicolor
+3,4.4,3.190919713345746,1.3099058277481266,0.2008877057780107,Iris-setosa
+4,7.6958468785461935,2.790421370405065,6.701940108993914,2.031140236280244,Iris-virginica
+5,7.43011734118067,3.0,6.376960421569847,2.043603059174484,Iris-virginica
+6,4.806451336291794,3.3825937447969574,1.7072106026915894,0.2010117314606521,Iris-setosa
+7,6.183192009517274,2.1868951872532403,4.5097573262543325,1.5209568224844185,Iris-versicolor
+8,5.201815905820294,3.4187738606966205,1.372283531415358,0.19861884225994025,Iris-setosa
+9,5.022073229201606,3.388357072754542,1.7510612031822692,0.4276260267081217,Iris-setosa
+10,6.344629324536882,2.893724619518416,4.312252965730766,1.2943816065874278,Iris-versicolor
+11,6.083901286809998,3.0,4.5663379469482805,1.3734475319472061,Iris-versicolor
+12,6.776034335423046,3.242317137382118,5.845216124434967,2.2901538195598383,Iris-virginica
+13,5.896739078486879,3.0,5.1574781410932475,1.7916732610376152,Iris-virginica
+14,6.435673228019925,2.900094877111855,4.296663953735306,1.2995634574362602,Iris-versicolor
+15,7.119742498291704,3.0,5.918034642771433,2.0845503092427626,Iris-virginica
+16,5.4260800422137905,3.450097013271174,1.549319542699745,0.20094364164239542,Iris-setosa
+17,4.900335876570655,2.376379009294717,3.472872296921998,0.9436250377033735,Iris-versicolor
+18,4.752808912253186,3.0,1.352896320730641,0.1,Iris-setosa
+19,7.448444884293979,3.0,6.42249352139822,2.1030012878241693,Iris-virginica
+20,4.878986922699861,3.096250805879492,1.4981410453968693,0.1000001198650927,Iris-setosa
+21,6.173969730061096,3.3848574865332686,5.388479340676507,2.2810372829336125,Iris-virginica
+22,4.942919764553481,2.0000007716292614,3.560436473069488,1.0511348101920717,Iris-versicolor
+23,4.612193694548688,3.1601688704167126,1.3901244672575097,0.20219249748739238,Iris-setosa
+24,5.47879071550272,4.2,1.330525101415389,0.20558487066016964,Iris-setosa
+25,5.204300915304527,3.73939449194532,1.522349688833875,0.4843407454248423,Iris-setosa
+26,4.892138126169318,3.1361012492313036,1.475281775869064,0.1,Iris-setosa
+27,5.784075101354947,2.667342220577833,5.0634432001941905,1.876612621202944,Iris-virginica
+28,6.239295160516793,3.3988818924533697,5.45207364437669,2.295327588745726,Iris-virginica
+29,5.869060676101988,3.2240611120575506,4.752123507053365,1.8087375989984689,Iris-versicolor
+30,4.400000543000886,3.209030906342736,1.2840192053757853,0.1981316408814787,Iris-setosa
+31,5.323022107684217,3.0,4.49074042089714,1.5076450810664188,Iris-versicolor
+32,6.183108339195951,3.4030156172982475,5.358627132516265,2.3082454607722553,Iris-virginica
+33,4.776010085328882,3.3958706599715356,2.0414527875886495,0.18616802640566418,Iris-setosa
+34,5.015595606134872,3.4058530651524266,1.662272613177315,0.34995212270424597,Iris-setosa
+35,5.182068734940548,3.410467234492175,1.3790006966761406,0.1983332063585171,Iris-setosa
+36,4.966911937030451,2.0,3.4195711992112585,0.8560506519922697,Iris-versicolor
+37,5.772572748192032,2.653014656193339,5.058953991016916,1.9318548353473475,Iris-virginica
+38,5.363136874646933,3.726892724699774,1.5007626535818093,0.20610941370193867,Iris-setosa
+39,6.744747700855806,3.2803415422654973,5.75308595736754,2.1629061354167964,Iris-virginica
+40,4.871854538072422,3.058448692592772,1.4704365876224528,0.10000011077922694,Iris-setosa
+41,6.389476386240389,2.8915305914655325,4.306829223710971,1.288408448721982,Iris-versicolor
+42,5.535018038135681,3.8667582791995185,1.4325712830216013,0.35251410225652036,Iris-setosa
+43,5.533365683987151,2.590300709218757,4.374688169180328,1.198649718926881,Iris-versicolor
+44,5.788924209826589,2.7856636398330235,5.131069818469813,2.3932080249860395,Iris-virginica
+45,6.433261162520587,2.9002736748472264,4.29106212917907,1.3157066148424643,Iris-versicolor
+46,5.495217583328888,2.3788331425095137,3.7092613035657243,0.9540763471237401,Iris-versicolor
+47,5.2573132366830695,3.6578396381138454,1.4786652628195105,0.20126413917853214,Iris-setosa
+48,7.692825251744946,2.8113069032656015,6.6809566331852315,2.032200678943948,Iris-virginica
+49,5.766467804871396,2.7894882641069683,5.085597697149923,2.4121651369282855,Iris-virginica
+50,4.845866043494856,3.0,1.4048546857009336,0.20113238965379088,Iris-setosa
+51,5.622610442962422,2.975402205018344,4.438138850724031,1.3944868325752087,Iris-versicolor
+52,4.9208420630722545,2.000000706705669,3.382887808343405,0.9645377196310556,Iris-versicolor
+53,6.266644795218912,3.326334852029525,4.641720208486244,1.5742026414497428,Iris-versicolor
+54,4.600641649680856,3.52996308749306,1.0000004658240191,0.20133191608284642,Iris-setosa
+55,7.629360383436223,3.0,6.609035204699647,2.059698917254549,Iris-virginica
+56,4.9078254979288864,2.365319681126777,3.438447697588573,0.9892567342501621,Iris-versicolor
+57,4.497466492825903,2.28717024687064,1.3307376868582272,0.3649839216643563,Iris-setosa
+58,4.473762914380334,2.349136906120137,1.315671558995816,0.29669154890177346,Iris-setosa
+59,5.155308475311398,3.7766800641246743,1.457177824038302,0.4431346767719633,Iris-setosa
+60,5.772579947270622,2.8022077083722787,5.098709599733089,2.4121182497522837,Iris-virginica
+61,4.897532878233233,3.0,1.4118075466360267,0.2027072067097186,Iris-setosa
+62,5.396504122051239,2.583063146543921,4.377263807356544,1.171254975879036,Iris-versicolor
+63,6.297326039567482,2.6168858545605955,4.840049091258349,1.8146179571063277,Iris-virginica
+64,5.063567743739284,3.355832245443058,1.5879517329887793,0.4960450162074689,Iris-setosa
+65,5.554032173739024,2.4066972659441603,3.74215587151651,1.0435654161416006,Iris-versicolor
+66,6.9213289807025085,3.0995542954178097,5.136573803895407,2.3091051427095395,Iris-virginica
+67,4.967057942520213,2.0000011537532427,3.463699879063679,0.9612721494050827,Iris-versicolor
+68,5.896182904491011,3.2190796550577616,4.7960520966496825,1.8222821068766402,Iris-versicolor
+69,5.116057890167401,3.4903113776710644,1.4108599114557667,0.19885259445476555,Iris-setosa
+70,5.081796160475173,3.5330866460789276,1.401046143120117,0.20502358250395042,Iris-setosa
+71,4.798060755493199,3.4070314441989398,2.239874525315559,0.1993724888427455,Iris-setosa
+72,6.785489786825239,2.7969323699056514,4.781153081581056,1.424068506379498,Iris-versicolor
+73,6.286738651778621,3.2739285386198405,5.251408667723928,2.1333988181759365,Iris-virginica
+74,6.004620837670629,3.3937695811764224,4.523294254271271,1.6177922767113233,Iris-versicolor
+75,5.979265200379529,3.3846756320984386,4.529065769063727,1.6147547789269072,Iris-versicolor
+76,6.623642330823019,3.300815272680808,5.701036004089988,2.4999995147065732,Iris-virginica
+77,7.172603835311089,3.089961203019425,5.990019437288876,2.215560400556981,Iris-virginica
+78,7.276026249627682,2.922849578798837,6.146868252958357,1.8067741088783285,Iris-virginica
+79,6.7520162892956535,3.2411710135930067,5.451390431420756,2.243231702557993,Iris-virginica
+80,7.579698421930233,3.0,6.549510663814389,2.0913521792498595,Iris-virginica
+81,5.781510043407665,2.78708668378794,5.076740868208188,2.413859248980162,Iris-virginica
+82,6.902080485439103,3.1108193317424786,5.087392130225155,2.285089881189488,Iris-virginica
+83,7.899998957242214,3.8116312933519607,6.419666150402634,2.0323470376877024,Iris-virginica
+84,6.398567444336795,2.892587777971496,4.268174795478657,1.3072502653248828,Iris-versicolor
+85,5.789891967322042,2.7667777030626284,5.074397825205933,2.399511704086834,Iris-virginica
+86,5.633372569440322,3.0,4.206897010142587,1.2890899480196973,Iris-versicolor
+87,5.9700867598884475,2.209951707554918,3.9694407263932856,0.9481064982357148,Iris-versicolor
+88,5.585941161368177,2.460201108495127,3.8367936463221373,1.064482526461713,Iris-versicolor
+89,6.777553105907815,3.0693176428599886,5.732395078765198,2.210968253414904,Iris-virginica
+90,6.392907293150373,2.8868099742332234,4.311320882623942,1.2887717606393447,Iris-versicolor
+91,5.12339564014969,3.307790773104764,1.696698710853484,0.48840914035934213,Iris-setosa
+92,5.996716006717338,2.880697553803611,4.505585411696675,1.4655765156614171,Iris-versicolor
+93,4.894900070238015,3.149591040310689,1.48587048671717,0.1,Iris-setosa
+94,5.76994885964134,2.7005186886050554,4.112058348495853,1.0049121789432132,Iris-versicolor
+95,4.899426877757492,3.109017145263476,1.5076661580548636,0.10000011368079872,Iris-setosa
+96,5.028771166105398,3.4724016562605033,1.5475664615844607,0.3886973643164215,Iris-setosa
+97,6.747858193999179,3.1692862635309607,5.921248867825763,2.304676115260633,Iris-virginica
+98,5.927819367950251,2.1787694600056478,3.9624024130357514,0.9812824126373554,Iris-versicolor
+99,6.267859070834509,3.2581188051069376,4.693986011058426,1.5786516217608508,Iris-versicolor
+100,4.8019722292911,3.0,1.3789127261322727,0.2866269528169954,Iris-setosa
+101,6.699284218163313,2.4782957588811536,5.791526400125794,1.7993644775706994,Iris-virginica
+102,6.608756392122687,3.275750205807481,5.577066739207365,2.5,Iris-virginica
+103,6.214596494197363,3.4110238231425125,5.356011512614306,2.2947433254809546,Iris-virginica
+104,6.517922188997999,3.0,5.771531697656658,2.16777776727785,Iris-virginica
+105,6.317563104776246,2.7409783036731294,4.9364252991819795,1.7806814480537771,Iris-virginica
+106,7.350697821075974,3.0,6.289380744633584,2.0689921930487145,Iris-virginica
+107,5.434373803446679,4.2,1.3287288686483443,0.20343110680383814,Iris-setosa
+108,7.174022564800768,3.0,5.9870913620084885,2.057073855229773,Iris-virginica
+109,5.65672753897078,2.5241823002260566,4.099976916214118,1.143202012036934,Iris-versicolor
+110,6.720483893035033,3.0,4.985636590012375,1.6969634859599565,Iris-versicolor
+111,6.889609077591169,2.7872672174022823,4.826194494577499,1.3969836950943133,Iris-versicolor
+112,5.439379736768491,4.2,1.3423788292387835,0.21106045109458552,Iris-setosa
+113,5.803377128350158,2.6827206044911645,5.071966911747347,1.8901811982073835,Iris-virginica
+114,6.389538637416273,2.903666158035342,4.325210103919566,1.2892809669246377,Iris-versicolor
+115,5.379599907577292,3.407588250049119,1.5773800104731361,0.20188495105189594,Iris-setosa
+116,4.817656531704828,3.0,1.4057579489890812,0.29473298251968094,Iris-setosa
+117,5.38663891402929,3.4112013948553837,1.5018245292184313,0.46335762729019886,Iris-setosa
+118,4.782200273996149,3.4080649715665876,1.5619997646780057,0.20350164237090923,Iris-setosa
+119,5.170858316669649,3.4204612004448003,1.3969813836190963,0.19750238841688722,Iris-setosa
diff --git a/iris/tab_ddpm/4/21/test.csv b/iris/tab_ddpm/4/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/21/train.csv b/iris/tab_ddpm/4/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/21/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
+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
+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/4/21/val.csv b/iris/tab_ddpm/4/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/22/synth.csv b/iris/tab_ddpm/4/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c7358945de0f9ece657abb1ffebee816e6636b03
--- /dev/null
+++ b/iris/tab_ddpm/4/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.280665966163366,2.609897095072035,4.859305028647623,1.8090051702172358,Iris-virginica
+1,5.877364000139858,2.848109235180144,4.5269516467577295,1.3689646261264377,Iris-versicolor
+2,5.255286811614598,3.342692428394967,1.5521070691729018,0.5220119776139859,Iris-setosa
+3,5.862970095862615,3.211038897123019,4.836776994553001,1.8047760337521166,Iris-versicolor
+4,4.933240790126295,2.0000005428629217,3.123843119925312,0.9278476716440587,Iris-versicolor
+5,7.296380575622673,2.897146202736531,6.26002851557422,1.8013261744233906,Iris-virginica
+6,5.463235376393602,3.9104525450851937,1.3374293617605124,0.43632863707675096,Iris-setosa
+7,5.47310998689588,4.199999371006249,1.3550316085414726,0.21198659633466765,Iris-setosa
+8,6.431835947878198,2.8748053252319097,4.288372090179651,1.2723795788633558,Iris-versicolor
+9,6.650600357449966,3.29740256930025,5.695060693728559,2.095803985649252,Iris-virginica
+10,6.032545205361272,2.892325780159449,4.515759613131112,1.4644140009382867,Iris-versicolor
+11,5.921173493931192,3.273459562871529,4.712261435730175,1.7428705197711254,Iris-versicolor
+12,5.494333475639953,3.0,4.481434889446481,1.4893981105397296,Iris-versicolor
+13,6.307207968956762,2.894534753058834,5.6077391792182345,1.7928112157801015,Iris-virginica
+14,5.158467699982789,3.5036457140475243,1.3850163944039264,0.20516339488478508,Iris-setosa
+15,6.084614152851232,2.802984614919336,4.716487423639805,1.2174685948945707,Iris-versicolor
+16,4.861246603953076,3.069301868905961,1.466690897063518,0.10000009202182349,Iris-setosa
+17,6.704885281237442,3.1006837910780365,4.669406402327031,1.516618673484256,Iris-versicolor
+18,6.570758942919878,3.0,4.366599392609205,1.37655713295344,Iris-versicolor
+19,6.224853161001762,2.8346151892667137,4.3712898286802835,1.2458773043067548,Iris-versicolor
+20,6.556596402161684,3.0544148185726026,5.4171927399386055,1.9145798906048044,Iris-virginica
+21,5.54619838235081,2.967052108682568,4.480064493648702,1.421369564340764,Iris-versicolor
+22,7.566658619832521,3.0,6.545118782530976,2.1385632732415654,Iris-virginica
+23,6.647000980023707,3.2671528504297442,5.552367107298252,2.0630693682980037,Iris-virginica
+24,5.609472836702835,2.4371290094061995,3.90638571533247,1.0687372546437397,Iris-versicolor
+25,6.699182239474127,3.0706704281590236,4.749196054511075,1.496190166257397,Iris-versicolor
+26,7.528198721359019,2.936811747422331,6.494576564132742,2.0054733832670264,Iris-virginica
+27,4.768719701437213,3.0,1.3433498800329022,0.1000001448040189,Iris-setosa
+28,6.675067697647755,3.311557446124984,5.798408582428596,2.5,Iris-virginica
+29,4.582918765531891,3.2168548899619354,1.3786399716234672,0.2005496262813933,Iris-setosa
+30,6.668215009202717,3.1027201518794847,4.665834093566593,1.5132271093252019,Iris-versicolor
+31,5.564283801273611,3.0,4.504966843417377,1.5282966282696695,Iris-versicolor
+32,6.786293140840374,2.802378626680259,4.806879540470815,1.4272620514271896,Iris-versicolor
+33,5.009989148160035,3.0,1.6106847468552505,0.2001454746391008,Iris-setosa
+34,6.738043711232209,3.273992081460027,5.743320981450305,2.132095978310395,Iris-virginica
+35,5.664117910888875,3.0,4.213974234507508,1.2038560061842896,Iris-versicolor
+36,4.944529052058244,2.00000052807527,3.1336781235250983,1.0667910797977191,Iris-versicolor
+37,7.524985631831204,3.0,6.448238285506241,2.0974207003087457,Iris-virginica
+38,6.934168867094713,3.09824706215365,5.088944961264699,2.298871656033203,Iris-virginica
+39,4.802076153914834,3.4033129434180096,1.568120233449402,0.20030532613694302,Iris-setosa
+40,5.810090779393442,2.685949941664097,4.154248033364568,1.0042786213703683,Iris-versicolor
+41,5.540348826233384,3.0,4.498844299345351,1.4916122562407557,Iris-versicolor
+42,6.329364922056321,3.2751293123719307,4.713148042066146,1.6096664956240672,Iris-versicolor
+43,6.131095167470482,2.930073451517123,4.481842079826804,1.3766986433341204,Iris-versicolor
+44,6.103459992733523,2.8006162248797195,4.684609722654947,1.1882155310634648,Iris-versicolor
+45,5.525019461147024,3.0,4.479597372699643,1.497671635373358,Iris-versicolor
+46,5.135990665140542,3.479164732895442,1.4052860357447905,0.2010042907660403,Iris-setosa
+47,5.980231794384192,2.2080573276822935,4.036807184415112,0.956739007390067,Iris-versicolor
+48,6.869066723950173,2.8042616696178415,4.802014832262695,1.4121348596132512,Iris-versicolor
+49,6.290725613259231,2.915919190714501,5.525228866387632,1.781818301955869,Iris-virginica
+50,5.894109207467518,3.207438640795696,4.7985670874572195,1.806943174511793,Iris-versicolor
+51,6.169741156140882,3.391068196501002,5.495567119234678,2.2967400088316436,Iris-virginica
+52,5.752629401961634,2.634337819856859,5.082660486155037,1.8938986295462417,Iris-virginica
+53,4.953398393516856,3.4141645093829296,2.0181640782250243,0.2949014846476643,Iris-setosa
+54,4.621725961509117,3.1923749185551396,1.3801450814629412,0.19730895891131117,Iris-setosa
+55,5.805869151772963,2.6534606367602147,5.054186370123664,1.9108559651168768,Iris-virginica
+56,6.194976645771888,3.393079241635634,5.394586799616411,2.296627895390385,Iris-virginica
+57,4.599103645696012,3.6060360403409266,1.0000005069062305,0.19738087831697632,Iris-setosa
+58,6.429382324870003,2.8935982674104612,4.306310751739144,1.3001222389393243,Iris-versicolor
+59,6.58875589517926,3.3672027128320416,5.579693558207341,2.5,Iris-virginica
+60,6.301262683953404,2.670269830846639,4.873981829316881,1.8029317763296266,Iris-virginica
+61,5.635891509410314,3.0,4.226659034412185,1.3226266916434213,Iris-versicolor
+62,5.041154426028265,3.577937251996024,1.3807797147442693,0.20086198737617453,Iris-setosa
+63,7.681668022966573,2.571605341598245,6.899998827807772,2.307599090653823,Iris-virginica
+64,6.231062591315856,3.324760210357959,4.632405368646004,1.5809033643603894,Iris-versicolor
+65,6.271680169859537,2.4325744470126747,4.943483136313626,1.9021888048506166,Iris-virginica
+66,6.668094548554318,2.458826925177844,5.72873924711854,1.7820674165999995,Iris-virginica
+67,5.930013778366582,2.880324228964513,4.509567396026638,1.460308389616082,Iris-versicolor
+68,5.199656170895142,3.5218106126392175,1.4446685158403494,0.20428970978501415,Iris-setosa
+69,5.713543799111884,3.829926086703784,1.641738578403563,0.3192975011990798,Iris-setosa
+70,6.053354084010151,2.8044163996800457,4.7169764547078,1.1919159949819609,Iris-versicolor
+71,4.502332138928907,2.353248248042005,1.31572178334801,0.29853315883887455,Iris-setosa
+72,5.771696736541013,2.795909692834171,5.220358619257918,2.3963533461314523,Iris-virginica
+73,4.487565744441464,2.350833499619039,1.2902894383114392,0.2951772992082059,Iris-setosa
+74,4.952417380409101,2.0000005637963096,3.381579664172922,0.9665466338884969,Iris-versicolor
+75,4.804092933493049,3.0,1.4021542071600817,0.10000009725104719,Iris-setosa
+76,6.6973161258044,3.0,4.9783435445639395,1.692793788625808,Iris-versicolor
+77,7.213013120274873,3.040489441324145,6.183298883487538,2.1980364511816246,Iris-virginica
+78,5.356473569481758,3.3990832804245246,1.7144468542879445,0.20549023051927628,Iris-setosa
+79,4.4,3.1860644842831722,1.2717233520466533,0.19687422257299064,Iris-setosa
+80,5.0265609780689315,3.601982676140022,1.3992918417221167,0.20065691816238893,Iris-setosa
+81,5.665530978532243,2.9543926955248865,4.259838495446558,1.3190168377841338,Iris-versicolor
+82,6.774913676085456,3.206252774982367,5.847673608191976,2.29465225698962,Iris-virginica
+83,4.5873756484398305,3.2036029556391656,1.4066730256422564,0.19771589299346004,Iris-setosa
+84,6.873069051830846,2.786264696326773,4.800573088309597,1.3960216495856275,Iris-versicolor
+85,7.899998189968487,3.754974103193043,6.410364165589969,2.014698779308626,Iris-virginica
+86,5.886956191342183,2.6791667326796844,4.12955154808395,1.0059398746024644,Iris-versicolor
+87,6.9413680247896306,3.127636404653844,5.194463131170562,2.304674168270578,Iris-virginica
+88,6.717009387584781,2.4768235278992683,5.7609560467128595,1.8016114172458937,Iris-virginica
+89,5.657719446088607,3.0,4.214356868375023,1.2932575488538867,Iris-versicolor
+90,4.8079800898419,3.0,1.3581024405086695,0.10000009033642801,Iris-setosa
+91,6.703597233240793,3.12372604852092,4.688888133656146,1.505907283015603,Iris-versicolor
+92,5.9970242133998015,3.3596443286812465,4.5264169768925075,1.623537377275963,Iris-versicolor
+93,4.813123904905888,3.0,1.4009702382577316,0.34623067288589254,Iris-setosa
+94,6.267698666855128,2.789033744314448,4.974818851464841,1.8075255395704946,Iris-virginica
+95,6.363117023306756,2.85473159601986,4.29522227037617,1.2633625119516432,Iris-versicolor
+96,4.602956754552097,3.169192250213422,1.408133135107255,0.20041201692159463,Iris-setosa
+97,5.026445015594294,3.561998158563996,1.3864522005726014,0.2025945622885643,Iris-setosa
+98,4.961256200632381,2.000000540981727,3.4991257618398244,0.9710036016624433,Iris-versicolor
+99,6.150982555468048,3.0,4.601621407404871,1.4130232099676416,Iris-versicolor
+100,6.528317896601714,2.9309415170061373,4.337936845593479,1.3306525173311035,Iris-versicolor
+101,4.792339819120739,3.0,1.3899363398160018,0.1,Iris-setosa
+102,4.5984541747194205,3.5155398430098774,1.0000004942541099,0.20447092570214181,Iris-setosa
+103,5.609127710201382,3.0,4.227209384605955,1.3162793918365365,Iris-versicolor
+104,5.014002125963869,3.6268904132416773,1.3987500412609029,0.19734845233115417,Iris-setosa
+105,6.048370924134713,3.0,4.588349812406681,1.382110732391522,Iris-versicolor
+106,6.889947005415963,2.7847415367753676,4.791502877219611,1.404154809997866,Iris-versicolor
+107,6.685083947749776,2.4148090644690816,5.76186860323736,1.815864317669064,Iris-virginica
+108,5.59475053570709,3.0,4.207125101010052,1.2948281402354689,Iris-versicolor
+109,5.397382232120997,2.353382441059864,3.693262135063291,1.003315909927254,Iris-versicolor
+110,6.58550736559021,3.0,5.832901556866279,2.2426489342623137,Iris-virginica
+111,5.457912858276144,4.199999322426879,1.3165446093955326,0.2130607525331176,Iris-setosa
+112,7.135226007634892,3.0,5.960051545744511,2.1071084792136534,Iris-virginica
+113,6.646159803501844,3.0,4.568361818943518,1.4402397040838977,Iris-versicolor
+114,7.899997725924932,3.815025519852366,6.303648256568522,2.0745152209853672,Iris-virginica
+115,6.839435192637686,3.1785478081568304,5.8470349878973025,2.2971301236724893,Iris-virginica
+116,6.605239577184745,3.353232910446503,5.62033627996639,2.1121924269253163,Iris-virginica
+117,5.678826857893575,2.7972663577450065,4.512238536651588,1.2933544690397822,Iris-versicolor
+118,5.753234603226358,2.65726438789104,5.088957453172575,1.9052281030854212,Iris-virginica
+119,4.871015308605669,3.0642630270618345,1.467120043537756,0.10000010326860097,Iris-setosa
diff --git a/iris/tab_ddpm/4/22/test.csv b/iris/tab_ddpm/4/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/22/train.csv b/iris/tab_ddpm/4/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/22/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
+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
+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/4/22/val.csv b/iris/tab_ddpm/4/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/23/synth.csv b/iris/tab_ddpm/4/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..118efd570ef3ecd58f07e78e8539245cec86cb81
--- /dev/null
+++ b/iris/tab_ddpm/4/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.121470663177639,2.7983088204099276,4.679067923763903,1.2083508592195773,Iris-versicolor
+1,6.637871412620411,3.0,4.430950658425168,1.4325262679989308,Iris-versicolor
+2,6.00997838129122,3.404309245009239,4.494309666196447,1.6194457542713114,Iris-versicolor
+3,5.7286633337916415,2.8042327757398873,4.487791319679305,1.3095403907329624,Iris-versicolor
+4,7.6017742987548935,3.0,6.595920130080659,2.093451115759851,Iris-virginica
+5,4.994462581717328,2.0000012211616744,3.511244918095853,1.052825079505356,Iris-versicolor
+6,5.440046900765806,3.9273444168665437,1.287737752590359,0.4334420011133704,Iris-setosa
+7,6.192534319463676,3.3932325054604804,5.3707889001534515,2.2890255909019874,Iris-virginica
+8,5.904770253758533,2.547858045463805,5.087980856207718,1.9065910108989095,Iris-virginica
+9,5.4677475806521985,2.408146581796753,3.813017957069304,0.9834453526044946,Iris-versicolor
+10,5.347131537828191,3.364357212929498,1.5182518086292571,0.4553783176673968,Iris-setosa
+11,5.465995844637958,3.0,4.547150767983301,1.4840762849090379,Iris-versicolor
+12,4.983927175750572,2.0000005996880024,3.447084001721092,0.9778903634374205,Iris-versicolor
+13,5.123014834213299,3.500777134737163,1.4146006881977553,0.1983494696504951,Iris-setosa
+14,6.801840124522191,2.783869191917808,4.789381725081021,1.3969061046537965,Iris-versicolor
+15,7.708437521891063,2.8215964958926727,6.681936242851679,2.015406013300418,Iris-virginica
+16,6.6731826228497235,3.2963603465418747,5.684064423366241,2.090223046570558,Iris-virginica
+17,5.018986992120877,3.5853731105581215,1.3974102146156309,0.19851406973923624,Iris-setosa
+18,6.709847800205673,3.0,4.980292110584939,1.716493016138556,Iris-versicolor
+19,6.048614977025714,2.222010337561095,3.992132285836303,1.0201071588027344,Iris-versicolor
+20,6.834939040191858,2.799940445860407,4.781460125368794,1.4053468872579282,Iris-versicolor
+21,6.0137310938029405,2.8910250902536774,4.5059109273243845,1.4939052582331442,Iris-versicolor
+22,4.9888841350475115,3.0,1.5662034182759283,0.19847097572868788,Iris-setosa
+23,5.130290284351633,3.5345229538598586,1.3874887383147736,0.1936789543862617,Iris-setosa
+24,5.676129562267054,2.8766981645507563,4.1080179800367755,1.3000661051234355,Iris-versicolor
+25,6.669372264989851,3.2942790108344653,5.691862040145186,2.0981098368533626,Iris-virginica
+26,6.698891145471521,3.128889230811032,4.656836418176533,1.5006383265007432,Iris-versicolor
+27,4.959753299511309,2.0000008160978626,3.4424056412189,0.9362064529429315,Iris-versicolor
+28,6.47798961923121,2.9460731210491766,4.270643264303783,1.340415872922319,Iris-versicolor
+29,6.672524733436679,3.26532722390669,5.658309745382374,2.0721139738755086,Iris-virginica
+30,4.4,3.182425948908319,1.2939540299803953,0.20623300162952748,Iris-setosa
+31,5.119636024346852,3.4898953504857837,1.378807605907605,0.20202286234048683,Iris-setosa
+32,4.77006224758692,3.4050781601751505,1.9927347888546065,0.20300988123584487,Iris-setosa
+33,5.00508788497776,2.000001016633709,3.438126178902547,0.9238690567272605,Iris-versicolor
+34,6.665244038692123,3.302888807398884,5.629093922964117,2.5,Iris-virginica
+35,6.910050357968581,3.119535134979932,5.091206848662419,2.3141655750731687,Iris-virginica
+36,5.1160635161945835,3.7558795611394173,1.482473209601896,0.4108716735103493,Iris-setosa
+37,4.590205151858346,3.6118803949968563,1.0000005115149952,0.19790908728309176,Iris-setosa
+38,7.553863452300529,3.0,6.497027713969114,2.117734753466607,Iris-virginica
+39,4.869567047676503,3.0610858439267297,1.473494970940411,0.10000009699161004,Iris-setosa
+40,5.469598479388015,4.2,1.2943378941496042,0.2021915926380034,Iris-setosa
+41,6.089637994190753,2.8004979368611265,4.675139740016589,1.2093905389286632,Iris-versicolor
+42,5.399053345465708,3.902659078033434,1.3031038458017767,0.4458245911244101,Iris-setosa
+43,4.7970437650774205,3.4034362191404126,1.6554001980346638,0.20036358643126123,Iris-setosa
+44,4.9973215904086015,3.6026381896670197,1.401960548634915,0.20151125689365768,Iris-setosa
+45,5.898210582287163,3.0,5.149780726522903,1.789603308710365,Iris-virginica
+46,5.8783175527851155,3.2032940574361426,4.787941171795232,1.8121058026528492,Iris-versicolor
+47,5.903049654909294,2.798172993851176,4.222188876845747,1.118467773695067,Iris-versicolor
+48,4.492933801988508,2.3242651376136414,1.324098463374551,0.29933676368965056,Iris-setosa
+49,6.696288638439152,3.0826644441118796,4.6730348164402455,1.482454909097353,Iris-versicolor
+50,6.065091832800551,2.8767915786159213,4.427052570982329,1.394979699358935,Iris-versicolor
+51,6.221395600853513,3.392777574058436,5.390032237371986,2.3037681321440346,Iris-virginica
+52,6.281233869157502,2.5180799003891856,4.945044812091897,1.882930627411224,Iris-virginica
+53,4.481979090655902,2.2865727908481217,1.2978228216773045,0.29423187071123286,Iris-setosa
+54,6.687985962945641,2.4089090289503288,5.784220191496539,1.8053660578817823,Iris-virginica
+55,6.122355451087127,3.403677412978976,5.346815248237314,2.2909324475123385,Iris-virginica
+56,6.283925787833384,2.520565626660046,4.9693700931808555,1.8590105416807183,Iris-virginica
+57,4.593218334506847,3.205659077909112,1.3944861439148981,0.2031065786269193,Iris-setosa
+58,4.49304775224959,2.3207356430433883,1.3064721289350483,0.29006043889168853,Iris-setosa
+59,6.144103384633801,2.198603746889504,4.485448319105394,1.5072168308925857,Iris-versicolor
+60,5.975659613260542,3.0,5.0970913261878525,1.8100252280542444,Iris-virginica
+61,6.7218141430880465,3.0,4.983828248971302,1.7023269854051108,Iris-versicolor
+62,7.319077857318227,2.9181392177286627,6.160382280633833,1.7892094100105125,Iris-virginica
+63,6.684988569663506,2.471027890312783,5.672956630478874,1.803693972952055,Iris-virginica
+64,6.539362604827331,2.949354048927841,4.325336816092192,1.3732063790679157,Iris-versicolor
+65,6.294874484261743,2.6647388603721867,4.8572147932272,1.802459596428974,Iris-virginica
+66,5.517414971580672,2.3965023917394523,3.6883924901512803,1.0013687702663354,Iris-versicolor
+67,5.191307017226334,3.6749472536101675,1.464840226067584,0.20329129319770764,Iris-setosa
+68,7.568746067213318,3.0,6.545558213587139,2.1120727471579324,Iris-virginica
+69,5.0077329013785095,3.648440576183741,1.3917835970492816,0.20670061249885646,Iris-setosa
+70,7.741356888737069,2.7853516826666866,6.716842631904735,2.0154454840482394,Iris-virginica
+71,5.76451348865435,2.6687908684184993,5.08350146823781,1.918711407592287,Iris-virginica
+72,6.418708375782887,2.8864564280911087,4.315210676897092,1.3044216896384524,Iris-versicolor
+73,6.593218130039905,3.0,4.364193622876112,1.3807436777889837,Iris-versicolor
+74,4.879140935375191,2.331115752263218,3.389028962549623,1.0205389571528618,Iris-versicolor
+75,4.957004909651991,2.0000004766253627,3.473533791293432,1.0854680912803698,Iris-versicolor
+76,6.786493929852453,3.1927544966312675,5.911284902301198,2.3183655612739305,Iris-virginica
+77,4.802888843058269,3.0,1.3953044965233614,0.3202742557110612,Iris-setosa
+78,6.430499011367924,2.896041439927449,4.292968349414714,1.2956596615147644,Iris-versicolor
+79,5.538335995401425,3.0,4.518694958931594,1.4668772747788774,Iris-versicolor
+80,5.9025821483582215,3.2216505824987176,4.831899586648479,1.8062323939465725,Iris-versicolor
+81,5.782336966329545,2.6727838474029877,5.07087807920135,1.9161605858942248,Iris-virginica
+82,7.221523237046709,3.0,6.140861327029084,2.0261513910716293,Iris-virginica
+83,5.639807819364191,2.4325707598125423,3.9516021113136945,1.0941590899640514,Iris-versicolor
+84,5.897208070762111,3.3459138304668707,4.515131596293108,1.589990803647675,Iris-versicolor
+85,7.89999886777253,3.7821037104291917,6.292622197239171,2.0385294699815706,Iris-virginica
+86,4.590818214739763,3.1442666890288384,1.4053368317410029,0.19709684700376245,Iris-setosa
+87,4.793377617936903,3.399257292575905,1.5767950206181656,0.19889238911186288,Iris-setosa
+88,5.884223508817573,3.1934816970206152,4.8207151435011575,1.8094667421105246,Iris-versicolor
+89,7.604568188832435,3.0,6.590487845235032,2.1036208320679064,Iris-virginica
+90,6.096342111626085,2.9604211102799263,5.309053197344948,2.498318316634779,Iris-virginica
+91,6.608557718362908,3.0,5.753074362932253,2.095912418337144,Iris-virginica
+92,5.991110869126708,2.900671508513192,4.497778619285755,1.4915341805921345,Iris-versicolor
+93,6.254163235000144,2.45527166895311,4.9970131219063925,1.8969834483071444,Iris-virginica
+94,5.167698009123458,3.7589806324557853,1.479101582351078,0.5233457741011203,Iris-setosa
+95,4.587573575333171,3.1792231324052773,1.3940803818698755,0.19845648613543393,Iris-setosa
+96,6.394671762349524,2.8947582801141,4.30194831109928,1.28422264478905,Iris-versicolor
+97,6.03872172197979,2.828804796692485,4.618660851463909,1.3112791965917658,Iris-versicolor
+98,5.638005214127315,2.899988731219208,3.999116916521168,1.3044286106038552,Iris-versicolor
+99,6.311589156257171,2.659803328176879,4.879673617903469,1.7855093198323337,Iris-virginica
+100,6.682244433458171,3.316083523751429,5.646179052208911,2.0850519549863322,Iris-virginica
+101,7.134990668336575,3.0,5.789240218815525,2.169451244831039,Iris-virginica
+102,7.113292820592855,3.0,5.881374152710401,2.0782439436621067,Iris-virginica
+103,6.651518815282478,3.0,4.954008679534193,1.7037499927965265,Iris-versicolor
+104,5.434705663809978,3.9319950650964843,1.3026907084961188,0.41240399847679565,Iris-setosa
+105,6.675272996293064,3.293610006287894,5.664172590516497,2.0899582064679643,Iris-virginica
+106,6.700849624999181,3.377409391381042,5.661543194994908,2.5,Iris-virginica
+107,4.619554897970456,3.6389451647700275,1.0000005619650134,0.20441047277617438,Iris-setosa
+108,7.730612206448773,2.78610160232692,6.703231097918194,2.0072686607758627,Iris-virginica
+109,6.308341603656522,2.6238466031956205,4.861051320533383,1.8031671340197006,Iris-virginica
+110,4.817614087493923,3.410308985334479,1.5763791250313937,0.20615590595853325,Iris-setosa
+111,5.918228146386989,3.219185553735948,4.806587720583417,1.807325374680999,Iris-versicolor
+112,5.19337010272725,3.4480704490851637,1.4026434993627703,0.20299561531813823,Iris-setosa
+113,6.345578561114883,3.2708166861545154,4.724677953055234,1.596621708610564,Iris-versicolor
+114,6.866081510645513,3.1154875104778856,5.174148465839574,2.298612051371224,Iris-virginica
+115,5.310829380781498,3.404608478637064,1.5689543331071154,0.19929649988797382,Iris-setosa
+116,5.74216612537346,2.7877192295102007,5.019770291704611,2.4005706136155327,Iris-virginica
+117,5.723064603621876,3.776362626404056,1.6446576305744882,0.28972155642776104,Iris-setosa
+118,4.9386296971283015,2.000001529474441,3.477127722283758,1.0687514940274265,Iris-versicolor
+119,5.540266998412652,3.0,4.483199617184633,1.4818297488799375,Iris-versicolor
diff --git a/iris/tab_ddpm/4/23/test.csv b/iris/tab_ddpm/4/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/23/train.csv b/iris/tab_ddpm/4/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/23/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
+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
+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/4/23/val.csv b/iris/tab_ddpm/4/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/24/synth.csv b/iris/tab_ddpm/4/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bb0c95279890c27fa9a100351cd78bcdc2eaebb3
--- /dev/null
+++ b/iris/tab_ddpm/4/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.7854426421299605,3.4191493940892177,1.6728170050138869,0.20135628523895716,Iris-setosa
+1,4.960864142737741,2.000000980107456,3.5303606905657077,0.9503840411260629,Iris-versicolor
+2,6.811976799121187,3.0771095773381822,5.130330215104835,2.3011906068422823,Iris-virginica
+3,6.3059928352925825,2.4192205943639222,4.941970542951397,1.8788712801302847,Iris-virginica
+4,5.358796074937156,3.0,4.48404317935562,1.487550681482425,Iris-versicolor
+5,5.014392454053481,3.551160403351141,1.3938336086217171,0.20044777270880693,Iris-setosa
+6,6.287764565230221,2.4838937551692264,4.95107742401234,1.873055042091681,Iris-virginica
+7,7.899998623371583,3.8319252485278623,6.419527541189603,2.040788086883376,Iris-virginica
+8,6.825713649789526,2.8063115205084093,4.758642623649235,1.4023043743492973,Iris-versicolor
+9,5.9983968241490215,2.9192908935086113,4.408797240143087,1.3671751906142051,Iris-versicolor
+10,4.946423312518818,2.0000006391706173,3.331097859182169,0.9751192419321941,Iris-versicolor
+11,5.656833942395567,3.0,4.1981961611284975,1.2422751597538524,Iris-versicolor
+12,4.974609318515893,2.0000005129165923,3.6135004366545753,1.0124094272860396,Iris-versicolor
+13,5.745874204299653,3.0,4.225435991034782,1.2380537109094478,Iris-versicolor
+14,6.783006057827375,3.2254709820451866,5.9039932633175205,2.2893448347559024,Iris-virginica
+15,5.994289073282754,3.341857953762913,4.546002571021848,1.608786748149282,Iris-versicolor
+16,7.520225005762528,3.0,6.478068458670073,2.080766249389126,Iris-virginica
+17,5.779375945691515,2.6679370613141664,4.114273053104321,0.9688527341156381,Iris-versicolor
+18,5.3628168448397355,3.407331425434697,1.576235071324765,0.2038996544650895,Iris-setosa
+19,5.883107223852612,3.0,5.101269015066044,1.7932816568682848,Iris-virginica
+20,4.5899034535036485,3.621762554307981,1.0,0.19815326966792324,Iris-setosa
+21,5.771489394104942,2.7706416573237,5.073279637444984,2.4015790362403115,Iris-virginica
+22,6.308091006880943,3.3090096271087965,4.702111981539877,1.5984727072808331,Iris-versicolor
+23,4.783847087094084,3.0,1.4089675597842,0.3189161266656549,Iris-setosa
+24,5.472998933729832,2.377570893490425,3.6707267505165033,1.0149546007010999,Iris-versicolor
+25,5.12846127119417,3.4975203415506453,1.3995454847351274,0.19904301970735672,Iris-setosa
+26,4.756825670138237,3.0023610084169445,1.392481022286953,0.19988244951202425,Iris-setosa
+27,5.232012092615961,3.55465641553164,1.4647816689671858,0.19806573869493627,Iris-setosa
+28,7.70064519395784,2.593731917494489,6.899998822549065,2.277878047530205,Iris-virginica
+29,4.4,3.218223755712848,1.2904880189927783,0.2016918404373066,Iris-setosa
+30,4.949044389110578,2.0000016683649835,3.26166022486246,1.0163140327414428,Iris-versicolor
+31,4.891229188154074,3.083417436809118,1.4690701691416006,0.1,Iris-setosa
+32,6.611086983796111,3.0884116091746114,5.481078516229523,1.9501821259593621,Iris-virginica
+33,4.981296351980205,3.637911287873141,1.3778413140319996,0.2034551946312313,Iris-setosa
+34,6.693862929094244,3.318611463368204,5.761868913114371,2.5,Iris-virginica
+35,5.627002935881688,3.0,4.224849949132595,1.2731778179212085,Iris-versicolor
+36,5.818543640801932,2.672212528891391,4.085295018684874,0.9954221006528499,Iris-versicolor
+37,5.39085840216232,4.199999125395558,1.3050040055471035,0.2154967553895784,Iris-setosa
+38,6.6772414208316455,3.075349938847557,4.618567774244859,1.5299526288929555,Iris-versicolor
+39,4.962513020258084,2.0,3.509572999709058,1.079421406876531,Iris-versicolor
+40,7.236165346939789,3.0,6.035918631891759,2.08590152076688,Iris-virginica
+41,5.835506584607852,2.6917059521926823,5.067671844232422,1.9063866032866672,Iris-virginica
+42,6.28736493413292,2.6697063704475648,4.850449843209901,1.8110957201116726,Iris-virginica
+43,5.972410098263492,2.2207310894533863,3.9770370217327584,0.9489529490680255,Iris-versicolor
+44,4.991236798781665,2.0000006604866596,3.471640340551349,1.0535498769477751,Iris-versicolor
+45,6.616484995510038,3.0,4.477836881282406,1.4868932575142826,Iris-versicolor
+46,5.082596570470631,3.3206902653903323,1.8262021423693335,0.42562592461118487,Iris-setosa
+47,4.913147452821425,3.0,1.4021112305426944,0.20292930625574793,Iris-setosa
+48,6.315889158915131,2.898624545787607,5.592919466964148,1.7903146922132567,Iris-virginica
+49,6.6842651417747545,3.1053686298659935,4.685497833820918,1.4970821342327842,Iris-versicolor
+50,6.514947781286582,2.9628164827012813,4.390504044085116,1.3426617505368705,Iris-versicolor
+51,5.436904285357876,3.8522198771876224,1.3188319883384536,0.39909067145702604,Iris-setosa
+52,5.320190527866154,3.411306601042031,1.4639275725854706,0.34832223257467765,Iris-setosa
+53,6.949371781664309,3.1200819702509124,5.0754957880296105,2.3170007821559513,Iris-virginica
+54,5.873962039070982,3.191589625162409,4.7942766186999375,1.807943892549127,Iris-versicolor
+55,6.545259085291006,3.0,5.815069087547838,2.1870282255592315,Iris-virginica
+56,5.5511096680286025,2.4302386528925872,3.87841393688661,1.0313858533179427,Iris-versicolor
+57,5.868772188526939,2.892290541679723,4.390065188895364,1.275643487554117,Iris-versicolor
+58,5.795512369355592,2.687008915657111,5.060227277275905,1.9048485397764905,Iris-virginica
+59,5.888601220288038,3.2054043397971808,4.810924084824659,1.8117493107073102,Iris-versicolor
+60,4.600190529198025,3.5877150799709,1.0,0.20404708053706022,Iris-setosa
+61,6.656623471367608,3.1452539905907573,4.675912227931007,1.528246547872926,Iris-versicolor
+62,5.628472935761629,2.5014874626945836,3.915048873187223,1.0788113825211618,Iris-versicolor
+63,6.277462763485156,3.337270870008824,4.716928078488709,1.613784258861197,Iris-versicolor
+64,4.868096695553289,2.4240699891357678,3.314587426774607,1.0118339108487642,Iris-versicolor
+65,6.459232132234264,2.9185610980087304,4.31068803069918,1.3083427679149335,Iris-versicolor
+66,5.214633056501707,3.3476760053307806,1.5525799607211976,0.48782732387606104,Iris-setosa
+67,5.888019895130683,2.6788213097094236,4.1364220917851195,1.072297809242003,Iris-versicolor
+68,6.721498603971183,3.094851800722248,4.7151760997218375,1.5200126222283799,Iris-versicolor
+69,4.6064867134375405,3.198508862118655,1.405346579977065,0.19772082084678316,Iris-setosa
+70,4.964940336653353,2.0,3.5075688383997594,0.8471028678451997,Iris-versicolor
+71,5.036666859052111,3.3582541740192813,1.732850569252227,0.4553736453372683,Iris-setosa
+72,5.421706375603044,3.9062300525336098,1.2817357934788596,0.4764071345108352,Iris-setosa
+73,6.636455461080224,3.2818952358864486,5.546485045833724,2.5,Iris-virginica
+74,7.704753982553458,2.813296153808012,6.689087781595386,2.0048066882644533,Iris-virginica
+75,5.76174466661329,2.6637559707538614,5.080625882220797,1.9212677661099884,Iris-virginica
+76,6.352977143768438,3.2781944294390972,5.199569972866949,2.1066934616658037,Iris-virginica
+77,6.004285748294746,3.3947714934713122,4.510053130926797,1.6181561291426372,Iris-versicolor
+78,5.369572794488389,3.4024751082336615,1.5021120973945687,0.46186485478701944,Iris-setosa
+79,6.477473310222744,3.0,5.8065985946019145,2.202290646459454,Iris-virginica
+80,4.911957002470297,3.0,1.4112151167586537,0.1973016824495703,Iris-setosa
+81,6.83672953882615,3.2189518541504456,5.965560333714933,2.308423824887095,Iris-virginica
+82,4.986645240424698,3.4093923798074,1.6609458051660984,0.37970953259130524,Iris-setosa
+83,5.649112705848809,2.520374546030862,3.876118372526629,1.1214535191791595,Iris-versicolor
+84,5.7628343175933585,2.661168046137111,5.0714064415199855,1.9064169339829564,Iris-virginica
+85,5.983033589398943,2.1994641407478577,3.981813482466024,1.0289038125385614,Iris-versicolor
+86,4.771519066509865,3.4038602161366103,1.5645049028992113,0.19682080895131027,Iris-setosa
+87,4.913310779286356,2.396493119513907,3.5577239500125564,1.0004710406217938,Iris-versicolor
+88,5.540581929393771,3.0,4.371561945175019,1.4117543105040196,Iris-versicolor
+89,6.229024956949463,2.213467269029761,4.460554920356611,1.452850611714005,Iris-versicolor
+90,6.216778640437569,2.8245392550923234,4.697055252541778,1.210603492329282,Iris-versicolor
+91,5.425269166836417,3.883634743392107,1.3159201621262795,0.42064231077543285,Iris-setosa
+92,6.736700030939889,3.1993175523877735,5.431570164963193,2.126027414750893,Iris-virginica
+93,5.3771720956852835,3.3835650480947526,1.576910935692076,0.1986057958778313,Iris-setosa
+94,5.8872633885624515,3.0,5.129275937581364,1.7878372717493236,Iris-virginica
+95,4.970229098879964,2.0000007344684163,3.0686260792446074,1.0310629579051587,Iris-versicolor
+96,6.476488774475493,3.195590048536836,5.103838861729031,2.0194909364148246,Iris-virginica
+97,5.02471863326235,3.3679460931335696,1.5745835177022762,0.41138241013393617,Iris-setosa
+98,5.571432364609644,3.0,4.416544453668082,1.4169771446498,Iris-versicolor
+99,6.620462350839524,3.2739673803326856,5.526356362984578,2.5,Iris-virginica
+100,5.386304446096283,3.406369304313349,1.5588541119550763,0.25575210478596283,Iris-setosa
+101,7.668054313055179,2.8169342848277714,6.710037556644197,1.988564398916431,Iris-virginica
+102,4.780010216983797,3.3885336037742073,1.6052673802381792,0.1971294422415189,Iris-setosa
+103,6.278967807950872,2.409609007946188,4.957348159120117,1.8964295396272857,Iris-virginica
+104,6.678248565783575,3.3083832978523766,5.671953771225656,2.5,Iris-virginica
+105,6.477582906903957,2.9522139032095334,4.317047347997875,1.3255690112225567,Iris-versicolor
+106,5.769398706014618,2.7806780934617783,5.086336078597914,2.3993871316865603,Iris-virginica
+107,4.9542695047096625,2.0,3.488584553587824,0.9293984222761451,Iris-versicolor
+108,6.712753073902647,2.4810836030100076,5.743840533937029,1.8488145792659378,Iris-virginica
+109,4.817851129712522,3.4075867975711427,1.7503326686431722,0.20450393051831695,Iris-setosa
+110,5.77650677979119,2.660902217753066,4.077143562144538,0.9532987451643122,Iris-versicolor
+111,5.574085383764844,3.0,4.467101558348937,1.474911358345174,Iris-versicolor
+112,6.690577113139878,3.0,4.941031773078268,1.660354287382479,Iris-versicolor
+113,5.58930752287056,2.896091533962663,4.413006333963553,1.3647245925710114,Iris-versicolor
+114,4.4,3.1920207315914935,1.3463539472622483,0.20199514064862623,Iris-setosa
+115,4.950823972341384,2.0,3.4063101969690504,0.9188486251885881,Iris-versicolor
+116,5.98133045175103,3.4087510695616614,4.494420605737599,1.5918970097287228,Iris-versicolor
+117,4.4,3.1937843978552274,1.3319615809732843,0.20289622774928168,Iris-setosa
+118,5.6095643315415,2.888742927247157,3.7838445530196627,1.3011294798291988,Iris-versicolor
+119,5.789024731229794,2.812501690959648,4.4868717159309,1.2626249086564685,Iris-versicolor
diff --git a/iris/tab_ddpm/4/24/test.csv b/iris/tab_ddpm/4/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/24/train.csv b/iris/tab_ddpm/4/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/24/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
+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
+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/4/24/val.csv b/iris/tab_ddpm/4/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/25/synth.csv b/iris/tab_ddpm/4/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fc7f3101eea30aa850ab4fe36a39020306c72b25
--- /dev/null
+++ b/iris/tab_ddpm/4/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.401204184883422,3.406824096388881,1.6089203887379027,0.19225510744818533,Iris-setosa
+1,4.960066505273264,2.0,3.4622992670846764,1.0091981675151167,Iris-versicolor
+2,4.577163204245333,3.625562062136765,1.0,0.19633793773645813,Iris-setosa
+3,7.9,3.7864895456032492,6.358762496528743,2.031207885374103,Iris-virginica
+4,6.558480854970545,3.1367835931381207,5.376014188328067,1.9649375446408102,Iris-virginica
+5,6.650693148090298,3.0,4.492719016297266,1.4272836063076526,Iris-versicolor
+6,7.674485454568199,2.60569720463036,6.899998210132468,2.2989165864487404,Iris-virginica
+7,4.992034597403101,3.0,1.517156046700164,0.20003353889200096,Iris-setosa
+8,5.1251244785309185,3.7742470219104947,1.5053672411638255,0.4532968837111297,Iris-setosa
+9,5.772860262014433,2.782900004784127,5.074355267161332,2.406342628693751,Iris-virginica
+10,5.1155272852866265,3.5032886395442073,1.4037889681656321,0.19899050603506968,Iris-setosa
+11,6.291178277891307,2.311970307664738,4.384964366813177,1.2671014774239344,Iris-versicolor
+12,6.501269216266366,2.9520794698785826,4.330560412717089,1.3336862226335793,Iris-versicolor
+13,5.776447309254145,2.6473526222985373,5.082361917590483,1.9288580990039002,Iris-virginica
+14,6.797886364996679,3.1925127186229494,5.908168669576795,2.3036605777130212,Iris-virginica
+15,6.16914731816527,3.3386194252940014,4.594930546336771,1.621473659222715,Iris-versicolor
+16,6.797257943479457,3.2076173385949844,5.8595311734970785,2.31310852456217,Iris-virginica
+17,6.967830731926971,3.172259182874399,6.026185991201751,2.3007348785346773,Iris-virginica
+18,6.840966323450526,2.8114556329490297,4.782973793261937,1.3865021568981382,Iris-versicolor
+19,6.8966980372826825,3.0924649273135083,5.138569797306088,2.291878489351982,Iris-virginica
+20,7.57613645106702,3.0,6.575999856719475,2.1259282533039534,Iris-virginica
+21,6.7925981387755705,3.235907926827674,5.870939025724375,2.2800304305350947,Iris-virginica
+22,5.661536745765446,2.9387009379971607,4.170063367840012,1.2839944603678206,Iris-versicolor
+23,5.757446326638395,2.640182414189888,5.099921139156193,1.9235308916622957,Iris-virginica
+24,4.551620070588533,3.146827563125189,1.40025395544253,0.20291648226499948,Iris-setosa
+25,7.745234034570113,2.592570042290606,6.899998802784683,2.305902081608262,Iris-virginica
+26,5.347535975389457,3.0,4.491487376713416,1.4871222840970104,Iris-versicolor
+27,5.521929099740989,2.4227425943042014,3.8589150374745484,1.021341057035177,Iris-versicolor
+28,5.383543255212063,3.8951506492799743,1.289749339937472,0.35742876478319535,Iris-setosa
+29,7.71399068195407,2.5970998287502955,6.8999984792069355,2.3047809113784106,Iris-virginica
+30,7.693912943904505,2.7978002737125536,6.654129516120939,1.9943309666824574,Iris-virginica
+31,6.255986928013293,3.0,5.302274836227852,1.7988345752681334,Iris-virginica
+32,6.553377154639247,3.0,4.355919796420127,1.3780936833216528,Iris-versicolor
+33,5.061943096322387,3.503688481130349,1.3950804358930844,0.20561433372736537,Iris-setosa
+34,5.9867308674977,2.196227229109705,4.0512179093048895,1.0304106975635074,Iris-versicolor
+35,6.897522187021282,3.1143376376469,5.88648628795943,2.2467367451775426,Iris-virginica
+36,4.962463461372012,2.000001063637495,3.559087676739279,0.9821198416712085,Iris-versicolor
+37,6.918872236861514,2.7965755942949646,4.814748556669699,1.4064041680534631,Iris-versicolor
+38,6.332200959787017,2.281158204228162,4.392592061799113,1.3019142992118784,Iris-versicolor
+39,5.781521460985065,2.6696451809805644,5.044953705335322,1.8918147254186357,Iris-virginica
+40,6.723338036221839,2.5297870941205383,5.844048766215389,1.8173239838832624,Iris-virginica
+41,4.970868234103167,2.000000779088738,3.4334317820151754,0.9996715989654106,Iris-versicolor
+42,5.683776325918768,2.5033553543358336,3.902980627723306,1.037717813234509,Iris-versicolor
+43,6.84598586169558,2.8086379237952896,4.8070928072954615,1.4331514136612398,Iris-versicolor
+44,5.148718595347432,3.5330748325979915,1.4010121407321274,0.1981978439735047,Iris-setosa
+45,5.7728514114766325,2.666929825009885,5.067062670308189,1.9186403279989461,Iris-virginica
+46,4.836775463305256,3.098741672575426,1.5145453128874133,0.10000014630689977,Iris-setosa
+47,5.82072620307311,2.6623804499766854,4.0551040987977505,0.9618058591017338,Iris-versicolor
+48,5.709323625518335,2.824219145481077,4.497889807399402,1.3076072005426718,Iris-versicolor
+49,5.493453830978319,3.4428921079270802,1.5284968241991814,0.458570726505442,Iris-setosa
+50,4.80144319510787,3.4103212094026656,1.608053112228535,0.20074191008972386,Iris-setosa
+51,6.293649952272842,2.6063072361133406,4.906795868754706,1.8464608825372102,Iris-virginica
+52,4.860923674918365,3.073833935573219,1.4808969285221762,0.10000010260657179,Iris-setosa
+53,6.670215445250085,3.2858868042774603,5.667404869854457,2.1005226702649047,Iris-virginica
+54,5.812908763148578,2.692737324613286,4.089986976511947,0.9615169685352847,Iris-versicolor
+55,7.714142154314207,2.5680035584317586,6.899998524096183,2.304672530908977,Iris-virginica
+56,7.090162237099714,3.0,5.889238324199733,2.095560681452074,Iris-virginica
+57,5.430751737381877,3.9589754599941145,1.2564951717591182,0.4083901775830688,Iris-setosa
+58,6.705624183422382,3.0950302519993995,4.690368790054317,1.5138643579376638,Iris-versicolor
+59,6.698169146294315,3.085345652846015,4.666803447043993,1.4876134701478891,Iris-versicolor
+60,5.008271152881191,3.395676457696479,1.6560587463608394,0.4190976210541919,Iris-setosa
+61,6.566453784741311,3.0693740782536887,5.432929456474645,1.933162629792944,Iris-virginica
+62,5.377750760199786,3.8118372783352528,1.3243047776798442,0.3216704288207712,Iris-setosa
+63,6.647469193322363,3.1156954806098938,4.6936139842424485,1.5332121049963283,Iris-versicolor
+64,7.256446272381563,2.8952250553968484,6.184588649186548,1.8026582346943703,Iris-virginica
+65,6.648820988709128,3.343842370747486,5.71754480113276,2.499999563815777,Iris-virginica
+66,6.672172029147648,3.296713253459979,5.68001005048648,2.1046721460558206,Iris-virginica
+67,4.822769892376669,3.0,1.3920860163849507,0.10000010964323602,Iris-setosa
+68,7.621257901668462,3.0,6.565038457088205,2.1019492007109455,Iris-virginica
+69,7.107486708070422,3.0,5.877739579052826,2.0752740365108733,Iris-virginica
+70,5.416448162749051,3.9095747616388565,1.2858694766002146,0.4125229987007174,Iris-setosa
+71,4.984008440654617,2.0000006335249725,3.4811127485505766,1.0171823617977012,Iris-versicolor
+72,4.898666436117691,3.0651732819223048,1.485941522751696,0.10000012518187218,Iris-setosa
+73,5.709473834544293,3.8135108772139197,1.6002630435044323,0.3160287175735412,Iris-setosa
+74,4.787431793924905,3.0,1.4020492904929396,0.10000011678853829,Iris-setosa
+75,6.600836308469178,2.970527814367539,4.5003096028981595,1.416030923592793,Iris-versicolor
+76,5.129742774542851,3.4889578565498716,1.3879527869945227,0.20151783313132818,Iris-setosa
+77,6.677533360357914,3.291998061877904,5.68827631260922,2.0579633865603824,Iris-virginica
+78,6.333580766521724,2.8999459818460562,5.409809530003348,1.7714539007902674,Iris-virginica
+79,6.309356995109172,3.2976812450990813,4.7021106139805395,1.6047939443606052,Iris-versicolor
+80,6.787781608021119,2.798158127706139,4.786483346936947,1.4001252663731285,Iris-versicolor
+81,6.828200455124757,3.2033153400877934,5.915361868654443,2.3320416991399413,Iris-virginica
+82,6.293350042562525,2.4597187741320794,4.957295306615326,1.9089976996020774,Iris-virginica
+83,5.010449719394543,2.346092646136725,3.506338508584565,0.9465755303281447,Iris-versicolor
+84,5.7840782726600715,2.675543076778403,5.102208246042128,1.8881793612667064,Iris-virginica
+85,6.676354211030561,3.0972859635742918,4.657467483640661,1.5039841854699614,Iris-versicolor
+86,5.987359087294872,3.379852979962295,4.5295034595771435,1.6345918381758646,Iris-versicolor
+87,4.8194888731537935,3.3835568053832845,1.7059412439561579,0.1972089356991647,Iris-setosa
+88,6.489772004004874,3.097673177885217,5.334529124733709,1.9788531908254372,Iris-virginica
+89,6.924771767584604,3.104509992138736,5.085443615479102,2.290239708560048,Iris-virginica
+90,5.9958285471709925,3.3353152377373165,4.606976252724823,1.647103762102283,Iris-versicolor
+91,4.88325599703688,3.3994247154309223,1.7597796345729302,0.23087258884022288,Iris-setosa
+92,6.539007012697986,3.0,5.856903533241689,2.211728719869439,Iris-virginica
+93,5.725230366332751,3.811635397947276,1.7494948320029833,0.30723618719342666,Iris-setosa
+94,7.705389076652434,2.5802170272985583,6.899998815101278,2.3004389577523296,Iris-virginica
+95,5.4960944772962685,4.2,1.2908033745727219,0.19793125621075291,Iris-setosa
+96,6.714024072878602,3.0,5.010496830813564,1.6817362636499342,Iris-versicolor
+97,4.493607284961617,2.306772863961426,1.3168817485344146,0.29598435006000584,Iris-setosa
+98,5.860959034763815,3.0,5.111326941956221,1.8180969415202348,Iris-virginica
+99,5.154388032742461,3.50248396892594,1.4010374656177194,0.19820505278092798,Iris-setosa
+100,6.931633831688139,3.100755504618243,5.110733746125593,2.2834076544212714,Iris-virginica
+101,5.556164505531265,3.0,4.235697768753778,1.361282936310537,Iris-versicolor
+102,5.821078678666078,2.7100539562086516,4.123317598890337,1.0045679030449381,Iris-versicolor
+103,6.696822793408241,3.0,4.979972380927842,1.6820513933632582,Iris-versicolor
+104,5.651691867004721,3.79043279469593,1.5462814751187617,0.2978253602998606,Iris-setosa
+105,7.230255041843814,2.909555154853294,6.191540926621393,1.7994221627845297,Iris-virginica
+106,5.077709944644637,3.6153716193914183,1.5014698280514704,0.29488694488881245,Iris-setosa
+107,5.06780588923912,3.282099146955088,1.673693770587468,0.4041315478878066,Iris-setosa
+108,5.004031570042032,3.0,1.5771767235282212,0.19132441455482635,Iris-setosa
+109,5.429395677023547,3.939337541326514,1.2795136762776669,0.47286007613996606,Iris-setosa
+110,4.9638618634385,2.000000530666505,3.4784803456587774,1.0384311675643347,Iris-versicolor
+111,5.172360603730429,3.5022589426371895,1.4029623532212896,0.20190989666807296,Iris-setosa
+112,5.875076164277673,3.215044593147661,4.803119145065084,1.8051610027774174,Iris-versicolor
+113,5.778665105366688,2.6333409341327987,5.071298589750547,1.9245909262961916,Iris-virginica
+114,7.256791562539998,2.8938900952522624,6.26992063967963,1.8071553610878601,Iris-virginica
+115,4.962182549705098,2.0,3.4886109241317493,1.0788031550221875,Iris-versicolor
+116,5.634275059410352,3.0,4.1607611790082455,1.2744957321241948,Iris-versicolor
+117,6.255553065072846,2.2421544781837492,4.472623851335868,1.4084139963303417,Iris-versicolor
+118,5.538743239725298,3.0,4.48473832735805,1.4857369681902703,Iris-versicolor
+119,5.772545196709881,2.687113005343749,5.0611126645166316,1.9174098410640805,Iris-virginica
diff --git a/iris/tab_ddpm/4/25/test.csv b/iris/tab_ddpm/4/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/25/train.csv b/iris/tab_ddpm/4/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/25/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
+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
+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/4/25/val.csv b/iris/tab_ddpm/4/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/26/synth.csv b/iris/tab_ddpm/4/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e0beccf66b429e33afde079e03d61a83a8ce6d34
--- /dev/null
+++ b/iris/tab_ddpm/4/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.862984446149077,2.2297719506606994,3.8468278719607003,1.0011512783305399,Iris-versicolor
+1,7.688816987284635,2.5933558969152752,6.899998802691858,2.3071822184526245,Iris-virginica
+2,5.464829251550142,3.0,4.496387328779,1.4928086872764532,Iris-versicolor
+3,4.9406892290737945,2.380475007484871,3.5378827524460306,1.0157217475830218,Iris-versicolor
+4,6.293110169226616,3.373899411960242,5.436123139996314,2.297161060409356,Iris-virginica
+5,6.840652293879024,3.1086674032334742,5.119107567447846,2.28385484904133,Iris-virginica
+6,6.856192695347499,3.206409052694626,5.9049275676724,2.302863333291605,Iris-virginica
+7,5.318462337574699,3.669079720258323,1.5065845753319496,0.20313193562406212,Iris-setosa
+8,6.2103815957778155,3.3995977316651445,5.503093273974234,2.2889696577600835,Iris-virginica
+9,5.104390397740207,3.6889008446624345,1.5114791911643812,0.4070875084645908,Iris-setosa
+10,4.79120890312948,3.386872663068299,1.6436994751388534,0.19944451299096166,Iris-setosa
+11,6.180592621287761,2.2000598866175967,4.497621246062696,1.5136581305165873,Iris-versicolor
+12,4.987491949075552,3.41006751595511,1.6762143234035076,0.35828893916379334,Iris-setosa
+13,4.954236100989788,2.0000005615908285,3.534192021716218,1.0007333578153115,Iris-versicolor
+14,6.378455561004826,2.8738349275643094,4.2894420017343124,1.2969026733920217,Iris-versicolor
+15,5.476017615477433,3.892659275103679,1.3180752782689118,0.4199658417989714,Iris-setosa
+16,5.408270835845521,3.4038271852151056,1.4867688614841388,0.4167458701194709,Iris-setosa
+17,4.991240070825229,3.391976555927602,1.6007655575225106,0.4435094368891702,Iris-setosa
+18,5.6073584282824935,3.0,4.1288760747831965,1.3094600928574753,Iris-versicolor
+19,4.782427867290449,3.3929949327832456,1.9103843887142395,0.2047520972238959,Iris-setosa
+20,6.508813137607017,3.215909910264502,5.042638657406835,2.011000643440219,Iris-virginica
+21,4.878071517076718,3.432270254671426,1.567327451317303,0.21540695111642694,Iris-setosa
+22,5.122045413153165,3.491920594212035,1.3757057585118335,0.19829449264071308,Iris-setosa
+23,6.420956003459338,3.330247408751152,5.389655339317411,2.199857531270529,Iris-virginica
+24,6.550013378416279,3.0,4.381190864258645,1.3671561961706789,Iris-versicolor
+25,7.899998836575924,3.8474198145687972,6.3955909200392895,2.0484992958147195,Iris-virginica
+26,6.096582289166066,2.2362214314753097,4.19130693817165,1.1480679157246838,Iris-versicolor
+27,4.577366525827107,3.170523257598595,1.411499184231331,0.19873861050765318,Iris-setosa
+28,5.730554489300633,3.804157538880884,1.5654731593512698,0.306359999451279,Iris-setosa
+29,4.602160587473242,3.61932931501527,1.000000383226999,0.20200614695493413,Iris-setosa
+30,6.697905581807724,3.024723870419597,4.760491828439287,1.5501336102900245,Iris-versicolor
+31,6.325398664193995,2.888523730132261,5.573730168207705,1.8049413073040046,Iris-virginica
+32,5.4907655578021535,4.199999270445973,1.3222283584295405,0.23026210228415792,Iris-setosa
+33,4.907478917836541,3.0,1.3922413498443658,0.20015215289332386,Iris-setosa
+34,6.561277400049771,3.0,4.4084103122144125,1.3751866774913137,Iris-versicolor
+35,5.763677630984142,2.6514263587259146,5.064100680743062,1.916386207821033,Iris-virginica
+36,4.808463217447541,3.0,1.4045973176996496,0.2805007952179628,Iris-setosa
+37,5.812274323970348,2.799563911919093,5.106962798277602,2.4046824417745603,Iris-virginica
+38,5.43256903519607,3.9230164462009074,1.272089429669353,0.3955852125529698,Iris-setosa
+39,6.692681336194337,3.326523582011866,5.6474844921098075,2.118057551039372,Iris-virginica
+40,6.783650821523527,3.226351793228508,5.821927954497897,2.28227541713695,Iris-virginica
+41,6.472567039685757,3.0,5.790815303059512,2.1740847450501306,Iris-virginica
+42,4.895923226634971,3.123250702499166,1.4834918633587988,0.10000013160706507,Iris-setosa
+43,5.9542878297072095,2.1846818743488967,3.877604155425611,0.8798626245334014,Iris-versicolor
+44,7.0888374570912305,2.919094849467583,6.072423167329207,1.8010356648148145,Iris-virginica
+45,4.987941268833825,3.613464927681501,1.3745771212826672,0.20378746911276438,Iris-setosa
+46,5.762374729071258,2.6423825767728037,5.069880169353964,1.8766418007118857,Iris-virginica
+47,5.989363161916804,2.1961847295382677,3.9720961921649343,0.9652525966123504,Iris-versicolor
+48,5.6326684620892,2.5242207945504767,4.088577125565443,1.1502812854147346,Iris-versicolor
+49,5.7714835298108955,2.6988329708857695,5.122369980720388,1.9077078031418242,Iris-virginica
+50,6.689132530317529,3.328702617874133,5.716536296306691,2.5,Iris-virginica
+51,5.498077670616806,2.398079164316348,3.758648836844979,1.0152046807364443,Iris-versicolor
+52,6.1567622070245225,2.1953566761213144,4.493635685466932,1.487407013114602,Iris-versicolor
+53,6.615291756656616,3.0,4.422785101045192,1.384005425493071,Iris-versicolor
+54,5.265841301529259,2.3619819389462813,3.6774106251128997,1.00560473233928,Iris-versicolor
+55,4.748125580210336,3.4127449637991365,1.5771503159911195,0.1996386346418979,Iris-setosa
+56,4.749137114945745,3.0,1.4249344963519948,0.10000011066796335,Iris-setosa
+57,4.960474368425187,2.0000009134125447,3.2310205100568137,1.0058269869559004,Iris-versicolor
+58,6.844600113229164,3.056645652204383,5.177560262939211,2.3161908357033703,Iris-virginica
+59,5.59988863819865,2.3047642182947996,3.7142050437330325,0.9429713597759108,Iris-versicolor
+60,4.781016802185244,3.0,1.3960138445781682,0.1,Iris-setosa
+61,6.876055632982248,3.0764005672635197,5.14198949056968,2.2776090850021524,Iris-virginica
+62,6.673841788480979,3.0758109035138386,4.679400044411912,1.516740276062477,Iris-versicolor
+63,7.6902251397293915,2.83344565264028,6.62426625131219,2.0362999877817303,Iris-virginica
+64,4.893187399787641,2.385062572112311,3.4101192103663713,0.8838775071402114,Iris-versicolor
+65,7.114934075043961,3.0,5.911632799660484,2.097952305021505,Iris-virginica
+66,6.475565688643267,3.224925209053873,5.097316767589559,2.04023867671636,Iris-virginica
+67,4.480697708376284,2.3125358708829915,1.3260386627014846,0.3114733621862759,Iris-setosa
+68,4.8221079352861915,2.367209456779541,3.4060553893934067,0.9796865299850008,Iris-versicolor
+69,6.525580783473943,3.0,5.81549438377259,2.2063690440063515,Iris-virginica
+70,7.590301699482413,3.0,6.560110867233523,2.107984383510396,Iris-virginica
+71,5.009959455668303,3.3813869555480385,1.5758119920298292,0.5208152284779018,Iris-setosa
+72,6.807500330544314,2.81053134603908,4.806423315115206,1.4525127263330468,Iris-versicolor
+73,6.138586450766264,3.375358959532043,4.590219050497414,1.6055048951455129,Iris-versicolor
+74,4.602247089469315,3.636823583143352,1.000000524909708,0.19810168327474614,Iris-setosa
+75,5.189839041616149,3.393330257959206,1.406566325278049,0.19896816226180153,Iris-setosa
+76,5.37492218418202,3.4028121527417015,1.633085228505088,0.22995910547277923,Iris-setosa
+77,6.001054682762806,2.873993903875841,4.359771267379855,1.366136243399792,Iris-versicolor
+78,4.575979693799963,3.166713894087388,1.4091684153021116,0.1994662341269442,Iris-setosa
+79,4.887397375033395,3.133204300557158,1.4940056590616613,0.1000001183159367,Iris-setosa
+80,7.6116184885807865,3.0,6.595373368362478,2.1305239882796565,Iris-virginica
+81,4.605792945492238,3.625497941097313,1.0000005369954466,0.19750976529722364,Iris-setosa
+82,4.888976124647213,3.0620777889569233,1.4655266724474476,0.10000012348024016,Iris-setosa
+83,5.918200143330431,3.205082185204402,4.776580943722446,1.789196280167133,Iris-versicolor
+84,5.718666813992084,3.8134832700008814,1.5686041393251928,0.32265799072470974,Iris-setosa
+85,6.485117538528662,3.0,5.5005319262208605,1.8155847576357398,Iris-virginica
+86,6.313957410723874,2.5965223162422837,4.884645583995542,1.8152158889084107,Iris-virginica
+87,6.301013922173332,2.323902247915157,4.411503742540205,1.2875819696168598,Iris-versicolor
+88,5.89971653434564,3.1981649921018023,4.82783121382247,1.8171501026829506,Iris-versicolor
+89,5.743890189884745,2.6701751508672755,5.063205413559048,1.9010263667696796,Iris-virginica
+90,5.785207006801503,2.674270815001688,5.117238168208342,1.9559833732248222,Iris-virginica
+91,4.7689181466840544,3.0,1.353909606950814,0.1,Iris-setosa
+92,7.744735581074428,2.511359432051516,6.899998846569515,2.325212360951196,Iris-virginica
+93,4.905405967789061,2.3880117644817993,3.2287534555083575,1.007570658952375,Iris-versicolor
+94,6.6581422719152386,3.223970262397733,5.6599207059257015,2.074124750526399,Iris-virginica
+95,7.899890935489444,3.5061860213650426,6.196568925164347,2.150692086887409,Iris-virginica
+96,6.4410821920604455,3.0,5.546721747633216,1.8003598711706932,Iris-virginica
+97,5.722932680885224,3.0,4.244665156957638,1.2242356402018169,Iris-versicolor
+98,5.658247683109475,3.0,4.229229860724402,1.2613577252899608,Iris-versicolor
+99,6.274410197834509,2.8808921855207417,5.599558728896434,1.8031794128087653,Iris-virginica
+100,7.2676906996092825,2.905631925593543,6.231729755844035,1.8056388283642848,Iris-virginica
+101,4.977073331962196,2.000000701056495,3.498591416098769,1.027711944308239,Iris-versicolor
+102,7.6361952184507125,2.5611720530537436,6.9,2.3073934248469437,Iris-virginica
+103,6.284370765279912,2.440865459417628,4.940335211205554,1.9036121030777085,Iris-virginica
+104,6.130821206192849,2.78725491611584,4.686707869245976,1.1592949450054744,Iris-versicolor
+105,6.6088025482432,2.528607294346751,5.594089460838306,1.808448344206695,Iris-virginica
+106,5.950828442507829,3.1855342475581367,4.791243840000765,1.7788026248354405,Iris-versicolor
+107,6.0879397124320604,2.7840146157379233,4.624085719263706,1.1540760755054897,Iris-versicolor
+108,5.615271250728221,3.0,4.1620976306460875,1.2777620450571872,Iris-versicolor
+109,5.687785079874281,3.7788196768465907,1.7712059003678897,0.32258045188356704,Iris-setosa
+110,4.799464517377653,3.393135102522479,1.9162882203113802,0.20162474487116067,Iris-setosa
+111,6.3339342000008285,3.283002467535384,4.671392224230511,1.5681975475588361,Iris-versicolor
+112,5.985291563561755,2.2269081621847664,4.053223725647386,0.9579925115973318,Iris-versicolor
+113,5.983561651615981,3.3957113471242257,4.467759051238051,1.6081204770370183,Iris-versicolor
+114,6.334216654777071,2.906277053619259,5.622349824454936,1.813183124816494,Iris-virginica
+115,5.567616871557493,2.4425838844890984,3.8874399602934813,1.067801730740776,Iris-versicolor
+116,7.166605370265811,2.9710715387308815,6.090176758000839,1.9402175801294983,Iris-virginica
+117,4.93929627286837,2.376242611717151,3.5278977363055235,1.0063956224486785,Iris-versicolor
+118,4.942077529404093,2.3948472240655283,3.376447738187177,0.9326362901116505,Iris-versicolor
+119,4.773810676097186,3.392196460126396,1.8192879449550672,0.20436283506955766,Iris-setosa
diff --git a/iris/tab_ddpm/4/26/test.csv b/iris/tab_ddpm/4/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/26/train.csv b/iris/tab_ddpm/4/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/26/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
+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
+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/4/26/val.csv b/iris/tab_ddpm/4/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/27/synth.csv b/iris/tab_ddpm/4/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a27d5d9bd4db11f1ef8d1c30cd4acb2e4ffd9b8d
--- /dev/null
+++ b/iris/tab_ddpm/4/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899996950388833,3.7827975216137553,6.443994996860776,2.0138442215005607,Iris-virginica
+1,4.983640438296144,3.0,1.5971092505895523,0.19452659841675374,Iris-setosa
+2,5.117448402619032,3.4757579078974077,1.40333492280585,0.19500001411929377,Iris-setosa
+3,5.706679715883626,3.0,4.217391802992547,1.2655072444470352,Iris-versicolor
+4,4.906712553892701,3.090320709308522,1.4850290392502048,0.1,Iris-setosa
+5,7.688247722081504,2.8175112226525756,6.668541151942463,2.0104938239550214,Iris-virginica
+6,4.623936946085152,3.1284512343592805,1.3896162887748666,0.20372858615566541,Iris-setosa
+7,6.289344955064737,2.3047516487003668,4.435975073235768,1.3016608368744687,Iris-versicolor
+8,4.977344660900258,3.4136303242899873,1.7878650083395176,0.3630604517368402,Iris-setosa
+9,4.893265419159265,3.1023999834960625,1.4933076483393708,0.10000010370153159,Iris-setosa
+10,4.798480241942814,3.405665799032634,1.675622490015473,0.20539540820222735,Iris-setosa
+11,4.608091915952397,3.657719551778628,1.000000458821812,0.19535880851525794,Iris-setosa
+12,5.571517178520894,3.0,4.498648983766868,1.4693988585700883,Iris-versicolor
+13,4.5972736749097,3.1910637033001383,1.409417807379675,0.19912154155665512,Iris-setosa
+14,6.387553030997917,2.8364072971738366,4.312801055836994,1.2632654997119785,Iris-versicolor
+15,6.299083643869521,2.90160034627909,5.652243160035977,1.816121964599503,Iris-virginica
+16,6.302268757617419,2.471300681678785,4.92464661872053,1.9074373996406768,Iris-virginica
+17,5.9965006158159655,3.4012029282745564,4.4916073475591975,1.6277650836374093,Iris-versicolor
+18,4.886113415705821,2.3648933457476797,3.480954933003958,1.0067891226628793,Iris-versicolor
+19,4.99208342088917,3.391611647416716,1.572563633316665,0.3709674975387018,Iris-setosa
+20,5.200614081355569,3.709310942615314,1.492426562710471,0.21557933961977047,Iris-setosa
+21,6.704394669732073,2.4758648032654196,5.763843446201206,1.8084856759936352,Iris-virginica
+22,5.458079824823849,3.4072722495579364,1.801123509572743,0.20116129109878914,Iris-setosa
+23,5.886101302336304,3.2058146231892897,4.769101381992843,1.7996218726271562,Iris-versicolor
+24,5.897572628331797,3.22117774121625,4.745638874152742,1.8144677238175835,Iris-versicolor
+25,6.288044073662489,2.4960707834613096,4.958065607205824,1.8747817799980453,Iris-virginica
+26,6.40580084654054,2.8824568327636726,4.296676267392423,1.2887420629041586,Iris-versicolor
+27,4.88169675763436,2.4090896120532337,3.473590666909458,1.0087371839515924,Iris-versicolor
+28,5.69888406198869,3.0,4.234077836796682,1.2195112577497376,Iris-versicolor
+29,6.667259473309622,3.3066474368145204,5.668486895641877,2.5,Iris-virginica
+30,6.235106359370398,3.3939134752344984,5.386381480099344,2.2842671624333195,Iris-virginica
+31,6.84275234753669,3.2203437118599814,5.858366384114305,2.3246820816342706,Iris-virginica
+32,6.143856378275186,2.8707382623950646,4.234118144204419,1.2758243215147376,Iris-versicolor
+33,5.386439808139241,3.0,4.498794793295041,1.503474228546306,Iris-versicolor
+34,5.006116802617338,3.6273501754532194,1.3994414381791371,0.20066378745772934,Iris-setosa
+35,5.463549794072222,3.9352049474505266,1.2750770470949493,0.38839867365926006,Iris-setosa
+36,4.932246847338706,2.0,3.451460862518055,1.0207228513578324,Iris-versicolor
+37,6.106181066726061,2.7896705515791016,4.690664568491591,1.1673354959252953,Iris-versicolor
+38,6.765373690118215,3.305870483480169,5.759943326889648,2.156007398110649,Iris-virginica
+39,6.785981667808577,2.806483447905836,4.736482395285443,1.4088004186989933,Iris-versicolor
+40,6.111714812212044,2.790794486835556,4.450338555014691,1.1559692244336135,Iris-versicolor
+41,6.0280524897627155,3.391844551362521,4.5412742954967396,1.6134071020880443,Iris-versicolor
+42,4.991618210983114,3.629353893660581,1.3938096977266596,0.20140694261062458,Iris-setosa
+43,6.257972154760918,2.5712822592899838,4.9309122726198495,1.8490474372969297,Iris-virginica
+44,4.559937403143396,3.16855600589492,1.3579250224274948,0.19975541766942784,Iris-setosa
+45,5.986107664830231,3.4051572909667027,4.466564625225922,1.5890883851712512,Iris-versicolor
+46,6.672590639424522,3.290549451028481,5.667628151518871,2.1191359781785155,Iris-virginica
+47,6.805841168645721,2.796774754940786,4.79098369003767,1.402352377087379,Iris-versicolor
+48,5.4200310231059525,3.901930988085801,1.283966645786894,0.4353194189975379,Iris-setosa
+49,7.697976129285721,2.560731671416884,6.899998810353669,2.3158855595909236,Iris-virginica
+50,4.806303866292823,3.0,1.3744266073518348,0.1,Iris-setosa
+51,7.599776932804917,3.0,6.560425949651688,2.1052765521607286,Iris-virginica
+52,5.6074867853449115,2.747432521457429,4.437258314357301,1.2734205437208328,Iris-versicolor
+53,7.231688457343365,2.9093786274504683,6.2145390189279714,1.814161328653742,Iris-virginica
+54,4.5870049119979175,3.204621381922523,1.4040835616797538,0.20474228999005628,Iris-setosa
+55,5.76487809822539,2.670263538990207,5.071035946942744,1.9289403420926794,Iris-virginica
+56,4.906628696549023,3.0,1.4081561962629352,0.20019886318007032,Iris-setosa
+57,4.912452810465542,3.080760792463711,1.4630428601878864,0.10000045922721305,Iris-setosa
+58,4.592996363569834,3.6475744671370744,1.0,0.20037037973346672,Iris-setosa
+59,6.643922078215359,3.2753293865982562,5.551156541888068,2.0725829233351574,Iris-virginica
+60,6.766901098211412,3.228157903007842,5.800138661146217,2.244559877938212,Iris-virginica
+61,7.670291044839963,2.8037370926337206,6.662340402454502,1.9789931901955566,Iris-virginica
+62,4.958239034738444,2.000001031720442,3.358693062765322,0.935560843130135,Iris-versicolor
+63,5.385571991070166,4.199999340602846,1.3064022351785203,0.2068849530845026,Iris-setosa
+64,5.422867827336758,3.369730369003644,1.7121770527662192,0.2009445185386658,Iris-setosa
+65,5.885701554206945,3.0,5.098604105033838,1.8150503075952888,Iris-virginica
+66,6.700833016556553,2.5058979344856755,5.729633905164477,1.8053373180816856,Iris-virginica
+67,7.703309942882735,2.5582641462142774,6.899998916151265,2.3171598456045746,Iris-virginica
+68,5.183427590198885,3.406039161752865,1.3928375126229433,0.1984383176160126,Iris-setosa
+69,5.128520871223586,3.675270434941318,1.4908188178486734,0.36110030680058053,Iris-setosa
+70,6.630643472388673,3.159038271838596,4.716494067552093,1.5201799567391556,Iris-versicolor
+71,5.900424169489103,3.2105272194607903,4.772140349472167,1.7937893977995398,Iris-versicolor
+72,5.694102312539117,2.8831510030857443,4.201535498091851,1.3002625676317519,Iris-versicolor
+73,6.617918055194337,3.3353536416830227,5.627300973786598,2.5,Iris-virginica
+74,5.767188740936825,2.6485209966084295,5.110136672978931,1.9161237306996863,Iris-virginica
+75,5.984103264823184,3.402721961920597,4.519220032186927,1.5673012035286982,Iris-versicolor
+76,6.575298969647622,3.0,5.694348985635403,2.032406708335096,Iris-virginica
+77,5.712684393822191,3.831872318614368,1.8584695307258374,0.3718445188312024,Iris-setosa
+78,6.737476728473802,3.1899228056949065,5.558996614137032,2.123005881353613,Iris-virginica
+79,4.618044443873808,3.1847907090784933,1.4152998659743248,0.20194969199847082,Iris-setosa
+80,5.360661171165024,3.387208029559182,1.5406437132475161,0.4030966675099935,Iris-setosa
+81,6.292499612314797,2.8611887125436692,4.280756626150858,1.2490621114614524,Iris-versicolor
+82,5.810702165494743,2.675530414291337,4.135310590330624,1.035473106352537,Iris-versicolor
+83,5.397658485645385,4.199999119872704,1.3013245067431907,0.21271151524942017,Iris-setosa
+84,6.467198477580729,2.9251052962660786,4.29966881153039,1.3216824585300921,Iris-versicolor
+85,6.156545758819753,2.803747075328989,4.649801684490803,1.1898388587406235,Iris-versicolor
+86,5.8905850110121385,3.0,5.186615389754686,1.7988333778241794,Iris-virginica
+87,4.899402061915203,3.0,1.3978728322294869,0.20175973074661596,Iris-setosa
+88,4.4,3.232279806550186,1.3250110773999217,0.19339041438844806,Iris-setosa
+89,6.493678999144081,2.875887225147219,4.393804509438519,1.3213728854406905,Iris-versicolor
+90,6.898935247867357,3.2021239650640005,5.910218654800165,2.3194358573044878,Iris-virginica
+91,6.087474634079024,2.7954169642139193,4.644654794460762,1.1190062379109127,Iris-versicolor
+92,6.783985942420877,2.7883535734804656,4.804823506236953,1.3946180336525809,Iris-versicolor
+93,6.4616670960447,3.2177928318062614,5.086394416442451,2.0173970602213402,Iris-virginica
+94,4.592484119173506,3.5195590428164603,1.0000008725420668,0.19715991702046146,Iris-setosa
+95,4.814698043907723,3.0,1.407620868839418,0.29931488488438973,Iris-setosa
+96,6.286773921597456,2.2856444371951117,4.399549923578587,1.3303475679504726,Iris-versicolor
+97,7.68880247278292,2.563012312947234,6.899998254981615,2.2829405418042845,Iris-virginica
+98,6.219301679228557,2.2178429472479264,4.481613993335901,1.4678448168335148,Iris-versicolor
+99,5.429422109899195,3.414100328822888,1.7223363768782423,0.20331323456261932,Iris-setosa
+100,7.7367411509629385,2.554040499840463,6.899998822719841,2.3041660560159754,Iris-virginica
+101,5.759262898120412,2.836969762187503,4.019999531077442,1.1459674910845326,Iris-versicolor
+102,6.787217263658384,2.8040934080180904,4.756975396977607,1.3968193003814602,Iris-versicolor
+103,5.059222539771017,3.54257814160825,1.3974870555063583,0.19801325426056515,Iris-setosa
+104,7.136833152754221,3.0,5.85792205756195,2.1088582710582964,Iris-virginica
+105,5.797584588118693,2.7965564655047865,5.097519296671631,2.4067468156529723,Iris-virginica
+106,5.4258067565845725,3.927699585377176,1.3013287105264717,0.416925244721659,Iris-setosa
+107,4.96359957761886,2.0,3.11737620583181,0.8911408013767739,Iris-versicolor
+108,6.880313094018676,2.808513604000897,4.779893099518851,1.3994386392694431,Iris-versicolor
+109,6.799540380655715,2.799706537517464,4.8042052268366895,1.406290358143714,Iris-versicolor
+110,7.594872104370847,3.0,6.575752372618727,2.127116497175988,Iris-virginica
+111,6.687003658261733,3.1545767853441316,4.680778705884924,1.5307005479800602,Iris-versicolor
+112,6.766289623839856,3.21766050706377,5.8405945176236,2.2463613491523615,Iris-virginica
+113,5.4673048903723975,4.2,1.341967900078475,0.2094293144992716,Iris-setosa
+114,4.601821961631534,3.1821243997240267,1.4158007315574426,0.20112372993372318,Iris-setosa
+115,4.973452503264259,2.0000006831865917,3.5240887268655525,1.0065757140235627,Iris-versicolor
+116,6.107887531307107,2.2405318143450637,4.232761593991818,1.1151762009358086,Iris-versicolor
+117,5.009807371971641,3.0,1.5964767894725826,0.202011867988336,Iris-setosa
+118,6.883129863491569,2.7986409781773207,4.772179068094247,1.4042352201107466,Iris-versicolor
+119,4.9527658804010946,2.0000006797678918,3.5328107552691015,1.0537275585918564,Iris-versicolor
diff --git a/iris/tab_ddpm/4/27/test.csv b/iris/tab_ddpm/4/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/27/train.csv b/iris/tab_ddpm/4/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/27/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
+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
+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/4/27/val.csv b/iris/tab_ddpm/4/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/28/synth.csv b/iris/tab_ddpm/4/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a6a32f405ed6d9de1317f08bcc07a0a009a999f8
--- /dev/null
+++ b/iris/tab_ddpm/4/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.452168757179147,3.934043157280697,1.2954161040090355,0.430160782996455,Iris-setosa
+1,6.372798356776548,3.2980263765529716,4.674573226919586,1.608431283477167,Iris-versicolor
+2,5.891469658461033,3.0,5.073433762030064,1.7986427987610525,Iris-virginica
+3,5.186403211381835,3.4085838371478614,1.4040953967863028,0.1991319682953,Iris-setosa
+4,5.654095281451881,3.723759972779224,1.548692140590505,0.3464390450134849,Iris-setosa
+5,6.158814675241707,2.262193732789912,4.135290719225357,1.1222125206521498,Iris-versicolor
+6,5.205064975752529,3.4149873407847946,1.4047590485531005,0.19662854208282649,Iris-setosa
+7,6.531728707561222,3.0,5.4779731536190175,1.8015753142936308,Iris-virginica
+8,6.0085118336696866,3.373604549021921,4.528017555155953,1.6223895613113961,Iris-versicolor
+9,5.81844454471992,2.69482757579382,4.095991323380008,1.0075649523656318,Iris-versicolor
+10,5.903197707118265,3.1898398542551654,4.8260987561910715,1.7987431811005665,Iris-versicolor
+11,5.711820046240204,3.8129523644444046,1.6121533222587332,0.2963320540933829,Iris-setosa
+12,6.2549569098687625,3.4036874054590456,5.369475864225266,2.2917672116187737,Iris-virginica
+13,6.664724156824207,3.357471643874248,5.619041418398938,2.5,Iris-virginica
+14,6.025230298557369,3.4005793914718407,4.504353073302308,1.6331572115547603,Iris-versicolor
+15,5.744013312412457,2.8809995802041666,4.213112334731328,1.250247948922195,Iris-versicolor
+16,4.61746118847652,3.6378206733320413,1.000000446253434,0.19473744384785333,Iris-setosa
+17,4.971895290938324,2.00000061631672,3.6361821150423417,1.0354721099402924,Iris-versicolor
+18,6.296402725511966,2.5102051746195277,4.934166429294836,1.863828037229,Iris-virginica
+19,7.307973330573326,2.9225944371892996,6.300137474626468,1.8323574535188412,Iris-virginica
+20,6.676949498062343,2.4819543259429784,5.645630013296528,1.7827978437504557,Iris-virginica
+21,7.717614063282775,2.805982451959535,6.678451380591747,1.98070783190356,Iris-virginica
+22,7.701661091800112,2.8188046323795937,6.671239278469586,2.027077742744969,Iris-virginica
+23,7.8999989918914455,3.7775316385899633,6.429693277935298,2.0181747340386593,Iris-virginica
+24,6.0662103414491275,3.0,4.61688699506956,1.3814050179273605,Iris-versicolor
+25,6.865301438049212,3.105613860106687,5.083936601046737,2.2911817964681807,Iris-virginica
+26,5.096232449104464,3.4946307170073747,1.4012752753852873,0.2041687864920159,Iris-setosa
+27,5.398138098027401,2.3804834653348093,3.7029303307772583,0.8771027905728841,Iris-versicolor
+28,6.319124315663899,2.4758671322243098,4.961083478419482,1.8857691828156509,Iris-virginica
+29,6.194680368498442,3.404741419777089,5.423891210876982,2.2932770861214036,Iris-virginica
+30,6.3413877774384675,2.33530814902581,4.429690971470898,1.301215830611211,Iris-versicolor
+31,4.400000554698312,3.176391269158015,1.3803854018540793,0.20155872617840215,Iris-setosa
+32,7.24513297160218,3.0,6.058456471515118,2.0999979713268218,Iris-virginica
+33,6.683115353595029,3.0,5.653354573546958,1.7997215909352202,Iris-virginica
+34,6.332497097880359,2.323185520252089,4.366590070146323,1.285056062038645,Iris-versicolor
+35,5.604053252975689,3.816860800031464,1.5383027873902988,0.336386508828947,Iris-setosa
+36,5.049712549978941,3.6116390454612,1.4018181228228062,0.20658690126844237,Iris-setosa
+37,5.339981528121984,3.679816926654939,1.4989280824112432,0.20466648751723324,Iris-setosa
+38,4.9484136043115035,2.000000746034223,3.6315923201250353,1.0115379593804348,Iris-versicolor
+39,6.486368517457539,3.0,5.466370121482755,1.8086736890621342,Iris-virginica
+40,6.823521569851159,2.818000991491786,4.837750059267368,1.4561711241820026,Iris-versicolor
+41,5.943242983123321,2.9100777343217366,4.490641964566566,1.4909337688760775,Iris-versicolor
+42,4.956159293805013,2.0,3.3108134041122232,1.0548907272783814,Iris-versicolor
+43,5.445700231021833,3.9354734431577816,1.2609813825532783,0.46355953469021827,Iris-setosa
+44,4.980648103885725,2.0000007452186237,3.4935414343737787,0.7968906955564908,Iris-versicolor
+45,4.62448641293039,3.606803029063184,1.0000004668136795,0.19433828106677536,Iris-setosa
+46,5.4286520250181685,3.9020440798765312,1.2823268773944827,0.4337653364026426,Iris-setosa
+47,5.7801159299347695,2.6913112421372274,4.057308251450426,1.004074183702636,Iris-versicolor
+48,5.892427101757169,3.177763084112697,4.791462227387999,1.784885501362659,Iris-versicolor
+49,5.886222142157553,3.2861641154277867,4.647835766900524,1.7804968763971736,Iris-versicolor
+50,5.409279335718584,3.393077392190816,1.5721062320018468,0.20050682106298767,Iris-setosa
+51,4.4,3.1930802880956066,1.3111649483844754,0.19693892353750025,Iris-setosa
+52,4.888158859224539,3.047297915329043,1.4756259045296045,0.1,Iris-setosa
+53,4.487416088810564,2.3000801630861094,1.3238624664154,0.32595316092929455,Iris-setosa
+54,5.013123988200044,2.0000007350706275,3.5422656468868796,0.9820343190161951,Iris-versicolor
+55,6.562987161116708,3.0,4.395525783035846,1.3726348129953774,Iris-versicolor
+56,5.472699686752037,3.0,4.466580493907054,1.494068690693535,Iris-versicolor
+57,6.826413364988778,3.20596160740737,5.887370020421087,2.3021764381405823,Iris-virginica
+58,6.267099794448436,2.513235274023497,4.909679540795564,1.8607028579401672,Iris-virginica
+59,6.68687246623076,3.2969803378667644,5.6948734296234385,2.0963284483835967,Iris-virginica
+60,6.234921837817411,3.4009827126343875,5.4182794664671805,2.29539244467357,Iris-virginica
+61,6.539273309087802,3.15082903541796,5.2779664614552155,2.019532930174616,Iris-virginica
+62,5.4219181609397085,3.91533251587406,1.2809371248554036,0.3663403544328394,Iris-setosa
+63,5.928647785023485,3.0,5.111772479234564,1.8064934873200107,Iris-virginica
+64,6.629637596355925,3.361607818137224,5.612585501527667,2.5,Iris-virginica
+65,5.518661106520942,4.19999908136836,1.2873783132844592,0.2149776382530207,Iris-setosa
+66,4.970647004661103,2.0000017376452566,3.5214135478882453,1.0352977576134075,Iris-versicolor
+67,6.644808204564757,3.3040274063307433,5.55213332468132,2.5,Iris-virginica
+68,7.681112296335102,2.8134188998576417,6.669836019352821,2.0153795237988543,Iris-virginica
+69,4.846461482216645,3.0,1.422570957342622,0.1,Iris-setosa
+70,4.4,3.205712014095672,1.304835807139816,0.19828988236436682,Iris-setosa
+71,5.4725649628200195,4.199998640895951,1.3508200393859695,0.2087017427150214,Iris-setosa
+72,6.710343340362265,3.29008589416635,5.750978058789358,2.15065727363792,Iris-virginica
+73,5.445076979790952,3.9118536021005967,1.294613837194373,0.5249120226511333,Iris-setosa
+74,5.165726149489514,3.5077921446699354,1.3832242611423953,0.2155161942910885,Iris-setosa
+75,4.76961141636196,3.0,1.4119583133429947,0.31652555460023457,Iris-setosa
+76,5.370735435536454,3.4008999097541377,1.5619071168730563,0.19240942567655775,Iris-setosa
+77,5.693825719249715,3.0,4.237587529773277,1.2473611566998537,Iris-versicolor
+78,5.014114498073432,2.0000017858953996,3.526539142966386,1.040155756298611,Iris-versicolor
+79,5.4329967655488005,3.8994347574647388,1.295722777948355,0.44390193299421965,Iris-setosa
+80,4.914851067746668,2.4230330948303376,3.50960726539533,1.0252552275047109,Iris-versicolor
+81,4.786651407950412,3.3890738594917424,1.7918799383631712,0.20145149711359547,Iris-setosa
+82,5.777483525588574,2.656037610123829,5.072089265127134,1.8957471800059027,Iris-virginica
+83,5.626116029397045,3.0,4.2123641298205525,1.2674387878179605,Iris-versicolor
+84,4.964129335121563,2.3496357064949662,3.5166339829462454,0.90728824588535,Iris-versicolor
+85,6.348010587926512,2.8952193261593773,4.308827109035731,1.277901184396966,Iris-versicolor
+86,5.418361353282472,3.8811480669348217,1.3033053552437062,0.40157211269812115,Iris-setosa
+87,5.188246741716559,3.4411912205838004,1.366216927948982,0.2005048373746873,Iris-setosa
+88,5.449962165317128,3.405894081436937,1.668431386057363,0.2009729952350079,Iris-setosa
+89,4.801188908425713,3.3692283867062365,1.9082198891256903,0.19421257530706554,Iris-setosa
+90,5.978522369388292,3.287160007180545,4.679288350055662,1.6838335373076365,Iris-versicolor
+91,6.7750600652005195,3.205650161121891,5.869245237597496,2.2949020353606704,Iris-virginica
+92,4.986029171593258,2.0000008209596283,3.5213794515279044,1.0085102962719128,Iris-versicolor
+93,4.400000557382047,3.17212697696342,1.327689202963507,0.19667879240671193,Iris-setosa
+94,6.6204369689583755,3.2863290829487553,5.526145783711996,2.4999995448539734,Iris-virginica
+95,7.65671517344582,2.5511820711632325,6.899998770849422,2.2951384710406857,Iris-virginica
+96,4.959080673227248,2.0000006306703204,3.325183850387626,1.036370662859118,Iris-versicolor
+97,5.137552648780553,3.4802474583004925,1.3926197702133103,0.2000516595606337,Iris-setosa
+98,5.607537715427782,3.0,4.194272617864604,1.3072972554891498,Iris-versicolor
+99,5.89795532860144,3.178078136367164,4.7733647155744485,1.8147327397409194,Iris-versicolor
+100,4.8178046239473105,3.3950869882105548,1.5747094261439754,0.2038181558403462,Iris-setosa
+101,6.361250382670599,2.8827212270270306,4.309104173954978,1.2833805401738916,Iris-versicolor
+102,6.698116837456434,3.309958080611604,5.6870514979708995,2.109657961950026,Iris-virginica
+103,4.4000009196794005,3.206111763877066,1.325522245163571,0.20265000876468847,Iris-setosa
+104,6.780573285024282,2.851229098156629,4.8364067397712205,1.543979795542581,Iris-versicolor
+105,5.7278292687972,2.6484560584849612,5.041432443798081,1.9130243467378738,Iris-virginica
+106,4.636393543204942,3.1305281608558877,1.4118663999840309,0.19370045591740953,Iris-setosa
+107,5.37699071991342,3.366006825848662,1.682752409850795,0.19813731698759773,Iris-setosa
+108,4.615239538804668,3.649890413619399,1.0000005254092954,0.19155288282091415,Iris-setosa
+109,6.5705858820578795,2.9786020096680983,4.317967773431243,1.3706119077032537,Iris-versicolor
+110,5.0715863913896335,3.5093804402650712,1.37729235442374,0.2007787341971384,Iris-setosa
+111,4.947240057976043,2.3349150468360067,3.4104019220022086,0.9259521509940127,Iris-versicolor
+112,4.858827508571034,3.0194049341261677,1.448619174976987,0.1,Iris-setosa
+113,5.896363761183394,3.0,5.099570787979655,1.797352019638891,Iris-virginica
+114,5.75563304656193,2.7595812912846553,5.177750314926259,2.407491358813965,Iris-virginica
+115,7.606857711582549,3.0,6.567890553118228,2.1343789505167634,Iris-virginica
+116,6.799458179058061,3.2157586450572255,5.921326091083453,2.299057230603231,Iris-virginica
+117,5.003402074124202,2.0000006124416143,3.5136579455033647,0.9873384203303779,Iris-versicolor
+118,7.671400041365214,2.8073732687318227,6.683846419252652,1.9991585147135853,Iris-virginica
+119,5.895752775754324,3.0,5.102010053267886,1.7955506955263785,Iris-virginica
diff --git a/iris/tab_ddpm/4/28/test.csv b/iris/tab_ddpm/4/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/28/train.csv b/iris/tab_ddpm/4/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/28/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
+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
+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/4/28/val.csv b/iris/tab_ddpm/4/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/29/synth.csv b/iris/tab_ddpm/4/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..61ef0e2598f18308bfd88d486418caa9aff032bf
--- /dev/null
+++ b/iris/tab_ddpm/4/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.518676728760367,3.1249014091031957,5.159364729904014,2.0050438850542274,Iris-virginica
+1,5.727410662782416,2.7979571372791843,4.523262345789229,1.3033560026463786,Iris-versicolor
+2,5.027910320470591,3.006885457377846,1.5601958657121853,0.20143469378281462,Iris-setosa
+3,5.180541686532792,3.45435212731904,1.4054904005198543,0.20268383440035742,Iris-setosa
+4,5.511563395147939,4.2,1.320853996436301,0.21574176423589328,Iris-setosa
+5,6.323172638025875,2.8364935199394354,4.281764383920576,1.2568058380786962,Iris-versicolor
+6,4.486271656926706,2.3264567649573187,1.3210138553720867,0.2819712722363178,Iris-setosa
+7,6.69567955080918,3.0,4.9885575884384386,1.7056988960970723,Iris-versicolor
+8,4.787618000023957,3.0,1.407522712511073,0.1,Iris-setosa
+9,6.775713836552883,2.803582437437168,4.766090402203072,1.394087556632725,Iris-versicolor
+10,5.72618879832453,3.0,4.232409769356027,1.1802027960628987,Iris-versicolor
+11,4.999347458596333,3.5531544480335677,1.4077635647116626,0.1997598403668295,Iris-setosa
+12,5.512943535554943,2.9944541288106077,4.459655668697867,1.3986557989794473,Iris-versicolor
+13,5.563316963391082,4.199999289254725,1.403920090549583,0.20424345020103893,Iris-setosa
+14,6.74912403303976,2.7451300741764717,4.7317130428431655,1.391903041051027,Iris-versicolor
+15,5.4388184724260284,3.905017086807067,1.2830230490610879,0.45512030825446015,Iris-setosa
+16,4.787382716941262,3.0,1.3351386621272043,0.1,Iris-setosa
+17,7.225366763820867,3.0,6.02182669459056,2.0951487490742435,Iris-virginica
+18,4.854428155625513,3.394223066638326,1.7074427868409399,0.19800236250743788,Iris-setosa
+19,4.786740431390047,3.3836024369993067,2.062612689960811,0.19984256567727204,Iris-setosa
+20,5.105982793234853,3.5014737974669314,1.3858467377874106,0.19878201787585875,Iris-setosa
+21,5.897715218922651,3.2194060534941493,4.7990665180292496,1.81982412626492,Iris-versicolor
+22,5.737753339992342,2.8936094884316255,4.327026906019643,1.3272892280078297,Iris-versicolor
+23,6.181696371061124,3.392289406794589,5.383913617672767,2.2910987140757304,Iris-virginica
+24,6.910254344294793,3.1043921398955727,5.120613504530887,2.3156118105197905,Iris-virginica
+25,7.212832594885931,3.0,5.990465793960228,2.1367098788852568,Iris-virginica
+26,6.2631719523542015,2.6111255358900114,4.812859596530681,1.7987663846007231,Iris-virginica
+27,5.514215693523154,3.0,4.440885306224905,1.4781000126150945,Iris-versicolor
+28,6.6887559081694175,2.6458572668396223,4.688883396476018,1.3796971250265038,Iris-versicolor
+29,6.7887965425733094,3.1537487511027984,5.848692025914709,2.276244816553464,Iris-virginica
+30,5.089923223577312,3.5006932627642504,1.3832194337561412,0.20058854523349282,Iris-setosa
+31,5.4411714793165755,3.951522748191811,1.2730371479945122,0.45296159239005057,Iris-setosa
+32,5.100171936711044,3.492490439851916,1.3476263411018787,0.1950412456738479,Iris-setosa
+33,7.676816507092495,2.8161737485748723,6.667601245581886,2.000121369007059,Iris-virginica
+34,7.591225320691381,3.0,6.575292626821049,2.115291671087295,Iris-virginica
+35,4.868453312529977,3.0877133895637967,1.4806814473438297,0.1,Iris-setosa
+36,5.9993913087279545,3.2693753237148813,4.721894543084261,1.7312281384903894,Iris-versicolor
+37,6.786723558058686,3.18331395471392,5.858696689491743,2.2885977546729572,Iris-virginica
+38,4.863267815322867,3.0,1.4035147020459922,0.20337308967613899,Iris-setosa
+39,6.259117037476467,2.2855611102324396,4.326167642204593,1.27294090402027,Iris-versicolor
+40,5.948920441801096,3.3931498834129523,4.44477961306404,1.5703800245738688,Iris-versicolor
+41,4.7815220939361,3.0,1.3733290461392453,0.10000012210481671,Iris-setosa
+42,7.159298220276335,3.0,5.911049146470252,2.106978372203849,Iris-virginica
+43,5.428822416970294,3.9169568986703034,1.2535633923714022,0.44223271485144017,Iris-setosa
+44,6.443326778132648,3.0,5.531861263772135,1.7984135046014287,Iris-virginica
+45,6.6819837305836955,3.0833205688208447,4.676924515724822,1.510754533815148,Iris-versicolor
+46,5.874304963789408,3.177780676402417,4.775070106183379,1.8014211290263384,Iris-versicolor
+47,7.405381749303185,2.929270762576953,6.343348943830025,1.8460348071085084,Iris-virginica
+48,4.934996335984442,2.00000145435699,3.4640233555532602,0.942011393510191,Iris-versicolor
+49,5.531889065233061,4.199999255901861,1.321019355670077,0.2099071910051778,Iris-setosa
+50,6.251624641535173,3.3191441925985674,4.664023876045123,1.6118130443329444,Iris-versicolor
+51,5.876455184337664,3.0,5.13032090141132,1.794587125212567,Iris-virginica
+52,4.782124732194076,3.411459780421094,1.7336995549772214,0.20020536969579983,Iris-setosa
+53,6.428580278768316,2.911454309610096,4.309742209092849,1.3085592941788957,Iris-versicolor
+54,5.745771967393277,2.6446437817574804,5.0578741175194315,1.9043243501579303,Iris-virginica
+55,5.986481673474469,2.1757076792758507,4.009442730429853,0.9947760864335384,Iris-versicolor
+56,4.97280573676643,2.0,3.452737396548335,1.0141249020219896,Iris-versicolor
+57,4.987499158707415,2.000000949603151,3.598062047880318,1.0003158760462458,Iris-versicolor
+58,4.957627517813874,2.000000489407344,3.6838377959074764,1.0618518494551046,Iris-versicolor
+59,5.397590796436476,3.4290419419386913,1.4932744288899418,0.38134086922306054,Iris-setosa
+60,6.390957588318516,2.890343986541152,4.278128212726732,1.2923973965980187,Iris-versicolor
+61,4.783262985747662,3.3973829082681917,1.6082440616358884,0.20292221455597112,Iris-setosa
+62,4.726497040522755,3.0,1.3505558147587509,0.1,Iris-setosa
+63,5.330242283398029,2.3542825231706854,3.687762822333169,0.9750968997784999,Iris-versicolor
+64,6.829107577158319,2.7899950877008663,4.746323923058873,1.3973725202644978,Iris-versicolor
+65,5.806569679229276,2.7848142575883643,5.083851803125643,2.4080500312285036,Iris-virginica
+66,6.5899436324203,3.2227682108992455,5.270004270504167,2.0478259386982702,Iris-virginica
+67,5.373340988312136,3.3744551118640365,1.5394168160688906,0.4808380499601391,Iris-setosa
+68,5.0641416244603805,3.324753684698144,1.8541450859149171,0.5093817121034225,Iris-setosa
+69,6.701473405772984,3.0,4.983466533544927,1.6972158023804678,Iris-versicolor
+70,6.433547837209282,2.902692739321135,4.291095465529627,1.3263745736722767,Iris-versicolor
+71,5.430243037984444,3.9102262014027738,1.3118624379253987,0.4459447455802553,Iris-setosa
+72,6.893967455236426,3.174780437749923,5.862769313757843,2.27935477491068,Iris-virginica
+73,6.837124557240759,2.7966831396984615,4.792099436088106,1.4050534318905221,Iris-versicolor
+74,6.685976656435234,3.289135613026414,5.6656481908250775,2.111046520441895,Iris-virginica
+75,6.2878488050633825,2.9792620610090523,5.5489341283930695,1.8046715592057478,Iris-virginica
+76,5.875125865427861,3.204409366494113,4.79663159630814,1.8026437226657188,Iris-versicolor
+77,5.749214539251606,3.8291306929185884,1.5953022852596714,0.3473201624938089,Iris-setosa
+78,5.8794117789597875,3.1974024659356544,4.779623775546376,1.8002926221914501,Iris-versicolor
+79,4.953838199065266,2.0000007067916137,3.4373423933766967,0.9031014357055678,Iris-versicolor
+80,6.004963029652924,3.37880317754331,4.496989293757127,1.5733107339820138,Iris-versicolor
+81,6.322088309096247,2.267623170168259,4.393875308863446,1.3119024214121067,Iris-versicolor
+82,6.915295556826949,3.102938289494314,5.1394008177710715,2.2942155354413756,Iris-virginica
+83,4.802051518309926,3.4034119510989784,2.049406951081363,0.19938273271597107,Iris-setosa
+84,5.552461763843855,2.484668753888766,3.9741676077115344,1.0696059077560442,Iris-versicolor
+85,6.5766542854860335,3.0,4.361913517460127,1.3708884405606203,Iris-versicolor
+86,6.396005984803585,2.877079101217621,4.277697716134588,1.2862087955819894,Iris-versicolor
+87,6.2803138272265455,2.2851236881309607,4.3589175329809215,1.2922661522462828,Iris-versicolor
+88,5.963925538560942,3.3767677840671575,4.563828231723033,1.6547495005291655,Iris-versicolor
+89,6.31168670934332,2.5869842371082825,4.915440510209553,1.8366851221827205,Iris-virginica
+90,6.299717960004938,2.265364979828001,4.435026559951563,1.31111461082078,Iris-versicolor
+91,6.12810981426576,2.7204846774839213,4.649912746380014,1.1723951836230788,Iris-versicolor
+92,5.1743501012465085,2.399279677058071,3.6582752287931286,1.0113887652361118,Iris-versicolor
+93,4.787938487003879,3.3975745874398005,1.712320234687668,0.2008823652665496,Iris-setosa
+94,6.3732512394600604,2.8702115474124037,4.315715635434106,1.2774210814492875,Iris-versicolor
+95,6.722729802917606,3.308116920404824,5.735728191352756,2.1011672614198305,Iris-virginica
+96,5.7137497489014555,3.8453311269492056,1.8463564835563246,0.2971602525265539,Iris-setosa
+97,5.907194809879268,2.635025755307949,5.027175545961376,1.876405861493237,Iris-virginica
+98,4.971387505377628,2.000001383227724,3.517630454375365,1.0128596952902698,Iris-versicolor
+99,7.544137668555929,3.0,6.52181919880979,2.11307152716721,Iris-virginica
+100,4.589828769766292,3.208251945735169,1.379091470862563,0.19999955590110896,Iris-setosa
+101,5.014443359012374,3.0,1.5707427181047822,0.19895516720758488,Iris-setosa
+102,4.988119133593292,2.0000012888574554,3.578245762203331,1.0226637401194218,Iris-versicolor
+103,6.476632300817035,3.171614125972733,5.089866261124597,2.0042385134469143,Iris-virginica
+104,5.669703074498944,3.0,4.133073543505031,1.257725231254639,Iris-versicolor
+105,7.899998603045672,3.8009167409433084,6.406158989854578,2.012350154076764,Iris-virginica
+106,4.98584208517789,2.000000765303213,3.6489323081683156,1.048645727997414,Iris-versicolor
+107,7.132023626059439,3.0,5.974522717906273,2.0887275226045965,Iris-virginica
+108,5.491958822419539,2.585206115311416,4.405929851649842,1.1802515326840606,Iris-versicolor
+109,5.805759913885383,2.781349973342769,5.208829153496065,2.4053248776196057,Iris-virginica
+110,5.158400919902057,3.374065107894956,1.405448838752874,0.19537815115299012,Iris-setosa
+111,6.295258405638323,2.263621482959159,4.4048995923571255,1.3144116337974878,Iris-versicolor
+112,5.477463398212823,3.0,4.460997575901551,1.4643373038108094,Iris-versicolor
+113,5.010369837910082,3.5485838671953993,1.386262508051523,0.20500547973847083,Iris-setosa
+114,6.389710498306552,2.8883460971486983,4.300406901691017,1.2944865700230739,Iris-versicolor
+115,5.963736199793701,2.2000863869193115,3.933754617932336,0.9506592385400252,Iris-versicolor
+116,6.278161964000577,3.286176068702455,4.697590131383998,1.6069054555308417,Iris-versicolor
+117,6.291908542982014,2.666820398575651,4.8655568632076225,1.7926148225910652,Iris-virginica
+118,4.995981859599268,2.000000636266313,3.3086159642187436,1.0515345444758755,Iris-versicolor
+119,4.816834608374691,3.0,1.4126431710709513,0.10000010466534935,Iris-setosa
diff --git a/iris/tab_ddpm/4/29/test.csv b/iris/tab_ddpm/4/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/29/train.csv b/iris/tab_ddpm/4/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/29/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
+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
+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/4/29/val.csv b/iris/tab_ddpm/4/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/3/synth.csv b/iris/tab_ddpm/4/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4cb0babde59f38fa2ea54cacec4aa44a64bfcd1b
--- /dev/null
+++ b/iris/tab_ddpm/4/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.80543742981667,3.403410831915891,1.8937977716915741,0.20058205138108376,Iris-setosa
+1,4.497626898538108,2.3117641443446306,1.3193577733137012,0.2986763292695934,Iris-setosa
+2,6.716878003024155,3.2997271757775724,5.692337749895007,2.122854529412701,Iris-virginica
+3,4.400000694951936,3.1948855023785874,1.2807939065778362,0.19830672029443341,Iris-setosa
+4,6.41834024481278,2.9810776082140933,5.61661453710716,1.8000445540107488,Iris-virginica
+5,6.232425955475077,2.8254152924628895,4.24838977447262,1.2215290681997877,Iris-versicolor
+6,4.4,3.2092890974023405,1.2949397717843865,0.20204301990304838,Iris-setosa
+7,6.246924554753384,3.264110063732915,4.676367374146239,1.58939148705856,Iris-versicolor
+8,4.969606284788105,2.0,3.566474851733409,0.9639264478572811,Iris-versicolor
+9,7.48909620805023,3.0,6.463038764241029,2.097522813939545,Iris-virginica
+10,5.467676019469607,4.199998741872152,1.3082841440177901,0.21777672530784828,Iris-setosa
+11,6.046486147146454,2.9126077623823536,4.4769465453058155,1.5021628074993851,Iris-versicolor
+12,6.0884631978033825,2.7004436042725066,4.2228173329920375,1.0638744508856364,Iris-versicolor
+13,5.3748103784785375,3.0,4.447636679670244,1.4705667383237098,Iris-versicolor
+14,5.769762534324744,2.6501314635716047,5.093723999885919,1.9131714680880405,Iris-virginica
+15,5.413275774979264,3.949453512769835,1.2633864346444583,0.461300158100095,Iris-setosa
+16,4.818081453183092,3.3898701385583263,1.561471517180649,0.20386173929002419,Iris-setosa
+17,5.684452640255985,2.8970074206305503,4.023898801660427,1.3113021673288623,Iris-versicolor
+18,6.429446558203935,3.3055993752864623,5.4208642623832635,2.1592925496720863,Iris-virginica
+19,5.2850884187489635,3.7326550559853175,1.5035707863513186,0.20204343439251388,Iris-setosa
+20,6.396873629820088,2.9135802025112367,4.308807987055681,1.298376344942725,Iris-versicolor
+21,6.849650784421236,2.7893257131721385,4.807757014926376,1.433721326233908,Iris-versicolor
+22,5.7034335459222785,3.8194872205797212,1.5498643826509018,0.38824338463348695,Iris-setosa
+23,5.4167680947085595,3.4137803487482317,1.5503910625589785,0.20367539358367476,Iris-setosa
+24,5.684340717372122,2.8091971507359825,4.438628292158764,1.2988557593157648,Iris-versicolor
+25,5.702786051567356,3.813704029690252,1.7750952245083027,0.35757028551717585,Iris-setosa
+26,6.457971791880823,2.9035953225396263,4.316840144205944,1.3088252847864212,Iris-versicolor
+27,5.540300728937352,3.0,4.463293569543633,1.4955965731543652,Iris-versicolor
+28,5.8834485588478795,3.183796168147702,4.799305660063296,1.8198081154111765,Iris-versicolor
+29,6.9118061728998486,3.107137573033836,5.0959072929519,2.300556331591906,Iris-virginica
+30,6.391319318802073,3.0,5.70045170431392,2.2436602048666785,Iris-virginica
+31,4.776720467176128,3.4055960067748487,1.6410591648336172,0.19946952010811062,Iris-setosa
+32,5.066084214962013,3.5400336602156135,1.3956006255672277,0.20456812487911905,Iris-setosa
+33,5.190784919708378,3.372379297867352,1.406138028739345,0.20097632718427352,Iris-setosa
+34,5.4216188228377975,3.419392038739967,1.4894459888894054,0.38223696284554154,Iris-setosa
+35,6.724499796383972,2.5503017119054494,5.816207161011441,1.8040943111043082,Iris-virginica
+36,4.6082822817698865,3.6111340420580276,1.0000004723818698,0.19429365354160077,Iris-setosa
+37,5.791535825809878,3.0,4.241903575141201,1.2518788713724267,Iris-versicolor
+38,6.3312161049351445,2.863561176433698,4.363147329308803,1.2799657723986309,Iris-versicolor
+39,6.847843501657076,3.2220595135099943,5.953749570575503,2.3074458876412924,Iris-virginica
+40,5.8932862727643345,3.1925197814735036,4.794103568233431,1.8170776391912897,Iris-versicolor
+41,6.393996084742203,3.2362247346581894,4.7124770721927245,1.5854817938415557,Iris-versicolor
+42,5.538536902518828,3.0,4.436772136457114,1.4473529158370018,Iris-versicolor
+43,5.688547025651685,3.0,4.22133011821769,1.2176779491682128,Iris-versicolor
+44,4.958013298137486,2.000000674311113,3.450424637950284,1.0470997919645455,Iris-versicolor
+45,5.787784559782191,2.86081258273854,4.315367601511875,1.3158123277792888,Iris-versicolor
+46,6.277328794458763,2.804675916990032,4.271914005895328,1.2163886152364443,Iris-versicolor
+47,5.863883479459268,3.236450953639854,4.798758722798017,1.7994342600364959,Iris-versicolor
+48,5.378541191669102,3.4084997571926188,1.4886710770354474,0.4275256489850223,Iris-setosa
+49,5.0769898491571,3.4703688231805914,1.375203866692698,0.2001737749367793,Iris-setosa
+50,5.990493979073202,3.403624703312908,4.485732502578495,1.6062767735500811,Iris-versicolor
+51,6.087697568155965,2.908961146579289,4.500621177085895,1.3394362532600892,Iris-versicolor
+52,7.430231901574677,2.9977134914719943,6.364756768582178,2.054206861277557,Iris-virginica
+53,6.7003294533873525,3.1287720679347486,4.694382494505707,1.5077426131889005,Iris-versicolor
+54,6.368488972047593,2.852069321357938,4.306935715559253,1.2781293889428333,Iris-versicolor
+55,6.340917370168291,2.910649974120012,5.585080743383194,1.8010024877304698,Iris-virginica
+56,6.173492605913299,3.3321830360562394,4.602779835177552,1.5725314558427148,Iris-versicolor
+57,6.091879711361118,2.79179364620255,4.660899964287339,1.1560583841843333,Iris-versicolor
+58,5.656848228257762,3.0,4.487194028493645,1.4713015504033586,Iris-versicolor
+59,6.600553295639358,3.0,4.446602795853837,1.3862374138723461,Iris-versicolor
+60,5.395900906767919,3.390819331361172,1.5751988405579747,0.19930100267641992,Iris-setosa
+61,6.834958565842644,2.7917763376927165,4.75339539429252,1.4373437702281369,Iris-versicolor
+62,4.805191771390311,3.3903003815729726,1.6334138488204337,0.1978279773619263,Iris-setosa
+63,5.41602792215512,3.9221539528964198,1.2923706114633733,0.45871218939645403,Iris-setosa
+64,5.29281436287918,3.681869671978204,1.500205446974593,0.20004148534898863,Iris-setosa
+65,5.712138447236254,2.9476266261598743,4.2794597130551475,1.3020858683763201,Iris-versicolor
+66,5.622304321381931,3.7280518666652145,1.5472176863183975,0.297413167121956,Iris-setosa
+67,6.68389906758463,3.309203005706728,5.6496110901317955,2.1016664182315403,Iris-virginica
+68,6.925601888875766,3.0765332908102345,5.26095925317537,2.2887337410882087,Iris-virginica
+69,5.10189226798492,3.5778906568660047,1.4161571398945665,0.1985233837435202,Iris-setosa
+70,4.564399640020014,3.5457256437567914,1.0000003645422901,0.20642354689793901,Iris-setosa
+71,4.999055298545695,3.4125038750023218,1.598702718965548,0.4121718186607467,Iris-setosa
+72,6.302826863048736,2.3339456446653375,4.335178356406808,1.2999167314650086,Iris-versicolor
+73,5.908262023199713,3.0,5.182242355622428,1.8220479836300232,Iris-virginica
+74,7.309608272259969,2.8817126244197353,6.30239400350282,1.7856154209001203,Iris-virginica
+75,5.424684218665572,4.19999924833899,1.2873707646634258,0.22086150626297477,Iris-setosa
+76,5.761099710468456,2.8742654010764435,4.292879184591354,1.232798394610952,Iris-versicolor
+77,6.163223804963855,3.3567470242087247,4.570071244892086,1.628085780335454,Iris-versicolor
+78,4.785196759236198,3.4037463568043678,1.5717982854461683,0.2012208840784055,Iris-setosa
+79,5.079513753425016,3.509831350865303,1.4074179181196806,0.20225857370310985,Iris-setosa
+80,6.652457657501238,3.2477517024731006,5.579312768883861,2.0554985067750966,Iris-virginica
+81,4.493146333002397,2.2783639776270332,1.3154832119227406,0.292631095546933,Iris-setosa
+82,5.996982426500478,3.3989742632725664,4.491767467417466,1.6081812400614424,Iris-versicolor
+83,7.166277492173774,3.0,5.9892157356194105,2.06928159248867,Iris-virginica
+84,7.7280178001344035,2.605591783692659,6.899997899505605,2.3225055194763975,Iris-virginica
+85,4.890878465815905,3.080103674226787,1.4573782881732282,0.10000012334732472,Iris-setosa
+86,5.422269472217807,3.9146295663457007,1.2927478420038243,0.4476366977374103,Iris-setosa
+87,4.930146269231171,2.0,3.434228947824927,0.9072604069529042,Iris-versicolor
+88,7.699221804333643,2.607152361472771,6.899997447800622,2.3262778542864826,Iris-virginica
+89,6.015843048103762,2.205157094089768,4.122107127897194,0.930354024433647,Iris-versicolor
+90,6.21307367009591,2.1873761121232764,4.499867085807548,1.4661119231737274,Iris-versicolor
+91,6.05878320120978,2.784396160623168,4.671785958556359,1.1641034616839747,Iris-versicolor
+92,5.713668319650611,2.796934568915865,4.480134036835974,1.3091393128239102,Iris-versicolor
+93,4.783194151981824,3.0,1.3747241558907102,0.1,Iris-setosa
+94,6.722857123469691,3.110790247375706,4.718637350230451,1.535310427212129,Iris-versicolor
+95,5.797185208911681,2.662793508927986,5.075077524475329,1.9017476307776109,Iris-virginica
+96,6.932144025327729,3.1273995843639995,5.180648521316523,2.29876429907625,Iris-virginica
+97,6.159542105600061,3.3411710355831445,4.597145729227817,1.60135830745666,Iris-versicolor
+98,4.74732462971293,3.0,1.3564422284220563,0.1,Iris-setosa
+99,5.422427917412841,3.4084777892721525,1.5962451776828734,0.19952158236745293,Iris-setosa
+100,6.000284808020484,3.407763360470297,4.504828798792641,1.5846511371318512,Iris-versicolor
+101,5.396819685426872,3.410418492497657,1.546694802899085,0.2719345917430196,Iris-setosa
+102,4.947996216827325,2.000000457719419,3.534311955133251,1.018099091126704,Iris-versicolor
+103,7.601737981660712,3.0,6.554892646323882,2.0971324759169456,Iris-virginica
+104,6.953463478331509,3.0911544010845637,5.076459643848301,2.299062009541661,Iris-virginica
+105,4.620922952100514,3.1193012010013863,1.4018842483911846,0.21386057267616093,Iris-setosa
+106,6.282730653255553,2.972910578762905,5.505873503365316,1.7903120922133073,Iris-virginica
+107,4.810602408131674,3.0,1.4008857016707776,0.29269963019788314,Iris-setosa
+108,5.6813854662542385,2.5173070766477044,3.940131943747838,1.1214189220571116,Iris-versicolor
+109,4.766489263300452,3.3908049470558015,1.8109627690301646,0.20167045102075715,Iris-setosa
+110,5.472786369012206,2.5795463129124396,4.4025871103046015,1.1563629177983472,Iris-versicolor
+111,6.15973052600769,2.185133654220061,4.500698367022184,1.496601292336173,Iris-versicolor
+112,6.591826020051412,3.0,4.382398809083395,1.3752986355720855,Iris-versicolor
+113,6.183519549504074,3.4026557510280724,5.364131053782355,2.3080816505577197,Iris-virginica
+114,7.206262486824766,3.0,6.029851829889185,2.1076594249728844,Iris-virginica
+115,6.404986886551011,2.897992350207917,4.251844371997164,1.2880283776049064,Iris-versicolor
+116,4.861896989235106,3.0387694044000564,1.449493706577668,0.1,Iris-setosa
+117,5.6249776598137995,2.90507540161734,3.84104395763112,1.2890324237416315,Iris-versicolor
+118,4.5900946115266645,3.671441375136997,1.0,0.2110424462131282,Iris-setosa
+119,6.207789090662562,2.2621500011118374,4.287653377794167,1.206768161653235,Iris-versicolor
diff --git a/iris/tab_ddpm/4/3/test.csv b/iris/tab_ddpm/4/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/3/train.csv b/iris/tab_ddpm/4/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/3/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
+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
+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/val.csv b/iris/tab_ddpm/4/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/4/synth.csv b/iris/tab_ddpm/4/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..423f69dd9904f2729cd06cc396b2b55f4daad67d
--- /dev/null
+++ b/iris/tab_ddpm/4/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.892059753230024,3.215187024186199,4.800835701435867,1.7810056406570232,Iris-versicolor
+1,7.294810550466592,2.907431324310506,6.258880555273477,1.7864161642566376,Iris-virginica
+2,4.628344125352596,3.5959101559031392,1.0000007055774676,0.20398789428567432,Iris-setosa
+3,6.614451593084183,3.3139372254474884,5.581158854040769,2.5,Iris-virginica
+4,5.904621030070055,3.0,5.112051319980194,1.793734710392012,Iris-virginica
+5,5.976022105962537,2.8933459866919486,4.495017059071201,1.4787266827047403,Iris-versicolor
+6,6.967650825577306,2.793797276425499,4.795097248601322,1.4108794665102629,Iris-versicolor
+7,7.674548739459181,2.572277760457678,6.899998245358572,2.323559532835542,Iris-virginica
+8,5.0045811454157025,3.6405621435743987,1.3753517635236148,0.20689356277089693,Iris-setosa
+9,5.896036485822235,2.825260983018733,4.551998079461131,1.3149931770259458,Iris-versicolor
+10,5.433010322469258,3.9265789198048133,1.314814584524656,0.4156154940049883,Iris-setosa
+11,7.738301445773108,2.541941274522817,6.9,2.273380501801566,Iris-virginica
+12,6.70670221098909,3.1381543922367774,4.702773408551911,1.5085511381001557,Iris-versicolor
+13,4.813062803827861,3.0,1.4029941390616798,0.2965617244718173,Iris-setosa
+14,5.98432443693846,3.3700560770732286,4.475430751750965,1.5673556625810954,Iris-versicolor
+15,5.908019069322347,2.8792566405290496,4.4487453609915075,1.4767198269578645,Iris-versicolor
+16,5.953755555834319,2.8812053740697086,4.482591138436173,1.476433495237668,Iris-versicolor
+17,6.6965849728945575,3.301509681634845,5.718334830344457,2.1102084163153596,Iris-virginica
+18,5.727527398316437,2.885882936436377,4.167452942509172,1.297975303810945,Iris-versicolor
+19,4.609081262032075,3.2085571591020634,1.404478807877044,0.1983103765678833,Iris-setosa
+20,4.597401619962692,3.2314678676648314,1.3932976348209658,0.19553500485846947,Iris-setosa
+21,6.285968138184562,2.290660918464959,4.37786621514859,1.291096797898588,Iris-versicolor
+22,6.835478984728209,2.800100369365149,4.773718618091435,1.4022689138171256,Iris-versicolor
+23,5.184968177285008,3.3294614165367746,1.5727983397944456,0.4507246060620958,Iris-setosa
+24,4.932720130333905,2.0000013024216834,3.572046010587554,1.0959317771130863,Iris-versicolor
+25,5.88231499493146,3.21354308031382,4.76696211276076,1.7909425750989074,Iris-versicolor
+26,6.101380677034008,2.7275169159788852,4.546370348920252,1.1609476819196312,Iris-versicolor
+27,5.181524762304324,3.4312307353154106,1.4026224023023852,0.19655630101860277,Iris-setosa
+28,7.703154364101683,2.8004802652395195,6.690689697067896,2.022066169873923,Iris-virginica
+29,6.351532341510076,2.300670363392824,4.419202704485484,1.2944379384983522,Iris-versicolor
+30,4.787467673347681,3.0,1.4069720778642398,0.1,Iris-setosa
+31,4.485886535885568,2.304846913489681,1.3484787666432108,0.29758360448527077,Iris-setosa
+32,6.540945558453927,2.998864244517993,4.337343718032221,1.3745072576494626,Iris-versicolor
+33,6.356426744192184,2.857605078707161,4.294729684332762,1.2647752494689828,Iris-versicolor
+34,4.8843439646060265,3.0,1.4148313868820088,0.19930540903213956,Iris-setosa
+35,6.4132036111612365,2.9103891090113616,4.286603118108281,1.2999942627666732,Iris-versicolor
+36,6.944820225035919,3.108002618872446,5.400675906151362,2.291101076532277,Iris-virginica
+37,6.2649846110507665,3.411846126247508,5.403136935725176,2.301259451964003,Iris-virginica
+38,4.76100768095361,3.3907532393116235,1.565700401694916,0.1971275896261876,Iris-setosa
+39,6.2979442247047785,2.667903544736945,4.913854045799592,1.804687491130829,Iris-virginica
+40,7.186978476628051,3.0,5.980027197392365,2.080312507026307,Iris-virginica
+41,7.1824414131402285,2.9316421404105557,6.107215644472589,1.818010827509786,Iris-virginica
+42,6.211475671481916,2.21376912146032,4.489561840265733,1.468067836051211,Iris-versicolor
+43,5.691599035928631,2.9052324604037527,4.221660030957188,1.302144092302455,Iris-versicolor
+44,5.382284512529126,3.931308227535531,1.2854550101196858,0.36604619635686775,Iris-setosa
+45,4.790999550840251,3.405363891748648,1.5698279010243679,0.19911334948646103,Iris-setosa
+46,4.581669352061849,3.20301858159901,1.406362576927178,0.20121375885432743,Iris-setosa
+47,6.015467540065868,3.4112998308296194,4.474531649679628,1.5701049796719397,Iris-versicolor
+48,5.39917397161563,3.4130829881036573,1.5661116586699109,0.19468662756177962,Iris-setosa
+49,7.559732701778102,3.0,6.581437251790622,2.1196412150790747,Iris-virginica
+50,6.320396198163711,2.6221529255050866,4.920497298652116,1.8562760698006346,Iris-virginica
+51,5.70916427564394,3.8189227912181503,1.5614443118892927,0.3663256132707507,Iris-setosa
+52,6.493725467292073,3.2156183448230102,5.069734778048497,2.0191782221115857,Iris-virginica
+53,4.908023721686327,3.0922757996015897,1.4957015537756986,0.10000012309830884,Iris-setosa
+54,6.307030031474127,2.2982817134270617,4.409181883469825,1.2973046573264684,Iris-versicolor
+55,5.964852644700917,3.381140726406194,4.479606314724113,1.6122745951321802,Iris-versicolor
+56,6.233295209032836,3.383871143149779,5.404009649198087,2.2751509775622782,Iris-virginica
+57,5.623739873663544,2.962450215913205,4.16243740421406,1.3306660250087698,Iris-versicolor
+58,4.863800185508322,3.0,1.4462678960967679,0.10000009780584337,Iris-setosa
+59,6.026200897663806,2.203837364239846,3.9238165329135404,1.0211979478342375,Iris-versicolor
+60,5.784461166893643,2.6665165676862235,5.084972286154601,1.9167272148902195,Iris-virginica
+61,5.727652319608898,3.8058507574052136,1.5753362340513737,0.29841239300740185,Iris-setosa
+62,4.6458011954155145,3.2183667875834328,1.403936615428175,0.20349659635916398,Iris-setosa
+63,5.780904912669023,2.642481985758854,5.100446333054363,1.9421117760803417,Iris-virginica
+64,6.013155782131298,2.2264909516821416,4.024274108445016,1.019349607291778,Iris-versicolor
+65,6.903707510509114,2.791175868423027,4.855963168733533,1.4121822219397546,Iris-versicolor
+66,6.637224767857492,2.9692498033996064,5.694764001787472,1.7922323779451046,Iris-virginica
+67,6.297926707742805,2.318751210201965,4.412934169786173,1.2999604081621638,Iris-versicolor
+68,5.725403203090999,3.8075012553352914,1.8105889750579813,0.3592647514592659,Iris-setosa
+69,5.597842488687111,3.0,4.461692972955999,1.4837977856572788,Iris-versicolor
+70,6.344004939345001,3.2825286406845873,4.727585474373084,1.5924762448844143,Iris-versicolor
+71,5.4829466790783945,3.91916964638457,1.2983638308729877,0.40000805474994683,Iris-setosa
+72,5.1075153675989355,3.488983002687741,1.403406137620723,0.19868719985380562,Iris-setosa
+73,4.606875431946404,3.1960345748059655,1.3894455544535553,0.19669715742633317,Iris-setosa
+74,5.40525744078299,3.397002592591268,1.4954168753310306,0.3646286949742083,Iris-setosa
+75,5.42807433481247,3.8963659720808654,1.3204753468012234,0.4069943091092476,Iris-setosa
+76,6.626055718535535,3.0,4.377717459784899,1.4066610839162987,Iris-versicolor
+77,5.520552618786116,2.6022832243259404,4.4088418988166245,1.202905271991922,Iris-versicolor
+78,6.686701709848935,3.3262205423117845,5.67183549999314,2.4999994126600127,Iris-virginica
+79,6.27597232503479,2.306069654057697,4.38628669127167,1.3106168731689345,Iris-versicolor
+80,5.631215531160728,3.0,4.488881549928039,1.4597045446039834,Iris-versicolor
+81,7.590696005276739,3.0,6.576228302962187,2.10391167469992,Iris-virginica
+82,6.177801008410525,3.4007856836823875,5.356851280442145,2.2979675576814382,Iris-virginica
+83,5.389861943088035,3.3950649653869496,1.5659512983820627,0.20232580486763466,Iris-setosa
+84,6.854574664785941,3.2065451811641457,5.959189807714093,2.3167814160428217,Iris-virginica
+85,6.312385491894806,2.5292046101482604,4.942093130497124,1.8664344209397652,Iris-virginica
+86,7.696558972056502,2.567519893582716,6.899998755758637,2.310270345245509,Iris-virginica
+87,4.992817035759741,3.617670529228718,1.3874603044212277,0.1946600361361868,Iris-setosa
+88,6.780160834252671,3.201067069543305,5.89055758807323,2.309190098526902,Iris-virginica
+89,6.277948739734782,2.4436165893288764,4.99345200318231,1.9068381587127052,Iris-virginica
+90,5.761641240740599,2.648406717348145,5.091593859816424,1.9187077655499896,Iris-virginica
+91,5.472373461778628,2.411801668936939,4.014892846917772,1.066946796929768,Iris-versicolor
+92,6.355184020857911,2.8794836906140495,4.2839229323222,1.265851159980327,Iris-versicolor
+93,5.363741257398809,3.825186652685661,1.429952842666944,0.2581048652707928,Iris-setosa
+94,6.129059633482858,2.8017509172601804,4.649567710099824,1.2021525677525833,Iris-versicolor
+95,5.070116678707372,3.320694037478749,1.5665175694086162,0.5377244429834007,Iris-setosa
+96,7.629557118986802,3.0,6.575444848163388,2.096300013774867,Iris-virginica
+97,5.779748331610256,3.0408969014839453,4.6214510338062915,1.6806935106687058,Iris-versicolor
+98,5.495548260508026,2.5605920287003303,4.3234707956499525,1.164310883895993,Iris-versicolor
+99,4.961342957434327,2.000000857831634,3.365103585812048,0.9754724484244601,Iris-versicolor
+100,5.769798747919771,2.8692091947927882,4.325760858213617,1.2704142744874063,Iris-versicolor
+101,6.648592513402221,2.4780684025256594,5.713546164195591,1.8156832989765304,Iris-virginica
+102,4.597411976585695,3.231321156840907,1.3966736997234892,0.19994727141146124,Iris-setosa
+103,5.44196373476704,3.9092263345952345,1.3100154643619846,0.38538569758587965,Iris-setosa
+104,5.438748539609787,3.9460366075250555,1.2746952547580757,0.4185898380387487,Iris-setosa
+105,4.4,3.17187034184159,1.3254801543380905,0.1976862420476573,Iris-setosa
+106,6.408058622565715,2.9027542074056027,4.296735681142473,1.3358932169913988,Iris-versicolor
+107,4.789371240630121,3.0230382963192888,1.4305694872533685,0.10000011072959211,Iris-setosa
+108,5.76552089200939,2.646039710538416,5.071616801341255,1.9197755297125534,Iris-virginica
+109,6.698095624728179,3.3147085934747302,5.718288437042673,2.122349702557773,Iris-virginica
+110,4.968602705590922,2.0,3.5104040326894084,0.9692138401672088,Iris-versicolor
+111,4.948401145861792,2.0000005454655523,3.4563633880427296,1.0459837426520078,Iris-versicolor
+112,5.309377717483122,3.382622755293175,1.5772625303792003,0.198045763189564,Iris-setosa
+113,6.4927360497218265,3.0,5.414904847427847,1.8151292492765512,Iris-virginica
+114,6.686899043544696,3.0,4.943782373779024,1.700418237360918,Iris-versicolor
+115,5.799548275885126,2.640526274894594,5.104978233553224,1.921321791262676,Iris-virginica
+116,7.236071275136299,2.9034754539635967,6.260199720698129,1.798087534463278,Iris-virginica
+117,7.118960727741631,3.0,5.875202402485095,2.0974990840824423,Iris-virginica
+118,5.797909536361339,2.8044122856073446,5.133355596999372,2.407921828592735,Iris-virginica
+119,5.783217297547177,2.6518794452654655,4.066430464438874,1.0104197858216597,Iris-versicolor
diff --git a/iris/tab_ddpm/4/4/test.csv b/iris/tab_ddpm/4/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/4/train.csv b/iris/tab_ddpm/4/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/4/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
+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
+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/4/4/val.csv b/iris/tab_ddpm/4/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/5/synth.csv b/iris/tab_ddpm/4/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b567d522ba8d24ed004017b0f7d3d93d2ca01f94
--- /dev/null
+++ b/iris/tab_ddpm/4/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.615818907117983,2.9381426178651724,3.797935464419138,1.319627262849387,Iris-versicolor
+1,4.830884050054088,3.0,1.4415743614848309,0.10000009687249835,Iris-setosa
+2,4.9925149996783045,2.0000006652864917,3.634182863481609,1.0393801827477678,Iris-versicolor
+3,4.778893436641481,3.4010393034412596,1.6655624793368957,0.2045444719089197,Iris-setosa
+4,4.786656404780416,3.398276573032913,1.8865240562889045,0.2035929714422297,Iris-setosa
+5,6.705504964617864,2.4748078635038047,5.745663157389208,1.807986173337727,Iris-virginica
+6,5.962262647084198,2.8308843866530107,4.6318244417692735,1.2757361731668406,Iris-versicolor
+7,6.8987457309890505,3.0965769375792256,5.118419105193549,2.3140540818253954,Iris-virginica
+8,7.175659207962246,3.0,5.983221577385699,2.090911265355683,Iris-virginica
+9,5.943129504245163,3.416316483098788,4.476026158091852,1.6226257295298403,Iris-versicolor
+10,6.0213120189175635,2.202071421708793,4.082514956667336,1.0363305808415184,Iris-versicolor
+11,4.910814719908184,2.392139423348005,3.2716675541531726,1.0081821714364545,Iris-versicolor
+12,6.292341166014318,2.3983066305651155,4.965853169463397,1.895918350501734,Iris-virginica
+13,5.264489004232946,3.6733602247372183,1.492804172850888,0.20163952383836384,Iris-setosa
+14,5.380649949033015,3.4188486956145834,1.592859488755058,0.20512365352982165,Iris-setosa
+15,5.8851589053609095,3.1778315484782675,4.780053826211977,1.7929012988400312,Iris-versicolor
+16,5.955955353487131,3.412638074476741,4.467334869232123,1.592320807750582,Iris-versicolor
+17,5.5402693554621285,3.0,4.512009879137405,1.4816487977528598,Iris-versicolor
+18,7.261444452720297,2.9056119842743287,6.252073789073969,1.8043448430834508,Iris-virginica
+19,6.303015815814534,3.3250014808698296,4.6862739021511,1.582906153039644,Iris-versicolor
+20,6.703955148038593,3.0,4.971332211841699,1.709960540081646,Iris-versicolor
+21,6.399314320952761,2.8990931826398514,4.281615473215897,1.2747790681465867,Iris-versicolor
+22,4.4,3.1696565001129575,1.3265731496258475,0.1979767252112657,Iris-setosa
+23,6.359903796192793,2.88480924837246,4.284341255585353,1.281331408737039,Iris-versicolor
+24,6.533198939845917,3.1935798597398835,5.114334239754027,1.9892569321898514,Iris-virginica
+25,5.112763936344577,3.5277665152823308,1.3798680604149425,0.202359323473075,Iris-setosa
+26,5.439968947357159,3.9070098725482807,1.302414946717029,0.3825081949616172,Iris-setosa
+27,4.971339993814634,3.6538284773976004,1.3802309789693596,0.19625121373525578,Iris-setosa
+28,6.639299250222473,3.116739160933391,4.625581062641526,1.5100106883250508,Iris-versicolor
+29,5.788502043400053,2.7864889115806015,5.0926221872520285,2.396956585241443,Iris-virginica
+30,6.016138272938905,3.0,5.1477021479092135,1.7894109501521602,Iris-virginica
+31,6.299254682312322,2.67889356376294,4.87369705864791,1.8157279544837086,Iris-virginica
+32,5.00214341965318,3.5623922243998263,1.396851804340605,0.20055913876690773,Iris-setosa
+33,5.972856216122284,3.4022478186307814,4.442124053906127,1.5890887537391511,Iris-versicolor
+34,6.504664707679584,3.0,5.761805159780524,2.1895397281527735,Iris-virginica
+35,4.40000055904745,3.1929725390750314,1.3508892387444704,0.20377617737432416,Iris-setosa
+36,5.663659649109644,2.87122686365893,4.205518992420029,1.30162833432436,Iris-versicolor
+37,5.865723626102015,3.2208886830541643,4.782300279163468,1.7867884563121141,Iris-versicolor
+38,4.614815394360802,3.210795033890733,1.4229917522651292,0.19977036568942405,Iris-setosa
+39,5.544068211232741,2.378816130252586,3.8179873913014477,1.0445703068463088,Iris-versicolor
+40,5.819371474330765,2.760425394242862,4.062762830861363,0.9968650079455508,Iris-versicolor
+41,4.980090254170039,2.000000756054978,3.546691918836672,1.0216898327330022,Iris-versicolor
+42,6.338998005751134,2.905113809945892,5.6291477702761785,1.7963876924089128,Iris-virginica
+43,6.230364497400143,3.363879075682434,5.513025557681593,2.296931530079515,Iris-virginica
+44,6.693910820277989,3.0,5.008658460848257,1.7127214291200261,Iris-versicolor
+45,6.561823128477536,3.0,4.363344587343148,1.38964738803311,Iris-versicolor
+46,5.397767951144938,3.4055491339041426,1.5642085414266242,0.26853231595850646,Iris-setosa
+47,5.029300892914036,3.0,1.57187718768289,0.1917746043503543,Iris-setosa
+48,5.524326256427589,2.6157569880423583,4.389748344052267,1.2292751729775142,Iris-versicolor
+49,4.576078765725821,3.578418105627442,1.0,0.1955341129349194,Iris-setosa
+50,5.771865773393674,2.6388492350438812,5.057550838005776,1.8993443278511262,Iris-virginica
+51,5.52265978948332,3.875825960971784,1.408526921441703,0.4678810373122727,Iris-setosa
+52,5.455879301593319,3.0,4.4439340543292865,1.517725781980519,Iris-versicolor
+53,5.66972273582046,3.846750094599241,1.5125921076407758,0.426781968675269,Iris-setosa
+54,5.73107005485932,3.8417357590154566,1.5762932607924456,0.2963382638493759,Iris-setosa
+55,6.717970021836031,3.0,5.0174562880172395,1.7336216531630566,Iris-versicolor
+56,5.0868850547511295,3.6429968314306396,1.5102274029572333,0.3684013843870481,Iris-setosa
+57,6.692482063311373,3.336679163647026,5.493069620118004,2.5,Iris-virginica
+58,6.809435727077518,2.802955036917549,4.7940808863559505,1.39918048214913,Iris-versicolor
+59,4.955238210003636,2.0,3.034124847647262,0.878410033561773,Iris-versicolor
+60,5.209160691685824,3.405247496942006,1.407420799633986,0.19917071495257843,Iris-setosa
+61,7.562148435647747,2.918085385727033,6.573454070189872,1.9966671762213897,Iris-virginica
+62,6.814974337214423,3.207915127609323,5.88004877191587,2.3128163757146085,Iris-virginica
+63,4.901942892321261,3.1335379101506686,1.5000551885838402,0.10000013763507445,Iris-setosa
+64,4.801735573396885,3.0,1.402375317281813,0.2959119040828081,Iris-setosa
+65,5.811170427473942,2.690899785993875,5.070928360324146,1.8660592285248185,Iris-virginica
+66,6.242685343171841,2.926651664366436,4.5348730708793745,1.3996806502826935,Iris-versicolor
+67,6.221508459816743,3.3730963456040386,5.451821670074201,2.2730891279103616,Iris-virginica
+68,6.391198650752459,3.0,5.225643614101738,1.8126473339511144,Iris-virginica
+69,6.426403491490874,2.886591167190887,4.292634771607251,1.2794820822182165,Iris-versicolor
+70,5.779750690727408,2.7964634961684514,5.097305331817327,2.3961695251566972,Iris-virginica
+71,5.8571866382119975,3.215962860005129,4.791247762595074,1.814195706665706,Iris-versicolor
+72,5.957788636860958,2.183976760645214,4.033563761302127,1.0217274587682883,Iris-versicolor
+73,4.78242169640596,3.0,1.3415792644547708,0.100000091416678,Iris-setosa
+74,6.5137399455341365,2.956768208657651,4.310149714258394,1.3430805670075878,Iris-versicolor
+75,5.044337348999775,3.36769876704175,1.6301834701080224,0.4326782427450029,Iris-setosa
+76,6.3801334340392275,2.877977729973241,4.298994429769629,1.296236994816516,Iris-versicolor
+77,6.708919057791576,3.109713847248559,4.692455442788217,1.5135922871683998,Iris-versicolor
+78,4.990988105993369,3.6069839554475007,1.403177680098574,0.20232407340132516,Iris-setosa
+79,5.6883692225900635,2.769687867238573,4.5107487914671225,1.2678852802057752,Iris-versicolor
+80,6.386414028306809,2.844617832604656,4.225579985880124,1.2647053144595364,Iris-versicolor
+81,5.719742079888363,2.6280159286086913,5.070044124972322,1.9069650870724342,Iris-virginica
+82,6.085503719401766,2.8072489518868124,4.6862496972127925,1.2327161803957647,Iris-versicolor
+83,5.461194898095232,3.0,4.445707179898181,1.495052706948614,Iris-versicolor
+84,5.726632713474312,3.0,4.238585228187994,1.1978285365099957,Iris-versicolor
+85,4.798333273950691,3.3942818136512773,1.9195064563448678,0.19550208766421,Iris-setosa
+86,5.094047252644818,3.317753219850505,1.79142989558499,0.4822618865171725,Iris-setosa
+87,5.6982927661684135,2.905128427454337,4.181140526085904,1.298731915551118,Iris-versicolor
+88,7.088904038955679,3.0,5.898429086292299,2.1282378846997383,Iris-virginica
+89,5.735227634939709,2.9012788425244427,4.206197998755182,1.2836618273640328,Iris-versicolor
+90,5.796926639230675,2.8154164435829223,4.514987477973655,1.3616311390043017,Iris-versicolor
+91,6.654642312689902,3.0257196409131515,4.551333455667193,1.4678143644205863,Iris-versicolor
+92,4.916448558368169,2.000000799087984,3.5412521490221427,0.9121749215163331,Iris-versicolor
+93,5.740339446448445,2.6392111605277844,5.061678221188024,1.8981870165294024,Iris-virginica
+94,4.816306280254377,3.0,1.406953420008737,0.3521914126143982,Iris-setosa
+95,5.632451630054341,2.622185210566398,4.372583466690772,1.23469570689371,Iris-versicolor
+96,6.000879186310681,2.8873649816308533,4.49446385338655,1.4594117230009402,Iris-versicolor
+97,5.7862339641712826,2.79348369443362,5.101337478490901,2.4142994154852535,Iris-virginica
+98,6.57306210214442,3.005400116307459,5.515558627299587,1.8721148015202953,Iris-virginica
+99,6.137185905518975,2.9709506064436755,4.521715056650145,1.3318931355086316,Iris-versicolor
+100,5.673102670437564,2.898441051637727,4.075370052007892,1.299514668301278,Iris-versicolor
+101,5.423010093901485,3.9410681864702055,1.2706622064925241,0.4432685142010512,Iris-setosa
+102,5.772743832107122,2.6468232188982923,4.0422929596063595,0.9625138114050797,Iris-versicolor
+103,4.796605293407466,3.4066524029290743,2.1311978179500426,0.19759032911654112,Iris-setosa
+104,6.88033082643684,2.7885074002229926,4.7633038921655455,1.398270528205586,Iris-versicolor
+105,6.858848553016919,2.808208041905447,4.781320149113894,1.4105160538107182,Iris-versicolor
+106,5.454731725458956,3.9266044306923926,1.2942501541082279,0.44667481464614994,Iris-setosa
+107,5.490765516859704,4.199999074670988,1.2955956816526093,0.2051239669541051,Iris-setosa
+108,4.802039084760153,3.387586784736969,1.7971451882578195,0.20622064174183033,Iris-setosa
+109,4.993434254729429,3.0,1.5745712453135188,0.1963244349340841,Iris-setosa
+110,6.496101890945069,3.2089706753752094,5.139358585830879,2.0198888097204026,Iris-virginica
+111,5.044894643356882,3.3601531131080176,1.69976035082843,0.4342717148835653,Iris-setosa
+112,6.506807733670074,2.9653222492370412,4.34178443206399,1.3525024974278588,Iris-versicolor
+113,6.0572125817658495,2.234519170225658,4.151633751607904,1.0809179683196413,Iris-versicolor
+114,5.909638475125843,3.0,5.142158934470921,1.8103655267268879,Iris-virginica
+115,4.987184280666031,2.0000010724563553,3.5367405151741917,1.0577737638660998,Iris-versicolor
+116,6.686692125367853,2.495926370447057,5.751431025736184,1.8091782552804043,Iris-virginica
+117,6.096883690713249,3.395837141484215,4.5171937959876125,1.5797292761062092,Iris-versicolor
+118,7.686287564160324,2.8018153134680617,6.664638960561444,2.0022656022791625,Iris-virginica
+119,5.988542616991834,3.3962889525642064,4.4947145900993215,1.6257349588744558,Iris-versicolor
diff --git a/iris/tab_ddpm/4/5/test.csv b/iris/tab_ddpm/4/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/5/train.csv b/iris/tab_ddpm/4/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/5/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
+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
+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/4/5/val.csv b/iris/tab_ddpm/4/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/6/synth.csv b/iris/tab_ddpm/4/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..284276d2c6704d799d0835b6a0d823bbbe6bd362
--- /dev/null
+++ b/iris/tab_ddpm/4/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3436175280542955,2.836961908354005,4.313203365870439,1.2681848089689174,Iris-versicolor
+1,6.7942718280117145,3.1871817004456697,5.828733718206638,2.304868803935748,Iris-virginica
+2,6.204681540612624,2.651497920921919,4.906616861102245,1.7859566416114192,Iris-virginica
+3,5.507493715335567,3.0,4.489992198026462,1.493627885483944,Iris-versicolor
+4,6.370055990979147,2.869241771320462,4.2866929712290185,1.270047529165375,Iris-versicolor
+5,6.888342348620469,2.8043436092565925,4.7882883075137705,1.42652811716183,Iris-versicolor
+6,5.06407297736173,3.536885141826515,1.3874566846247518,0.19873047929561818,Iris-setosa
+7,7.708558044354553,2.572631577020357,6.899998980867885,2.314801147331278,Iris-virginica
+8,6.478107456667281,3.0,5.516031291451949,1.7989724707882755,Iris-virginica
+9,6.711456241617378,3.3053118541169257,5.723929349540135,2.1092565455353665,Iris-virginica
+10,5.413498326276531,3.9229027432878296,1.2735305685724472,0.4670749337036837,Iris-setosa
+11,4.739586438530552,3.0,1.3583473961666124,0.1,Iris-setosa
+12,6.90511033310787,3.12185412821369,5.101929395587183,2.3069838853459492,Iris-virginica
+13,6.294393805989757,3.316492455298785,4.73112120843701,1.588966282456391,Iris-versicolor
+14,5.996831057990032,3.404191311700148,4.502724613712667,1.60667270496818,Iris-versicolor
+15,6.307643950283634,2.9165744028652667,5.591863531196431,1.8056079618787229,Iris-virginica
+16,5.057442198414821,3.3562141928112146,1.579479079889822,0.5099480434998296,Iris-setosa
+17,4.911504691108924,3.1320199589796403,1.4954488019182641,0.10000010819293427,Iris-setosa
+18,6.294711349931156,2.2919271417404796,4.3976649564922985,1.3125186188661246,Iris-versicolor
+19,5.73180160791896,3.8499929835327293,1.7685980610478254,0.29898140942097806,Iris-setosa
+20,6.681640073783692,3.1157926034293926,4.695455414857156,1.5209121500572957,Iris-versicolor
+21,6.6372703499544174,3.301309034216686,5.65274972158617,2.5,Iris-virginica
+22,6.432762311719693,3.1545285533871588,5.676957046070373,2.2569665768312848,Iris-virginica
+23,4.992624724175345,3.4018711797662182,1.6889553950117522,0.3487375024304935,Iris-setosa
+24,4.797979961924338,3.0,1.405559494885603,0.2962587252482972,Iris-setosa
+25,7.4993395081584975,2.8842187791469933,6.4564990983011645,1.811668650159878,Iris-virginica
+26,6.870523298315395,2.794608734291504,4.809060528829627,1.4114411476103663,Iris-versicolor
+27,5.167345296588171,3.3952263162039342,1.3820722437834785,0.20276446648217147,Iris-setosa
+28,6.503955915565997,3.1962923938234584,5.088139957501984,2.003465532844689,Iris-virginica
+29,4.79007743093774,3.4005284174318975,1.8046480906260047,0.20126121444259137,Iris-setosa
+30,6.289709599715098,2.911382772777907,5.639264271661945,1.8119566550492368,Iris-virginica
+31,4.599802806171772,3.6043143701604845,1.0000004631644623,0.19709042107944535,Iris-setosa
+32,5.561334331671535,2.5627938911378445,4.33409529982544,1.2182042009660203,Iris-versicolor
+33,6.280562071889118,2.4756094221489793,4.969321032649077,1.8841321915529374,Iris-virginica
+34,5.786987217784462,2.7817087776984613,5.104368056243478,2.406424860538451,Iris-virginica
+35,5.406181781484735,3.412673991394522,1.494992254911324,0.3914762962111462,Iris-setosa
+36,5.942609095141958,3.3571729354391264,4.488253450727429,1.6207731330924446,Iris-versicolor
+37,6.71605290750765,3.0,4.9726034060166855,1.691591855770102,Iris-versicolor
+38,6.538456913583468,2.986077903824359,4.347500022383184,1.3713193794797576,Iris-versicolor
+39,4.690405960524967,3.064609365241205,1.4064412944628994,0.23789665261303133,Iris-setosa
+40,7.135324275440116,3.0,5.892940873130648,2.04183801977091,Iris-virginica
+41,6.679201172371077,3.336151726423452,5.642023350693842,2.5,Iris-virginica
+42,6.307962896841442,2.880685012268521,5.598733589663817,1.8141844914339702,Iris-virginica
+43,4.882926504651952,3.15185726374945,1.4822494702389628,0.10000010229002157,Iris-setosa
+44,6.688425008393929,3.0975008115458595,4.68863381301982,1.5363019682373271,Iris-versicolor
+45,5.5935035444220125,3.0,4.4279479907423465,1.4711865678765075,Iris-versicolor
+46,5.424687439389638,3.732589757449363,1.5128006186966763,0.23207373760955569,Iris-setosa
+47,6.2924226115420545,2.611611775381552,4.861781183622382,1.85721935443987,Iris-virginica
+48,7.899998755911015,3.8336897437405764,6.391964343532901,1.9942574701722804,Iris-virginica
+49,6.186717000799476,3.4029891880251935,5.399499670473661,2.2986716577174513,Iris-virginica
+50,4.4,3.212740940016483,1.3058069947789797,0.20151944451089882,Iris-setosa
+51,6.625277841460133,3.0120556388380337,4.5343307608310015,1.4424707956121292,Iris-versicolor
+52,5.148482017957205,3.7085416044109896,1.501203169575768,0.42757733415919275,Iris-setosa
+53,5.0960618518032526,3.5046342400010455,1.4043487572647664,0.20059242686070963,Iris-setosa
+54,5.4338585785629885,3.0,4.486009786714783,1.4653887460926938,Iris-versicolor
+55,6.646413319394216,3.246583441932882,5.612916876597229,2.4999994568093844,Iris-virginica
+56,5.446850214047716,4.2,1.3070045071598113,0.21816764928003501,Iris-setosa
+57,4.795722549237044,3.4169557284723666,1.6233864508494762,0.1967468608018151,Iris-setosa
+58,5.784655321629303,2.6527866249646155,5.076233136938021,1.9171791869002386,Iris-virginica
+59,5.733224845397036,2.89144153516641,4.2409044283121915,1.3076474907983975,Iris-versicolor
+60,5.401412279892375,3.3908980320134408,1.5170887886044542,0.3469354319263236,Iris-setosa
+61,5.795629764488784,2.6792356543444322,5.056060933585269,1.9185028105095625,Iris-virginica
+62,6.715285652849137,3.2669846276291112,5.754260931737405,2.192627063242024,Iris-virginica
+63,6.129705564097201,2.7914525740349228,4.684883145481669,1.1959306895934978,Iris-versicolor
+64,5.8679218604856,3.2131271672988038,4.784738306936755,1.8110128557242893,Iris-versicolor
+65,4.4,3.180018045207901,1.3408513116434766,0.19093410331888502,Iris-setosa
+66,6.431081936816637,3.0,5.316505739266753,1.8099947149589215,Iris-virginica
+67,5.612324968006201,3.0,4.200429936997756,1.2517691009776954,Iris-versicolor
+68,5.49079678027848,2.3646764608431354,3.735164206244513,0.9989889238194933,Iris-versicolor
+69,5.708667508549856,3.8185838130131815,1.7480611912569497,0.34487610908531774,Iris-setosa
+70,4.899548284871643,3.0,1.401874806495984,0.19486463711379956,Iris-setosa
+71,5.9779828138799855,3.2236499944985355,4.773019059882786,1.7924645094637635,Iris-versicolor
+72,5.880473332335167,3.2071985706812636,4.784659750300712,1.7902718406570197,Iris-versicolor
+73,4.976749800471161,2.0000020010755786,3.4700211332763637,0.9504266135058255,Iris-versicolor
+74,7.147688004879381,3.0,5.956788960089914,2.0955901138390876,Iris-virginica
+75,4.894620303971861,2.376427018332351,3.2087959665688066,0.9790904825922697,Iris-versicolor
+76,6.358594548028568,2.928471955297131,5.5716303048799,1.8125681029850065,Iris-virginica
+77,5.897094133134512,3.236055132947924,4.8371694139516,1.8323062013294116,Iris-versicolor
+78,5.930973785003941,3.0,5.128490019274757,1.7951482378643604,Iris-virginica
+79,6.691752652349229,3.079965973220419,4.66311821009698,1.5020140650271587,Iris-versicolor
+80,5.07149798458897,3.3146867739967125,2.0207380457750603,0.4989640013504645,Iris-setosa
+81,7.697942136099697,2.809746942288992,6.685563801994105,2.025375411664776,Iris-virginica
+82,5.6314746817976165,2.9507183002889747,4.168264155086149,1.3393113690845593,Iris-versicolor
+83,5.987355633549317,3.3920683493002217,4.475506346059185,1.6054643398760529,Iris-versicolor
+84,5.645758385585527,2.7460079490445226,4.473047031842868,1.26167747562622,Iris-versicolor
+85,5.8031682548080665,2.719063876289022,5.118924964709391,1.9180386289630262,Iris-virginica
+86,7.259799075297651,3.0,6.070720621414907,2.1162841612583527,Iris-virginica
+87,5.699870478722181,2.940137335078682,4.45159093455965,1.3857354860149478,Iris-versicolor
+88,6.874849219041192,3.0,5.788916401523962,2.1228884655556466,Iris-virginica
+89,5.896808991353732,3.2066505006074952,4.753643048638521,1.7907939803532773,Iris-versicolor
+90,6.407419696102157,2.870043531291934,4.31263687393931,1.292485805607662,Iris-versicolor
+91,5.72422016589013,3.8110540635967105,1.747917833128661,0.3032579268435603,Iris-setosa
+92,6.514440843979209,3.0,5.830413620170537,2.2249145494346756,Iris-virginica
+93,4.78224428934587,3.0,1.401729693847244,0.10000010463780346,Iris-setosa
+94,6.709387605296685,3.2934953721093705,5.740773426042646,2.082366037640066,Iris-virginica
+95,6.933905995306469,3.0848967005038777,5.1760258401394195,2.3196707225588433,Iris-virginica
+96,6.290364804517132,3.3109246035998487,4.670643158608626,1.600551632140055,Iris-versicolor
+97,6.781967981350833,3.223738284494366,5.854493255002359,2.2935344159913704,Iris-virginica
+98,6.251231753177413,2.278075759267494,4.33780808311068,1.2491506516423783,Iris-versicolor
+99,4.99924937752819,3.0,1.647151698204969,0.20263183707577687,Iris-setosa
+100,4.853882739076012,3.390149767411398,1.8399617063327145,0.2045119634191275,Iris-setosa
+101,7.548766137014731,2.853058137067644,6.540379378451734,1.9336583660587,Iris-virginica
+102,5.949828704539477,2.865749514076909,4.486763368317576,1.4690784432551942,Iris-versicolor
+103,5.725121767114479,3.0,4.233752063219528,1.2213350648153602,Iris-versicolor
+104,5.996716729657993,2.930704699258843,4.522034585451013,1.5251223508363858,Iris-versicolor
+105,5.453375473063809,4.2,1.301716445408445,0.2036845784125775,Iris-setosa
+106,5.606764707550076,2.5095703575760435,3.989135610096647,1.06411687696924,Iris-versicolor
+107,5.011471424682901,3.4040236907031036,1.7623059916385744,0.33472109335616435,Iris-setosa
+108,5.440979097118456,3.877193992169078,1.327872972301133,0.4246053756341933,Iris-setosa
+109,4.939257588975144,2.0,3.1698704252264527,1.0010747787211947,Iris-versicolor
+110,5.47730539855517,3.0,4.452349786955414,1.4715667315438963,Iris-versicolor
+111,6.729038791865618,3.0,4.994034624136768,1.7178410048462591,Iris-versicolor
+112,7.70734282277282,2.5786250920080636,6.89999890362575,2.313639285801537,Iris-virginica
+113,6.299565665233717,2.448234262392342,4.986637735849231,1.8898382409547625,Iris-virginica
+114,7.299808536189616,3.0,6.133508380571211,2.076501360082712,Iris-virginica
+115,6.527285219608855,3.220932121687659,5.154149369979125,2.0107507842741548,Iris-virginica
+116,4.998819725711191,2.0000007129232333,3.514953126312734,1.0428344335462982,Iris-versicolor
+117,7.12759237942091,3.0,5.80314725309024,2.11792595341388,Iris-virginica
+118,7.234124398178174,3.0,6.219417973160159,2.067015503358905,Iris-virginica
+119,6.694774070022397,3.0,4.97502965601712,1.6918415860805662,Iris-versicolor
diff --git a/iris/tab_ddpm/4/6/test.csv b/iris/tab_ddpm/4/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/6/train.csv b/iris/tab_ddpm/4/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/6/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
+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
+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/4/6/val.csv b/iris/tab_ddpm/4/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/7/synth.csv b/iris/tab_ddpm/4/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bae5382ac8927672dfb3cee255e5ccc126368a1c
--- /dev/null
+++ b/iris/tab_ddpm/4/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.705130714609038,3.045885488452708,1.4055296013227037,0.1994620042715391,Iris-setosa
+1,4.767808954951915,3.3899734172128557,1.662888855629371,0.20525063269501231,Iris-setosa
+2,7.001481313003204,3.0935001786457623,5.069301774909394,2.3096564093448992,Iris-virginica
+3,5.612790515185317,3.0,4.164833827616533,1.2877532117892836,Iris-versicolor
+4,5.761935383740161,2.784992367167192,5.108746922946589,2.407636620386235,Iris-virginica
+5,6.807889873737258,3.201562420875885,5.878715454325534,2.3143557720426866,Iris-virginica
+6,5.007624233505902,3.3899567004653566,1.6244853328307984,0.41867894920792104,Iris-setosa
+7,5.727763909700054,2.970499655419017,4.271731184873488,1.2698155832805618,Iris-versicolor
+8,6.6754583559320055,3.3228209527911456,5.659443696619622,2.1306884836720292,Iris-virginica
+9,5.875697130301179,3.0,5.115923884045069,1.7989934402588084,Iris-virginica
+10,4.836713335294159,3.0,1.4134527561169397,0.4219744397387661,Iris-setosa
+11,4.890185772137784,3.1233765590507248,1.4634178472289976,0.1,Iris-setosa
+12,4.7905870024604456,3.4100252155618977,1.6426368239205578,0.20160847966208026,Iris-setosa
+13,4.618952357223911,3.642846499011252,1.0000003995413485,0.1956431019267953,Iris-setosa
+14,4.990402334997228,3.4008892964142468,1.5757008957690808,0.42824546721028733,Iris-setosa
+15,6.31509520447519,2.885533313685864,5.577730744889516,1.8078662456156729,Iris-virginica
+16,4.498322865838385,2.341482876220655,1.338327953607256,0.2949147096232482,Iris-setosa
+17,6.2700849713285915,2.4209216896841674,4.968180912598077,1.8754204767875915,Iris-virginica
+18,5.427257634971639,3.9348471410202666,1.2730937803517697,0.4066870550352158,Iris-setosa
+19,6.197041612340349,2.9415893531453294,5.483582720525217,1.7931601018273389,Iris-virginica
+20,6.9046078038733585,3.0839375794912827,5.159747710595867,2.2667057342082995,Iris-virginica
+21,6.893318096639617,3.0982219811267946,5.109928855432345,2.317342344077241,Iris-virginica
+22,6.290596284098655,3.252593887268668,4.724444939912916,1.5599168635313665,Iris-versicolor
+23,4.761174951145206,3.0,1.3628466476631826,0.10000009735309646,Iris-setosa
+24,6.720464557545503,2.463941156587089,5.755022387750235,1.7956416891868032,Iris-virginica
+25,5.78631092912897,2.676607710562646,5.095622241561017,1.8845307702411074,Iris-virginica
+26,7.702605978009324,2.7959608732916714,6.720553903975198,1.9997700525152287,Iris-virginica
+27,7.685773510814189,2.800196084972574,6.668568706122365,2.0042874766482335,Iris-virginica
+28,5.098941668943607,3.580711614035651,1.472999925230643,0.2892907598753903,Iris-setosa
+29,5.799148719773493,2.796810459056476,5.086815541885544,2.396296294835807,Iris-virginica
+30,6.2622545054080705,3.2924565967015145,4.6848856371714005,1.598607391186532,Iris-versicolor
+31,5.458697367666707,3.930267961696034,1.274245312761369,0.4036417001229109,Iris-setosa
+32,5.768757697726986,2.2919942413769223,3.9357287338966023,1.0120387650109701,Iris-versicolor
+33,5.781871008846661,2.6383097868838026,5.068580766770089,1.9048235746410946,Iris-virginica
+34,6.010818446964639,3.376512430566935,4.501724865049833,1.6295026943099808,Iris-versicolor
+35,4.788387002494693,3.0,1.4163512671904361,0.29562366604080714,Iris-setosa
+36,4.877246363795911,3.0,1.404519490060312,0.1979465057029736,Iris-setosa
+37,5.3790935132343005,3.4014858018523557,1.688687679341542,0.19985182288278197,Iris-setosa
+38,5.763220053056791,2.676648246027351,5.079684913879532,1.9183037309804436,Iris-virginica
+39,4.934514666517445,2.000000564722661,3.40621484402228,0.8985758627524385,Iris-versicolor
+40,6.7051599750020605,3.086323302724462,4.706245837397588,1.5229352488526384,Iris-versicolor
+41,7.9,3.8219519678905005,6.401169143347685,2.0129588973421417,Iris-virginica
+42,6.429352837667788,2.9016396700756264,4.259916275342722,1.2965710206175811,Iris-versicolor
+43,5.618652842663101,3.0,4.283696077278184,1.3453989500789008,Iris-versicolor
+44,5.396943000665018,3.8696144125529917,1.316988004510503,0.3869206073074465,Iris-setosa
+45,4.915605642312112,3.1567524225198915,1.4953980718836315,0.10000010346186831,Iris-setosa
+46,6.29003152714493,2.4650984133244185,4.951980491112375,1.89800296510664,Iris-virginica
+47,6.509205871803871,2.9339260437718346,4.320939422992298,1.358212091554124,Iris-versicolor
+48,4.940900562590479,2.0000008978604535,3.508974459552002,0.9749001452844632,Iris-versicolor
+49,6.603514193527257,3.0,5.823003634654421,2.2619870214855644,Iris-virginica
+50,4.583117688852522,3.6197257152979607,1.0000004851236968,0.20871682247451814,Iris-setosa
+51,6.18569871271586,2.813550250487621,4.698178553984476,1.1886206141087174,Iris-versicolor
+52,4.766629806224068,3.4063529408505753,1.686035240316921,0.20242644720271544,Iris-setosa
+53,6.7053646581844575,2.4687266856537806,5.722214958706909,1.8064486868502272,Iris-virginica
+54,6.56060108179136,2.830190809737467,4.4911926065708405,1.2767814378642839,Iris-versicolor
+55,5.7550462123826716,2.7909023146848355,5.076262480326556,2.4063465933551145,Iris-virginica
+56,7.206500595707572,2.9114569467586247,6.129045963253788,1.7913153683091354,Iris-virginica
+57,5.778584868439522,2.6675008154109396,5.073783761860955,1.8858860427643978,Iris-virginica
+58,6.306653352378532,2.4318503505455347,5.007964954265418,1.912261984693923,Iris-virginica
+59,5.756509856335258,2.673090696953807,5.093237357354586,1.9145661562292005,Iris-virginica
+60,7.580116400193196,3.0,6.5234126577521065,2.1537207168406853,Iris-virginica
+61,5.818395237608412,2.6498074732178463,4.104714774228811,0.9858799353580048,Iris-versicolor
+62,5.811331392255638,2.710279776334364,5.094447601901159,1.912264254909311,Iris-virginica
+63,6.0650723578598535,2.7801723668888356,4.700034579880887,1.1755323333827485,Iris-versicolor
+64,5.6894092201835855,2.9814099908485585,4.2022688833079975,1.2596128067195145,Iris-versicolor
+65,4.9021873411064,2.4056622076938377,3.2115633270282142,1.005862070150235,Iris-versicolor
+66,4.900878409370293,3.08959635047148,1.4941274309695234,0.10000010730346882,Iris-setosa
+67,6.719528491820047,3.0,4.992135509969956,1.704753304752949,Iris-versicolor
+68,5.882755037745313,2.880905154746996,4.5061999413353195,1.4521492031580268,Iris-versicolor
+69,5.6442130332198435,3.0,4.212890636893227,1.254079198674963,Iris-versicolor
+70,5.9780847250191025,3.399648909060773,4.506361832094413,1.6265374932778187,Iris-versicolor
+71,6.2580675537665655,3.310159260918989,4.651499684476088,1.6361973551707585,Iris-versicolor
+72,5.734504440249316,3.796848248906326,1.970087619653707,0.3496661070858219,Iris-setosa
+73,5.4961006778621195,4.2,1.3666602316931877,0.2260536283637614,Iris-setosa
+74,5.7104883715477905,3.8058115545979665,1.5631530787393346,0.36451844410617884,Iris-setosa
+75,6.2696977861812195,2.514867470659332,4.924375243523834,1.8358754365422154,Iris-virginica
+76,5.511630301698632,2.395884996168937,3.77052985372778,1.0000754424520968,Iris-versicolor
+77,6.239509155524684,2.287565924476161,4.349360502095765,1.250789308313892,Iris-versicolor
+78,6.275558811172457,3.301108695782628,4.660890340838077,1.606973710780658,Iris-versicolor
+79,4.811967155106704,3.0,1.4296778955816531,0.1,Iris-setosa
+80,6.343598481649782,2.929857255670907,5.4601969237761026,1.7877724888174216,Iris-virginica
+81,6.542099579924006,3.0,5.698070650662222,2.127236849201662,Iris-virginica
+82,6.28227405044333,2.897021774130536,5.589807181236231,1.8007999677689788,Iris-virginica
+83,7.9,3.7926569427842716,6.422358456917079,1.988657645685999,Iris-virginica
+84,5.767118181367906,3.8089532038301503,1.6627862701720397,0.3318638017940547,Iris-setosa
+85,5.787901632789723,2.7978906593353967,5.156526500961231,2.3649495804901695,Iris-virginica
+86,5.543258999510328,3.0,4.532640505260331,1.516664912602141,Iris-versicolor
+87,7.291254920848989,3.0,6.086299904152833,2.077986430954346,Iris-virginica
+88,5.078497814142,3.6736170915893576,1.4214232798138975,0.1971057879649863,Iris-setosa
+89,5.116099561273105,3.7950745822928025,1.5098228964687546,0.38008759051410645,Iris-setosa
+90,5.890635143329409,3.17559428233446,4.809533033578518,1.8041214432713195,Iris-versicolor
+91,5.192464907688286,3.4095443504568133,1.3935633113687407,0.19709211048662545,Iris-setosa
+92,5.382567540559149,3.858819250776837,1.3322648860138773,0.2954504439676244,Iris-setosa
+93,6.1110408572618455,2.7909075195552084,4.703059099745555,1.192989352387997,Iris-versicolor
+94,5.71776049579398,2.8999837061954135,4.239609181985959,1.3066893626626634,Iris-versicolor
+95,6.007170757157497,3.4056743340007585,4.5057330698055935,1.6019664221169576,Iris-versicolor
+96,5.8753045206642165,3.0,5.102745229229048,1.8789099892668473,Iris-virginica
+97,6.655387775403715,3.341225414816947,5.606810709186127,2.5,Iris-virginica
+98,6.4336596436070765,2.9002615904079403,4.338259686389938,1.3349521562942976,Iris-versicolor
+99,5.4671475352064105,3.8760152654214637,1.3582297714708809,0.39848990160978764,Iris-setosa
+100,6.269427961828379,2.380819164142199,4.924628464721387,1.8755667772194091,Iris-virginica
+101,4.8893588499696,3.0,1.4659190508025595,0.10000009705725374,Iris-setosa
+102,5.905776020637304,3.190173708801929,4.768914818502811,1.7998977790010906,Iris-versicolor
+103,7.715722485174342,2.8040331064164437,6.68812603681998,1.99613222510058,Iris-virginica
+104,6.780435168277011,2.7918366646628465,4.7787761458046845,1.3960722549675566,Iris-versicolor
+105,4.789004536821978,3.4107968604917676,1.5664275691208136,0.20559217371148172,Iris-setosa
+106,6.494246565231313,3.0,5.79781669232227,2.1750707979510473,Iris-virginica
+107,5.956820997108416,3.410253308133424,4.495631066509572,1.6250418823337391,Iris-versicolor
+108,6.209331449464148,2.1945404282589154,4.522064947219143,1.5324414760479894,Iris-versicolor
+109,6.406429338310269,2.899582049155629,4.302240738869959,1.3060854985472816,Iris-versicolor
+110,5.88442967586894,3.1908161303406617,4.785523895197178,1.8029531507517944,Iris-versicolor
+111,5.511046887579435,2.410763884167971,3.77290946926403,1.012238425999687,Iris-versicolor
+112,6.697618905404591,3.2970682367669104,5.706679419105473,2.0977246774835474,Iris-virginica
+113,6.964426157849071,3.0843364535808964,5.209509254142914,2.2787854783405024,Iris-virginica
+114,5.862509684276394,3.2159672484291364,4.780696717418702,1.8106625752746413,Iris-versicolor
+115,6.697193497918438,2.4917785409551008,5.777953909899136,1.8139634611688944,Iris-virginica
+116,5.98629609269133,3.418250319042425,4.488314440992727,1.6291244080601501,Iris-versicolor
+117,6.225248830228467,3.382047024227403,5.434007897031691,2.2895036814824747,Iris-virginica
+118,7.5284444440688585,3.0,6.452457056873653,2.1327740022773036,Iris-virginica
+119,5.319325240159543,3.407356198147552,1.4633938004714648,0.2594990467608448,Iris-setosa
diff --git a/iris/tab_ddpm/4/7/test.csv b/iris/tab_ddpm/4/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/7/train.csv b/iris/tab_ddpm/4/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/7/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
+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
+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/4/7/val.csv b/iris/tab_ddpm/4/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/8/synth.csv b/iris/tab_ddpm/4/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2cacc6056d077cccdf27c60527851fdb6684dda1
--- /dev/null
+++ b/iris/tab_ddpm/4/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.0109557274153165,3.0,5.779959853896534,2.1218797033946935,Iris-virginica
+1,5.522433220219384,3.0,4.528074664546373,1.4746213640629022,Iris-versicolor
+2,5.205807410082726,3.400769340332585,1.4088127675077653,0.20024806474306758,Iris-setosa
+3,5.295898303267739,3.679845942266898,1.4860874775583255,0.20048522357711732,Iris-setosa
+4,6.381514926586059,2.875297818174546,4.2850571848359245,1.2786346365641363,Iris-versicolor
+5,6.073839695244285,2.793270041034552,4.66913207416672,1.1875294745075176,Iris-versicolor
+6,5.989981310776639,2.217524787587439,4.08699004185365,1.0053976352966665,Iris-versicolor
+7,5.713134188797396,3.794354294293158,1.7083352273338286,0.3979296413051955,Iris-setosa
+8,4.956738355302546,2.0,3.2640228406340515,0.9994271032148634,Iris-versicolor
+9,6.868294007654745,3.0,5.793887564241851,2.0631529622053457,Iris-virginica
+10,4.890404273348923,2.38644669425436,3.4352534505937324,0.9404109302224621,Iris-versicolor
+11,7.718780326547762,2.8169929125961555,6.708113438260917,2.026375860532882,Iris-virginica
+12,4.49931391860679,2.2900651986188074,1.3199050467412494,0.29839744606279817,Iris-setosa
+13,6.174233524012122,3.4076330604079845,5.362201530886492,2.2818387534896334,Iris-virginica
+14,5.081990481949877,3.5231251824695407,1.3823032351206552,0.1996399050749849,Iris-setosa
+15,6.277697380805413,2.26659606138569,4.389891358292792,1.2864225491996748,Iris-versicolor
+16,4.999181081954305,3.4124887651062648,1.5741879299890664,0.4048576732541233,Iris-setosa
+17,4.932166237350692,2.0000005526438147,3.51326154602414,0.8918536100406214,Iris-versicolor
+18,5.946805235602923,3.399285741951585,4.4803455842875595,1.637874410107504,Iris-versicolor
+19,4.794680248202123,3.028883628080745,1.3880912353418635,0.19821234858801495,Iris-setosa
+20,5.817261442597513,2.687924320844075,5.044795627696949,1.936338074241086,Iris-virginica
+21,5.820199302071567,2.66937527794763,5.087571085682211,1.916082725765774,Iris-virginica
+22,5.777671373849265,2.6095540548293035,5.062735418089997,1.892846784142466,Iris-virginica
+23,7.548028700003708,3.0,6.602561113600588,2.113262967762574,Iris-virginica
+24,4.606165009853699,3.686587153058265,1.0000003908593658,0.19607989082308047,Iris-setosa
+25,5.7924339699862415,2.728881260483313,4.261557630453064,1.018992710770264,Iris-versicolor
+26,5.399641063770533,3.408924550904995,1.7465528138701556,0.20015296000974225,Iris-setosa
+27,4.7682975100689715,3.4147376886206517,1.6875444214746451,0.20125840995571742,Iris-setosa
+28,6.796714793751966,2.7959446513872894,4.763375931939869,1.4045700604387112,Iris-versicolor
+29,6.267661789241512,2.5027204617452576,4.937564526909655,1.87960826259066,Iris-virginica
+30,7.699580942803271,2.5797091168795676,6.9,2.316797339322181,Iris-virginica
+31,4.849054193858626,3.3938765974147644,1.5715327881230303,0.21619519108356827,Iris-setosa
+32,4.805804654241201,3.391918271682979,1.7694984983950284,0.20400014184621462,Iris-setosa
+33,5.779992421320469,2.7515387207565323,5.075388203090523,2.3651623909712924,Iris-virginica
+34,4.906583792912455,2.4017604652226776,3.3489437407756353,1.0345529884853983,Iris-versicolor
+35,5.799965771137099,2.6838936058539433,5.161808635691803,1.9155472420280129,Iris-virginica
+36,7.720719585421404,2.8243029937377147,6.7065588753736,2.0020023194183576,Iris-virginica
+37,5.129645939080811,3.475610206986929,1.3859741733959963,0.20051403316566854,Iris-setosa
+38,6.862394629934178,2.7986322229291902,4.813055686429056,1.4052938184494368,Iris-versicolor
+39,4.997759094461453,3.0,1.7056761116250314,0.20149625925605638,Iris-setosa
+40,6.412428220713743,2.9234041639401878,4.323578761574466,1.3103062549119986,Iris-versicolor
+41,5.461411405836808,3.9294825511721543,1.3014039838493079,0.46244070617610133,Iris-setosa
+42,5.2858189310876496,3.0,4.475836277421866,1.5091183850177659,Iris-versicolor
+43,6.684692752013951,3.0,4.988425974037004,1.7115865927961833,Iris-versicolor
+44,6.465096646066072,3.2016686090154574,5.084738619805373,2.0235867586002594,Iris-virginica
+45,5.715223768083701,3.7646135947733628,1.6834531262669974,0.29653373139564587,Iris-setosa
+46,5.490614854586638,2.411556653030045,3.936106887819623,1.0247150983359565,Iris-versicolor
+47,6.281044082896788,2.8832238714978184,5.593747104507478,1.7979900177599824,Iris-virginica
+48,5.801619095175907,2.7988947892596565,4.216902734377076,1.0584353182066455,Iris-versicolor
+49,4.616910047336791,3.2397556898921724,1.4438839404870873,0.20428561967915154,Iris-setosa
+50,5.8607536724147575,3.207913249291628,4.791997773424358,1.8250553865923995,Iris-versicolor
+51,4.802880539514025,3.0,1.3989739223188988,0.10000010275742487,Iris-setosa
+52,6.20551206748806,3.401366718704528,5.434460740540993,2.2706792082957588,Iris-virginica
+53,4.81134823572113,3.404800921723448,1.6105689217976171,0.20330305507479124,Iris-setosa
+54,5.556927364668345,3.755535560580675,1.5715924645229684,0.2769113356361217,Iris-setosa
+55,6.310041592830648,2.3320746101472207,4.397887593018382,1.2712267167574947,Iris-versicolor
+56,6.697323896827672,3.0,4.983961604183729,1.69614421508361,Iris-versicolor
+57,5.58558895010928,2.678635694603471,4.422203586580039,1.2473392104552912,Iris-versicolor
+58,7.568927630115249,3.0,6.524117980603698,2.1365170622508125,Iris-virginica
+59,5.893725244262519,3.22690666757009,4.795679303059784,1.8199637855787087,Iris-versicolor
+60,4.833553440662447,3.3817832516287187,1.8861112460969167,0.20327085656627197,Iris-setosa
+61,6.4658399403015645,3.0,5.823923110716664,2.213862961079293,Iris-virginica
+62,5.665511351105503,3.0,4.147905815320394,1.2815907524096,Iris-versicolor
+63,6.704255479574272,3.0966574649591907,4.700656663551648,1.503760660927958,Iris-versicolor
+64,5.127421300722127,3.4669615372594818,1.4026284413985604,0.20363804028542962,Iris-setosa
+65,5.102271371065084,3.3063790457251017,1.7499776564606697,0.47221743734088495,Iris-setosa
+66,5.549065535051508,3.0,4.3973361482759366,1.4628614299923848,Iris-versicolor
+67,5.860604693894231,3.0,5.09709331433014,1.791269950638008,Iris-virginica
+68,6.496545754187186,2.750842542844782,4.431169555197996,1.3047925081496918,Iris-versicolor
+69,7.687619908849159,2.5641055603353777,6.8999989308067775,2.2937901293953584,Iris-virginica
+70,6.255155210315253,3.409685879162911,5.371905045000209,2.2833820181672055,Iris-virginica
+71,5.552345596990977,2.4418752232000855,3.9480105703480923,1.0925184553226477,Iris-versicolor
+72,5.969641014772657,3.40171147726614,4.515924078370881,1.612110594163457,Iris-versicolor
+73,4.88950741188757,3.052612298387497,1.488174784467463,0.10000010769583464,Iris-setosa
+74,4.798783172634887,3.3860905970462176,1.6720047884881473,0.20165436258244332,Iris-setosa
+75,5.732318063725286,2.5600104416676612,4.0728692116308896,1.0918015258616875,Iris-versicolor
+76,6.655917886245635,3.2880162510992474,5.594558691136596,2.0773400042907997,Iris-virginica
+77,5.604998634461548,2.887447052803791,4.484332868507081,1.3675529502294614,Iris-versicolor
+78,5.777077731480637,2.7889222451960483,5.126255276682151,2.392061809754531,Iris-virginica
+79,7.13662574810684,3.0,5.92647439379694,2.1508082580447927,Iris-virginica
+80,4.728444418091026,3.0345197599359985,1.4137388330856184,0.2033712227359386,Iris-setosa
+81,6.044899642813897,2.7916268340807813,4.6619688773299535,1.1429183556083875,Iris-versicolor
+82,5.877832663012571,3.271343642404891,4.727647067685366,1.7531661817252666,Iris-versicolor
+83,5.657929508512423,3.0,4.243668268948351,1.2614613209630874,Iris-versicolor
+84,7.587936088660504,3.0,6.56139329797022,2.133058966812607,Iris-virginica
+85,5.970821264768972,3.4090504088259546,4.517311270592743,1.5892689258411925,Iris-versicolor
+86,4.588345378025019,3.182984860250828,1.4147407889533536,0.19701998182007874,Iris-setosa
+87,7.699056653866333,2.81303271713687,6.6797124806770265,2.021007594684983,Iris-virginica
+88,6.5038505680871435,2.9964688604771834,4.337199139057551,1.3575284454967174,Iris-versicolor
+89,4.959038043023437,2.000001129041238,3.59677201116809,0.9380013571551351,Iris-versicolor
+90,5.185430761855389,3.3221187131136896,1.5771887896524275,0.43562425519591963,Iris-setosa
+91,4.815331733514194,3.0,1.3873705159366576,0.3619662953226621,Iris-setosa
+92,6.270817462665232,3.3011728686688437,4.67616396664843,1.6073457721192466,Iris-versicolor
+93,4.970647911363103,2.000000943271898,3.5307552157428845,0.8865103598882109,Iris-versicolor
+94,4.890616526323238,3.0,1.394789202948773,0.20374050638771715,Iris-setosa
+95,4.995289339220538,2.0,3.4182698016091573,0.9844298188999032,Iris-versicolor
+96,5.974439205496445,3.3295297579952887,4.608089679615681,1.695925436743695,Iris-versicolor
+97,5.374044948058949,3.4063576731836203,1.5734188646742227,0.20164533757052513,Iris-setosa
+98,5.054687511789726,3.5494935711858533,1.4195235906942465,0.2038569167758334,Iris-setosa
+99,5.114782482967054,3.3295009548203236,1.5923621799659744,0.2081507091865799,Iris-setosa
+100,4.623589564932262,3.087595127204482,1.399967092293679,0.20604300876022957,Iris-setosa
+101,5.34884238783287,3.404548661763531,1.5479290633900935,0.3673874195276138,Iris-setosa
+102,4.769837896979421,3.0,1.4046428931462795,0.2970340918034833,Iris-setosa
+103,5.285402726665297,3.7424473801920506,1.4994157648181161,0.19836026211889252,Iris-setosa
+104,5.782658417047164,2.780713381373743,5.061664670560767,2.374203565603444,Iris-virginica
+105,6.697387989649633,3.066188864327878,4.710493767136833,1.5394643498456853,Iris-versicolor
+106,6.7042735050478335,3.0,4.977752101529265,1.7140609081365012,Iris-versicolor
+107,4.984250971345437,3.6303429931119884,1.38350544840729,0.19642622667691334,Iris-setosa
+108,4.7796138199074765,3.4130161050106174,1.7235506523281,0.19767005806194066,Iris-setosa
+109,4.7809247615602075,3.0,1.3949763855442026,0.1,Iris-setosa
+110,6.324909769219027,2.890772738893779,5.611468177922957,1.7962346445408264,Iris-virginica
+111,5.0481362663349225,3.5721207901523844,1.3901057428103698,0.19364646046350015,Iris-setosa
+112,7.59202586890207,3.0,6.570328621992108,2.0930566680757168,Iris-virginica
+113,6.543103079255113,2.9960735883646716,4.365663355959973,1.3607051176535938,Iris-versicolor
+114,5.957044075722949,2.881244764092414,4.456521294814613,1.471039663675957,Iris-versicolor
+115,6.296682904406222,2.250682196789482,4.463608338008437,1.3395492472058899,Iris-versicolor
+116,7.327356882552322,3.0,6.228183076723339,2.1162151509452376,Iris-virginica
+117,6.88975738882825,3.064077176447625,5.100184621749189,2.3188006475836898,Iris-virginica
+118,6.836216417999873,2.7931929288349777,4.794547294827081,1.416963508551529,Iris-versicolor
+119,6.403838793438328,2.882819509083232,4.303266066901183,1.2898292995258207,Iris-versicolor
diff --git a/iris/tab_ddpm/4/8/test.csv b/iris/tab_ddpm/4/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/8/train.csv b/iris/tab_ddpm/4/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/8/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
+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
+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/4/8/val.csv b/iris/tab_ddpm/4/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/9/synth.csv b/iris/tab_ddpm/4/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..76e9935982de75e26e625db67cf71ce3ea4ac921
--- /dev/null
+++ b/iris/tab_ddpm/4/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.394422218709898,3.380643460259451,1.6138287029241523,0.2041771050609751,Iris-setosa
+1,6.890626663267156,3.086681450894208,5.084825923307729,2.300683863794659,Iris-virginica
+2,5.486742278716001,2.5844613566436254,4.3901561109553615,1.1887743880958483,Iris-versicolor
+3,5.391845404811342,3.3997883932300565,1.6940408088809922,0.2047597075186632,Iris-setosa
+4,5.36872294389475,3.3977732142357806,1.6479981368837175,0.19965826646187484,Iris-setosa
+5,5.6882399948861275,3.0,4.208457861747056,1.2014440573460352,Iris-versicolor
+6,4.901295614054407,3.1282699245315926,1.4866075904887386,0.1000001044539501,Iris-setosa
+7,5.400709754042922,3.895214681146496,1.3161569740302808,0.3436709425992747,Iris-setosa
+8,5.4483472344880575,3.9333093446229035,1.3057425154832278,0.39804053098096415,Iris-setosa
+9,5.697508611683391,2.890521062014502,4.408242654372311,1.3371996482136987,Iris-versicolor
+10,5.96179006582898,2.2059190146459864,4.062411024980751,0.9533374949970965,Iris-versicolor
+11,5.177340778634579,3.44415293853263,1.4048508579399221,0.20063474731061495,Iris-setosa
+12,5.8766712998134825,3.197295446023133,4.802356397290882,1.8054638154669453,Iris-versicolor
+13,5.977666024247673,3.413733089990159,4.485594645958945,1.6131198327373493,Iris-versicolor
+14,7.30610031050324,2.903535419470294,6.225536863223936,1.7715263532491619,Iris-virginica
+15,5.4530929034126965,3.9447326483579497,1.274129549499916,0.4713786359292313,Iris-setosa
+16,4.980533832844545,3.6307748490382283,1.3661601068731515,0.1966011750500517,Iris-setosa
+17,6.741441344012757,3.227004227913305,5.8914058367517725,2.298669541480898,Iris-virginica
+18,6.662968923156157,3.3126385106721816,5.6353441986918025,2.1122203096835594,Iris-virginica
+19,6.543002377111148,2.992963853733914,4.3424207419798435,1.36403182488528,Iris-versicolor
+20,5.968771090464054,2.8934697833189538,4.506193554930694,1.4867832635767053,Iris-versicolor
+21,4.791065191487903,3.40069295018984,1.8754313895898864,0.20404892244437847,Iris-setosa
+22,6.438819573160919,2.8958646859532053,4.292748467713554,1.3019541427085146,Iris-versicolor
+23,5.651229540546164,2.8968911523954977,3.958442512940719,1.2944576972670365,Iris-versicolor
+24,4.777044074661418,3.4011281182495336,1.5907722320536697,0.20415132191184995,Iris-setosa
+25,4.894290816557666,3.1064333677626963,1.5012911884953812,0.10000011739171263,Iris-setosa
+26,7.624548583819649,3.0,6.614898208923157,2.0868955844070594,Iris-virginica
+27,6.713105816602158,3.0,5.0202311028942885,1.7024448457308783,Iris-versicolor
+28,5.186420054855123,3.4110383409770777,1.4096281835044364,0.2014184390105982,Iris-setosa
+29,6.381607053844438,2.8652732512265966,4.307437733785737,1.2852357228870368,Iris-versicolor
+30,4.606350415557274,3.1512947960597537,1.4041091134909478,0.20048717533942564,Iris-setosa
+31,6.919106598338104,3.1039193695178238,5.0887135540856,2.3235884121279184,Iris-virginica
+32,5.202947668067904,3.412385957469041,1.4091106457284301,0.20221113404841198,Iris-setosa
+33,6.50115597533591,3.232071494978419,5.2589319977944,2.0332529171693126,Iris-virginica
+34,7.899998445414972,3.82952734342184,6.362883220162256,2.0548480905834663,Iris-virginica
+35,6.330997370892954,3.2801517617535914,5.2070028095212235,2.0788965645728523,Iris-virginica
+36,5.359354604044268,3.819681667812903,1.3535873259683442,0.2606464484626513,Iris-setosa
+37,6.532086214816787,3.185993549585177,5.111527454396666,2.0078943845393877,Iris-virginica
+38,5.797775908404845,2.67568175960204,4.03331888691088,1.0127660867997927,Iris-versicolor
+39,5.418266094852613,3.8596851859435364,1.387333816397934,0.33271808363075445,Iris-setosa
+40,6.371595172294855,2.858455839381372,4.338407749394556,1.2583384225725904,Iris-versicolor
+41,4.993283104552264,2.0000010687789533,3.6449750970879222,0.9953761485401988,Iris-versicolor
+42,5.832478417610995,2.6564466019835096,5.0725814783606324,1.9150199528284515,Iris-virginica
+43,4.499282958443439,2.3069369677022435,1.3330632322059144,0.32112967157207434,Iris-setosa
+44,5.537530967090656,3.0,4.474906290056701,1.4726707600389974,Iris-versicolor
+45,5.8062280238465895,2.6753685867845283,5.070606588754733,1.8999677165648714,Iris-virginica
+46,5.005875810102071,2.0000007322195184,3.6126245751441664,1.0509779678984577,Iris-versicolor
+47,6.596658012113259,2.4508697251635185,5.570183418477172,1.8327455131857995,Iris-virginica
+48,6.472852278930935,3.252326483264981,5.124525895019665,2.0318958518999604,Iris-virginica
+49,7.683793204911955,2.8108848697400224,6.674969784108744,2.013550297083969,Iris-virginica
+50,5.019719953462468,3.648219702051679,1.4035761247695435,0.20365682961133896,Iris-setosa
+51,6.874060718290415,3.230520774099495,5.877734715293268,2.3212064236212226,Iris-virginica
+52,6.329047831538805,2.2943963515682255,4.38096099307871,1.3078413040189616,Iris-versicolor
+53,6.404142695797509,2.897019872163326,4.277229984163284,1.285649568904705,Iris-versicolor
+54,6.194878194450352,3.3980334900127542,5.334359179756386,2.294303725635964,Iris-virginica
+55,5.366561267243024,3.398656247078471,1.7198165510975274,0.20637863716764118,Iris-setosa
+56,5.221990152957457,3.4449657200431054,1.3974912158891595,0.20102082281376396,Iris-setosa
+57,4.591442157942751,3.218431816207186,1.418055768949564,0.20164425410875414,Iris-setosa
+58,5.36616770308816,3.4118118566157145,1.56812026798137,0.19819453344354496,Iris-setosa
+59,7.899997797794157,3.7443648558999176,6.423603376937434,2.0322872142820207,Iris-virginica
+60,5.318479402802406,3.6685286953703753,1.4830651407984021,0.1951409870721293,Iris-setosa
+61,5.766300457309548,2.6501030089344026,5.078962746770311,1.911346844713242,Iris-virginica
+62,6.493188858934762,3.0,5.793769199561648,2.1875968236436116,Iris-virginica
+63,5.506863878886398,2.3909160722389697,3.714144352254025,0.98220664324113,Iris-versicolor
+64,5.53205000540296,2.6084826735381204,4.4110704880894085,1.1960280595080128,Iris-versicolor
+65,7.14202130513655,3.0,5.894537209434829,2.0950035744301556,Iris-virginica
+66,5.575695489802077,3.5808847588429074,1.5258578487992591,0.4815872811996089,Iris-setosa
+67,5.808247416224253,2.6606290459514685,5.077134647330308,1.9141728140486511,Iris-virginica
+68,4.4,3.181845752770692,1.3211503935991629,0.20049290347489848,Iris-setosa
+69,4.892819524597713,2.3688904678945315,3.264665305023513,1.0335628643765613,Iris-versicolor
+70,5.129566014332009,3.495885643176042,1.4173317076961065,0.19394123519764617,Iris-setosa
+71,4.982369306325342,2.0000012487473597,3.496189443185838,0.9443817465897286,Iris-versicolor
+72,7.057725276829356,3.0,5.932244948189648,2.1164235110474645,Iris-virginica
+73,6.305624097201633,3.0,4.46925808376888,1.3487630930097454,Iris-versicolor
+74,6.65660679619051,3.2841205775749227,5.643756957185895,2.4999989619858196,Iris-virginica
+75,5.4216930793460145,3.9665732990316447,1.2702006514288144,0.4297756388348125,Iris-setosa
+76,6.285215022607588,2.661126140035782,4.866705975989312,1.8115727948325635,Iris-virginica
+77,5.777942162690607,2.647491516422711,5.076186559266023,1.9200085151640878,Iris-virginica
+78,4.9689788141904785,2.0000009320596073,3.529368465842619,0.9514862792234089,Iris-versicolor
+79,6.8001844446337465,3.205001465821135,5.8982973640066145,2.306030803774215,Iris-virginica
+80,7.225899849346672,3.0,6.07606546320176,2.1021781516524545,Iris-virginica
+81,4.816938172213219,3.401640856339582,1.9401290825594,0.20511255623780283,Iris-setosa
+82,6.6714171966066305,2.5005420521414385,5.731541600122737,1.8125224766481312,Iris-virginica
+83,5.4946848232133645,3.782005693979358,1.5159142193396422,0.23016069106660397,Iris-setosa
+84,5.691186667028136,2.8954970807237026,4.014369608679068,1.299253638599538,Iris-versicolor
+85,5.087264362988821,3.50760928846838,1.3901916612043448,0.20218447371840417,Iris-setosa
+86,6.604915188405525,3.0,4.407154276934638,1.4123302362076653,Iris-versicolor
+87,5.685549582446735,3.0,4.2209375054507925,1.2088642784404848,Iris-versicolor
+88,4.784071993436372,3.0,1.4302572434235648,0.1,Iris-setosa
+89,6.972785271601345,3.121970652048587,5.130329321506962,2.315066720049908,Iris-virginica
+90,5.663585418178871,3.8050959721756397,1.5645409831515376,0.31701621297046234,Iris-setosa
+91,5.889301670948778,3.227817892744679,4.792981257263811,1.8017321823751635,Iris-versicolor
+92,4.594370675030538,3.6132334482692303,1.0000003734933212,0.20316773124340096,Iris-setosa
+93,5.781458564169498,2.6651303636466315,5.084707711716131,1.91366107258371,Iris-virginica
+94,6.842122340425825,2.7985128730902034,4.7577079373073605,1.417781448809364,Iris-versicolor
+95,7.113009269139375,3.0,5.80521721176484,2.116641935067873,Iris-virginica
+96,5.024419545291111,3.600802537808214,1.3920266230678688,0.1988587955724912,Iris-setosa
+97,5.055207163271461,3.6609018211612203,1.3961545351433233,0.20595693115422264,Iris-setosa
+98,6.064963163550009,2.234585300781592,4.195506373242849,1.087372360634581,Iris-versicolor
+99,6.025694253558816,3.3783084288481793,4.508721259040921,1.6335984620281312,Iris-versicolor
+100,5.11607730437183,3.3111232372173176,1.8779655703045588,0.47918498764792317,Iris-setosa
+101,5.891050134415292,3.1901588339334914,4.766983303259007,1.815968687072815,Iris-versicolor
+102,6.1764809125282,2.8005164076229354,4.544788419765461,1.1488533086955106,Iris-versicolor
+103,6.672228731875755,3.2929209451266614,5.637364872527476,2.1136163457454957,Iris-virginica
+104,6.6878212592361646,3.0,4.990899684237233,1.681599306243039,Iris-versicolor
+105,6.79805462323748,2.794303903910305,4.785147129403183,1.3917463992780468,Iris-versicolor
+106,6.7930384934188295,2.8089129824119516,4.7753730814456326,1.4124899001813966,Iris-versicolor
+107,5.772460355635206,2.8514500910153515,4.238369546363113,1.2394102852548694,Iris-versicolor
+108,6.709999322162665,3.0,5.024846611510272,1.7127500805180302,Iris-versicolor
+109,4.821650056628741,3.0,1.3900547029751311,0.29944623694083417,Iris-setosa
+110,6.290054734851758,2.4427523381557767,4.982012513502604,1.9139129660254188,Iris-virginica
+111,5.421320641366754,3.386037168899044,1.7958114024547518,0.20299573281293737,Iris-setosa
+112,6.788884631591538,3.2117882087858964,5.934993927476393,2.298074075370275,Iris-virginica
+113,5.588133823930829,2.4932629969509517,3.993535152989536,1.1322060869437933,Iris-versicolor
+114,6.718135747856406,3.0,4.917788595662539,1.6606791611692353,Iris-versicolor
+115,6.438702953732855,2.9154395210246333,4.284172451932136,1.3213619243730252,Iris-versicolor
+116,6.614464548211931,3.0,4.4173425427586,1.4208626704215679,Iris-versicolor
+117,5.010557443856904,3.659154263243102,1.4001939775113847,0.20328576633337167,Iris-setosa
+118,6.2751775338426246,2.4810186040600155,4.934013488168393,1.8833772891524858,Iris-virginica
+119,5.1054145927546015,3.7230014519393357,1.4944590534406341,0.39909916665903095,Iris-setosa
diff --git a/iris/tab_ddpm/4/9/test.csv b/iris/tab_ddpm/4/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/9/train.csv b/iris/tab_ddpm/4/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/9/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
+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
+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/4/9/val.csv b/iris/tab_ddpm/4/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/4/diffusion.pt b/iris/tab_ddpm/4/diffusion.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6d9ab5fb34e7d0fcd8974689ec6719efca880085
--- /dev/null
+++ b/iris/tab_ddpm/4/diffusion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f60607c696cdad51cd81174c613b4569b60025d07d4439e7caf71e56a2244355
+size 6499269
diff --git a/iris/tab_ddpm/4/diffusion_state.json b/iris/tab_ddpm/4/diffusion_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..cb9cb333fb725197025f9f113d4cbb2f94201ad7
--- /dev/null
+++ b/iris/tab_ddpm/4/diffusion_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e2b2a30f1dac1129ab8967d76e446e4bbd24ac9cc2fa2d1e45d023943a67c99a
+size 6480710
diff --git a/iris/tab_ddpm/4/mlu_log.csv b/iris/tab_ddpm/4/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2d4445e373ce61f0e06d8bff54cec0b0131e0fbb
--- /dev/null
+++ b/iris/tab_ddpm/4/mlu_log.csv
@@ -0,0 +1,84831 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
+tab_ddpm,0,1.0959864854812622,,,,,,
+tab_ddpm,1,0.9493533372879028,,,,,,
+tab_ddpm,2,0.9887356162071228,,,,,,
+tab_ddpm,3,0.8044109344482422,,,,,,
+tab_ddpm,4,0.8628785014152527,,,,,,
+tab_ddpm,5,0.7605521082878113,,,,,,
+tab_ddpm,6,0.7053306698799133,,,,,,
+tab_ddpm,7,0.6789171099662781,,,,,,
+tab_ddpm,8,0.6173897981643677,,,,,,
+tab_ddpm,9,0.6557381749153137,,,,,,
+tab_ddpm,10,0.692367434501648,,,,,,
+tab_ddpm,11,0.6069986820220947,,,,,,
+tab_ddpm,12,0.503346860408783,,,,,,
+tab_ddpm,13,0.5713552236557007,,,,,,
+tab_ddpm,14,0.4617222845554352,,,,,,
+tab_ddpm,15,0.49672016501426697,,,,,,
+tab_ddpm,16,0.513032078742981,,,,,,
+tab_ddpm,17,0.602637529373169,,,,,,
+tab_ddpm,18,0.46594080328941345,,,,,,
+tab_ddpm,19,0.6731558442115784,,,,,,
+tab_ddpm,20,0.5796115398406982,,,,,,
+tab_ddpm,21,0.6122530698776245,,,,,,
+tab_ddpm,22,0.44025060534477234,,,,,,
+tab_ddpm,23,0.5053835511207581,,,,,,
+tab_ddpm,24,0.5291387438774109,,,,,,
+tab_ddpm,25,0.46000751852989197,,,,,,
+tab_ddpm,26,0.553207516670227,,,,,,
+tab_ddpm,27,0.4598708748817444,,,,,,
+tab_ddpm,28,0.5473303198814392,,,,,,
+tab_ddpm,29,0.5250864624977112,,,,,,
+tab_ddpm,30,0.5400757789611816,,,,,,
+tab_ddpm,31,0.48802676796913147,,,,,,
+tab_ddpm,32,0.5463982820510864,,,,,,
+tab_ddpm,33,0.487126886844635,,,,,,
+tab_ddpm,34,0.4496269226074219,,,,,,
+tab_ddpm,35,0.4926892817020416,,,,,,
+tab_ddpm,36,0.5169374346733093,,,,,,
+tab_ddpm,37,0.44344356656074524,,,,,,
+tab_ddpm,38,0.516933023929596,,,,,,
+tab_ddpm,39,0.4121069312095642,,,,,,
+tab_ddpm,40,0.3990049362182617,,,,,,
+tab_ddpm,41,0.4484929144382477,,,,,,
+tab_ddpm,42,0.3764042854309082,,,,,,
+tab_ddpm,43,0.41388964653015137,,,,,,
+tab_ddpm,44,0.5766320824623108,,,,,,
+tab_ddpm,45,0.34367635846138,,,,,,
+tab_ddpm,46,0.4606952667236328,,,,,,
+tab_ddpm,47,0.5194677710533142,,,,,,
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+tab_ddpm,49,0.6143078804016113,,,,,,
+tab_ddpm,50,0.465792179107666,,,,,,
+tab_ddpm,51,0.5372145771980286,,,,,,
+tab_ddpm,52,0.5097446441650391,,,,,,
+tab_ddpm,53,0.4727555811405182,,,,,,
+tab_ddpm,54,0.42803633213043213,,,,,,
+tab_ddpm,55,0.40422549843788147,,,,,,
+tab_ddpm,56,0.43508434295654297,,,,,,
+tab_ddpm,57,0.524139940738678,,,,,,
+tab_ddpm,58,0.5224617123603821,,,,,,
+tab_ddpm,59,0.3158138394355774,,,,,,
+tab_ddpm,60,0.3233969509601593,,,,,,
+tab_ddpm,61,0.47755709290504456,,,,,,
+tab_ddpm,62,0.4349837601184845,,,,,,
+tab_ddpm,63,0.3818621039390564,,,,,,
+tab_ddpm,64,0.42439720034599304,,,,,,
+tab_ddpm,65,0.4577402174472809,,,,,,
+tab_ddpm,66,0.4833989143371582,,,,,,
+tab_ddpm,67,0.4637333154678345,,,,,,
+tab_ddpm,68,0.4306618571281433,,,,,,
+tab_ddpm,69,0.4129556715488434,,,,,,
+tab_ddpm,70,0.4632941484451294,,,,,,
+tab_ddpm,71,0.5083702206611633,,,,,,
+tab_ddpm,72,0.4876740872859955,,,,,,
+tab_ddpm,73,0.357841432094574,,,,,,
+tab_ddpm,74,0.4618031084537506,,,,,,
+tab_ddpm,75,0.38440409302711487,,,,,,
+tab_ddpm,76,0.44312208890914917,,,,,,
+tab_ddpm,77,0.41490408778190613,,,,,,
+tab_ddpm,78,0.3452948033809662,,,,,,
+tab_ddpm,79,0.43475139141082764,,,,,,
+tab_ddpm,80,0.3705861270427704,,,,,,
+tab_ddpm,81,0.3745359778404236,,,,,,
+tab_ddpm,82,0.38297760486602783,,,,,,
+tab_ddpm,83,0.4409243166446686,,,,,,
+tab_ddpm,84,0.4848882853984833,,,,,,
+tab_ddpm,85,0.34534963965415955,,,,,,
+tab_ddpm,86,0.3591666519641876,,,,,,
+tab_ddpm,87,0.4752871096134186,,,,,,
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diff --git a/iris/tab_ddpm/4/model.pt b/iris/tab_ddpm/4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7f6381329c479643e611c1b89a9825cc1f26a4bc
--- /dev/null
+++ b/iris/tab_ddpm/4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c46ac42b1559e11fdaad73c740bdc955370a804e57cd8dbb02e83f6b3dc75062
+size 6456342
diff --git a/iris/tab_ddpm/4/model_state.json b/iris/tab_ddpm/4/model_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..06cdbfc7b297cf41657a12846cded68229b4c5fe
--- /dev/null
+++ b/iris/tab_ddpm/4/model_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d380a12255c226c18cb1f6824e8273c3d87bab0afb11e8f35979b532ae1a9987
+size 6453564
diff --git a/iris/tab_ddpm/4/params.json b/iris/tab_ddpm/4/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd3fe9f5e78db4fdead0805aaa257453000753e9
--- /dev/null
+++ b/iris/tab_ddpm/4/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0afc612db39c14dca9f1f9b551c4643f0d58c7062a4fb0e22d23360816b81cc3
+size 331
diff --git a/iris/tab_ddpm/4/tab_ddpm_eval.ipynb b/iris/tab_ddpm/4/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..f0ff3318d1b839b25cc6c45d5257f14512ecdc8c
--- /dev/null
+++ b/iris/tab_ddpm/4/tab_ddpm_eval.ipynb
@@ -0,0 +1,2702 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "232fcd8f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:22.544535Z",
+     "iopub.status.busy": "2024-07-29T08:12:22.544184Z",
+     "iopub.status.idle": "2024-07-29T08:12:35.047747Z",
+     "shell.execute_reply": "2024-07-29T08:12:35.046654Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.515459,
+     "end_time": "2024-07-29T08:12:35.050205",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:22.534746",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 47%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 83%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 91 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": "d8a440dd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:35.073895Z",
+     "iopub.status.busy": "2024-07-29T08:12:35.073083Z",
+     "iopub.status.idle": "2024-07-29T08:12:35.081437Z",
+     "shell.execute_reply": "2024-07-29T08:12:35.080670Z"
+    },
+    "papermill": {
+     "duration": 0.022263,
+     "end_time": "2024-07-29T08:12:35.083313",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:35.061050",
+     "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": "8313fad8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009553,
+     "end_time": "2024-07-29T08:12:35.102523",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:35.092970",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f8e475ef",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:35.123073Z",
+     "iopub.status.busy": "2024-07-29T08:12:35.122793Z",
+     "iopub.status.idle": "2024-07-29T08:12:35.129869Z",
+     "shell.execute_reply": "2024-07-29T08:12:35.129046Z"
+    },
+    "papermill": {
+     "duration": 0.019569,
+     "end_time": "2024-07-29T08:12:35.131676",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:35.112107",
+     "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": "682a2123",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:35.152377Z",
+     "iopub.status.busy": "2024-07-29T08:12:35.152123Z",
+     "iopub.status.idle": "2024-07-29T08:12:35.157034Z",
+     "shell.execute_reply": "2024-07-29T08:12:35.156237Z"
+    },
+    "papermill": {
+     "duration": 0.017461,
+     "end_time": "2024-07-29T08:12:35.158914",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:35.141453",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = True\n",
+    "gp_multiply = True\n",
+    "df_name = 4\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/4\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "29157901",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:35.181671Z",
+     "iopub.status.busy": "2024-07-29T08:12:35.181394Z",
+     "iopub.status.idle": "2024-07-29T08:12:35.186673Z",
+     "shell.execute_reply": "2024-07-29T08:12:35.185862Z"
+    },
+    "papermill": {
+     "duration": 0.019249,
+     "end_time": "2024-07-29T08:12:35.188642",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:35.169393",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_gp_mul_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": "b1f44810",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:35.209973Z",
+     "iopub.status.busy": "2024-07-29T08:12:35.209657Z",
+     "iopub.status.idle": "2024-07-29T08:12:36.192734Z",
+     "shell.execute_reply": "2024-07-29T08:12:36.191711Z"
+    },
+    "papermill": {
+     "duration": 0.996451,
+     "end_time": "2024-07-29T08:12:36.195132",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:35.198681",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fatal: destination path 'final' already exists and is not an empty directory.\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": "eac45d55",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:36.218345Z",
+     "iopub.status.busy": "2024-07-29T08:12:36.218025Z",
+     "iopub.status.idle": "2024-07-29T08:12:37.205415Z",
+     "shell.execute_reply": "2024-07-29T08:12:37.204430Z"
+    },
+    "papermill": {
+     "duration": 1.001585,
+     "end_time": "2024-07-29T08:12:37.207470",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:36.205885",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "9ed6f9f2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:37.230679Z",
+     "iopub.status.busy": "2024-07-29T08:12:37.230382Z",
+     "iopub.status.idle": "2024-07-29T08:12:37.239514Z",
+     "shell.execute_reply": "2024-07-29T08:12:37.238738Z"
+    },
+    "papermill": {
+     "duration": 0.023037,
+     "end_time": "2024-07-29T08:12:37.241413",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:37.218376",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/4\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": "4f1e46d5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:37.266185Z",
+     "iopub.status.busy": "2024-07-29T08:12:37.265606Z",
+     "iopub.status.idle": "2024-07-29T08:12:37.625214Z",
+     "shell.execute_reply": "2024-07-29T08:12:37.624263Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.37471,
+     "end_time": "2024-07-29T08:12:37.627810",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:37.253100",
+     "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": "0a630127",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:37.651921Z",
+     "iopub.status.busy": "2024-07-29T08:12:37.651175Z",
+     "iopub.status.idle": "2024-07-29T08:12:39.268077Z",
+     "shell.execute_reply": "2024-07-29T08:12:39.267261Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.631125,
+     "end_time": "2024-07-29T08:12:39.270448",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:37.639323",
+     "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": "c259e430",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:39.296678Z",
+     "iopub.status.busy": "2024-07-29T08:12:39.295864Z",
+     "iopub.status.idle": "2024-07-29T08:12:39.304863Z",
+     "shell.execute_reply": "2024-07-29T08:12:39.304022Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023824,
+     "end_time": "2024-07-29T08:12:39.306834",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:39.283010",
+     "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": "08f4ae6e",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:39.329687Z",
+     "iopub.status.busy": "2024-07-29T08:12:39.329186Z",
+     "iopub.status.idle": "2024-07-29T08:12:39.333410Z",
+     "shell.execute_reply": "2024-07-29T08:12:39.332626Z"
+    },
+    "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": 0.017862,
+     "end_time": "2024-07-29T08:12:39.335376",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:39.317514",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "9bf85c40",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:39.358689Z",
+     "iopub.status.busy": "2024-07-29T08:12:39.357964Z",
+     "iopub.status.idle": "2024-07-29T08:12:39.471238Z",
+     "shell.execute_reply": "2024-07-29T08:12:39.470466Z"
+    },
+    "papermill": {
+     "duration": 0.127683,
+     "end_time": "2024-07-29T08:12:39.473804",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:39.346121",
+     "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": "d85007ea",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:39.501916Z",
+     "iopub.status.busy": "2024-07-29T08:12:39.501391Z",
+     "iopub.status.idle": "2024-07-29T08:12:43.821253Z",
+     "shell.execute_reply": "2024-07-29T08:12:43.820352Z"
+    },
+    "papermill": {
+     "duration": 4.336611,
+     "end_time": "2024-07-29T08:12:43.823390",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:39.486779",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-29 08:12:41.212949: 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",
+      "2024-07-29 08:12:41.213010: 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",
+      "2024-07-29 08:12:41.214577: 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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_run True\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": "b3300f40",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:43.848125Z",
+     "iopub.status.busy": "2024-07-29T08:12:43.847509Z",
+     "iopub.status.idle": "2024-07-29T08:12:43.854410Z",
+     "shell.execute_reply": "2024-07-29T08:12:43.853765Z"
+    },
+    "papermill": {
+     "duration": 0.021276,
+     "end_time": "2024-07-29T08:12:43.856316",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:43.835040",
+     "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": "068177f6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:43.881661Z",
+     "iopub.status.busy": "2024-07-29T08:12:43.881377Z",
+     "iopub.status.idle": "2024-07-29T08:12:46.589559Z",
+     "shell.execute_reply": "2024-07-29T08:12:46.588743Z"
+    },
+    "papermill": {
+     "duration": 2.723519,
+     "end_time": "2024-07-29T08:12:46.591890",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:43.868371",
+     "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": "5c4456ab",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:46.619695Z",
+     "iopub.status.busy": "2024-07-29T08:12:46.618804Z",
+     "iopub.status.idle": "2024-07-29T08:12:46.625182Z",
+     "shell.execute_reply": "2024-07-29T08:12:46.624270Z"
+    },
+    "papermill": {
+     "duration": 0.022286,
+     "end_time": "2024-07-29T08:12:46.627067",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:46.604781",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, Embedding(89, 864), 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": "4d46d64f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:46.651844Z",
+     "iopub.status.busy": "2024-07-29T08:12:46.651538Z",
+     "iopub.status.idle": "2024-07-29T08:12:47.166618Z",
+     "shell.execute_reply": "2024-07-29T08:12:47.165108Z"
+    },
+    "papermill": {
+     "duration": 0.531047,
+     "end_time": "2024-07-29T08:12:47.169734",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:46.638687",
+     "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": "6cbfcc44",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:47.205497Z",
+     "iopub.status.busy": "2024-07-29T08:12:47.205169Z",
+     "iopub.status.idle": "2024-07-29T08:12:47.229698Z",
+     "shell.execute_reply": "2024-07-29T08:12:47.228607Z"
+    },
+    "papermill": {
+     "duration": 0.045577,
+     "end_time": "2024-07-29T08:12:47.232104",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:47.186527",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating model of type <class 'ml_utility_loss.loss_learning.estimator.model.models.TwinEncoder'>\n",
+      "[*] Embedding False True\n",
+      "['tab_ddpm_concat'] 1\n"
+     ]
+    }
+   ],
+   "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": "67ed7bdc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:47.261210Z",
+     "iopub.status.busy": "2024-07-29T08:12:47.260918Z",
+     "iopub.status.idle": "2024-07-29T08:12:47.309430Z",
+     "shell.execute_reply": "2024-07-29T08:12:47.308620Z"
+    },
+    "papermill": {
+     "duration": 0.065138,
+     "end_time": "2024-07-29T08:12:47.311397",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:47.246259",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 30000, 't_end': 0, 't_range': None, 'n_steps': 1, 'n_inner_steps': 2, 'n_inner_steps_2': 8, 'loss_mul': 1, 'div_batch': False, 'forgive_over': True, 'n_real': 0, 'n_samples': 32, 't_steps': 1024, 'mlu_run': 0, 'target': None, 'lr': 0.0021337872195045216, 'loss_fn': <function l1_loss at 0x7dfc13cb0c10>, 'Optim': functools.partial(<class 'torch.optim.adamw.AdamW'>, amsgrad=True)}\n"
+     ]
+    }
+   ],
+   "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": "92a2c4c7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:47.339249Z",
+     "iopub.status.busy": "2024-07-29T08:12:47.338414Z",
+     "iopub.status.idle": "2024-07-29T08:12:47.355848Z",
+     "shell.execute_reply": "2024-07-29T08:12:47.355122Z"
+    },
+    "papermill": {
+     "duration": 0.033646,
+     "end_time": "2024-07-29T08:12:47.358013",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:47.324367",
+     "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": "9b0db276",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:47.384116Z",
+     "iopub.status.busy": "2024-07-29T08:12:47.383771Z",
+     "iopub.status.idle": "2024-07-29T08:12:47.388055Z",
+     "shell.execute_reply": "2024-07-29T08:12:47.387207Z"
+    },
+    "papermill": {
+     "duration": 0.019728,
+     "end_time": "2024-07-29T08:12:47.390089",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:47.370361",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "ecba8f84",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:47.416139Z",
+     "iopub.status.busy": "2024-07-29T08:12:47.415856Z",
+     "iopub.status.idle": "2024-07-29T08:12:47.517672Z",
+     "shell.execute_reply": "2024-07-29T08:12:47.516629Z"
+    },
+    "papermill": {
+     "duration": 0.117421,
+     "end_time": "2024-07-29T08:12:47.519798",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:47.402377",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Caching in ../../../../iris/_cache_inference/tab_ddpm_concat/all inf False\n"
+     ]
+    }
+   ],
+   "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": "adafacac",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:47.547860Z",
+     "iopub.status.busy": "2024-07-29T08:12:47.547505Z",
+     "iopub.status.idle": "2024-07-29T08:12:47.557187Z",
+     "shell.execute_reply": "2024-07-29T08:12:47.556360Z"
+    },
+    "papermill": {
+     "duration": 0.025884,
+     "end_time": "2024-07-29T08:12:47.559114",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:47.533230",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 1024 starting 30000 until 0\n",
+      "mlu step times 1*2*8\n",
+      "mlu samples 32 / 120\n",
+      "mlu logging ./mlu_log.csv\n"
+     ]
+    }
+   ],
+   "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": "af0965a5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:47.585287Z",
+     "iopub.status.busy": "2024-07-29T08:12:47.584999Z",
+     "iopub.status.idle": "2024-07-29T08:12:47.593166Z",
+     "shell.execute_reply": "2024-07-29T08:12:47.592329Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023477,
+     "end_time": "2024-07-29T08:12:47.594981",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:47.571504",
+     "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": "3e8b19df",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:12:47.620860Z",
+     "iopub.status.busy": "2024-07-29T08:12:47.620548Z",
+     "iopub.status.idle": "2024-07-29T08:24:43.989949Z",
+     "shell.execute_reply": "2024-07-29T08:24:43.989112Z"
+    },
+    "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": 716.384946,
+     "end_time": "2024-07-29T08:24:43.992347",
+     "exception": false,
+     "start_time": "2024-07-29T08:12:47.607401",
+     "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 1000/84830 MLoss: 0.0 GLoss: 0.347 Sum: 0.347\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/84830 MLoss: 0.0 GLoss: 0.3008 Sum: 0.3008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/84830 MLoss: 0.0 GLoss: 0.2861 Sum: 0.2861\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/84830 MLoss: 0.0 GLoss: 0.2781 Sum: 0.2781\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/84830 MLoss: 0.0 GLoss: 0.2715 Sum: 0.2715\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/84830 MLoss: 0.0 GLoss: 0.264 Sum: 0.264\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/84830 MLoss: 0.0 GLoss: 0.2567 Sum: 0.2567\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/84830 MLoss: 0.0 GLoss: 0.2513 Sum: 0.2513\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/84830 MLoss: 0.0 GLoss: 0.2477 Sum: 0.2477\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/84830 MLoss: 0.0 GLoss: 0.2459 Sum: 0.2459\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/84830 MLoss: 0.0 GLoss: 0.2428 Sum: 0.2428\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/84830 MLoss: 0.0 GLoss: 0.239 Sum: 0.239\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/84830 MLoss: 0.0 GLoss: 0.2411 Sum: 0.2411\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/84830 MLoss: 0.0 GLoss: 0.2369 Sum: 0.2369\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/84830 MLoss: 0.0 GLoss: 0.231 Sum: 0.231\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/84830 MLoss: 0.0 GLoss: 0.2314 Sum: 0.2314\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/84830 MLoss: 0.0 GLoss: 0.2288 Sum: 0.2288\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/84830 MLoss: 0.0 GLoss: 0.2299 Sum: 0.2299\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/84830 MLoss: 0.0 GLoss: 0.2267 Sum: 0.2267\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/84830 MLoss: 0.0 GLoss: 0.2242 Sum: 0.2242\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/84830 MLoss: 0.0 GLoss: 0.2257 Sum: 0.2257\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/84830 MLoss: 0.0 GLoss: 0.225 Sum: 0.225\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/84830 MLoss: 0.0 GLoss: 0.2225 Sum: 0.2225\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/84830 MLoss: 0.0 GLoss: 0.221 Sum: 0.221\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/84830 MLoss: 0.0 GLoss: 0.2185 Sum: 0.2185\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/84830 MLoss: 0.0 GLoss: 0.2191 Sum: 0.2191\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/84830 MLoss: 0.0 GLoss: 0.2176 Sum: 0.2176\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/84830 MLoss: 0.0 GLoss: 0.2178 Sum: 0.2178\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/84830 MLoss: 0.0 GLoss: 0.215 Sum: 0.215\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/84830 MLoss: 0.0 GLoss: 0.2156 Sum: 0.2156\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.04151328653097153\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/84830 MLoss: 0.0 GLoss: 0.2179 Sum: 0.2179\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.030182406306266785\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/84830 MLoss: 0.0 GLoss: 0.215 Sum: 0.215\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08541234955191612\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/84830 MLoss: 0.0 GLoss: 0.2156 Sum: 0.2156\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0808454230427742\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/84830 MLoss: 0.0 GLoss: 0.2129 Sum: 0.2129\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0423041433095932\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/84830 MLoss: 0.0 GLoss: 0.212 Sum: 0.212\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.020488306879997253\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/84830 MLoss: 0.0 GLoss: 0.211 Sum: 0.211\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02690036967396736\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/84830 MLoss: 0.0 GLoss: 0.2133 Sum: 0.2133\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.13312609493732452\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/84830 MLoss: 0.0 GLoss: 0.2118 Sum: 0.2118\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09680505096912384\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/84830 MLoss: 0.0 GLoss: 0.211 Sum: 0.211\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.044765256345272064\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/84830 MLoss: 0.0 GLoss: 0.2094 Sum: 0.2094\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.020780138671398163\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/84830 MLoss: 0.0 GLoss: 0.2063 Sum: 0.2063\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.022455107420682907\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/84830 MLoss: 0.0 GLoss: 0.205 Sum: 0.205\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/84830 MLoss: 0.0 GLoss: 0.2067 Sum: 0.2067\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08346690982580185\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/84830 MLoss: 0.0 GLoss: 0.2092 Sum: 0.2092\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0941600501537323\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/84830 MLoss: 0.0 GLoss: 0.2079 Sum: 0.2079\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.030434735119342804\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/84830 MLoss: 0.0 GLoss: 0.2072 Sum: 0.2072\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03304019942879677\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/84830 MLoss: 0.0 GLoss: 0.2053 Sum: 0.2053\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03067869320511818\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/84830 MLoss: 0.0 GLoss: 0.2057 Sum: 0.2057\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.10810830071568489\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/84830 MLoss: 0.0 GLoss: 0.2046 Sum: 0.2046\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.1059878058731556\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/84830 MLoss: 0.0 GLoss: 0.2054 Sum: 0.2054\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.051563747227191925\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/84830 MLoss: 0.0 GLoss: 0.206 Sum: 0.206\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03465709462761879\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/84830 MLoss: 0.0 GLoss: 0.2017 Sum: 0.2017\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.039795227348804474\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/84830 MLoss: 0.0 GLoss: 0.202 Sum: 0.202\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.11183227598667145\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/84830 MLoss: 0.0 GLoss: 0.2019 Sum: 0.2019\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0919271893799305\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/84830 MLoss: 0.0 GLoss: 0.2013 Sum: 0.2013\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03759130835533142\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/84830 MLoss: 0.0 GLoss: 0.2003 Sum: 0.2003\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.030799739062786102\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/84830 MLoss: 0.0 GLoss: 0.2022 Sum: 0.2022\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.030493121594190598\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/84830 MLoss: 0.0 GLoss: 0.2008 Sum: 0.2008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.10330037027597427\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/84830 MLoss: 0.0 GLoss: 0.1992 Sum: 0.1992\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09456792101264\n"
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+    {
+     "name": "stdout",
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+     "text": [
+      "Step 60000/84830 MLoss: 0.0 GLoss: 0.1971 Sum: 0.1971\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0221586711704731\n"
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+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/84830 MLoss: 0.0 GLoss: 0.2001 Sum: 0.2001\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0420299768447876\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/84830 MLoss: 0.0 GLoss: 0.1977 Sum: 0.1977\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.016296233981847763\n"
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+    {
+     "name": "stdout",
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+     "text": [
+      "Step 63000/84830 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
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+    {
+     "name": "stdout",
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+     "text": [
+      "MLU loss 0.1281176693737507\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/84830 MLoss: 0.0 GLoss: 0.1958 Sum: 0.1958\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.12697463110089302\n"
+     ]
+    },
+    {
+     "name": "stdout",
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+     "text": [
+      "Step 65000/84830 MLoss: 0.0 GLoss: 0.2021 Sum: 0.2021\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.029434949159622192\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/84830 MLoss: 0.0 GLoss: 0.196 Sum: 0.196\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03477921336889267\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/84830 MLoss: 0.0 GLoss: 0.1967 Sum: 0.1967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.021882303059101105\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/84830 MLoss: 0.0 GLoss: 0.1962 Sum: 0.1962\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.11356614902615547\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/84830 MLoss: 0.0 GLoss: 0.1977 Sum: 0.1977\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.10053898021578789\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/84830 MLoss: 0.0 GLoss: 0.195 Sum: 0.195\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.029633939266204834\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/84830 MLoss: 0.0 GLoss: 0.1966 Sum: 0.1966\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.034625809639692307\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/84830 MLoss: 0.0 GLoss: 0.1963 Sum: 0.1963\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02965361252427101\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/84830 MLoss: 0.0 GLoss: 0.1956 Sum: 0.1956\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08866377174854279\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/84830 MLoss: 0.0 GLoss: 0.196 Sum: 0.196\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.11602718383073807\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/84830 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02850678190588951\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/84830 MLoss: 0.0 GLoss: 0.1959 Sum: 0.1959\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03375275433063507\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 77000/84830 MLoss: 0.0 GLoss: 0.1965 Sum: 0.1965\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02252146229147911\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 78000/84830 MLoss: 0.0 GLoss: 0.1946 Sum: 0.1946\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.10677090287208557\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 79000/84830 MLoss: 0.0 GLoss: 0.1941 Sum: 0.1941\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09682739526033401\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 80000/84830 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03860451281070709\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 81000/84830 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02745308354496956\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 82000/84830 MLoss: 0.0 GLoss: 0.1964 Sum: 0.1964\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.009962480515241623\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 83000/84830 MLoss: 0.0 GLoss: 0.1994 Sum: 0.1994\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0977724976837635\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 84000/84830 MLoss: 0.0 GLoss: 0.2025 Sum: 0.2025\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": "4f97dc10",
+   "metadata": {
+    "papermill": {
+     "duration": 0.024135,
+     "end_time": "2024-07-29T08:24:44.040576",
+     "exception": false,
+     "start_time": "2024-07-29T08:24:44.016441",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "927d835f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:24:44.089951Z",
+     "iopub.status.busy": "2024-07-29T08:24:44.089125Z",
+     "iopub.status.idle": "2024-07-29T08:24:44.146007Z",
+     "shell.execute_reply": "2024-07-29T08:24:44.145033Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.083408,
+     "end_time": "2024-07-29T08:24:44.148260",
+     "exception": false,
+     "start_time": "2024-07-29T08:24:44.064852",
+     "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": "ee1cde35",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:24:44.197696Z",
+     "iopub.status.busy": "2024-07-29T08:24:44.197362Z",
+     "iopub.status.idle": "2024-07-29T08:25:00.270980Z",
+     "shell.execute_reply": "2024-07-29T08:25:00.270190Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.101194,
+     "end_time": "2024-07-29T08:25:00.273401",
+     "exception": false,
+     "start_time": "2024-07-29T08:24:44.172207",
+     "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": "5a6234ff",
+   "metadata": {
+    "papermill": {
+     "duration": 0.023703,
+     "end_time": "2024-07-29T08:25:00.320984",
+     "exception": false,
+     "start_time": "2024-07-29T08:25:00.297281",
+     "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": 761.342157,
+   "end_time": "2024-07-29T08:25:02.472346",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/4/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/4/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 4,
+    "folder": "eval",
+    "gp": true,
+    "gp_multiply": true,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/4",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-29T08:12:21.130189",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file