diff --git a/iris/tab_ddpm/1_4/0/synth.csv b/iris/tab_ddpm/1_4/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..97c848661364b6fdee541946e6d9c136e71f3273
--- /dev/null
+++ b/iris/tab_ddpm/1_4/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.487774666680271,3.0453827674924274,6.427799090629303,2.126621881276032,Iris-virginica
+1,5.800906185430407,2.6814211636436966,5.111377069772086,1.866803453570917,Iris-virginica
+2,6.291115551181521,2.301174113299003,4.445383380162531,1.467374218894258,Iris-versicolor
+3,6.66534743755565,3.0,5.841596005495238,2.20742688282559,Iris-virginica
+4,5.486660084398168,2.998831326881915,4.479056145994693,1.4225470392002728,Iris-versicolor
+5,5.796114368017823,2.7212657478399023,5.056488071108861,1.8833104541671808,Iris-virginica
+6,5.100618776586174,3.526468395288875,1.416621154799401,0.1994405414727698,Iris-setosa
+7,6.039186792982178,2.2468355712539987,4.046938824814834,1.0254663927679053,Iris-versicolor
+8,6.890150888789476,2.8817624244965474,4.802826150150683,1.4630871971193884,Iris-versicolor
+9,5.032032959152129,3.4909566397156224,1.3883969316550302,0.19617011293750375,Iris-setosa
+10,5.423697959692789,3.0,4.421800249674185,1.44743576941024,Iris-versicolor
+11,5.404384567821383,3.7448696550025575,1.5236358517448272,0.201398475336933,Iris-setosa
+12,5.738082045202343,2.6303421816577526,4.508034034583354,1.2290875746943182,Iris-versicolor
+13,5.662918480297615,2.9224910470516754,4.097127798885698,1.2706202919911023,Iris-versicolor
+14,5.603084205883382,2.381501632446202,3.6435102646802,0.9726752469862845,Iris-versicolor
+15,6.51533187609084,3.0,4.420222638972993,1.4156855788676876,Iris-versicolor
+16,5.599850869617675,2.7404721342534515,4.463172618419128,1.2827160626154783,Iris-versicolor
+17,5.541972147218316,4.1999993611812645,1.4249984300957321,0.19672546213994652,Iris-setosa
+18,5.22617428370066,2.4555731423900564,4.024395428039653,1.061571225395487,Iris-versicolor
+19,7.622771700513664,2.848566352406413,6.61109053734799,1.9923232462656864,Iris-virginica
+20,4.609068356637311,3.572714253028996,1.0,0.19678377347645243,Iris-setosa
+21,5.699321111969015,2.851319451674961,4.29883604333088,1.310730062358308,Iris-versicolor
+22,4.9312196705708855,3.4441661705937903,1.550805760257272,0.27285281446546855,Iris-setosa
+23,4.994566223924623,2.0000040602459492,3.539085357375607,1.0357991311823718,Iris-versicolor
+24,5.125121153728343,3.0387507922512196,2.0388676293822336,0.19499926282336022,Iris-setosa
+25,5.650671783324272,3.0136804765162473,4.607681669999035,1.59913955748689,Iris-versicolor
+26,5.743193213802497,3.088436245483485,4.624960994458335,1.6258365745393555,Iris-versicolor
+27,5.702322613224618,2.9957794683551335,4.109734280123227,1.2728940535958433,Iris-versicolor
+28,6.106187136855096,3.3801324757649414,5.282835940350735,2.3159901806261067,Iris-virginica
+29,4.627223355712476,3.525150590289178,1.0000010917937265,0.2007104601640808,Iris-setosa
+30,7.493178549252435,2.8917322316202223,6.497857298688063,1.880968052476363,Iris-virginica
+31,5.846078682728761,2.6514862574413245,4.467438089274304,1.1990386743407686,Iris-versicolor
+32,4.748499748536626,2.9945978455247633,1.3612569198156974,0.37721003420718335,Iris-setosa
+33,5.2358679442715,3.3175417819238824,1.5554981533827956,0.2708365161966937,Iris-setosa
+34,5.0412329822920565,2.0000004819240766,3.7008942070906965,0.7785390010689788,Iris-versicolor
+35,7.3452148425416475,2.9136680282423755,6.303377909236168,1.79207813952836,Iris-virginica
+36,6.852272106914919,2.795730164849474,4.789939176370901,1.3955636708532404,Iris-versicolor
+37,5.041502152543546,2.000000541829462,3.7603118597378984,1.0206567244749434,Iris-versicolor
+38,6.476747986870656,3.187240864339529,5.0703988880397555,1.9505259153020853,Iris-virginica
+39,5.915243341037188,3.369670532027391,4.468183648037562,1.6068093656706282,Iris-versicolor
+40,4.886510429227911,3.4282253658663144,1.5731557241196623,0.2146129878719085,Iris-setosa
+41,5.076298444111467,3.281071686883469,1.5662861055385253,0.29109377588172697,Iris-setosa
+42,6.894755755011882,3.0541145312807068,5.094587042704852,2.2942309639228586,Iris-virginica
+43,6.045655227372905,3.4138769343287003,4.472853588924884,1.5801797343290582,Iris-versicolor
+44,6.331060999466105,3.2427622444169324,4.704634812139731,1.5923562634229327,Iris-versicolor
+45,4.951712225507385,2.0,3.4571980136162312,0.8914753535322093,Iris-versicolor
+46,6.3742216081076,2.941170903243192,5.151990236316626,1.792986643800962,Iris-virginica
+47,4.603552697536133,2.828989645252653,1.3219028813735023,0.349691283672293,Iris-setosa
+48,6.294104530810747,3.0,5.224994511685155,1.8038972531384883,Iris-virginica
+49,7.70154177552368,2.6026834070875746,6.899998877820959,2.2850480302796394,Iris-virginica
+50,7.678877557838596,2.5671905207186394,6.9,2.2893847599073567,Iris-virginica
+51,4.971582961354473,3.348719075112725,1.6543223093081907,0.33404485191313016,Iris-setosa
+52,4.87703728057561,3.0,1.4346655679568099,0.2544159745940604,Iris-setosa
+53,6.434982883435396,3.0,5.741535576023403,2.2270008656594875,Iris-virginica
+54,7.606014066141345,3.0,6.617708943922893,2.082989768266628,Iris-virginica
+55,5.490807519210529,3.0,4.512340940082895,1.4472166848596646,Iris-versicolor
+56,4.960481175127532,2.0,3.468447070312169,0.9402432657334086,Iris-versicolor
+57,7.406522009027605,3.0,6.302415450314845,2.103247580588994,Iris-virginica
+58,5.190256182918043,3.777122761695504,1.3888684678683945,0.29544293437980435,Iris-setosa
+59,5.669777785049069,2.920137330528052,4.516604093868138,1.3893780951683823,Iris-versicolor
+60,5.349791822206557,2.460820802601659,3.9622257471041364,1.1229525138361758,Iris-versicolor
+61,4.889037383846833,3.4254565926094744,1.5737554519764192,0.202553304863169,Iris-setosa
+62,4.597924966292209,3.657827740561204,1.0000004729718548,0.19798226727022233,Iris-setosa
+63,7.699412058682224,2.6016518830428836,6.899998838366292,2.3054731313738515,Iris-virginica
+64,5.924833121150208,2.5965651181578933,4.367126473323979,1.3178874393480753,Iris-versicolor
+65,4.777575600503229,3.4002779925293996,1.5747792309375657,0.19730933732133105,Iris-setosa
+66,5.544686242023486,2.4001831133180334,3.804532097114149,1.00653394620522,Iris-versicolor
+67,6.4532956061353595,3.291423576937061,5.557004477294552,2.257501397561987,Iris-virginica
+68,4.911644248229191,3.0,1.4452830369800815,0.2243865737257949,Iris-setosa
+69,6.327777415026143,2.463675609473637,5.0142330738919805,1.879238880312029,Iris-virginica
+70,6.327530542192477,3.363524592663352,5.535578876417908,2.2884942622122275,Iris-virginica
+71,7.678973586441702,2.6151278280825148,6.8999980396602165,2.2918936696185623,Iris-virginica
+72,5.828545490720131,3.2182411399972546,4.833227525325976,1.865351953776446,Iris-versicolor
+73,6.484544937599871,3.0,5.406748439934936,1.7795898007162023,Iris-virginica
+74,4.58859089114088,3.5173825271095582,1.0000009183438996,0.19791212454705082,Iris-setosa
+75,4.571888763133368,3.570508255287424,1.0,0.20128354072091506,Iris-setosa
+76,5.105211454732529,3.6266229494160176,1.3958433433985158,0.19748382599768696,Iris-setosa
+77,4.487511383888046,2.263775142223866,1.283063293605007,0.29801775126448954,Iris-setosa
+78,5.862787681132336,2.208251136115934,3.955227339914157,0.8330399814275145,Iris-versicolor
+79,5.124031835874575,3.3495701514597314,1.567723007566172,0.4930728725374761,Iris-setosa
+80,4.504134486250381,2.299276063678849,1.3433864048836808,0.298948802893067,Iris-setosa
+81,5.920860721452776,3.2893676427843053,4.765934028459474,1.7795997337258052,Iris-versicolor
+82,4.984866135334462,2.0,3.635905809639838,1.0082398941002724,Iris-versicolor
+83,5.313174848130133,3.400804076532256,1.52385167101015,0.21778653556937877,Iris-setosa
+84,6.2503178308381875,3.1208180419369826,4.822779877140506,1.6943661776708723,Iris-versicolor
+85,5.712708392048575,3.060449539783898,4.269028003928379,1.2773333640837714,Iris-versicolor
+86,5.319348508550197,2.3971926815462794,3.65588930746377,1.0372809735234643,Iris-versicolor
+87,6.794929707910854,2.8586652544517013,4.87865321792502,1.503659749629476,Iris-versicolor
+88,6.709596198576934,3.0647120712616243,4.833179253950779,1.55806945899876,Iris-versicolor
+89,5.524078293949405,3.4800045685966734,1.9081399808777961,0.20161763228839136,Iris-setosa
+90,6.132468708166553,3.29338376266151,4.655955166983874,1.6383107332060183,Iris-versicolor
+91,6.302645946492382,3.314173438595311,5.461682987782346,2.2545998060716337,Iris-virginica
+92,7.11081064639639,3.0107907747592546,5.878614494938965,2.18876256392058,Iris-virginica
+93,5.065842194487451,3.1559926693169165,1.6660148885834485,0.21882768753355084,Iris-setosa
+94,6.515046258135211,3.0,5.546627242305131,1.7953887599586948,Iris-virginica
+95,4.400000844548517,3.22799651483001,1.3002230553522003,0.20051697335666815,Iris-setosa
+96,4.8633521088628076,3.0,1.4498874932665529,0.10000009373282204,Iris-setosa
+97,4.887814014774387,3.035702019558789,1.4541947306110938,0.1,Iris-setosa
+98,5.825289581156974,2.8804852953398576,4.3316958164315755,1.2604326341761398,Iris-versicolor
+99,6.119882892993728,2.9306476040912472,4.408298470442505,1.366808955874699,Iris-versicolor
+100,5.19176556319161,3.790998284772558,1.4761666856090665,0.37544685692649765,Iris-setosa
+101,6.273367253739363,2.6158099220699857,4.981616334533487,1.8200743820010215,Iris-virginica
+102,5.579970519489248,3.0,4.251709985106992,1.3714472569410412,Iris-versicolor
+103,4.969469553894353,2.4361695429665313,3.480135573841971,1.0298726919075822,Iris-versicolor
+104,6.354283776459752,3.0230320610779917,4.4391307065517,1.416699076142898,Iris-versicolor
+105,7.692469448853179,2.5791202151929227,6.899997391168747,2.284458065819695,Iris-virginica
+106,5.949164609675967,3.2385203436928713,4.764510965091789,1.7560144454884576,Iris-versicolor
+107,7.403569205988723,3.0,6.2565040778223056,2.105495285803237,Iris-virginica
+108,7.6621485668846185,2.552828757229842,6.9,2.2716551276673482,Iris-virginica
+109,4.400001233807914,3.1752644651346005,1.3344134552660152,0.2016095198956374,Iris-setosa
+110,7.899998615667775,3.7592370603538265,6.399062251605494,1.9830331540554187,Iris-virginica
+111,6.003666348434826,2.832169508619451,4.621448826517258,1.201032145997236,Iris-versicolor
+112,6.479044529383121,3.1893964543985236,4.808484598603251,1.6211996451709414,Iris-versicolor
+113,4.9235084508356985,3.1425585474099806,1.5256050554025153,0.1,Iris-setosa
+114,6.621859452759133,3.1161900212870757,4.729509796374713,1.5149329117089632,Iris-versicolor
+115,4.925879955748556,3.2728594509890288,1.9859046699441638,0.1987500821316115,Iris-setosa
+116,5.5532205061763875,2.996060552065955,4.441916763367574,1.4331197695143694,Iris-versicolor
+117,6.76773402971765,2.995609787878058,4.857162280416796,1.5924315735044563,Iris-versicolor
+118,6.3751292657227605,2.945102632926494,5.753565621769441,1.981179136685969,Iris-virginica
+119,5.02140945629555,3.6348668901480226,1.3448628038331112,0.20315838085604246,Iris-setosa
diff --git a/iris/tab_ddpm/1_4/0/test.csv b/iris/tab_ddpm/1_4/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/0/train.csv b/iris/tab_ddpm/1_4/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/0/val.csv b/iris/tab_ddpm/1_4/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/1/synth.csv b/iris/tab_ddpm/1_4/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bea7b34ba6175641ddec86f76bb777395c928371
--- /dev/null
+++ b/iris/tab_ddpm/1_4/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.967122004675056,3.0069403229714484,1.4194615055093434,0.20143577982041602,Iris-setosa
+1,4.886995833694623,3.0,1.42517166283141,0.30740423993899657,Iris-setosa
+2,4.8520475473789855,3.0323864256622066,1.4607159672303824,0.10000015495387128,Iris-setosa
+3,5.502631253722119,4.199998572581081,1.403368758868425,0.20095749341988345,Iris-setosa
+4,5.727474399448707,2.903614786287072,4.095264495507348,1.2669329017664754,Iris-versicolor
+5,4.8987069054161285,3.0,1.3742529756533517,0.20752729668460254,Iris-setosa
+6,5.5881400941577475,2.666629835515209,4.460375948582836,1.2884104238287903,Iris-versicolor
+7,5.809432345108873,2.7089365768376417,5.113845446787264,1.8958592282757647,Iris-virginica
+8,6.110054749341109,3.4004553270677342,4.545252970314431,1.597024313843559,Iris-versicolor
+9,4.838149973849982,2.4335789173388553,3.2196194701200493,0.8963942361430832,Iris-versicolor
+10,6.590063852353476,3.0555757438075752,4.687932199221671,1.4491513545170942,Iris-versicolor
+11,5.548575147001351,3.0,3.8983643909339682,1.297138566776599,Iris-versicolor
+12,7.3359215834803715,2.880665168572367,6.3004794109586335,1.8107316443311687,Iris-virginica
+13,6.653696552004841,3.0,4.985711787744035,1.7350902031013529,Iris-versicolor
+14,4.693639589303031,3.0310568094315165,1.3734743804473335,0.20933652045124918,Iris-setosa
+15,4.400007287337556,3.1349635866782197,1.3004744145513665,0.18541556765537734,Iris-setosa
+16,4.990832378105732,2.0,3.2501427559487848,1.005121035517677,Iris-versicolor
+17,5.0661566337956705,3.0,1.8862385401257316,0.2042614348379377,Iris-setosa
+18,6.5011675797400965,2.651025696271424,4.585837845504255,1.345034937463664,Iris-versicolor
+19,6.298698303271263,3.1384572572422824,5.149988795681304,1.9030603446264414,Iris-virginica
+20,7.142653292611236,3.093892745522598,6.1580836846620635,2.202144080153065,Iris-virginica
+21,7.9,3.7657002469203564,6.37238368354261,2.016981272017948,Iris-virginica
+22,7.707371972920725,2.5842933201857194,6.899998256229145,2.3145677865156506,Iris-virginica
+23,6.893357492976428,2.9629729535766067,5.951397681021641,1.8010181227356936,Iris-virginica
+24,6.672227494316815,3.0230068284281746,5.8054916964011785,2.2350885199313617,Iris-virginica
+25,4.919946026848451,3.0,1.4612293567079067,0.20533604766594424,Iris-setosa
+26,5.074195392819547,3.5013601474753107,1.4029177538603046,0.20717713047288952,Iris-setosa
+27,7.752765867817902,2.594931877045133,6.9,2.3068908453613473,Iris-virginica
+28,7.899998807927998,3.8275408880797324,6.457334623047762,1.9885007324476562,Iris-virginica
+29,5.808439215985799,3.096003614975424,4.700624763505388,1.7644961734786178,Iris-versicolor
+30,6.0530292376602075,2.930932186920857,4.516726836043779,1.2355506911017378,Iris-versicolor
+31,5.796459582925949,2.773665445118794,4.279086276734014,1.1310760558645925,Iris-versicolor
+32,6.74211228965259,3.3194143200668065,5.6449816407849855,2.499999427864062,Iris-virginica
+33,7.552010523180385,3.0,6.561465146021383,2.060568485846603,Iris-virginica
+34,7.732251449044421,2.601220337802541,6.9,2.306923880224679,Iris-virginica
+35,5.424420531371542,3.818948282162568,1.4074908020144528,0.30894098791164765,Iris-setosa
+36,7.704867660187219,2.5427317763695725,6.899996550642234,2.278954477209937,Iris-virginica
+37,5.399318841824491,3.864931363101557,1.3039399984906574,0.48584477413367544,Iris-setosa
+38,6.073461481906496,3.3069352935978427,4.486819888751533,1.514322470715019,Iris-versicolor
+39,4.5755939488971205,3.6457209967952284,1.0,0.19306899464146676,Iris-setosa
+40,5.124340378894945,3.505310562095886,1.3689151662123564,0.19297641824919315,Iris-setosa
+41,4.78780113245252,3.0,1.4140420646473562,0.10000016501491346,Iris-setosa
+42,5.880141151462502,2.8351350264286364,4.5532622667023785,1.3741568913440392,Iris-versicolor
+43,6.752403492397173,2.801947261325789,4.773173469440367,1.4202361938098005,Iris-versicolor
+44,5.815657240082548,2.79722279760495,4.045512384333812,1.0333661221862411,Iris-versicolor
+45,5.7032928498178,3.7899723152974323,1.9891783185053729,0.2956622976020967,Iris-setosa
+46,6.371875643055242,3.3542210103429215,5.415023914766334,2.2861511960305774,Iris-virginica
+47,6.25919218606173,2.1975811509553123,4.433544080727223,1.4148311815856012,Iris-versicolor
+48,5.971510170122092,3.3800716893782043,4.54499657066376,1.609576016515828,Iris-versicolor
+49,4.830180398321204,3.3955078686967517,1.562511524311276,0.19846636111386712,Iris-setosa
+50,5.847946580795691,3.1940962617588275,4.797972777057494,1.79566335358941,Iris-versicolor
+51,4.99458229134388,3.0,1.5525723535086884,0.1984934465944841,Iris-setosa
+52,5.711529118531542,2.8402169663658796,4.21544640952586,1.3033726415561533,Iris-versicolor
+53,6.488735306899466,3.0,5.46105066085859,1.8136930617729619,Iris-virginica
+54,6.262878567032453,3.0,5.594364522131573,2.171315547532482,Iris-virginica
+55,5.014723575953827,3.459707822711582,1.5466006631505467,0.3632902126984295,Iris-setosa
+56,6.5452051999582075,3.2375293457435825,5.442383389198318,2.123320841847609,Iris-virginica
+57,5.744547048926224,2.9757090098467,4.24118269836853,1.2105623243466546,Iris-versicolor
+58,6.417109466698955,3.0,5.549992350419925,1.9409391279688448,Iris-virginica
+59,5.271444441637177,3.3438844024142362,1.4944035508391338,0.20465743435560507,Iris-setosa
+60,5.876376666946466,2.9896965472761288,4.327695275142573,1.2838295329013814,Iris-versicolor
+61,6.968335713146738,3.0769611051599615,5.077059236083223,2.3149443283539846,Iris-virginica
+62,4.81894769755274,3.395731110169957,1.9392597187165312,0.20037113334470733,Iris-setosa
+63,4.808483879460302,3.372717165308277,2.0776240894557043,0.20807728756769803,Iris-setosa
+64,4.4,3.227636759647651,1.3251657056540738,0.19209227626218522,Iris-setosa
+65,5.519510032431887,3.0,4.455749664626791,1.4522921183811854,Iris-versicolor
+66,5.629193742856745,2.3736830392062482,4.091251723511905,1.0708942404501849,Iris-versicolor
+67,4.768791102966182,2.366845003287911,3.0615616545971323,0.9688210680729281,Iris-versicolor
+68,5.16459295874464,2.385415891728976,3.5580573145621885,0.8867879323057131,Iris-versicolor
+69,4.902109978986003,3.0,1.4371626139642255,0.20137473302253975,Iris-setosa
+70,5.266839495827165,3.2334051933558077,1.9646716721716373,0.2048309937995991,Iris-setosa
+71,5.807502488106892,2.4150066931244645,4.058993711982518,1.0301367544912743,Iris-versicolor
+72,5.040021213538472,3.150271394249693,1.5291909486024595,0.3883179272034063,Iris-setosa
+73,5.528583556159682,3.0,4.548010443306833,1.554234724255348,Iris-versicolor
+74,5.668330869318196,2.4213533610866076,3.781169740053251,0.9121012043553427,Iris-versicolor
+75,5.582085903927279,2.9846948229350447,3.960261175903687,1.3274332469136283,Iris-versicolor
+76,5.059251955663516,2.4796819582328835,3.725736057816601,1.075192511955502,Iris-versicolor
+77,4.4,3.2076637646425823,1.3619257675543897,0.196220359012197,Iris-setosa
+78,4.899405147239898,2.421993851645282,3.123318741897747,0.9322250871201998,Iris-versicolor
+79,5.95052572973078,2.853610684170984,5.124740305068012,1.844813355089336,Iris-virginica
+80,5.165895825007348,3.495550518900695,1.4390374040968612,0.22410614853317068,Iris-setosa
+81,5.096019167302516,3.432852904629017,1.3733621160902905,0.20190597934820778,Iris-setosa
+82,6.673087486569052,3.3060919155394157,5.646321451205181,2.4999993525042816,Iris-virginica
+83,5.905452942047319,3.29532932542849,4.433484968060874,1.4769991549401271,Iris-versicolor
+84,6.8642183970756045,3.0756423804506414,5.143815967434677,2.3104141634999453,Iris-virginica
+85,7.683329264103523,2.6391784969134826,6.89999691423728,2.2764099585465596,Iris-virginica
+86,7.899998164849947,3.774774750496304,6.3358408388002525,1.986135301591463,Iris-virginica
+87,7.692688779016448,2.781966283507462,6.717200738286325,1.9786104342763051,Iris-virginica
+88,7.7005919707394686,2.62380792506923,6.9,2.2833695357792645,Iris-virginica
+89,4.4,3.2435093868990417,1.273125973341243,0.19280282389542214,Iris-setosa
+90,6.276146033754749,2.5174728233025334,4.995514962798476,1.8911876789314586,Iris-virginica
+91,6.353806223386435,3.268787060542869,4.65378763962312,1.5752782671707226,Iris-versicolor
+92,6.734223926623673,2.788757402175592,4.749806398837048,1.3822456565993804,Iris-versicolor
+93,6.40232229072553,2.8904239009127632,4.283359705990672,1.3043054753380183,Iris-versicolor
+94,7.684628973148306,2.5975707742014613,6.899998761865186,2.3022619630471697,Iris-virginica
+95,5.524853684525765,3.0,4.543045426738005,1.56123804778167,Iris-versicolor
+96,5.11569838937591,3.495685161229589,1.3812502825943551,0.1962155533634634,Iris-setosa
+97,6.306113763705946,3.266884673549414,5.523139820007263,2.2960216071584747,Iris-virginica
+98,6.595190152995371,3.152150875864301,5.432794089540005,1.9926035841422998,Iris-virginica
+99,7.558171334808815,2.8127905517690337,6.559827882961004,1.8750561550353328,Iris-virginica
+100,7.737014484354676,2.614612334550191,6.899998908187012,2.2920872258818736,Iris-virginica
+101,5.721365915110318,3.1252048487811095,4.683740336558141,1.6658840108364368,Iris-versicolor
+102,5.523255466305802,3.0,4.440533183880646,1.4280624009813345,Iris-versicolor
+103,5.578746510465941,2.949094362250546,3.638955577538088,1.2851517490646418,Iris-versicolor
+104,5.028253153909346,2.000000467473137,3.448998078858912,1.012674327261187,Iris-versicolor
+105,5.710072854364251,3.0,4.2530635099900636,1.2862231310294556,Iris-versicolor
+106,5.627906439743388,2.9094825260540778,4.264787708034043,1.3022398782155837,Iris-versicolor
+107,5.687777695196931,2.9769128189134975,3.9825191888495994,1.260697574917216,Iris-versicolor
+108,6.488438233798125,3.0,5.304075637314281,1.8308172835373768,Iris-virginica
+109,5.673804261693341,2.664163282924511,4.2401197851778125,1.090636539526159,Iris-versicolor
+110,5.793184899120973,2.695560232379189,5.115843061274607,1.9023084503672427,Iris-virginica
+111,6.8920022549550835,3.1838693945779175,5.7828495729098215,2.2691522868166314,Iris-virginica
+112,5.952786298268335,2.588206316794051,5.0467436384793745,1.8732266735601113,Iris-virginica
+113,4.753345395519985,3.0,1.334156297517265,0.1,Iris-setosa
+114,4.40000442516099,3.128781037411317,1.2906633341944365,0.20744045868633632,Iris-setosa
+115,4.89105704713359,3.081004314848668,1.4981090206236884,0.1,Iris-setosa
+116,6.647089666126141,3.0711089266867964,5.520516324611208,2.0665958756587934,Iris-virginica
+117,6.438787723676854,2.7211289128053373,4.362587890713514,1.1603371848137136,Iris-versicolor
+118,5.622844280054389,3.771672610745091,1.5178082023148263,0.2963758042437241,Iris-setosa
+119,6.408107718958508,3.2350957890433727,4.707541976338185,1.5384686054946064,Iris-versicolor
diff --git a/iris/tab_ddpm/1_4/1/test.csv b/iris/tab_ddpm/1_4/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/1/train.csv b/iris/tab_ddpm/1_4/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/1/val.csv b/iris/tab_ddpm/1_4/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/10/synth.csv b/iris/tab_ddpm/1_4/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7a96009aa8c6554073233dcb5b9fd5487ff45064
--- /dev/null
+++ b/iris/tab_ddpm/1_4/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.672789380437274,2.745865048101472,4.3892178417178425,1.2876714997269416,Iris-versicolor
+1,5.819553751770104,2.800414656184183,4.672821666153933,1.2935115829824564,Iris-versicolor
+2,5.894711616964752,2.8423497454063105,5.0913611467281195,1.8477076733597595,Iris-virginica
+3,6.004945713225659,3.388486602915311,4.4917817671253335,1.6077891596541003,Iris-versicolor
+4,6.698180684086131,3.285019797773605,5.7372052979236425,2.499999392167274,Iris-virginica
+5,5.728318391532617,2.99117838896588,4.251487550684368,1.2994470196739514,Iris-versicolor
+6,4.900564183283878,2.4397789154093226,3.0769234719183363,0.8228663003010319,Iris-versicolor
+7,6.262728277255649,2.3393172296865012,4.340231859046992,1.2414284387559973,Iris-versicolor
+8,6.739178134454423,2.9921565791598277,4.8599905628942635,1.6236194260315326,Iris-versicolor
+9,7.455450442442687,2.913338553287402,6.498707001492573,1.9467577043527058,Iris-virginica
+10,5.019988926909202,2.0,3.566818169572527,0.888717216523738,Iris-versicolor
+11,6.130939648635826,3.1766459006183494,4.763647222165263,1.7761020927434366,Iris-versicolor
+12,4.933428577607043,3.1042991098849657,1.5505048878823502,0.21856940334895145,Iris-setosa
+13,7.738289083519663,2.80317158542616,6.749760355335826,2.0198910061592725,Iris-virginica
+14,5.131626830627678,3.7825403806516023,1.373705906726141,0.29857634233762653,Iris-setosa
+15,5.531534205012949,2.4550883250473636,4.166167771484664,1.1257663080055864,Iris-versicolor
+16,4.861552113402,3.412063163161894,1.5740511422481944,0.2053775170169116,Iris-setosa
+17,7.640720999495369,2.8282607762109446,6.66132694865698,1.9536191123485334,Iris-virginica
+18,5.772336387729016,3.120472781406992,4.291808031127989,1.3964305994180433,Iris-versicolor
+19,5.909972694123,3.389974453015305,4.459744398490308,1.5629961230847709,Iris-versicolor
+20,5.024743480626605,3.38317308996464,1.5627543041197205,0.44527958141454127,Iris-setosa
+21,4.925904249118836,3.0,1.4609173582698143,0.1977481899047912,Iris-setosa
+22,5.830058986520205,3.0,4.553972671223998,1.453634406619242,Iris-versicolor
+23,6.060893259201074,3.203246959953291,4.793277992993586,1.704410386586502,Iris-versicolor
+24,6.5578393180956995,3.303350394415008,5.238433524026057,2.1278393661172097,Iris-virginica
+25,6.3871930121581615,3.310509565027477,5.376733075424186,2.2819125602157766,Iris-virginica
+26,4.81839257414318,3.0,1.3999030303746012,0.10000024550579913,Iris-setosa
+27,7.899998620707168,3.7241708245379312,6.308164063697133,1.9415994850605323,Iris-virginica
+28,5.331326428338431,3.4221993140046916,1.4489263731016024,0.2958071681700835,Iris-setosa
+29,6.9411525500724345,2.6471203728865578,6.012805924321937,1.7874234721545568,Iris-virginica
+30,4.495049656574952,2.3621692043107174,1.3037760109658603,0.2903092571266188,Iris-setosa
+31,6.694341233194566,3.0429183136354157,4.826831032028832,1.575286332678901,Iris-versicolor
+32,6.3029825132763735,2.6600930544762336,4.9187115923525075,1.7866793654868165,Iris-virginica
+33,7.720591452323981,2.8023525138188674,6.7088493469740484,2.0280251274355137,Iris-virginica
+34,5.046936089945365,3.6450258268258717,1.3979575259241668,0.20253201656432443,Iris-setosa
+35,6.427985555440536,3.3722891998311857,5.582392962766741,2.2783570570814646,Iris-virginica
+36,6.010465006187452,3.397043735360167,4.599571512990737,1.659168961171645,Iris-versicolor
+37,5.273466853652095,3.3797378688596806,1.5500635609029967,0.43212747358174075,Iris-setosa
+38,5.360334344213051,3.3657099723239527,1.5608407474196329,0.20296275824118876,Iris-setosa
+39,5.584467774259385,2.5651257015972515,4.223796682218332,1.131722921387749,Iris-versicolor
+40,5.808805004625874,2.908713607831318,4.275066833094301,1.2107332495377312,Iris-versicolor
+41,6.6251563154720285,3.2893692896178774,5.660660156681778,2.150406176632181,Iris-virginica
+42,6.707434093044518,3.0,4.946726667774894,1.6920063073704046,Iris-versicolor
+43,5.777014288123942,2.78640073351076,5.071821751965326,2.3763063058202785,Iris-virginica
+44,4.616167133524454,3.6620387375251453,1.0,0.19307621580869772,Iris-setosa
+45,4.990916295425959,2.0000007399904893,3.2732446024836683,1.001120855764444,Iris-versicolor
+46,5.129614905407637,3.5048640883460336,1.5371254481766554,0.5269190791443422,Iris-setosa
+47,4.618613356901528,3.7034827892964786,1.0000004063604562,0.20200628616617633,Iris-setosa
+48,5.824590553887808,2.6391159891629576,4.131666475467112,0.903691792545045,Iris-versicolor
+49,6.257856045466863,3.05967950549951,5.059499799857558,1.829843688048212,Iris-virginica
+50,5.8185859994099225,2.6884650302971163,5.157954274770275,1.888451620901659,Iris-virginica
+51,6.301903539626566,2.1907649917784933,4.413269438724512,1.467678572714321,Iris-versicolor
+52,5.520432746750263,3.0,4.41105332633814,1.4143115490003613,Iris-versicolor
+53,6.3574897065806395,2.290788840557318,4.4062526559191255,1.3032835169747232,Iris-versicolor
+54,5.795346138010743,2.8156779501957656,4.600418144537019,1.2812783237850853,Iris-versicolor
+55,5.815946370090097,2.7043709589563716,5.089784860723717,1.90810495509871,Iris-virginica
+56,4.9669769837779,2.0,3.446847953258457,0.9274220607350496,Iris-versicolor
+57,5.84105235477835,3.1598862804587955,4.68915363962686,1.6849092903987577,Iris-versicolor
+58,5.803137463719919,2.7046165394167154,5.1746034562427505,1.99670542006693,Iris-virginica
+59,6.71771602493237,3.207224810136985,5.4865592587990974,2.2312793369455894,Iris-virginica
+60,6.180219022276812,2.205825555109175,4.485800868653692,1.4818170144935268,Iris-versicolor
+61,6.3737318429892955,2.455272588147363,5.143778589267294,1.8765244804923082,Iris-virginica
+62,5.852953588993654,3.0,5.138185630424794,1.8114770661027242,Iris-virginica
+63,6.361068458203783,2.925960421625385,5.0194492963984985,1.7768147405959096,Iris-virginica
+64,5.516266671471191,3.0,4.568533479333249,1.5390119174254506,Iris-versicolor
+65,5.545008153973037,2.570127359595039,3.818087975555469,1.170243075326091,Iris-versicolor
+66,5.457008778081908,3.8067589774203876,1.5241771155265644,0.21336156954846844,Iris-setosa
+67,6.139436019875561,2.36567432048987,4.440127236794822,1.3011207693742541,Iris-versicolor
+68,5.0186457041571355,3.3173319787110156,1.7954219192793561,0.3931438589898222,Iris-setosa
+69,6.716059423400855,3.285511888232092,5.7400779598051175,2.4999996119890264,Iris-virginica
+70,7.6783093383514185,2.79544919306007,6.6738599613213445,2.0260306022806756,Iris-virginica
+71,6.223190200423376,3.0,4.450860542295964,1.3862825562334697,Iris-versicolor
+72,6.695892079355377,3.0,6.0543695963163175,2.133883267705859,Iris-virginica
+73,5.575457122507542,2.9673468615527763,3.859837689854287,1.292645199630636,Iris-versicolor
+74,4.793410167525973,3.4119688697324984,1.5717408816819745,0.19540750313994293,Iris-setosa
+75,4.562044232509777,2.6401003634575626,1.356080787202017,0.39782519154283036,Iris-setosa
+76,5.245695348045604,3.41425252588712,1.4203249528585449,0.1989598425122161,Iris-setosa
+77,4.9583349671868895,3.0,1.6099742031141522,0.19808951138961328,Iris-setosa
+78,6.648081579925529,3.0,4.569177066374862,1.4380870251215634,Iris-versicolor
+79,4.4000241508359546,3.0281874327531715,1.2544967348154397,0.21245123091105272,Iris-setosa
+80,4.993249864255404,3.3552818089095324,1.621261476592514,0.44032663976002295,Iris-setosa
+81,5.731176395764631,2.9739242607553695,3.947673008667289,1.1949861254864558,Iris-versicolor
+82,6.375447691113827,3.0,4.731547979308219,1.5375653300867915,Iris-versicolor
+83,4.622054637998989,3.2487733065959508,1.4160824340984863,0.20717552504351533,Iris-setosa
+84,4.400000633714053,3.20207180918541,1.2855326942517438,0.19645708778233253,Iris-setosa
+85,5.001565987343907,3.5145962088562426,1.3755190259611134,0.19785149531333038,Iris-setosa
+86,6.405477276207158,2.839559470961054,4.282332725718369,1.3477535715107043,Iris-versicolor
+87,6.211604655434231,3.421491898171218,5.440745534448868,2.3415780724020707,Iris-virginica
+88,6.299640405963037,2.8627411760496684,4.976696089818141,1.766035714292232,Iris-virginica
+89,5.112762183103052,3.3726777964536203,1.5479834623932203,0.5562977704933609,Iris-setosa
+90,4.598730934022908,3.6728483697289844,1.0000005349337358,0.2118502813583249,Iris-setosa
+91,6.169775698837486,2.2216573058381615,4.46832411221775,1.3966960461468214,Iris-versicolor
+92,5.919996581697105,2.901895905451583,4.516814249185327,1.5617272652154355,Iris-versicolor
+93,5.458005147060792,3.0,4.440638500197499,1.4808546097340625,Iris-versicolor
+94,7.697871652003315,2.5890492435010906,6.9,2.2892605345047055,Iris-virginica
+95,7.7100825167834905,2.933648091690433,6.714996937098751,2.0805778815695906,Iris-virginica
+96,4.834237542790032,3.3850891562170364,1.8827466759555787,0.2002684037545858,Iris-setosa
+97,7.9,3.9104323716638194,6.427411830380114,2.02109547186943,Iris-virginica
+98,7.039500709383883,3.0,5.8838665936161645,2.146608171625525,Iris-virginica
+99,5.630407178412821,2.443332411231298,3.811563495179776,1.0378511652182063,Iris-versicolor
+100,5.421871159125762,3.8347163406018976,1.2944301332251933,0.31149413908467805,Iris-setosa
+101,7.655453508561371,2.8961189344623826,6.626339742878121,2.0081053256440624,Iris-virginica
+102,5.956021578243082,3.4127445077263006,4.457970475667309,1.6076083934988332,Iris-versicolor
+103,6.612865585315598,3.0,4.831095069992969,1.6557425206521714,Iris-versicolor
+104,5.219483820465171,2.4441216523910922,3.796314782163413,1.0593051523394932,Iris-versicolor
+105,5.803073236646933,2.8232535656417888,5.218531907552053,2.459177995398173,Iris-virginica
+106,4.832747672038309,3.3919395709257825,1.576364725635785,0.20293721696300812,Iris-setosa
+107,7.728572291524483,2.912276253086564,6.716929476286539,2.0615168477654002,Iris-virginica
+108,4.572082739121849,3.667094295377997,1.0,0.19897993351685955,Iris-setosa
+109,5.761177216890296,2.6173483077113073,4.187923315030526,1.025768832732537,Iris-versicolor
+110,7.729423799777487,2.6385300881769296,6.9,2.28978994216178,Iris-virginica
+111,4.832674962018671,3.4324456521701663,1.5513809760219754,0.20222449396330505,Iris-setosa
+112,4.6219420708397685,3.5822044663962704,1.0000005588626262,0.20151020406665923,Iris-setosa
+113,4.899116544247613,3.0,1.4388137729317605,0.20724132099493592,Iris-setosa
+114,6.687980540360327,3.02706267136347,4.8337206805104715,1.5825063063380065,Iris-versicolor
+115,5.7984115234375455,2.701158835276331,5.123893804451074,1.9062124260759965,Iris-virginica
+116,4.93440640848128,3.288773335368118,2.1392548440082373,0.19927662882509678,Iris-setosa
+117,6.726825178509928,3.061305998258164,4.8218313597933795,1.612099462283558,Iris-versicolor
+118,4.935953438238138,3.0,1.424567754572228,0.19892026825050196,Iris-setosa
+119,4.626155613892461,3.5965070976866187,1.0000003741066228,0.20542261769512396,Iris-setosa
diff --git a/iris/tab_ddpm/1_4/10/test.csv b/iris/tab_ddpm/1_4/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/10/train.csv b/iris/tab_ddpm/1_4/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/10/val.csv b/iris/tab_ddpm/1_4/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/11/synth.csv b/iris/tab_ddpm/1_4/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2fe8f5bebf83519a31c4bebc8315abed7058e3c7
--- /dev/null
+++ b/iris/tab_ddpm/1_4/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.134051570792799,3.2788568121492117,1.6853897910325373,0.5502046633981392,Iris-setosa
+1,6.359774144541324,3.337621506783881,5.338841505957842,2.2173316243569463,Iris-virginica
+2,6.750365563046747,2.8965014281177175,4.88030162790128,1.4865206597764222,Iris-versicolor
+3,5.729010941114158,2.864393596221879,4.313803222626891,1.2905082808381145,Iris-versicolor
+4,5.279313912034294,2.3974921098638036,3.492183565776574,1.0674068616240135,Iris-versicolor
+5,4.892879772265963,3.115006429917499,1.5036946775321822,0.10000015879971157,Iris-setosa
+6,4.807002016475191,3.0,1.4428380881645113,0.10000012870145406,Iris-setosa
+7,4.798105462156023,3.0,1.3537373594412858,0.10000009901384921,Iris-setosa
+8,5.788925822416424,2.718670044593642,5.114510087526817,1.9798694599497997,Iris-virginica
+9,5.487146657341717,3.0,4.521864637670747,1.4868933742054884,Iris-versicolor
+10,7.103746942146361,3.0621104988804433,5.695287575318234,2.2548319866801965,Iris-virginica
+11,5.153550639323685,2.432707490298935,3.486339956690038,0.9738922707705979,Iris-versicolor
+12,7.3752808827075125,2.9275870015667564,6.393655182573591,1.959684641989461,Iris-virginica
+13,5.361897758768746,2.5131571491401234,4.169666460115965,1.0942369157217922,Iris-versicolor
+14,5.1450967674269155,3.3810444171576375,1.627989447967174,0.5666903386243562,Iris-setosa
+15,5.45266125688021,3.509673265045847,1.6100639377940469,0.2045935937584819,Iris-setosa
+16,7.899998355104501,3.7908624385216596,6.381401134404401,1.998625576627347,Iris-virginica
+17,4.855133625128347,3.004946310362682,1.4401907713711999,0.10000010431817574,Iris-setosa
+18,5.795646026264361,2.702589376587884,5.144307264517631,2.0955871274472972,Iris-virginica
+19,5.8694691566951915,3.2128688184999934,4.466814544265283,1.505498651647961,Iris-versicolor
+20,5.889226065471079,3.0,4.231700343946272,1.310713711933538,Iris-versicolor
+21,7.7026140851093885,2.6279801195970935,6.89999855796109,2.3095497560677374,Iris-virginica
+22,6.69976467645508,3.2999614272477116,5.67880878242966,2.4999995072544454,Iris-virginica
+23,6.629903916246439,3.309268135890079,5.665958350574033,2.1166055708729656,Iris-virginica
+24,5.530829088489926,3.0,4.498763773199421,1.503780523547565,Iris-versicolor
+25,6.581939569267201,3.0,5.936354186705565,2.2539273575950394,Iris-virginica
+26,6.1240262342782,2.273511609094964,4.273063821194627,1.1796612462741545,Iris-versicolor
+27,7.9,3.8302705352564206,6.380013144013034,2.0026282755030476,Iris-virginica
+28,4.817528528171729,3.0,1.4091245047870553,0.10000013281680989,Iris-setosa
+29,6.462757135677575,2.8144640047042855,4.8223572803716115,1.2597314962169248,Iris-versicolor
+30,4.983924043645366,2.000000554544771,3.555299321200178,0.8764868843775728,Iris-versicolor
+31,6.773837800606325,2.892268598593667,4.943229494992392,1.5945906550085311,Iris-versicolor
+32,5.506234635886378,4.2,1.3384928280305846,0.20456814901267187,Iris-setosa
+33,5.403900938881106,3.4281608752614963,1.5595181391084323,0.2005094358001796,Iris-setosa
+34,5.043897591363957,3.285292506992037,1.6850197143853836,0.42907115524197165,Iris-setosa
+35,6.488564144837281,3.0955932124151038,5.073181134869186,1.978552056268091,Iris-virginica
+36,6.0370071488568655,2.929040768738916,5.391333527475041,1.7992908602224706,Iris-virginica
+37,6.065882936741255,2.7967057070268626,4.67056923621496,1.2115469685032836,Iris-versicolor
+38,5.028992468598668,3.7036304585700908,1.4157421569727728,0.2353980381920691,Iris-setosa
+39,4.921268695827646,3.3067307926187937,1.7517458080426358,0.20469671955043997,Iris-setosa
+40,5.498776405921553,2.8177506037588618,4.48997636665936,1.328007317843756,Iris-versicolor
+41,6.701483558411673,3.295711575017489,5.645167312831923,2.5,Iris-virginica
+42,5.9704268273916545,2.3541130474931937,4.2073585646307095,1.0592814251924725,Iris-versicolor
+43,5.0080870447584696,3.5549159443860394,1.4093891288150324,0.19635681106219244,Iris-setosa
+44,5.083537431631372,3.524302217401017,1.4029937909664452,0.19730536707486618,Iris-setosa
+45,5.553797445770046,2.4145755811511567,4.144621616585067,1.0030226020866213,Iris-versicolor
+46,4.84347362686044,3.0568309858772595,1.4529890431678785,0.10000009351807619,Iris-setosa
+47,4.892158048838333,3.103427442184592,1.5003882146448557,0.1,Iris-setosa
+48,4.4,3.2443281631313514,1.3085232096903177,0.1954977571791373,Iris-setosa
+49,4.976340218531803,2.0,3.300853444111941,0.9453247960709905,Iris-versicolor
+50,5.870710003016513,3.2411248600199403,4.627645052848754,1.6596930469403253,Iris-versicolor
+51,4.604148547095178,3.5959021103659174,1.0000005109038002,0.21459549843955664,Iris-setosa
+52,6.822154931769668,3.112125364469197,5.073385248734706,2.291245607768278,Iris-virginica
+53,5.889925256584955,2.7105338711187272,4.59291408254079,1.161107255873328,Iris-versicolor
+54,6.676427159084673,3.2836676296769394,5.731305350522264,2.4999995769797376,Iris-virginica
+55,6.656145612085762,2.455730288691482,5.78437865525464,1.8200922569432807,Iris-virginica
+56,6.226486859797566,3.350412784991958,4.662377716435354,1.6087637829532997,Iris-versicolor
+57,4.4,3.1403858800956144,1.2990870583705523,0.17976350462873358,Iris-setosa
+58,4.809790059098064,3.421253160631381,1.9358201266635575,0.19749670392699203,Iris-setosa
+59,7.715776512151476,2.576131526855695,6.899998977972188,2.2891788044414048,Iris-virginica
+60,6.0978096718422705,3.371197431557131,4.527392096148303,1.5967895557747487,Iris-versicolor
+61,6.1973796927527305,2.2490491319129613,4.470125006573992,1.4245659497833894,Iris-versicolor
+62,7.035644059581381,3.0544920410225016,5.047939717042538,2.2984528750749194,Iris-virginica
+63,4.62578497980808,3.2345506024936066,1.432959518091569,0.19360583953948776,Iris-setosa
+64,7.205648658822559,2.918869456710517,6.148084261128194,1.7958425980175676,Iris-virginica
+65,5.978174823083973,2.7786548072910087,4.518581679138936,1.1496648338031934,Iris-versicolor
+66,6.693839015001125,3.0,5.004937944130774,1.6950564714482652,Iris-versicolor
+67,6.551158323747708,3.0,5.533877391927373,1.9152499381755237,Iris-virginica
+68,5.026601411039457,3.4016835330389528,1.7037135396812546,0.4485405259274132,Iris-setosa
+69,6.212916271968272,2.904650178856596,5.585620897589463,1.7912398879551443,Iris-virginica
+70,7.9,3.7551865958962227,6.390314621086533,2.002006857953313,Iris-virginica
+71,6.324798854816962,2.6256780457786166,4.8779501410360275,1.779617760728601,Iris-virginica
+72,4.601195110211369,3.1426091088486365,1.3705637019701944,0.2109615217588307,Iris-setosa
+73,7.899998823564577,3.829208139547927,6.389178470569567,1.9905768913992046,Iris-virginica
+74,5.863174934214198,2.8110473071076405,4.616295223462702,1.2575978655286588,Iris-versicolor
+75,5.89156635794199,2.844424406761771,5.089788612591238,2.4849115650027347,Iris-virginica
+76,5.376011339892034,3.895317217875626,1.2901783205980106,0.43387913889580987,Iris-setosa
+77,6.146620609941395,2.88669294124034,4.219206772799017,1.2554284849774289,Iris-versicolor
+78,6.566322190435554,3.0,4.964891578771589,1.7490031165695907,Iris-versicolor
+79,5.7692098083629775,2.7700986907491774,5.093702963044568,2.2744306955743427,Iris-virginica
+80,5.088802093672463,3.048727100984415,1.7470146679570158,0.20366153062047648,Iris-setosa
+81,6.675581493176015,3.0,4.900202748458726,1.6089276328227773,Iris-versicolor
+82,5.582738219942268,2.8940225098891053,4.357386298516466,1.3802678508468027,Iris-versicolor
+83,5.759701206395653,2.758498687862906,4.484664912135927,1.2683286669795217,Iris-versicolor
+84,5.789990052641853,2.7155730580018416,5.109947469795489,1.916777372954599,Iris-virginica
+85,4.902852273142015,3.0,1.375459268671156,0.19441340995322046,Iris-setosa
+86,6.28468713786533,2.7171285648546957,4.883855684879762,1.7932202088033962,Iris-virginica
+87,5.053004075290973,3.4849680543681707,1.5455139393050712,0.44960964777139667,Iris-setosa
+88,4.987522678151215,2.0000007961267743,3.4256883156228612,0.9548078950474401,Iris-versicolor
+89,5.894943165344174,3.223483168421481,4.798445505750962,1.7534213580505889,Iris-versicolor
+90,4.911208270868811,3.143288470718781,1.513886114680087,0.10000013973319526,Iris-setosa
+91,5.647056440980897,3.0,4.307134252433714,1.27982745341661,Iris-versicolor
+92,4.754024125191694,3.3932253337597786,1.9301426274720508,0.20191661684304982,Iris-setosa
+93,5.4859808676764175,4.199999248940854,1.3976945248138617,0.19995893275052,Iris-setosa
+94,4.608417476238939,3.6027638995557867,1.0000005274053327,0.19557316886600556,Iris-setosa
+95,6.208807158611614,3.0,5.420482035871332,2.4988424576686707,Iris-virginica
+96,5.038891064030171,3.341743058948405,1.7126049713692,0.5216661569770046,Iris-setosa
+97,6.329535993536948,2.52210369071099,4.964056826286167,1.8624421866484724,Iris-virginica
+98,5.227133838891151,3.2225055256968065,1.5367546445760878,0.19267978435724392,Iris-setosa
+99,5.792414922376313,2.81626969041562,5.241562842562722,2.4357204514702335,Iris-virginica
+100,6.672214902377415,3.0,4.985824231395474,1.6724495917038964,Iris-versicolor
+101,5.611568530443301,2.948407132758002,3.860061964951223,1.28952370081383,Iris-versicolor
+102,5.360317423331155,2.6557384750878756,4.365536898025712,1.2697102025314497,Iris-versicolor
+103,5.829132771256667,2.7118388413049828,5.146440969480736,1.8928373676048986,Iris-virginica
+104,5.750485065437481,2.7439652083034543,3.9850030569551507,1.1756221690970008,Iris-versicolor
+105,4.4,3.1893753752942153,1.306876316381087,0.19970921590908602,Iris-setosa
+106,5.754888888965452,3.0,4.341153738771541,1.3030085782292409,Iris-versicolor
+107,5.571077611512139,3.0,4.091140441162008,1.323536527982646,Iris-versicolor
+108,7.308575203867292,2.7312993437118323,6.409928144415227,1.8424354655167157,Iris-virginica
+109,6.729612997686751,2.9462417010762993,4.5690116464699555,1.4136655906736928,Iris-versicolor
+110,5.5761554865316105,2.963400080674028,4.471608968797553,1.3731383849131487,Iris-versicolor
+111,6.662561949819554,3.0,4.495624963071265,1.4165244457811104,Iris-versicolor
+112,5.839381091433679,2.947097220534553,4.26956193552744,1.2895713115979661,Iris-versicolor
+113,7.725614057598092,2.565263459111891,6.9,2.3078599134807787,Iris-virginica
+114,4.5811633913587935,3.670229379216093,1.0,0.20149977886748435,Iris-setosa
+115,7.6471338586294735,2.9814495163478223,6.658394724721744,2.079402176918757,Iris-virginica
+116,5.474351492191887,3.4282777475637145,1.4800196202611913,0.4497868593978488,Iris-setosa
+117,6.695497717239695,2.4792202939466206,5.7909922382921994,1.7916916909882228,Iris-virginica
+118,6.3825265575169166,2.5403111883199156,5.124019910729995,1.8533226187742033,Iris-virginica
+119,7.9,3.839364803136747,6.343001734822926,2.022135429205295,Iris-virginica
diff --git a/iris/tab_ddpm/1_4/11/test.csv b/iris/tab_ddpm/1_4/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/11/train.csv b/iris/tab_ddpm/1_4/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/11/val.csv b/iris/tab_ddpm/1_4/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/12/synth.csv b/iris/tab_ddpm/1_4/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9229ba4a866e0af8cb763d578a287050db361b47
--- /dev/null
+++ b/iris/tab_ddpm/1_4/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.630010784074157,3.250153211720045,5.410078851569628,2.177952908778786,Iris-virginica
+1,6.5298438199628865,2.984029457661125,4.353717190435954,1.3605456111779373,Iris-versicolor
+2,5.447197745641099,4.2,1.3679581586440015,0.19502856846150693,Iris-setosa
+3,5.039211252364418,3.0544637298866455,1.6082508786977914,0.22395122515101756,Iris-setosa
+4,7.685201807822221,2.651288580099859,6.899997476894302,2.290467006125371,Iris-virginica
+5,5.722298457255667,2.7709317013410653,4.49019096401717,1.2419949650713464,Iris-versicolor
+6,5.835307197428861,3.1160656676256018,4.693049917156487,1.6878260338137807,Iris-versicolor
+7,5.874923943227745,2.7707706070885854,4.216026209419164,0.9209175374780634,Iris-versicolor
+8,6.346532383386039,3.1381882808464923,5.11101397534625,1.9800087938978619,Iris-virginica
+9,4.891371962344069,3.0643689877304956,1.4587403346825145,0.1,Iris-setosa
+10,4.833888206408656,3.353565310209198,1.651093239872431,0.20751057588677638,Iris-setosa
+11,5.320987163186049,3.8066881596185547,1.3362036404949327,0.2996778799616265,Iris-setosa
+12,7.637393907189065,2.9348635832091174,6.643881772216505,2.0351843330928467,Iris-virginica
+13,6.07223553685277,2.386106702928104,4.2407405776943365,1.1411547641124136,Iris-versicolor
+14,5.473588658250942,3.0,4.4751428855012065,1.4646234285523967,Iris-versicolor
+15,5.782265797952329,2.652888928411528,3.973427261840561,0.8374092337675865,Iris-versicolor
+16,6.298204384799282,3.1693832698402042,4.8848563521238795,1.7166840424552965,Iris-versicolor
+17,4.821745439129401,3.0,1.4004641791656744,0.31628481108756284,Iris-setosa
+18,5.245714986173852,3.5673264313456254,1.486723478556622,0.1918993595224937,Iris-setosa
+19,4.596273022143039,3.679872842876735,1.0,0.19072748192360908,Iris-setosa
+20,6.6741889223661985,3.048716257199822,5.861299188155084,2.253956261504147,Iris-virginica
+21,6.435886863447592,3.0,4.68456653598565,1.51663150813951,Iris-versicolor
+22,7.9,3.7005941058460445,6.416903743785956,2.0182075639507815,Iris-virginica
+23,4.852309976476015,3.0,1.4137658735497176,0.10000010394237528,Iris-setosa
+24,5.440110366798905,3.0,4.470354649012618,1.4594896914688449,Iris-versicolor
+25,4.63019356943513,3.2522527129773606,1.4063645825281585,0.20579031879120604,Iris-setosa
+26,4.743319407502684,3.3976739231005837,1.5527276290433787,0.1937804653211937,Iris-setosa
+27,6.349499976184145,3.0,4.504452833252633,1.3649456396429407,Iris-versicolor
+28,4.629245530796677,3.5944585868883276,1.0000013957926,0.1980628567998961,Iris-setosa
+29,5.863393027596768,2.6743232651669984,4.464684557473359,1.2166194759674769,Iris-versicolor
+30,5.840236439086096,2.8445740255348446,5.0691154520529755,2.4216437424273267,Iris-virginica
+31,6.45259350602725,2.5628659305814203,5.4603587049365006,1.8132712371433757,Iris-virginica
+32,5.599622717841615,3.0,4.196428070330365,1.2921371070113443,Iris-versicolor
+33,5.063313734006867,3.2369199909142528,1.517617898138131,0.49213957852372603,Iris-setosa
+34,5.150684570168377,3.5082443628410553,1.399156541373984,0.2026297561855768,Iris-setosa
+35,4.9142020991129085,3.0561367094332827,1.531990901206349,0.1,Iris-setosa
+36,6.472501014576383,3.289025120874632,5.23060631272812,2.052434784722667,Iris-virginica
+37,6.258387281768722,2.8665158865957263,4.216966937860512,1.2686207301511303,Iris-versicolor
+38,6.312338773733311,3.242038831277687,5.565352030280126,2.193917366386408,Iris-virginica
+39,5.182817563854725,3.512173444430536,1.4282887288884616,0.19849671049409634,Iris-setosa
+40,6.248940358240708,2.872045946473413,4.587004574724226,1.447003273289107,Iris-versicolor
+41,4.598285693118017,3.572416088966439,1.0000006574662357,0.20472151857592258,Iris-setosa
+42,5.632364891298854,3.0,4.215238579831727,1.289638216197615,Iris-versicolor
+43,5.350388114660468,3.0,4.399389923121298,1.4474566832307165,Iris-versicolor
+44,6.427131653710669,2.889086743694718,4.242894813726298,1.3417133546211562,Iris-versicolor
+45,5.08917392718041,2.4066717587410564,3.32393428705213,0.9910730773320935,Iris-versicolor
+46,6.47779726716593,2.96483726911141,4.357100496322083,1.3645738641715242,Iris-versicolor
+47,5.513737393589273,2.4573675538525688,4.075165783961972,1.030368063818973,Iris-versicolor
+48,5.757782996755937,2.808953818127883,4.566758824025951,1.192431985844328,Iris-versicolor
+49,5.059553691480203,3.7563998390498243,1.4254294283676314,0.2726970654457555,Iris-setosa
+50,5.591366670929911,2.6616748233437337,3.7895458705474976,1.114698661351016,Iris-versicolor
+51,5.125329772206497,3.209115469602452,1.4521227177982448,0.20608425881689807,Iris-setosa
+52,7.651311994869633,2.799221902947913,6.672593738061563,1.9857626055729873,Iris-virginica
+53,4.783219960510236,3.395583941525758,1.7808902754963205,0.19615771793880288,Iris-setosa
+54,5.866805998520286,3.0,5.168484274433078,1.7766760380655526,Iris-virginica
+55,5.745148355848348,3.8269755837880437,1.9753831755833897,0.2949735771694979,Iris-setosa
+56,5.774827324501403,2.9553603811787656,4.46814739204154,1.3804233200561487,Iris-versicolor
+57,6.302151053801874,3.0,4.366513090072866,1.3514558799543903,Iris-versicolor
+58,6.258969735849099,3.412505973716396,5.469528790046398,2.30097120243744,Iris-virginica
+59,6.685766369801277,3.265081557792753,5.74511220192668,2.4999993238639555,Iris-virginica
+60,4.9188833225428885,3.102120672424507,1.4937082247220572,0.1,Iris-setosa
+61,5.586017851383554,2.8234745524932188,3.821001675889065,1.1976155884409574,Iris-versicolor
+62,6.145828240563435,2.816782942071676,4.461283180249998,1.255076696372981,Iris-versicolor
+63,5.5296844261666696,3.0,4.564611621251014,1.5425176849980085,Iris-versicolor
+64,4.817415128065307,3.4085413514756095,1.7078348316615348,0.2028210753588878,Iris-setosa
+65,5.371234141594353,3.4006124878448496,1.543642789518993,0.20500759000744653,Iris-setosa
+66,6.156992485317719,2.229439709787352,4.4548108385611975,1.3933199012386255,Iris-versicolor
+67,5.082627256741543,3.519384054953086,1.3922853033887943,0.20207079586993998,Iris-setosa
+68,5.797711919933205,2.7284326143754694,4.606203912013046,1.2570796000032372,Iris-versicolor
+69,5.817546497601033,3.1696627889862072,4.749170385397115,1.7384366942616167,Iris-versicolor
+70,6.720759412985272,3.0,4.961123586308012,1.6680613271730054,Iris-versicolor
+71,5.457645320783265,4.1999992432581585,1.3828183855651675,0.21698002655534337,Iris-setosa
+72,5.476695441135451,3.85082635036371,1.4258479947606666,0.2913031168052535,Iris-setosa
+73,5.031587921977269,2.0000020894590818,3.528247186319518,1.039397906810639,Iris-versicolor
+74,5.5083755971199775,3.452185100334587,1.4820580800324332,0.29718324338764207,Iris-setosa
+75,6.062013958835173,2.9113937218364825,4.6772948197218716,1.3009342250310412,Iris-versicolor
+76,4.993815412808086,2.000000786384169,3.3346101679486777,1.0025743732881258,Iris-versicolor
+77,6.509695487902439,2.525353392044189,5.313320588440453,1.8537309653539744,Iris-virginica
+78,5.805953280245665,2.7815418807472065,5.123032480586808,2.2952820463281713,Iris-virginica
+79,5.528899945986724,3.0,4.28760207610658,1.3755147048549814,Iris-versicolor
+80,6.795905571772753,2.8971374450901606,4.8579199727544164,1.4954039018766712,Iris-versicolor
+81,5.949418209725669,2.3493828123003215,3.955156682679191,1.0073555967627572,Iris-versicolor
+82,4.914216168115953,2.3965710344974482,3.3762851158601475,1.0266019539293725,Iris-versicolor
+83,5.730767925422846,2.680608258162244,4.158185216571166,1.0387005215801495,Iris-versicolor
+84,5.048900652896081,3.1496749366358987,1.567183899079057,0.3589313145758611,Iris-setosa
+85,4.80570442650077,3.0,1.392935240817675,0.1,Iris-setosa
+86,5.949011778159699,3.1861328491802485,4.747973781043372,1.7061171232439754,Iris-versicolor
+87,6.136964399877223,2.2387699675521247,4.2019053399643465,1.0861779442606225,Iris-versicolor
+88,4.840230111833658,3.0,1.3992483289647122,0.10000015947969765,Iris-setosa
+89,6.572333371197452,3.036237449657382,5.4111475491980885,1.9321670906931052,Iris-virginica
+90,6.670251851510269,3.204936367023586,5.130900617202964,2.2088498655440296,Iris-virginica
+91,5.684099150274194,3.0761385462442687,4.62324264236496,1.6782883463468767,Iris-versicolor
+92,5.599653643855058,2.702054580379627,4.473232223343059,1.2528599167842807,Iris-versicolor
+93,5.460561146471584,2.5582466411468467,4.285262734796924,1.1809367249851064,Iris-versicolor
+94,7.758967578882691,2.802786270253873,6.755594065482845,2.029841066192344,Iris-virginica
+95,6.787797208682518,3.1259341125817537,5.092042897889156,2.260583562769978,Iris-virginica
+96,6.581503198954967,3.1998038037228422,4.735653234922232,1.5627325573331374,Iris-versicolor
+97,6.537099506389712,3.235430500626367,5.69691340559321,2.270331658448106,Iris-virginica
+98,4.4867814034851365,2.262132419089463,1.2890232854841015,0.29715810467511206,Iris-setosa
+99,6.4235505696338535,2.4272673141538803,5.144642002125647,1.8203965050421216,Iris-virginica
+100,7.166407109617561,3.0,6.1987465014615015,2.1071354408745715,Iris-virginica
+101,4.914378058728924,3.0,1.4361286713178971,0.30970204514242067,Iris-setosa
+102,7.723605951517525,2.5442707754770004,6.9,2.300380010077327,Iris-virginica
+103,5.181334851684202,3.6506181417258934,1.384828328832851,0.2244624722875621,Iris-setosa
+104,5.506431774226494,2.5405681731740017,4.217233682929605,1.1641870995428822,Iris-versicolor
+105,5.348794570152349,3.8383241123178418,1.3714500276839643,0.2747449903814003,Iris-setosa
+106,6.752563190182042,3.0975175108581863,5.1701571491033,2.231017206035971,Iris-virginica
+107,5.627968571918456,2.9956932628019475,4.252926928046933,1.3567428622196593,Iris-versicolor
+108,6.8054090457181955,2.90493882317431,4.8978523525079805,1.5403630802020705,Iris-versicolor
+109,6.111646612745635,2.217075786923467,4.066549060931155,1.0302149753486196,Iris-versicolor
+110,6.646451589689311,3.2590200844227266,5.645305564349399,2.499999361132817,Iris-virginica
+111,5.168918273845577,3.6226432778555626,1.410347428953858,0.20139093024223598,Iris-setosa
+112,7.899997602937757,3.7619711622365575,6.4654216376320015,2.047952583458053,Iris-virginica
+113,5.002782855147437,3.0,1.6292880778335703,0.19432235182254487,Iris-setosa
+114,4.808205016240992,3.0,1.4116197465490299,0.218025506972258,Iris-setosa
+115,4.579055046781403,3.6574026883146704,1.0,0.1915322013234922,Iris-setosa
+116,7.705389641642009,2.77218938042758,6.723161886116812,1.9893936015023757,Iris-virginica
+117,6.125476182066739,2.2370137897970626,4.364507215907729,1.32741353765499,Iris-versicolor
+118,5.026151647281305,3.101062055909089,1.8749194160755125,0.19681674006212935,Iris-setosa
+119,6.511442867759687,3.257880748719065,4.717452090747402,1.5506373272470837,Iris-versicolor
diff --git a/iris/tab_ddpm/1_4/12/test.csv b/iris/tab_ddpm/1_4/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/12/train.csv b/iris/tab_ddpm/1_4/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/12/val.csv b/iris/tab_ddpm/1_4/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/13/synth.csv b/iris/tab_ddpm/1_4/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..be76c447b7a388f4c92893788066d9a1b84e25bf
--- /dev/null
+++ b/iris/tab_ddpm/1_4/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.801627377556635,2.654498819771474,5.075487554215363,1.8947190318163276,Iris-virginica
+1,5.654608058740177,3.0,4.203237480728617,1.2435420307106755,Iris-versicolor
+2,4.972299046749769,3.0,1.5251443835936986,0.20006221479658634,Iris-setosa
+3,5.823876389008056,2.736207381609397,5.093892365919704,1.8680912992121506,Iris-virginica
+4,6.213354800008093,2.4720947147248546,5.069555864144176,1.956922333974569,Iris-virginica
+5,5.003944367572628,2.0000006458055135,3.413273103547862,0.930054207360089,Iris-versicolor
+6,5.0196867085832855,3.6312571339051085,1.3796112272138017,0.2034833963663144,Iris-setosa
+7,5.568392307226016,3.4738862764411316,1.4895264296285722,0.36556601191718124,Iris-setosa
+8,4.505212069805777,2.257660947496931,1.274762593370922,0.2864724816021095,Iris-setosa
+9,5.002429971270698,2.000000778967086,3.645399316002149,0.9465653366344899,Iris-versicolor
+10,7.899998634274165,3.783931295553647,6.363664635059684,1.9589478275950618,Iris-virginica
+11,4.82967654428358,3.0,1.4025002091142598,0.10000013298990494,Iris-setosa
+12,7.688341702363675,2.5901681403594057,6.9,2.2838729189156504,Iris-virginica
+13,5.524584577074916,4.2,1.3892591919288901,0.19646054004589614,Iris-setosa
+14,6.2588095046533,2.5668946632739917,4.285657315213733,1.1284255440072521,Iris-versicolor
+15,6.30436555828613,2.291565186146707,4.380751074416215,1.2680944270394336,Iris-versicolor
+16,5.777782775408664,2.782126847228541,5.085639618272242,2.3189631061515783,Iris-virginica
+17,5.909197336668943,3.0,5.059922672638854,1.7928365212829824,Iris-virginica
+18,4.400000607272044,3.210145578153305,1.2837860576650244,0.19995184094230617,Iris-setosa
+19,7.694820331575252,2.6099365670160184,6.899998705326745,2.2841638387145164,Iris-virginica
+20,6.5875568273108485,3.3180665997069103,5.453558794595317,2.2599934541296007,Iris-virginica
+21,5.225983688792206,3.442965589174616,1.3757196983064897,0.20013285307187617,Iris-setosa
+22,4.823239235216502,3.0,1.4070941048822379,0.10000009850891736,Iris-setosa
+23,6.674473095906366,3.158969498414286,4.756731807377224,1.5127456297754764,Iris-versicolor
+24,6.363411416524248,2.337416780577802,4.487537728613297,1.415534188260448,Iris-versicolor
+25,5.463467472592498,4.199999179934247,1.3894922359121522,0.20680794353647594,Iris-setosa
+26,6.711384051000411,3.1513217461246037,5.69692020746697,2.2786339215966156,Iris-virginica
+27,5.005152782536027,2.000000522610431,3.1840383871629556,1.049662260031905,Iris-versicolor
+28,5.786353885796884,2.697874714188815,5.075803341526786,1.9142446946946978,Iris-virginica
+29,7.737410294400595,2.5957584914207144,6.899998536833044,2.308312014217708,Iris-virginica
+30,7.9,3.825916730859064,6.423861419815004,2.0101684812311262,Iris-virginica
+31,5.414052566447201,3.966392256468725,1.2535017640501556,0.5473164340800434,Iris-setosa
+32,6.6569120327766775,3.077778891658916,4.930278796337141,1.6718187712453922,Iris-versicolor
+33,7.721032615432529,2.599794769566495,6.89999879807647,2.292637492019932,Iris-virginica
+34,6.323013682146775,3.2543374641322655,5.145213758749014,2.0277985337624638,Iris-virginica
+35,4.834754109460458,3.0,1.402567582068336,0.22099386677978058,Iris-setosa
+36,4.914651726847474,3.1148919434689724,1.5040046589951,0.1,Iris-setosa
+37,6.068277867109803,2.958347376555532,5.309574294810278,1.7609396408205655,Iris-virginica
+38,6.123161304162056,3.3420556010576923,4.594606654487185,1.6386545952454252,Iris-versicolor
+39,7.8999986806161475,3.826567769690326,6.416277619754887,1.9751020692149153,Iris-virginica
+40,4.848913445717467,3.0,1.3885024305319948,0.2742563864026568,Iris-setosa
+41,5.139055040045244,3.689603083749892,1.4188232881026335,0.24831586106822115,Iris-setosa
+42,4.90603709508994,3.0,1.4214928578517712,0.20055551482662787,Iris-setosa
+43,5.7016388523205475,2.750748323889162,4.522939633287292,1.2578296759148038,Iris-versicolor
+44,4.492634792060586,2.345496492785399,1.2824523620841801,0.326446932664179,Iris-setosa
+45,4.400000815120933,3.1743347647776816,1.2889126693941164,0.20681228706958818,Iris-setosa
+46,7.727454926002141,2.575207081550142,6.9,2.3037020757472786,Iris-virginica
+47,4.825377950374443,3.0,1.402531672379837,0.10000010891172655,Iris-setosa
+48,7.712512579639893,2.6028662629786945,6.9,2.3036589423290086,Iris-virginica
+49,4.766290416589934,3.402117087379444,1.5666581665323691,0.19946658730532923,Iris-setosa
+50,5.510405132532994,4.2,1.4053233720990397,0.20750034866785616,Iris-setosa
+51,6.44858313167906,3.2480022894662315,5.137470439642423,2.0287535154214247,Iris-virginica
+52,4.952624020126416,2.0,3.5301529505346214,0.9199406503482697,Iris-versicolor
+53,5.652215802865052,3.758362808106796,1.8721475496093622,0.2878645302738882,Iris-setosa
+54,7.9,3.7758774716873664,6.463767896592522,2.019085567607469,Iris-virginica
+55,6.675088867941839,3.3181117292247753,5.592220129181385,2.1158075692393408,Iris-virginica
+56,5.808884677272997,2.8712914064129578,4.355982555666266,1.3343731433563473,Iris-versicolor
+57,7.677034508709752,2.5765105760314797,6.899998752276458,2.2958120022905097,Iris-virginica
+58,6.638661734744574,3.1293798220915803,5.428819402183993,1.9646721797590345,Iris-virginica
+59,5.038716551498509,3.0,1.9972548956395335,0.20050341680009579,Iris-setosa
+60,5.780653036083672,2.6877482545973925,5.090725027549645,1.9078254218439805,Iris-virginica
+61,6.701408470380626,3.2565643284762142,5.352507609242622,2.1890235787602395,Iris-virginica
+62,6.588582827429042,3.0,5.515942966754996,1.9042407364635254,Iris-virginica
+63,5.217321454420801,3.818299365663395,1.4047513675523728,0.2908558901002902,Iris-setosa
+64,7.67762733727603,2.7728084134800364,6.698715343845407,1.9856298869526625,Iris-virginica
+65,4.617254950597356,3.5940952472366554,1.000000466798152,0.20286419236167672,Iris-setosa
+66,6.921654288256818,3.090814750921603,5.9194519159686525,2.297032238266482,Iris-virginica
+67,4.4000006117779495,3.202760440944599,1.2922138729183106,0.18709220709975738,Iris-setosa
+68,5.52571093542204,4.2,1.4113364391334062,0.21731126339023168,Iris-setosa
+69,5.6732439561326204,2.8918682039988575,4.2878416021751775,1.3412555710515333,Iris-versicolor
+70,4.511131185866942,2.3544567073598746,1.3072881362768762,0.4281562083751365,Iris-setosa
+71,4.930968901267401,2.0,3.2897590127377763,0.9299204083610075,Iris-versicolor
+72,4.9013116796246745,3.2280672384522036,1.474965318459795,0.20036970675353818,Iris-setosa
+73,6.092553573105187,3.076019259814193,4.481197339638842,1.3916445868718053,Iris-versicolor
+74,4.79038155842286,3.0,1.37580029332049,0.1000001524713119,Iris-setosa
+75,7.651208435258764,2.976427650299965,6.565796294851322,2.067552663459376,Iris-virginica
+76,4.575170431185903,3.139389080165213,1.3532516376890822,0.20436780989454986,Iris-setosa
+77,4.614504192486527,3.1243955375905728,1.3988887641262424,0.23868589135484328,Iris-setosa
+78,6.690448290070763,2.7274233238213115,4.781415427142163,1.3625285839979464,Iris-versicolor
+79,6.535415260113156,3.3960888938455724,5.557785372648539,2.162818102545028,Iris-virginica
+80,6.165166964175685,2.664752480751219,4.98760593381789,1.8773097933502785,Iris-virginica
+81,5.0678862320600295,3.04097353077684,1.6144611506103659,0.19680414981334682,Iris-setosa
+82,4.735706696822543,3.0,1.3640524650938866,0.2931959388769808,Iris-setosa
+83,5.310600232489059,2.4170008996304304,3.8405957989808237,1.0561372720002407,Iris-versicolor
+84,6.6907451025752405,3.29444250481899,5.686629022941757,2.499999473150081,Iris-virginica
+85,6.907765827265263,3.0871602882704297,5.168239572137291,2.2947718987420793,Iris-virginica
+86,4.917315455775883,3.0,1.4512972172316965,0.2352329852004718,Iris-setosa
+87,7.238594724949595,2.941651187468369,6.266310893625794,1.7966325530579417,Iris-virginica
+88,6.621739259250659,3.0011439807969453,5.785492715426098,2.2441302073294023,Iris-virginica
+89,5.856395602797667,2.840356127541698,5.136397117410124,2.4603753957869605,Iris-virginica
+90,6.0859768241307215,2.883851760873133,4.698172768482953,1.2744757785552492,Iris-versicolor
+91,6.332411183174884,2.6378685083642344,4.9732327070301325,1.7998093812306744,Iris-virginica
+92,7.656472462995498,2.6231639255945023,6.899998165353466,2.2872805759191355,Iris-virginica
+93,5.840573200961374,2.81505713904859,5.091200650076257,2.365792378231526,Iris-virginica
+94,4.900043288245696,3.1273882321849675,1.4713105660377437,0.1,Iris-setosa
+95,7.717237552289396,2.60276422148956,6.9,2.3094238088193433,Iris-virginica
+96,7.73635575463771,2.611552611213903,6.9,2.320387521780463,Iris-virginica
+97,7.325486844028065,3.0468365176007266,6.3168275426929235,2.163792032926131,Iris-virginica
+98,4.91883789993029,2.409820288953481,3.1838218161649645,1.011431840027779,Iris-versicolor
+99,7.7497324367768625,2.6448711545646533,6.9,2.3039876425791768,Iris-virginica
+100,5.803985734315183,2.81958685869545,5.1247526289469265,2.4000676113602553,Iris-virginica
+101,4.999341224670361,2.0000009030808745,3.5862465882764147,0.95090690245674,Iris-versicolor
+102,7.520833430083327,3.0,6.486532091030797,2.1427141103766703,Iris-virginica
+103,5.952667577325249,3.4092357956949506,4.453139961502869,1.5917084706504967,Iris-versicolor
+104,7.9,3.8838188267750775,6.387062034661063,2.004402774313671,Iris-virginica
+105,5.493580035224162,4.199999138027284,1.373712647218324,0.20745721080277418,Iris-setosa
+106,7.134165525323676,3.071479831421326,5.922806288597757,2.2350590779208335,Iris-virginica
+107,5.709414850056161,2.8285840402134315,4.205510566696832,1.293989477123426,Iris-versicolor
+108,7.52115119481973,2.82069286732835,6.536089849180361,1.8520198765592983,Iris-virginica
+109,6.002531645570017,2.8822268592779725,4.395268414709973,1.4705919338479425,Iris-versicolor
+110,6.404141068450646,3.0,5.875172766661968,2.2705602683382162,Iris-virginica
+111,5.87766234366757,2.81721254046937,5.144131385023347,2.3925427513993895,Iris-virginica
+112,5.654502823368229,3.0,3.976606305835538,1.2892527715244984,Iris-versicolor
+113,5.75001946053391,2.848289824372024,4.043425906912537,1.0294735934972474,Iris-versicolor
+114,5.659415893673289,3.0,4.508449486918081,1.4348404470785217,Iris-versicolor
+115,5.374955479984538,3.480424383172648,1.4197590520227474,0.26689718047698335,Iris-setosa
+116,5.571444970180811,4.2,1.4252395218343572,0.19948864838002311,Iris-setosa
+117,7.689099844913887,2.595444164154979,6.9,2.2689689139434552,Iris-virginica
+118,5.004152962518468,3.4176061650029457,1.6244178766982333,0.42310536130878673,Iris-setosa
+119,6.610381800701058,3.0,5.539941975935301,1.7969851813269997,Iris-virginica
diff --git a/iris/tab_ddpm/1_4/13/test.csv b/iris/tab_ddpm/1_4/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/13/train.csv b/iris/tab_ddpm/1_4/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/13/val.csv b/iris/tab_ddpm/1_4/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/14/synth.csv b/iris/tab_ddpm/1_4/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bf3caadddb38a991388a0d0bdb9ba5e2c924162
--- /dev/null
+++ b/iris/tab_ddpm/1_4/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.678240671236638,2.409311418631137,3.8061173330160782,0.9213797736767588,Iris-versicolor
+1,6.321216972462274,2.8870641234397043,4.2791709987212,1.2475134128154781,Iris-versicolor
+2,5.788116770383954,2.7988341429400228,4.5005343709101195,1.168021571560917,Iris-versicolor
+3,4.969967038792421,2.0,3.0899994711464434,0.970740458081947,Iris-versicolor
+4,5.553428972730928,2.963200029631257,3.579784526931359,1.3363867099483235,Iris-versicolor
+5,4.617360537256896,3.6712447057027844,1.0,0.20161737771083943,Iris-setosa
+6,6.603554574431627,3.0028580416870505,5.590795765239111,1.8512897994915876,Iris-virginica
+7,6.446541780684632,3.0,5.336263034939816,1.8102858263022559,Iris-virginica
+8,4.625432852480442,3.136866238084098,1.4061562515645694,0.19622912144389604,Iris-setosa
+9,4.584931263724321,3.625886570480095,1.0,0.20230041379202543,Iris-setosa
+10,5.718694993420432,2.8922899171816625,4.429966497585653,1.353630783323273,Iris-versicolor
+11,6.484663255981865,2.964213996070954,5.4952800917661735,1.7595865416506737,Iris-virginica
+12,5.782862577994815,2.9955361048272717,4.236140438080079,1.19928188633482,Iris-versicolor
+13,4.917777319241588,3.154452246431373,1.531717606124696,0.10000010351290675,Iris-setosa
+14,5.486539585778739,2.478964791021755,3.8288099222038494,1.0197010634529564,Iris-versicolor
+15,4.4002464831033485,3.1331199156208114,1.3016603096496562,0.18980888424874087,Iris-setosa
+16,7.554215436368178,2.9028448852167967,6.507607958804174,1.910354196872096,Iris-virginica
+17,5.614950305349356,3.0,4.0529997459039775,1.279855403283462,Iris-versicolor
+18,6.570748636710656,3.242476815188611,5.069665955603619,2.079606485153528,Iris-virginica
+19,7.9,3.822001694705427,6.453181212398562,1.9886143968750338,Iris-virginica
+20,6.638086245839099,3.342901128836675,5.651824657605725,2.1275868281247523,Iris-virginica
+21,5.123915708217024,2.4243686134464273,3.745191838915246,1.0610365657837906,Iris-versicolor
+22,5.868186481159368,2.741009240226719,4.4888429672472565,1.1091312987102417,Iris-versicolor
+23,6.76524853730418,3.0781079999210883,4.764199239614472,1.5214879952342022,Iris-versicolor
+24,5.253610145886883,3.4036692242754407,1.576174178581219,0.48390364158015275,Iris-setosa
+25,6.320739080474843,2.3202313393262277,4.44941653170598,1.3390958303860572,Iris-versicolor
+26,6.584027219218857,3.279804233964117,5.5496630334935375,2.1698397070852584,Iris-virginica
+27,5.736114972786696,2.976764853339779,4.521813076303353,1.46483320826287,Iris-versicolor
+28,6.725809911338682,3.2148141512252306,5.928425548916241,2.2460521179777877,Iris-virginica
+29,5.870399460108338,2.885517843726509,4.610253296093841,1.2922045974890064,Iris-versicolor
+30,5.840033795496772,2.872688638606726,4.455129690481529,1.428640242966959,Iris-versicolor
+31,6.770928885461204,2.5083030412835106,6.00010263358659,1.8118571391362235,Iris-virginica
+32,6.260370793663605,2.590622447680839,4.977340158974096,1.8380307240472271,Iris-virginica
+33,5.853841807977902,2.855375181639787,3.882320331041324,1.244854085779364,Iris-versicolor
+34,4.586079509786516,3.6624240333708973,1.0,0.2000269053734864,Iris-setosa
+35,6.188643766451597,2.220473111386469,4.222827690728586,1.1520731997097011,Iris-versicolor
+36,6.335745837322628,3.275393772391093,4.736022528625572,1.6066996136508271,Iris-versicolor
+37,6.73721637495772,2.972622756795861,4.89957046036211,1.6344856707484203,Iris-versicolor
+38,7.013638579312251,3.1268162038326857,5.924378166180048,2.2307597677870215,Iris-virginica
+39,6.794095461555917,3.0994159548349143,5.126084829688283,2.357087522897712,Iris-virginica
+40,4.6680904456101375,3.631261934563158,1.0000005102830338,0.19935548038207584,Iris-setosa
+41,7.113364614458992,2.9055506618851945,6.228035775602368,1.7715755411724405,Iris-virginica
+42,4.770239935678484,3.366402696673735,2.1508860231713927,0.20013938523870645,Iris-setosa
+43,6.2536772366037425,2.5117090391801176,5.010947327710613,1.8727089275203712,Iris-virginica
+44,5.4907483412787785,3.750345293586316,1.550429284389719,0.31859875230539825,Iris-setosa
+45,5.566148426420111,2.562261692032138,4.318657679953179,1.113930888788318,Iris-versicolor
+46,5.552101086799708,2.60892606077044,4.438104846849696,1.2061526793815358,Iris-versicolor
+47,7.70448403667436,2.6005621422433216,6.9,2.287626480027323,Iris-virginica
+48,6.952583389290417,3.0938056424998956,5.166955217715051,2.314404492175221,Iris-virginica
+49,5.002756019496925,2.0000008452365483,3.414737778644254,1.030350475032205,Iris-versicolor
+50,5.477073686015524,4.199999121236555,1.3828490319058397,0.19485166345888172,Iris-setosa
+51,4.930692191765649,3.550188079713948,1.460501537135483,0.22501745628174896,Iris-setosa
+52,4.501418870329655,2.339871608386671,1.3377885799384532,0.28930169606570244,Iris-setosa
+53,6.143122312099311,2.878420797077345,4.2834442042981165,1.1642911158434335,Iris-versicolor
+54,4.912079076852947,3.4977536377032465,1.4908582666816708,0.19915152430459443,Iris-setosa
+55,5.047003667089913,3.6864806763259086,1.4360455720569147,0.23886091245038,Iris-setosa
+56,5.871553311579524,2.6714374496871796,4.419143748279364,1.0235927320095917,Iris-versicolor
+57,7.687565554241595,2.796986914777172,6.6945199809389635,2.0277280471494623,Iris-virginica
+58,5.078458923656979,3.4060976135020855,1.4066275961526322,0.1968919896964022,Iris-setosa
+59,5.475728072042102,3.4339492810238,1.5733429647308017,0.3126680848561662,Iris-setosa
+60,6.012949577181724,2.9096460340742327,4.236655564760857,1.1915227889619022,Iris-versicolor
+61,6.095651678330911,3.0,5.187422416700614,1.805956715119289,Iris-virginica
+62,6.683110805911461,3.0758040556420863,4.700682089538481,1.4963823540452896,Iris-versicolor
+63,5.509352323952872,3.0,4.500037279216015,1.573602759139082,Iris-versicolor
+64,5.946684634816142,3.2382844696432582,4.741001508165834,1.7901515518313103,Iris-versicolor
+65,5.767449132086983,2.6438496954292146,4.334264206940671,1.1075598623418792,Iris-versicolor
+66,6.176782314108358,2.904624842808362,5.47807346645546,1.8092753202031409,Iris-virginica
+67,6.656432288866416,3.205469164683695,5.360816512148692,2.0877954453434198,Iris-virginica
+68,5.55371930500274,2.530943105860264,4.271308038554792,1.1889454602366314,Iris-versicolor
+69,5.891979910317775,2.8030536772731502,4.472298320473107,1.2165096270214817,Iris-versicolor
+70,7.672923199555515,2.6034470236257485,6.899998773570645,2.2939645368732857,Iris-virginica
+71,6.180810625396041,2.1989303053502947,4.3941032466835095,1.3668879111441188,Iris-versicolor
+72,4.956715774673887,2.0,3.2812119851207315,1.0077109847914807,Iris-versicolor
+73,5.167060384705448,3.4229386811623277,1.440692431833897,0.20126929488176748,Iris-setosa
+74,7.744034118410276,2.7387144031787334,6.898802803649689,2.207424880245196,Iris-virginica
+75,5.132043411218489,2.4284313919614724,3.4107811873978777,1.025281694218448,Iris-versicolor
+76,4.479258636230887,2.221303702361549,1.3372953932152183,0.283681741625492,Iris-setosa
+77,4.812974155146133,3.4124535840929715,1.5497797648383995,0.2029325820417222,Iris-setosa
+78,4.7798407045188185,3.0,1.4178530304238401,0.10000009453061653,Iris-setosa
+79,7.203653986025721,3.0,6.17050610776471,2.1368550347690176,Iris-virginica
+80,5.047793218704303,3.7310825799578633,1.4076903663482354,0.21327278620272574,Iris-setosa
+81,4.586394154707483,3.6336005715581003,1.0,0.2040120259203157,Iris-setosa
+82,5.632570847353528,2.9079714483310677,3.8144225679626995,1.2883615498397698,Iris-versicolor
+83,6.266856913242667,3.0,5.21323758411585,1.7999947219044163,Iris-virginica
+84,5.269375548255885,3.6202693768851435,1.5449610103278493,0.2170826798856813,Iris-setosa
+85,6.034965746238022,3.3803219606182333,4.541651718279012,1.6194434184797895,Iris-versicolor
+86,6.075810150276367,2.8696405746647997,4.618818337310213,1.3115475371044258,Iris-versicolor
+87,4.908818610780261,3.026783850973863,1.4233236023217972,0.1,Iris-setosa
+88,4.4,3.1770803649676504,1.3241932104128855,0.2092555130882587,Iris-setosa
+89,5.776988498985319,3.0,4.54202656830174,1.5878009270656077,Iris-versicolor
+90,6.337703431404723,2.61335252045321,4.849495240767334,1.8256196382261085,Iris-virginica
+91,6.321493797450181,3.3795078429569516,5.527044356922684,2.2225023433006807,Iris-virginica
+92,5.632261038985689,2.602762431899582,4.186612327720638,1.1758403447724184,Iris-versicolor
+93,5.454753702441767,4.2,1.3901719914790105,0.1946732773396962,Iris-setosa
+94,6.295977129313732,3.2395576071347856,4.786464890440053,1.6820614090255837,Iris-versicolor
+95,5.089150895703425,3.4092099437215677,1.8306910517327184,0.3492918597244879,Iris-setosa
+96,6.242027199053038,2.1828297416206004,4.5063311440451175,1.4856166544206344,Iris-versicolor
+97,5.515635363702527,3.0,4.574655194791876,1.6016807600998442,Iris-versicolor
+98,5.88845677956474,2.802278511869547,4.674458770612525,1.260838911165065,Iris-versicolor
+99,7.50037334432027,2.8494319426910772,6.482828084909833,1.835837676042391,Iris-virginica
+100,4.913040146069472,3.1366052964311626,1.5173121130250207,0.1,Iris-setosa
+101,5.135916553467182,3.5562955478213394,1.5230479862823652,0.3890959890924215,Iris-setosa
+102,5.479690109684092,4.1999986423753075,1.3844057131910166,0.19224475414270198,Iris-setosa
+103,5.728499257882524,3.0299913763537023,4.495299765029385,1.4870747413497298,Iris-versicolor
+104,7.899998546650775,3.789179160619663,6.313890993115899,2.023375161346757,Iris-virginica
+105,6.4858607597200955,3.0,5.659097941406128,2.0941890342416594,Iris-virginica
+106,4.833547865449274,3.0,1.3447561823707421,0.22830292802292512,Iris-setosa
+107,4.825647445859748,3.0,1.417932170904743,0.1,Iris-setosa
+108,5.7386639495403795,2.7893601180224823,4.0822522072950225,1.2150799048996117,Iris-versicolor
+109,5.9257395669456745,3.278995390748513,4.660978718366968,1.6968538723969102,Iris-versicolor
+110,6.035814155726426,2.9299651776187106,4.211142677615272,1.1700391153591936,Iris-versicolor
+111,7.488934523936374,2.978547893450177,6.561698551049677,2.0901468856922687,Iris-virginica
+112,6.823244693276194,3.0541926372555332,5.543655208777901,2.109737046409384,Iris-virginica
+113,4.781627336304738,3.4114137292420335,1.6313805423717702,0.19381041110547234,Iris-setosa
+114,5.052415427849482,3.643992933139913,1.38479834939499,0.208832582473673,Iris-setosa
+115,5.525609786401518,2.88608646176583,3.590306843443614,1.310239581499586,Iris-versicolor
+116,4.8360379898740495,3.3991445871058543,1.8484452674316187,0.20121881365066124,Iris-setosa
+117,4.933466029232882,3.5257659862071233,1.4018281618283097,0.20451600948426715,Iris-setosa
+118,7.717729893449804,2.588038051810953,6.899998740387295,2.316303061725515,Iris-virginica
+119,5.8135508684255335,2.803540075862587,5.0720326081552365,2.424899627483552,Iris-virginica
diff --git a/iris/tab_ddpm/1_4/14/test.csv b/iris/tab_ddpm/1_4/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/14/train.csv b/iris/tab_ddpm/1_4/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/14/val.csv b/iris/tab_ddpm/1_4/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/15/synth.csv b/iris/tab_ddpm/1_4/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0963e742387067d19c14938bd4c18d9cc72848a8
--- /dev/null
+++ b/iris/tab_ddpm/1_4/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.704389640249272,2.812826452155094,4.429467691561662,1.2799359602750424,Iris-versicolor
+1,5.740533416056462,2.896853268152658,4.068770777887566,1.2591827708297187,Iris-versicolor
+2,5.59186102015482,3.0,4.446922573443244,1.457713505827795,Iris-versicolor
+3,4.981321230439994,2.0,3.54686678544966,0.8544215935700903,Iris-versicolor
+4,4.77860200179438,3.0,1.3473832868491722,0.10000012569386445,Iris-setosa
+5,5.686515508765305,2.7632960705261245,4.483445347097605,1.3220536577325117,Iris-versicolor
+6,6.0191415743908525,3.0,4.5879358808385176,1.5071964151158372,Iris-versicolor
+7,6.137323242641646,2.201503498065485,4.43195201515498,1.425460266073626,Iris-versicolor
+8,6.867631860322188,3.108808166595367,5.1930455286308845,2.2701995452761925,Iris-virginica
+9,7.6984436100549365,2.5900781487918683,6.9,2.297649607726979,Iris-virginica
+10,4.889114966043609,3.4231575113548023,1.5638491455955565,0.21613266179755852,Iris-setosa
+11,7.672603342504144,2.604701083421759,6.8999984012192215,2.281605105450025,Iris-virginica
+12,4.867824772466838,3.0247979842181514,1.4559530675011687,0.1,Iris-setosa
+13,7.027380898695373,3.0883179700259444,6.071336458042058,2.1780205912890267,Iris-virginica
+14,7.8999961388280555,3.6421496406332774,6.449503134639739,1.9739481006349044,Iris-virginica
+15,5.035205455078634,3.502882991277657,1.378804339787139,0.20257276475796987,Iris-setosa
+16,4.981586908680933,2.0,3.4477870703570304,0.8623870497717991,Iris-versicolor
+17,5.683033318402256,2.877185647980917,3.6774517996530856,1.2805923635825935,Iris-versicolor
+18,6.333748477408038,2.5164083824742205,5.023808453804578,1.9133546106153791,Iris-virginica
+19,5.232342036987904,3.4063569262573266,1.4039492389506347,0.2027977956673471,Iris-setosa
+20,5.620111021308748,3.7292222728829505,1.67962509353723,0.4612622227658695,Iris-setosa
+21,4.970915342477301,2.0,3.4613805528073067,0.984871109017732,Iris-versicolor
+22,5.842347949928824,2.6773110942855167,3.984849554356825,1.0793201259777272,Iris-versicolor
+23,6.681565242708636,3.0,4.919376777312374,1.6613799891367802,Iris-versicolor
+24,6.263579280629958,2.5595911073296143,4.960096403814201,1.8314002017617577,Iris-virginica
+25,6.024570909661928,2.197163090972508,3.964503226458427,1.0632780047418486,Iris-versicolor
+26,4.778787323644291,3.3984214652331475,1.8364334859601625,0.19052354956178116,Iris-setosa
+27,5.936678687766244,3.2294164862873704,4.756600944459206,1.7354453481337935,Iris-versicolor
+28,6.900672187138095,3.0549923421936294,5.242935451939851,2.261584681520858,Iris-virginica
+29,5.739509944964518,3.1601736884581095,4.654584474404707,1.7933481020623085,Iris-versicolor
+30,6.745215091692308,3.0,4.950123572963625,1.6064766595395734,Iris-versicolor
+31,4.508366227059514,2.3096022053658665,1.3191071824503418,0.38784890986813714,Iris-setosa
+32,5.386199923887513,3.962634673260956,1.2394815083857083,0.4086935970468103,Iris-setosa
+33,4.899255915273172,3.0981845089326248,1.4779167258801893,0.10000023650963977,Iris-setosa
+34,6.625603651376136,2.4457540379991327,5.671348420691926,1.8417942884710152,Iris-virginica
+35,4.611615898066255,3.5872964107758745,1.0000006774549408,0.19808993056398216,Iris-setosa
+36,4.807926139554765,3.0,1.363905365348477,0.10000010646973477,Iris-setosa
+37,7.151690638320507,3.0,6.106975362574383,1.9586263577450764,Iris-virginica
+38,5.380579382722724,2.6027857342149665,4.427582610181593,1.266151167503263,Iris-versicolor
+39,6.690461156314166,2.97472313706436,5.732876850018524,1.8022960522853386,Iris-virginica
+40,4.946212272697983,3.0,1.4628137284665512,0.20221897122476326,Iris-setosa
+41,4.886362790759229,2.4028171193968797,3.577473738301406,1.019876644741347,Iris-versicolor
+42,5.982674659827917,3.2076632911633958,4.615523722109832,1.570025096266698,Iris-versicolor
+43,7.7138792880024125,2.622851918365695,6.899998771080634,2.291744588198496,Iris-virginica
+44,6.5687660419368346,2.5113681742952205,5.654030172210093,1.8221696181321911,Iris-virginica
+45,7.8999989899825,3.7932411575509644,6.34403676726534,2.0059987964008337,Iris-virginica
+46,5.9645913250305025,2.886773401600749,4.198969289676779,1.2435648342517918,Iris-versicolor
+47,6.1357136125211085,3.3293262429126855,5.355818504469686,2.229813296931655,Iris-virginica
+48,6.285364039350801,3.2973511416252492,4.604981098927855,1.5748707668065731,Iris-versicolor
+49,4.988684812278905,2.0,3.5022622101981637,0.9339306350578815,Iris-versicolor
+50,7.677887662037197,2.6259820389008195,6.899998723855657,2.2944941790054765,Iris-virginica
+51,5.011725134326493,2.0,3.592482076118351,1.0521461209364709,Iris-versicolor
+52,5.303777830626615,3.4283068192264943,1.412565418962102,0.2065576651608063,Iris-setosa
+53,7.899998786203277,3.8125509486695033,6.490589528205966,2.025306394786667,Iris-virginica
+54,5.477964354309828,4.2,1.3494413801535097,0.1958543684574808,Iris-setosa
+55,4.91990749436243,3.4119761363746424,1.561427106420742,0.21236467410779117,Iris-setosa
+56,6.649899626316956,3.15983249523212,4.719396772810851,1.525019775349438,Iris-versicolor
+57,4.900681777186905,3.026358036713252,1.489515274218149,0.10000009283626132,Iris-setosa
+58,6.110251541149763,2.2772368139422614,4.2996156411627,1.236699344971156,Iris-versicolor
+59,6.770107824290215,3.1095613433836626,5.236261331960428,2.314700955281382,Iris-virginica
+60,5.706375256169644,2.5730803363445633,4.20978384966695,1.0889127090997974,Iris-versicolor
+61,4.822694990858422,3.4170041803911455,1.6544593119392415,0.20382403297845575,Iris-setosa
+62,5.774943431428773,2.785617587898206,5.172617859083766,2.1306882904717823,Iris-virginica
+63,6.7500959035943655,3.2219397100085834,5.751560321556293,2.21903812041765,Iris-virginica
+64,5.809412393221667,2.678844916156542,5.137749243364837,1.9141035929623766,Iris-virginica
+65,6.134088703135686,2.94991851652701,5.06749890852321,1.808323469705642,Iris-virginica
+66,7.730045836421,2.8931953369450554,6.7232719450221206,2.0386118576506296,Iris-virginica
+67,6.294038336087175,3.13891460126575,5.072714053006647,1.9232492443956368,Iris-virginica
+68,5.462972343872117,3.338520660648745,2.228403076001379,0.19803757072808043,Iris-setosa
+69,5.833719119742265,3.0,4.487416890184154,1.3984767795938915,Iris-versicolor
+70,6.289840281622156,3.029994086156998,4.385125366931115,1.3765996614925922,Iris-versicolor
+71,6.266768879489428,2.8656575609139225,4.759213633449676,1.3080609412836692,Iris-versicolor
+72,6.749165331955264,3.264890254606524,5.786244320295929,2.171048949843645,Iris-virginica
+73,5.945814721636732,2.2723192534090644,4.241684430584562,1.241636674953983,Iris-versicolor
+74,7.703475506093371,2.6166261771160277,6.899997281762032,2.3002772659877473,Iris-virginica
+75,6.686505694114744,3.0237668978084766,4.884801276261183,1.653546037387167,Iris-versicolor
+76,4.4,3.270043807421693,1.3016418290353635,0.20534146135257172,Iris-setosa
+77,5.8286814577341515,3.262824885620068,4.419564222179846,1.5010687716045192,Iris-versicolor
+78,7.899998705363089,3.780204442999806,6.410699707012602,2.037258476479415,Iris-virginica
+79,6.659811993232986,3.0255262050627776,4.603512337974646,1.5225964926761906,Iris-versicolor
+80,5.368826153169656,3.7698994615456116,1.515714838934208,0.20874040896156507,Iris-setosa
+81,6.758149373288813,2.4920305474757036,5.9925089552457145,1.8102353057754303,Iris-virginica
+82,6.5417286073864895,3.0,5.458086977870202,1.8142484173637308,Iris-virginica
+83,6.594552214549575,2.5728392467697145,4.558489719616239,1.358748041539753,Iris-versicolor
+84,5.510509161243553,3.0,4.486969683116379,1.4748229083146396,Iris-versicolor
+85,7.9,3.8418236581690888,6.45982872712688,1.9545635525914284,Iris-virginica
+86,7.9,3.7762291726639927,6.381701344985745,2.005973836455651,Iris-virginica
+87,5.456321315176465,4.1999989913699975,1.3481997187598962,0.19559339974228263,Iris-setosa
+88,7.588236140759174,2.8658162036674764,6.557824837119924,1.9203703960708025,Iris-virginica
+89,6.427848249612585,3.0,4.794390885918147,1.6470036368458854,Iris-versicolor
+90,6.649022651104911,3.0,4.907181390830337,1.6550633593686037,Iris-versicolor
+91,6.6279760741710225,3.0,5.742405894145376,2.1037100817181864,Iris-virginica
+92,5.441092581271267,3.908655889124139,1.316006195741816,0.38403530295706856,Iris-setosa
+93,6.327875112214255,3.0480822549551294,5.135667491371758,1.8643428000104327,Iris-virginica
+94,4.597948635006756,3.6730623695937727,1.0000007091720657,0.19832044960220457,Iris-setosa
+95,5.501801951988152,4.1999993236892905,1.4126369750282763,0.19492667730080793,Iris-setosa
+96,4.6812777707511035,3.2422166812055013,1.4235572644521872,0.20536803465817388,Iris-setosa
+97,6.178006854375803,2.247011735375241,4.419889355999381,1.4480448790387979,Iris-versicolor
+98,5.508679405279775,4.2,1.38126136173903,0.20752421551751807,Iris-setosa
+99,4.644383657508825,3.0755177503052775,1.418060362193434,0.20938478819627954,Iris-setosa
+100,5.996353402950782,2.736519622325889,5.0973331163017646,2.1912772524880477,Iris-virginica
+101,5.787318764393445,2.7698690405612085,4.013288090126913,1.1183098439498063,Iris-versicolor
+102,6.290942717398144,2.2170420019659,4.504027461360905,1.442058982988471,Iris-versicolor
+103,5.467466959411384,3.0,4.397811389513174,1.4392512366445522,Iris-versicolor
+104,4.5931898396621085,3.5733610653634478,1.0000004499154522,0.18978821763368459,Iris-setosa
+105,6.745021880867834,2.961958101044215,4.954432140281151,1.6329559362507966,Iris-versicolor
+106,6.7103180329686785,3.2578766195810234,5.764987017507051,2.283539740771232,Iris-virginica
+107,4.584950504363815,3.696414499761897,1.0,0.19977669959676625,Iris-setosa
+108,4.886416535431845,3.0368863330225544,1.45990494083574,0.10000014398315235,Iris-setosa
+109,6.685104349097462,3.206753087326104,5.693624014376435,2.277597068416,Iris-virginica
+110,6.335931144574146,2.84079309981129,4.250496274733799,1.250838217722789,Iris-versicolor
+111,5.851609564676724,2.8666977385823595,5.099557195134621,2.4764545732166567,Iris-virginica
+112,6.161398063615439,2.2105763605844513,4.498044186104972,1.5275346741764637,Iris-versicolor
+113,6.082251907291508,3.397441444821139,4.59996492022038,1.6249042246601064,Iris-versicolor
+114,5.687233019286034,2.5384850378714403,4.379136097068829,1.0691788659573378,Iris-versicolor
+115,5.974886445463114,2.162233901289812,3.9552853073959167,0.9361838307258394,Iris-versicolor
+116,7.728017564607944,2.544779202993432,6.9,2.323202598214754,Iris-virginica
+117,6.237239480694293,2.791888201558951,5.169362737158622,1.8070738544526632,Iris-virginica
+118,5.09465305977899,3.368426929689771,1.6259932463713263,0.564664322509099,Iris-setosa
+119,4.503324258944068,2.3567930372871655,1.3272789336113235,0.33102935335653694,Iris-setosa
diff --git a/iris/tab_ddpm/1_4/15/test.csv b/iris/tab_ddpm/1_4/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/15/train.csv b/iris/tab_ddpm/1_4/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/15/val.csv b/iris/tab_ddpm/1_4/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/16/synth.csv b/iris/tab_ddpm/1_4/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e99974e356258aa244f3c2e05964e1d9acfab567
--- /dev/null
+++ b/iris/tab_ddpm/1_4/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.899072899702119,3.0,1.4010057751060268,0.19229408666892306,Iris-setosa
+1,5.655558492982072,3.032196054632907,4.624642447941285,1.6833038710349846,Iris-versicolor
+2,6.6282258547762805,3.0958585522137487,5.798600052880335,2.2927623008768405,Iris-virginica
+3,6.562077559776162,3.1985971534412925,4.590640267931736,1.5111711885683246,Iris-versicolor
+4,6.648941497418796,3.225363306422552,5.645466601244157,2.086817755204109,Iris-virginica
+5,5.819793246444364,2.7485490591240094,5.101794309886323,1.8878720699600464,Iris-virginica
+6,6.63157142634714,3.134716685066057,4.680851301999536,1.5042867443950352,Iris-versicolor
+7,5.90868644128103,2.169529063178918,4.060934517003567,1.042826042704825,Iris-versicolor
+8,4.875463315645079,3.0267499494689325,1.4256270406385607,0.5223171167028675,Iris-setosa
+9,4.4,3.1752169671658756,1.2669146593018432,0.2053837952530105,Iris-setosa
+10,5.583960692456463,2.56404840634199,3.838734247872452,1.0784802820065658,Iris-versicolor
+11,6.287492285055022,2.696355527397363,4.91345384191797,1.7905191010745745,Iris-virginica
+12,5.818718616477461,2.726075755290074,5.061124588247909,1.8960736511324838,Iris-virginica
+13,5.481927671702503,3.0,4.479958540078817,1.484124422582291,Iris-versicolor
+14,5.12818185198532,2.3543176282350395,3.5026659751405655,0.9288328042870166,Iris-versicolor
+15,4.9326054770435235,3.4041372225931874,1.5481749621930065,0.2024320051703354,Iris-setosa
+16,5.568418027074611,3.0,3.861802720489062,1.3126922987970548,Iris-versicolor
+17,5.780800444115189,2.6901133803056254,5.109021829801995,1.8896154805031344,Iris-virginica
+18,5.659501081959696,2.890222624408073,3.949962260546278,1.2936968785324507,Iris-versicolor
+19,5.432490546930273,4.199999278255536,1.3946484197703364,0.19049878325589026,Iris-setosa
+20,6.003346407692606,2.2625011004559634,3.9640971229924915,1.1064200751896187,Iris-versicolor
+21,5.14766960716668,2.4083891934123476,3.664765269078253,0.9975993242287622,Iris-versicolor
+22,5.055055382633281,3.429009590423213,1.5571472697857522,0.5250506945320607,Iris-setosa
+23,5.798211394323276,2.702469176476378,5.123331174096944,1.8906392061538018,Iris-virginica
+24,5.462010268015122,3.576317181277177,1.5420738383153962,0.20282267238319004,Iris-setosa
+25,6.151353117594946,2.5362558539740108,4.3485006002890625,1.3703322080131133,Iris-versicolor
+26,4.4,3.256698711822907,1.2785418777117743,0.1952120407801175,Iris-setosa
+27,5.014112671524393,2.0000006845725324,3.4539696034131246,0.9872192816476677,Iris-versicolor
+28,4.982010127188094,3.0,1.471909583647858,0.18766822299494737,Iris-setosa
+29,6.722881226078666,3.188931291537023,5.729350742566367,2.196271588299157,Iris-virginica
+30,6.1172317598920944,3.0,5.242197624267965,1.8227650009404994,Iris-virginica
+31,4.776072866121452,3.396602827309966,1.8166867739689194,0.2116243863923919,Iris-setosa
+32,4.4,3.254462697981622,1.286818555781716,0.2005653469526162,Iris-setosa
+33,7.678948524524409,2.5988509344891257,6.899998882483802,2.2772898618272106,Iris-virginica
+34,6.291205706254469,3.0,5.251068931950979,1.8098435499261432,Iris-virginica
+35,5.696275692770274,2.912692210602759,4.248643442641761,1.2215323002320877,Iris-versicolor
+36,6.220433257882104,2.935815304499484,5.400107288447418,1.7701427016161972,Iris-virginica
+37,4.588441402008375,3.6274266428634707,1.0000004063140606,0.201382433465943,Iris-setosa
+38,4.762344770402732,3.0,1.3863800443989316,0.10000010072960057,Iris-setosa
+39,5.34329802483378,2.460956794569464,4.240882389142533,1.1554833117869594,Iris-versicolor
+40,4.987121278622819,2.0,3.496888681664481,1.0075881202781627,Iris-versicolor
+41,5.712026179555307,2.8689090991181767,3.910081337333004,1.2947630613796526,Iris-versicolor
+42,6.616560282388286,3.0,5.712238416184806,2.1875112395319984,Iris-virginica
+43,6.59313728240862,3.268787594587527,5.765920132413059,2.29975404653974,Iris-virginica
+44,7.7423241427352885,2.5131260377470257,6.9,2.3486546356754685,Iris-virginica
+45,6.055396805841006,3.372634783968861,4.6538393213961,1.6619154114322527,Iris-versicolor
+46,6.666278354621379,3.289923801461107,5.822822447855673,2.4999984371370005,Iris-virginica
+47,4.825569117686303,3.407312171520172,1.7213445228235698,0.20232799383181072,Iris-setosa
+48,5.5818919749747895,2.4493023233335913,4.249326620761441,1.1387439597901499,Iris-versicolor
+49,5.208484684928836,3.299738187840043,1.5833188041371682,0.5102901859951463,Iris-setosa
+50,6.572989624184194,3.0,5.938690764797593,2.1980488917232575,Iris-virginica
+51,5.013423201188047,2.0000010352057904,3.493226627666386,0.9203642175129989,Iris-versicolor
+52,4.823980808569646,3.0979997163302095,1.4115448467363407,0.19811964984929326,Iris-setosa
+53,6.161478962642473,2.7381838251716886,4.962404023196907,1.8132746653668996,Iris-virginica
+54,5.6303852587187775,2.540332656360026,3.84612611012226,1.0238987748326545,Iris-versicolor
+55,6.610296337123853,3.0,5.029003701687879,1.7446136786053605,Iris-versicolor
+56,5.823635039687556,2.86092277811297,4.4485610719668225,1.3187030390819965,Iris-versicolor
+57,5.986190092126694,3.4118665348293318,4.562032202099998,1.598192350029631,Iris-versicolor
+58,7.654339002509556,2.9156310613295173,6.627328757463218,2.047069356214511,Iris-virginica
+59,5.877320383165646,3.0,5.14245463604475,1.805751986117544,Iris-virginica
+60,6.723710215928657,3.2432432960241355,5.749667377715825,2.499999553510638,Iris-virginica
+61,5.354831936806414,2.4757297544062338,3.9749898187375523,1.073345234627568,Iris-versicolor
+62,6.10449589182442,3.0,5.116947167645502,1.8041111926279398,Iris-virginica
+63,5.786315794583738,2.702776297290857,5.101438742654278,1.8732973488087301,Iris-virginica
+64,6.3443357465338766,3.230461660579452,5.222897197462982,2.1503702881180735,Iris-virginica
+65,4.589211173038702,3.601419540606389,1.0000005084534356,0.18883008511466293,Iris-setosa
+66,5.145551967408778,3.460950712725859,1.3937034593293496,0.1975738364715376,Iris-setosa
+67,6.470784843096233,3.1884009964155697,4.7912572730052885,1.5584699423382966,Iris-versicolor
+68,6.316097030989351,2.75188351059697,4.8532187031150995,1.7792599481229852,Iris-virginica
+69,6.798492138620184,2.886121596219586,6.074854928110355,1.7595018263466922,Iris-virginica
+70,4.804868131673746,3.3991667558487055,1.574483284316324,0.20528535016459992,Iris-setosa
+71,6.4761020381389685,3.2948948295922835,5.814912918157835,2.3139948230057024,Iris-virginica
+72,5.016786412101653,3.5121080706612497,1.4324391014490025,0.1966621403283339,Iris-setosa
+73,6.128564580391317,2.2131493042102823,4.438559091446224,1.491297789486973,Iris-versicolor
+74,5.675894065046358,2.5113384413290087,3.9586365080199024,1.0575238881776847,Iris-versicolor
+75,4.829335526268932,3.3973153215640357,1.812051788815391,0.2044317222894455,Iris-setosa
+76,6.815212007711764,3.296100973357119,5.7638922535348165,2.5,Iris-virginica
+77,5.505188994252401,3.481716678180769,1.5530436459586863,0.21977187466122994,Iris-setosa
+78,5.861094088029278,2.7913308446488756,5.1723155625182695,2.31201071086688,Iris-virginica
+79,5.8138528342046065,2.6988898372064516,5.053643418624726,1.8451314702395287,Iris-virginica
+80,5.098799923594375,2.4983661553492817,3.7013358057026755,1.0606221437118664,Iris-versicolor
+81,6.565105482151927,3.0,4.462575055712282,1.4780628252792225,Iris-versicolor
+82,7.9,3.876410397932742,6.32028402015628,2.021444882803754,Iris-virginica
+83,5.0278527775290245,3.128496393961172,1.4342840380367181,0.20334445425135073,Iris-setosa
+84,5.4544198445197,3.917320841057742,1.2881952457609707,0.468077278157347,Iris-setosa
+85,6.25032780850088,2.9305545824786825,4.635296262486884,1.3063143200512055,Iris-versicolor
+86,5.871868432773543,2.988440590365065,4.540751928494653,1.4107972860224862,Iris-versicolor
+87,5.556935652421241,3.4597429260627894,1.5217822206297833,0.42125423174004617,Iris-setosa
+88,5.918730462966913,2.994393054705965,5.255453580951795,1.8418139402402605,Iris-virginica
+89,4.650075405589721,3.5112936597783135,1.0000006508503028,0.20615777342964267,Iris-setosa
+90,6.652348850856155,3.1058759963768576,4.554700165264292,1.4293644497556364,Iris-versicolor
+91,4.611257419651724,3.1368615376016415,1.3747077369298526,0.20204230709757431,Iris-setosa
+92,5.431684681387159,4.2,1.393872689951885,0.1851906227789296,Iris-setosa
+93,5.628704096076225,3.0,4.231602469658547,1.2663203264235767,Iris-versicolor
+94,6.949486035857708,3.1473411737700188,5.980213479408621,2.3119050979580376,Iris-virginica
+95,5.96530853320452,3.3985686066557648,4.622634027654761,1.6905952166288913,Iris-versicolor
+96,7.331135497935399,2.7999074977815983,6.374967786162084,1.8104001698036833,Iris-virginica
+97,4.992717203466004,2.0,3.4478922137292565,1.0236077705896267,Iris-versicolor
+98,5.037146245194383,3.0,1.6591206070881372,0.18420218293402602,Iris-setosa
+99,4.771414696122788,3.392502977708667,1.5298976786177612,0.19987668294868077,Iris-setosa
+100,5.804651905387508,2.671790477135035,5.082902650763944,1.8956807913150657,Iris-virginica
+101,5.540834886085861,4.199998758300246,1.3507828441414975,0.19281946294067626,Iris-setosa
+102,6.165271258922967,2.2335464057209418,4.283810064401238,1.1116262104239025,Iris-versicolor
+103,5.01906337524873,3.0,1.8866990299823212,0.19627781617027057,Iris-setosa
+104,4.928708900416785,3.11262155517559,1.4706365283656275,0.1,Iris-setosa
+105,6.674593655460759,3.0,4.9134318431719315,1.6635792744421194,Iris-versicolor
+106,5.84620721792579,2.8886388901603097,4.554559059149721,1.2303579888865384,Iris-versicolor
+107,5.6809249431813935,3.0042275131065206,4.542833812674944,1.5325393081740548,Iris-versicolor
+108,6.64396417160542,3.0,4.468023491059734,1.440937799611864,Iris-versicolor
+109,6.261954882219446,2.978480336048056,4.56884228605391,1.344472748415251,Iris-versicolor
+110,6.310732938743782,3.0,5.4655607872593235,1.8089529153572859,Iris-virginica
+111,5.539640713696231,2.850435240419387,4.392889921906729,1.3241284506456052,Iris-versicolor
+112,7.672192771861311,2.6051467239936437,6.9,2.3022041686902,Iris-virginica
+113,6.097779070608731,3.410020991460119,5.470642024099291,2.318718631532939,Iris-virginica
+114,4.4,3.203426814903354,1.3053642714017757,0.1913511104623265,Iris-setosa
+115,4.604024235639236,3.567867062219523,1.0000008100762223,0.20663875734868506,Iris-setosa
+116,4.671354320913582,3.2836600352072276,1.4694200698620214,0.2002127100825039,Iris-setosa
+117,7.097528692713125,3.1414976282194362,6.027753000224722,2.264223930679616,Iris-virginica
+118,5.528599909988765,3.0,3.809769375152282,1.3280343495571332,Iris-versicolor
+119,6.603070371809289,3.0,4.500776163637723,1.4462102084754,Iris-versicolor
diff --git a/iris/tab_ddpm/1_4/16/test.csv b/iris/tab_ddpm/1_4/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/16/train.csv b/iris/tab_ddpm/1_4/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/16/val.csv b/iris/tab_ddpm/1_4/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/17/synth.csv b/iris/tab_ddpm/1_4/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ae8533b4ae4aad49f4438a15a64d932eb3b5f414
--- /dev/null
+++ b/iris/tab_ddpm/1_4/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.117288100920955,2.465470903427542,3.7408833186738164,1.072048104343658,Iris-versicolor
+1,6.576469985181491,3.1239077627405094,4.760589501851229,1.5004496062876627,Iris-versicolor
+2,5.026269009215591,3.3935934689883616,1.5755010195814338,0.42826078704781756,Iris-setosa
+3,5.390609866980162,3.473717049782279,1.5271975364629766,0.2035846608918996,Iris-setosa
+4,7.72059612085767,2.6152645588545713,6.9,2.314989145305115,Iris-virginica
+5,4.608716376910627,3.5894420877094664,1.0000012361108885,0.20181245028610134,Iris-setosa
+6,5.57342443977698,2.432671762751301,3.701378020297224,1.0112846432387994,Iris-versicolor
+7,6.042779423238198,2.9338771322348562,5.4705509793072356,1.8347326349789517,Iris-virginica
+8,5.067535372168136,3.322604623239105,1.749776332417441,0.49559794095821796,Iris-setosa
+9,6.730346565850091,2.894987880351456,6.012699415260426,1.7692090960278462,Iris-virginica
+10,5.876069614040568,2.7219096307070423,5.074798829404001,1.8872541474476534,Iris-virginica
+11,7.89999884404631,3.73423968444788,6.453530871353135,1.9861296282516268,Iris-virginica
+12,5.9309735749376555,2.2875525517383553,4.067415786929288,0.9845603690464257,Iris-versicolor
+13,5.6992714740321855,3.0,4.114019559902729,1.1455781882577423,Iris-versicolor
+14,7.690402220388375,2.627373748894485,6.899998905124029,2.2883143611137413,Iris-virginica
+15,4.88483355317181,3.0,1.4115312315856414,0.203077775016673,Iris-setosa
+16,6.1280982171639256,2.679916394833609,4.99660538547702,1.846890266196472,Iris-virginica
+17,5.76770910673685,2.8109702903440303,5.087849854810149,2.453096062410775,Iris-virginica
+18,5.515069179321584,4.2,1.4092524111620237,0.20196613620929435,Iris-setosa
+19,5.568537406740771,2.8517294953869903,4.213530045968659,1.3277488375471715,Iris-versicolor
+20,6.481356143745756,3.1371386266516748,5.064627906374926,1.9461936521172951,Iris-virginica
+21,6.711835073849589,3.313233244998881,5.69781252206637,2.4999994670527226,Iris-virginica
+22,5.168759134733785,3.638545309441601,1.4939259608230122,0.4667125905403683,Iris-setosa
+23,4.600380288079994,3.6403482880293345,1.0000005678970123,0.20394730197977906,Iris-setosa
+24,5.487020746540133,4.199997293843218,1.3996250736399147,0.20319556782816284,Iris-setosa
+25,5.803051839934769,2.815665841468749,5.100575137884778,2.37152376008966,Iris-virginica
+26,5.003681778793221,3.5038426526382396,1.4238952378746337,0.2064118330494077,Iris-setosa
+27,5.330402005019249,3.4832953632485593,1.5250661770192708,0.19778610626506515,Iris-setosa
+28,5.947669938577074,3.3235914284888537,4.4933988711181145,1.5132894223532742,Iris-versicolor
+29,5.756220678158515,2.8085053220532155,4.518047341352803,1.335156820467282,Iris-versicolor
+30,5.602680688875888,3.5064294090185775,1.5597702826220785,0.3383590435238302,Iris-setosa
+31,6.292694862949756,3.0984344191699833,4.903791703694287,1.6997146459669523,Iris-versicolor
+32,5.291680700099001,3.473512993439366,1.4599806678060914,0.20382035406709875,Iris-setosa
+33,5.667828257492065,2.993936490133672,4.067751024816513,1.3389839653346975,Iris-versicolor
+34,5.068336610030327,3.24960277665835,1.4255373876741246,0.1981215266246114,Iris-setosa
+35,5.512608266711652,3.0,4.489990097234492,1.4583531427749494,Iris-versicolor
+36,5.604386206175678,3.7781393142186137,1.5382591946504212,0.27566668441397557,Iris-setosa
+37,6.705877228525107,3.0981956969795776,4.671530685108973,1.5133190530440224,Iris-versicolor
+38,6.4291942594394325,3.0503844832563654,4.413087417022895,1.3873676581796177,Iris-versicolor
+39,5.019251096021959,2.000000961034445,3.5852480217877036,1.000557397615493,Iris-versicolor
+40,7.080315312137015,3.1140838747407917,5.88779423792405,2.227398145187452,Iris-virginica
+41,5.087068209782758,3.242482927922031,1.7478387433937554,0.2978918640780485,Iris-setosa
+42,6.762512493075954,3.0,4.890700425199929,1.6030994982641897,Iris-versicolor
+43,5.148839192451075,3.545625971380914,1.4092556015335735,0.20180531609913865,Iris-setosa
+44,5.500994565752862,4.2,1.3764956805419966,0.20664094690127738,Iris-setosa
+45,7.715477731751149,2.7838068948032677,6.777228857209689,1.9899587826621556,Iris-virginica
+46,4.770385116183208,3.410821324871537,1.5518002114324179,0.1990612624150967,Iris-setosa
+47,6.004170149209867,2.6545357277912776,4.4209132513006955,1.1887853902716254,Iris-versicolor
+48,4.889005361778296,3.039326573582279,1.472569027232098,0.1,Iris-setosa
+49,4.603856040271616,3.598084527377264,1.0,0.20290550845415578,Iris-setosa
+50,6.635852009013951,3.062668872213344,4.7480591116552855,1.5906055313375398,Iris-versicolor
+51,6.302532233070326,2.475885322680675,4.997985436110933,1.904249592560121,Iris-virginica
+52,5.102474039732137,2.4098149656006282,3.52567810025014,1.0045270597055538,Iris-versicolor
+53,5.896347034754703,2.492074412473836,3.8802415553812892,0.7328034602076854,Iris-versicolor
+54,5.514293922256122,4.2,1.421566850397771,0.19669935446188935,Iris-setosa
+55,5.023833903421273,2.0,3.5658662529601197,1.0246657598447995,Iris-versicolor
+56,4.637561980271676,3.572800327191461,1.0000006509821584,0.2127818752852717,Iris-setosa
+57,5.194997239920621,3.711840689663787,1.4239478711498315,0.2438240527575005,Iris-setosa
+58,5.534583646464409,3.0,4.38583875949853,1.3652785761502313,Iris-versicolor
+59,6.7147613482045685,2.989582628942079,4.861114160835361,1.6220094705291792,Iris-versicolor
+60,6.547416144245983,3.1876765746922815,4.6642371376539025,1.5744361088804215,Iris-versicolor
+61,6.03321598980647,2.913515658582915,4.348755864705456,1.2667210114058196,Iris-versicolor
+62,5.61836670789128,2.800535703078211,3.7875971808970674,1.1791975172204343,Iris-versicolor
+63,6.615906980196284,3.008743624430967,4.851259825793673,1.63411277232045,Iris-versicolor
+64,4.495859939407747,2.3408487474932778,1.2989490368238863,0.4655208804647515,Iris-setosa
+65,5.622923002544153,3.474558605795807,1.5724810120260857,0.29787442056210917,Iris-setosa
+66,6.0823143790608,2.1976986178862843,4.267153650517183,1.286757866780161,Iris-versicolor
+67,4.615718118334683,3.645761006667434,1.000000656693231,0.19778428928665856,Iris-setosa
+68,6.757763875948891,3.23140547516373,5.324875849342185,2.2523049627580907,Iris-virginica
+69,5.024195997829672,3.2937859281229827,1.5564585339624992,0.646527459256995,Iris-setosa
+70,6.21934310052121,2.697080332410342,4.9643212805863435,1.8310029516250723,Iris-virginica
+71,5.472807119906761,3.791650142165816,1.4481342966060116,0.3361913917412059,Iris-setosa
+72,7.899998049930469,3.7017581215154034,6.505298213169757,2.001728286374973,Iris-virginica
+73,5.709855023006478,3.0510688621232562,4.5913439907675135,1.5642185648023612,Iris-versicolor
+74,5.00530454221573,2.0,3.4984804584621125,1.0171698046979345,Iris-versicolor
+75,5.020138843566324,2.0000006935951387,3.514170713060388,0.8590157234628872,Iris-versicolor
+76,4.946437513802109,3.0,1.4414863660458048,0.20674882696813107,Iris-setosa
+77,4.906165376694965,3.0,1.4201703622150204,0.20849873270403177,Iris-setosa
+78,6.309905584659728,2.954320498452015,5.529600910979549,1.7748836632557847,Iris-virginica
+79,5.556860080535824,2.999792982492037,4.304455999416131,1.3921451441241435,Iris-versicolor
+80,7.329541992222361,2.907611983274161,6.25323038731681,1.783749433413152,Iris-virginica
+81,5.4640330091602305,3.0,4.5199384522923,1.5322780878125912,Iris-versicolor
+82,6.243736720226002,2.5544865795639358,4.926425401491781,1.8489377965746643,Iris-virginica
+83,5.921180759739468,3.2261660630341487,4.7173036507185815,1.6867824199977859,Iris-versicolor
+84,5.149445622897552,3.2442705928428026,1.5564248914181578,0.24081492303645077,Iris-setosa
+85,5.771874406369314,2.6804702778508633,5.174661546224081,1.9280617360647063,Iris-virginica
+86,5.483648653898182,2.977067778208174,4.268057051641627,1.3957976661706148,Iris-versicolor
+87,6.3967898344755705,3.0,4.776618059365745,1.4907987612647517,Iris-versicolor
+88,7.448253099374668,2.9272392929051985,6.451301738430238,1.9266857437259242,Iris-virginica
+89,7.729399195583493,2.799007158462982,6.716808925595145,2.013558476748779,Iris-virginica
+90,4.59406856859766,3.212711209930268,1.4136834049432856,0.2045751869305774,Iris-setosa
+91,4.824749135705472,3.3820630106286744,1.6581431565889435,0.1979768148620706,Iris-setosa
+92,5.703737572518212,2.9400497879408434,4.096238469647727,1.2534391365760287,Iris-versicolor
+93,6.78836259806432,3.0785656179335987,5.082949937256546,2.264378999439642,Iris-virginica
+94,5.116894129421293,3.1894047768106155,1.7332073365318916,0.19863093231625978,Iris-setosa
+95,5.0190038875479,3.550780402997702,1.3919647694016564,0.2009301590142018,Iris-setosa
+96,6.658623003771435,2.9027149036506015,5.692723095765507,1.7713323217055539,Iris-virginica
+97,6.316032436612504,2.871558240727076,4.312885135252313,1.2592909455503,Iris-versicolor
+98,5.493418796686095,2.507375778242016,4.288265573122384,1.1548804818526919,Iris-versicolor
+99,6.308703633709962,2.539009978208214,4.98871814045689,1.877760184953448,Iris-virginica
+100,5.801886228689859,2.8185665964441915,5.177854270241972,2.39169871713724,Iris-virginica
+101,6.2591230629943215,2.646460539371005,5.017614669563349,1.8423833951394506,Iris-virginica
+102,5.525299320777976,4.199996958190761,1.3710945502470129,0.20965549098895186,Iris-setosa
+103,7.728127770246638,2.7906616927069616,6.733755094513895,2.02003838944073,Iris-virginica
+104,6.713979242129183,3.186934110125133,5.196725677393361,2.230091462478626,Iris-virginica
+105,7.683780564708937,2.630032240855838,6.8999972692258424,2.2928069629791943,Iris-virginica
+106,5.479281390412175,3.0,4.530202055059066,1.5642580735607252,Iris-versicolor
+107,7.347952104079811,3.0609908685190854,6.284297281410452,2.205950177509971,Iris-virginica
+108,5.545669261149228,3.0,4.504198767651937,1.4463985601180782,Iris-versicolor
+109,4.999986323208493,2.4108665270985004,3.692271167073549,1.0856862146461064,Iris-versicolor
+110,5.809149368831708,2.6812987303529026,5.110473357001474,1.908303773943305,Iris-virginica
+111,4.726589504554207,3.401255949253258,1.531288900741596,0.1975689728054496,Iris-setosa
+112,7.6918823991985334,2.5944598515492907,6.899998899229664,2.298757886575886,Iris-virginica
+113,5.454431496500375,3.0,4.509932446573888,1.540090549509794,Iris-versicolor
+114,6.089820925589485,3.279107678221217,4.71488392398285,1.648264740254969,Iris-versicolor
+115,5.512600929807427,4.199999026789467,1.4270713523680238,0.20486802088579992,Iris-setosa
+116,5.792853989979992,2.7196760599549417,5.086455428574502,1.8699036716712714,Iris-virginica
+117,5.029751277146194,2.000000560145096,3.3850332845912066,1.019671707368342,Iris-versicolor
+118,6.941151733415843,3.1308205810874408,5.923919505981293,2.305236143544058,Iris-virginica
+119,6.213342288645816,3.2701441852234083,4.637669505094879,1.549787027089603,Iris-versicolor
diff --git a/iris/tab_ddpm/1_4/17/test.csv b/iris/tab_ddpm/1_4/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/17/train.csv b/iris/tab_ddpm/1_4/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/17/val.csv b/iris/tab_ddpm/1_4/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/18/synth.csv b/iris/tab_ddpm/1_4/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..559f0a387826c75f61493099738c08f704332be5
--- /dev/null
+++ b/iris/tab_ddpm/1_4/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.766739010367461,6.361868533145124,2.0085806163889455,Iris-virginica
+1,4.81785989726534,3.3866112478672314,1.5765783214272284,0.19739613322306793,Iris-setosa
+2,5.662188832556118,2.88118092853727,4.445365760424235,1.3111375895321178,Iris-versicolor
+3,6.727688332403249,3.08939178768515,4.651917230530297,1.4377598220693772,Iris-versicolor
+4,5.294052102934547,2.450847270593019,3.6905489904736353,1.053996561500053,Iris-versicolor
+5,5.127410813208947,3.2644998644626253,1.3847551047361562,0.20296459356594618,Iris-setosa
+6,5.543175982601772,3.83731549514472,1.5246903692389122,0.2883159239449356,Iris-setosa
+7,4.606050641667967,3.6114202384840435,1.0000004134782106,0.2002305364931906,Iris-setosa
+8,4.610872320924827,3.62110882080222,1.000000403458578,0.1959716655857775,Iris-setosa
+9,6.6573396329992285,3.2293863980517865,5.445210384965772,2.0553193771280864,Iris-virginica
+10,7.142838330538848,3.141461464321367,5.827339056425297,2.2710541824753347,Iris-virginica
+11,5.345496712379929,3.4422482041560607,1.4822011869287108,0.21161832699835678,Iris-setosa
+12,6.43785646917719,2.977023720156653,4.284787301392301,1.348071150278158,Iris-versicolor
+13,5.64216225976112,3.0,4.1528451273528075,1.245629888889014,Iris-versicolor
+14,6.195736923407144,2.1914220084751728,4.451638045522616,1.4579138041370734,Iris-versicolor
+15,7.691418802339637,2.6219905342105982,6.899998962860026,2.3318734943460964,Iris-virginica
+16,7.731736702558716,2.7997257127296566,6.742381442341044,1.978327866772533,Iris-virginica
+17,6.362865218196775,2.5925107075966745,4.427456130589009,1.3843118775387706,Iris-versicolor
+18,6.684797919005071,3.2836207305210885,5.688607958231382,2.2438290318983363,Iris-virginica
+19,7.268372325669366,3.0,5.9742854967793155,2.252270281668108,Iris-virginica
+20,6.32216780105265,2.5794996980432705,4.923107130864783,1.8395216558315968,Iris-virginica
+21,6.588146454057051,3.340240849958157,5.573335775858841,2.179834581553584,Iris-virginica
+22,6.7020286459457665,3.2708035386769483,5.660317881185647,2.499999264998986,Iris-virginica
+23,5.428021096752225,3.884432064497636,1.30780679627496,0.37338957969459374,Iris-setosa
+24,4.897669971630873,3.0,1.4005131147066472,0.20101588932277664,Iris-setosa
+25,6.609318619286379,3.0,4.413859524788818,1.3886869411282938,Iris-versicolor
+26,4.594871526658306,3.560189696048596,1.0,0.19639692044550372,Iris-setosa
+27,4.834779293832922,3.4168463396846342,1.5764044299943063,0.20269945425594346,Iris-setosa
+28,7.899997747219249,3.753438075481164,6.387001237359903,1.987980751637682,Iris-virginica
+29,7.7107819881921955,2.862199485257986,6.706970475496414,2.0190009570564555,Iris-virginica
+30,6.850597526349543,3.155870664692875,5.120667292050095,2.2788752261204355,Iris-virginica
+31,6.669560079670595,3.3135213643880506,5.762113507712452,2.5,Iris-virginica
+32,5.917434292313758,3.2196834132647583,4.745006056052705,1.7464282848576635,Iris-versicolor
+33,6.316142717723994,2.2519768082350864,4.547791430298266,1.5007502109808866,Iris-versicolor
+34,5.668512942893952,3.0421237125481406,4.264327559941888,1.3061568940796773,Iris-versicolor
+35,5.478549804962734,2.6083221763261646,4.4414737255049,1.1924019000454995,Iris-versicolor
+36,6.508521627988916,3.322626763031012,5.236403770764715,2.250850743743686,Iris-virginica
+37,5.03695093607616,2.000000483940327,3.5341615632410415,1.003218726542214,Iris-versicolor
+38,4.799667384318229,3.4037152196249725,1.8783771585356313,0.20236059408534646,Iris-setosa
+39,5.454041879620158,2.9468469826272945,4.415388436756184,1.3792403306535062,Iris-versicolor
+40,4.9038782457316366,3.0318265840292273,1.48987960245121,0.10000011738023332,Iris-setosa
+41,6.285192786957318,2.985668301710075,5.511752655939539,1.8097048212343767,Iris-virginica
+42,6.511942676543977,3.3267025585802608,5.490104172334623,2.217339621943117,Iris-virginica
+43,4.891116656416212,3.377824274248376,1.4552794772318673,0.19502405233750886,Iris-setosa
+44,6.668209673117512,3.0,5.658399864495494,1.8531371266330527,Iris-virginica
+45,5.056058287606234,3.5688841080050926,1.5205281174501224,0.3471267795308632,Iris-setosa
+46,5.740124577428252,2.925924521129995,4.202181885677811,1.0953316872253405,Iris-versicolor
+47,4.847400109914573,3.0,1.3937668344760403,0.20727902590401073,Iris-setosa
+48,4.741418420233895,3.3527993127585383,1.5534552259476748,0.19959686545537336,Iris-setosa
+49,6.611680762714778,3.11439451141843,4.738395268683151,1.5417916098965083,Iris-versicolor
+50,6.256983612846847,2.2418200126202334,4.459589150180874,1.3660791261647764,Iris-versicolor
+51,4.973312518661418,3.0,1.557296861424422,0.19616565743259057,Iris-setosa
+52,5.2099395319435295,3.5658823345467683,1.5553005492676304,0.44398191188750735,Iris-setosa
+53,4.6315024170192585,3.6025852144939896,1.0,0.2073018015835913,Iris-setosa
+54,5.270984522955726,2.4237732133813226,3.6605536129660963,1.0407952827978255,Iris-versicolor
+55,5.5516011588089365,3.0,3.99391567410749,1.3174957729758838,Iris-versicolor
+56,6.831421344132813,2.784263851082448,4.775944973798659,1.400232306177581,Iris-versicolor
+57,5.735063500510761,2.936073271040573,4.0019184409688515,1.2739472249092811,Iris-versicolor
+58,4.598628525786338,3.678627430470091,1.0,0.19923100791943948,Iris-setosa
+59,5.0556706428076605,3.7232735706034488,1.4403199386702135,0.20144864926151126,Iris-setosa
+60,6.783042588229913,2.9772522422454366,4.950109167832801,1.5847252716916884,Iris-versicolor
+61,5.995024421034345,3.0,4.587366621254654,1.4175905513034535,Iris-versicolor
+62,5.341355245890353,3.4381188115943377,1.4453320297621326,0.19936502107618415,Iris-setosa
+63,7.7066959714412295,2.618229563399838,6.899998092530224,2.296596208757329,Iris-virginica
+64,4.955584503599804,3.0,1.4976186614115792,0.20146476552240591,Iris-setosa
+65,4.808432262354912,3.0,1.3956158755661787,0.1000001143123803,Iris-setosa
+66,4.4,3.2214157189939088,1.2898545879425765,0.20415753372826234,Iris-setosa
+67,6.558513370868912,2.9610180685687997,4.4067199301043605,1.4001484907532926,Iris-versicolor
+68,6.8830277031737825,3.0847644260129794,5.923466960347568,2.2877510444539593,Iris-virginica
+69,5.329123159977073,3.8243189375242888,1.44340574939677,0.3318353724003841,Iris-setosa
+70,6.567745409176571,2.5925632198367796,5.423904686204366,1.7970070296133056,Iris-virginica
+71,6.734842381640112,3.0,5.002499307526406,1.6931276874916992,Iris-versicolor
+72,7.541515443774437,2.7976074543592957,6.609203398405752,1.8638717551710606,Iris-virginica
+73,6.508704350436879,2.9809318295462903,4.40972742028515,1.3693443047921565,Iris-versicolor
+74,5.791607965380435,2.7346186642285915,5.095171960068246,1.9249288470433352,Iris-virginica
+75,7.60172768038961,2.8247569652747866,6.654451108280954,1.920752805884539,Iris-virginica
+76,7.122574246198159,3.094619033694773,5.935169649513693,2.21953422002177,Iris-virginica
+77,7.694189073680103,2.8252697898819665,6.685835490604725,2.0106372002320327,Iris-virginica
+78,5.310469977941385,3.3998137543710927,1.4178192468673505,0.2547873399811241,Iris-setosa
+79,5.872933713807341,3.0,5.083407864324604,1.7868444893022615,Iris-virginica
+80,6.149032104838118,2.2551895023109205,4.245884898996877,1.032720164147048,Iris-versicolor
+81,4.40000083448475,3.1861495495359624,1.2407171066221987,0.19925813875539305,Iris-setosa
+82,5.963914113868252,3.0,5.098405304720077,1.8149286721911564,Iris-virginica
+83,7.696522096954584,2.6888748746196356,6.893459361531003,2.1217075239972365,Iris-virginica
+84,5.514541695223238,2.684976633090959,4.477214390851645,1.2649741292502632,Iris-versicolor
+85,5.574587371057295,2.863382267376058,4.276753568806388,1.291242107437201,Iris-versicolor
+86,4.640353248020382,3.704289342703444,1.0,0.18963580236328767,Iris-setosa
+87,7.667867866842138,2.6059069270259845,6.89999839237289,2.3130144410448157,Iris-virginica
+88,6.735278520744976,3.2496714770201844,5.78227523550553,2.1120734910952366,Iris-virginica
+89,4.8304537029447205,3.0,1.457250809179886,0.10000012665981975,Iris-setosa
+90,5.645971413438288,2.595281785093954,4.260438142918022,1.159215407303203,Iris-versicolor
+91,6.005995836288935,2.2939784096425644,4.159454922064851,1.0774750497727836,Iris-versicolor
+92,5.109129370952205,3.471899290969224,1.4038732892988972,0.19563507034062147,Iris-setosa
+93,4.823991368478918,3.401998242869806,1.594592547166396,0.19472611599978673,Iris-setosa
+94,5.123306930617767,3.440881777408458,1.408624274539865,0.19851492928582293,Iris-setosa
+95,5.67836290795774,2.6830197910200355,4.006323883473062,1.1449787548449069,Iris-versicolor
+96,5.8459863547996145,2.837220655506509,4.193463064863182,1.035720468053763,Iris-versicolor
+97,4.624106779246377,3.5288547407573017,1.0,0.20020766171038296,Iris-setosa
+98,5.702936951866013,3.0,4.165964929208871,1.206389013477024,Iris-versicolor
+99,4.474163590929769,2.224747549846787,1.2833753659572757,0.2848411668374487,Iris-setosa
+100,4.88597803858286,3.0854274956037306,1.457105570946468,0.10000011478215277,Iris-setosa
+101,4.970877880156495,2.0,3.0145077296631464,0.9493788762686262,Iris-versicolor
+102,7.660018640045376,2.59348720270877,6.899997078590722,2.2749767278831814,Iris-virginica
+103,6.07980060537869,2.9163141990736148,5.467735072741708,1.8267488045599416,Iris-virginica
+104,6.25580894826387,3.0,5.533231759921653,2.0394056979494852,Iris-virginica
+105,5.779952190030414,2.6805178808123755,4.280227369098285,1.0179545314852636,Iris-versicolor
+106,5.700211340294962,2.9720282514225294,4.119873274941751,1.1860571821787533,Iris-versicolor
+107,5.8250515124651,2.7114519801186465,5.119297226582976,1.9214121178505723,Iris-virginica
+108,5.504080133075133,3.720816323690595,1.5001604824947403,0.33067067617457774,Iris-setosa
+109,6.7406840692059005,3.0,4.887291512101735,1.6401097090853485,Iris-versicolor
+110,4.400000493647,3.2325873624521693,1.287526688239769,0.19830720794720058,Iris-setosa
+111,5.797376196489153,2.6862902268485325,5.124636424869899,1.890831971484032,Iris-virginica
+112,4.895205617985461,3.0,1.4402083624451203,0.1000012254039262,Iris-setosa
+113,5.915102180713073,3.0,5.058937873552333,1.814437606519648,Iris-virginica
+114,6.68059522721352,3.256220714329163,5.609343421614494,2.4999991209469803,Iris-virginica
+115,5.820907482891606,2.7112640665403127,5.107391113104782,1.9081888433847272,Iris-virginica
+116,5.8455349315403105,2.71845064658623,4.28933163759513,1.0573656803373372,Iris-versicolor
+117,4.774200170084496,3.3631262198498604,1.6638206685697279,0.20311418661966116,Iris-setosa
+118,5.786225376116658,2.68324668572566,5.134974513787502,1.9158214385376278,Iris-virginica
+119,5.068235551134398,3.4689081299448166,1.3857065169191118,0.1950102020532752,Iris-setosa
diff --git a/iris/tab_ddpm/1_4/18/test.csv b/iris/tab_ddpm/1_4/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/18/train.csv b/iris/tab_ddpm/1_4/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/18/val.csv b/iris/tab_ddpm/1_4/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/19/synth.csv b/iris/tab_ddpm/1_4/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9518f78508e814c8deb7e3e97fc1adf028aa9a5c
--- /dev/null
+++ b/iris/tab_ddpm/1_4/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.713228930961213,2.629607593488299,6.899996912855021,2.2677680032587286,Iris-virginica
+1,5.392208743822851,3.8954421545504037,1.2771663586547004,0.4014993659627823,Iris-setosa
+2,7.47073566337364,2.7005200046426348,6.482346063274377,1.8483746203658873,Iris-virginica
+3,7.8999988338910425,3.77978026153741,6.432468084096023,1.9924663936939886,Iris-virginica
+4,7.654585971610807,2.618912770389468,6.9,2.3044036722049093,Iris-virginica
+5,6.6697570472123875,2.971745532432652,5.772713753869568,1.804833890784772,Iris-virginica
+6,4.939602447286182,3.1717547963908257,1.7807943950366156,0.23604870433325473,Iris-setosa
+7,6.501527614188688,2.949753040253224,5.659946787434686,1.7951453029565143,Iris-virginica
+8,6.795370772150493,2.8069247450252783,4.847409878642639,1.4221924470368033,Iris-versicolor
+9,6.317070795245993,2.518570819516309,5.198115315241841,1.8814246750794472,Iris-virginica
+10,4.892915475516379,3.027486287150693,1.4897783232930952,0.10000010024056875,Iris-setosa
+11,5.9915207146784155,3.382858097104887,4.453806069051924,1.5991047606941695,Iris-versicolor
+12,4.843217299849748,3.0,1.401411212322711,0.10000016546786733,Iris-setosa
+13,6.731761430426761,3.0,5.01221773715231,1.690786229655584,Iris-versicolor
+14,7.735058540908882,2.5949097884487498,6.9,2.3180743928303182,Iris-virginica
+15,5.1617477519450485,3.618512422936174,1.4180212033159187,0.1999944998966589,Iris-setosa
+16,6.543544435477616,3.0025285467010048,4.502172935033866,1.445136210712465,Iris-versicolor
+17,5.753511318511353,2.6957333864479676,5.084789803107634,1.9259549052017917,Iris-virginica
+18,6.480197045765401,2.940595001983862,4.356392386977165,1.3389923459303563,Iris-versicolor
+19,6.696485721548375,3.273924226582445,5.671984760728375,2.4999994437148607,Iris-virginica
+20,5.763767656013365,2.7222588544310904,5.120879994988207,1.916686106941985,Iris-virginica
+21,6.012846692607922,2.9671758947577365,5.376959033279391,1.8023744510677857,Iris-virginica
+22,5.5324095445108865,4.19999881727232,1.4111579708582305,0.20239866961810946,Iris-setosa
+23,4.928880723046534,3.0,1.411637651111644,0.19399817631261645,Iris-setosa
+24,7.444155799462636,2.86789637778713,6.484704656903139,1.8042532925168198,Iris-virginica
+25,7.244198028599996,2.9167726051307743,6.166766963707289,1.8036869686859736,Iris-virginica
+26,5.864238034081332,2.8923494426693237,5.110488937356893,2.4864238791540254,Iris-virginica
+27,5.70782130471023,2.983780702726683,4.173102147930907,1.226033426324617,Iris-versicolor
+28,5.781968839113149,2.78595131216096,4.0022819095566,1.1002894442589355,Iris-versicolor
+29,6.701302552054082,3.3354194703143176,5.721197917834196,2.5,Iris-virginica
+30,5.4853136946804195,3.0,4.500651209624616,1.6213673119831942,Iris-versicolor
+31,7.645500164665889,2.610090990413251,6.899998742207425,2.2747079924023006,Iris-virginica
+32,6.319148354261457,2.5713998135590956,4.930304071605075,1.8562002231022317,Iris-virginica
+33,4.613929981019111,3.6048602342377474,1.0,0.2009558277066144,Iris-setosa
+34,5.032471655426884,2.000000819589404,3.4982566859721707,1.0063211489053407,Iris-versicolor
+35,5.463610253013569,2.4294805509624275,3.650206575189721,1.022679144326472,Iris-versicolor
+36,6.75753286764735,3.130328495304894,5.38235166593804,2.265851938940665,Iris-virginica
+37,5.026816233594704,3.510559947295711,1.3994756657744132,0.19807081173085833,Iris-setosa
+38,6.332390736779209,3.0,5.394641679767903,1.8027046018246147,Iris-virginica
+39,4.4,3.184914417397168,1.29064285013072,0.1964992942689033,Iris-setosa
+40,5.6232074067802955,2.832181479955649,4.515917578689907,1.3585675635836498,Iris-versicolor
+41,7.698020114936455,2.5787465633659155,6.9,2.3029349675590227,Iris-virginica
+42,5.186851444077624,3.620273539630578,1.4363648244551857,0.27995149241884976,Iris-setosa
+43,6.0093723992876775,3.3125315036761425,4.643824114848859,1.677232372380209,Iris-versicolor
+44,5.8606704423589875,3.1985530697223243,4.6858998782895025,1.6761221810606681,Iris-versicolor
+45,5.323543274271113,3.341488662003038,1.8148990558063975,0.2015136260377235,Iris-setosa
+46,5.111729184707103,3.308248340156611,1.8385218380393415,0.4378565683944442,Iris-setosa
+47,5.288098130373238,3.422156060747695,1.4138603286437572,0.19749964641716083,Iris-setosa
+48,4.739732006881787,3.324952727645529,1.5288131635532511,0.20210249628092244,Iris-setosa
+49,5.825183729096102,2.864134642194324,4.0885661745559325,1.1425552966580328,Iris-versicolor
+50,6.726599654154041,3.3278229041343264,5.632360689284334,2.5,Iris-virginica
+51,6.834576797139269,2.9313562980967824,5.794613650788215,1.820304090549574,Iris-virginica
+52,5.38349336444243,3.3638858750417793,1.530564638827416,0.401959623169416,Iris-setosa
+53,5.5211054997296785,3.0,4.458026447939665,1.4733922475904426,Iris-versicolor
+54,4.9973356940987745,2.0,3.645458283638724,0.973128069350758,Iris-versicolor
+55,6.564725391059583,2.489511579979359,5.505686533676928,1.816915701063402,Iris-virginica
+56,4.504071359806343,2.35382119092843,1.2877020475098677,0.3323838653765354,Iris-setosa
+57,5.8339410247493975,3.0,4.568729938746957,1.4676642677937084,Iris-versicolor
+58,5.589731466017555,2.6278229146261225,4.4230661673170335,1.2559026611269182,Iris-versicolor
+59,4.780338559305762,3.3670963498048314,1.90142584820821,0.19453508742523873,Iris-setosa
+60,6.191453216823853,2.8431999993685895,4.260299224597295,1.1563073787817175,Iris-versicolor
+61,7.9,3.88115014312718,6.4673663294809245,2.0491942348303045,Iris-virginica
+62,6.22532251070357,3.345849669388017,4.701859642919071,1.6295995939036179,Iris-versicolor
+63,5.081712616875574,3.4695971553171034,1.3958422847253233,0.19732320757714233,Iris-setosa
+64,7.253601694421167,2.999355386488521,6.126569645115066,2.073129846491742,Iris-virginica
+65,7.722519491051119,2.729054707042921,6.7082879703865155,2.0229675392559097,Iris-virginica
+66,4.971842837363346,2.3711409722005454,3.3957434054874365,0.9478134673374887,Iris-versicolor
+67,5.086222981995285,3.4522703297841266,1.3922781015811434,0.19957204209854476,Iris-setosa
+68,6.434693005798579,3.01502084710144,4.9204710141084895,1.771362435845097,Iris-versicolor
+69,5.764085608341766,2.9490186496422823,4.535432105885445,1.4146663903797971,Iris-versicolor
+70,6.870247166723161,3.08868580304685,5.077575339505611,2.273287189216412,Iris-virginica
+71,6.303075853523819,2.486213767512818,4.981826487533625,1.8912752392618515,Iris-virginica
+72,5.46413990787097,4.2,1.3959788991240756,0.19829943701372552,Iris-setosa
+73,7.724870030348586,2.95873647044472,6.730942842635716,2.074069121332826,Iris-virginica
+74,7.647056975788861,2.794930889547884,6.5954907459875605,1.9362609524540875,Iris-virginica
+75,5.506420028245606,2.5632216003462855,4.154192131265686,1.1199905208430212,Iris-versicolor
+76,5.691194195305335,3.0,4.242126522339435,1.2744067225729074,Iris-versicolor
+77,7.193952029517869,2.884661880649472,6.175178943239765,1.7730355074205653,Iris-virginica
+78,5.564495928527836,3.0,4.219505478987938,1.3321688800131057,Iris-versicolor
+79,5.677839872797872,2.92193694365138,4.0413227191541585,1.2567713891977483,Iris-versicolor
+80,5.738092827818292,2.7091950006121333,4.344077515407166,1.3187839831307555,Iris-versicolor
+81,6.301827821851309,3.287812032353047,4.680317335921975,1.5881001865295097,Iris-versicolor
+82,4.848859357344161,3.0,1.4276289986791109,0.10000017397971672,Iris-setosa
+83,5.081256076340909,2.4353729127157613,3.4968404982937558,1.0121502509012488,Iris-versicolor
+84,5.727970301797609,2.9715555057331717,4.520315774250676,1.3883735220754145,Iris-versicolor
+85,4.6152518467319394,3.5970274044001123,1.000000416365345,0.2023404055027342,Iris-setosa
+86,5.142730405316247,3.4077828998551856,1.5732408576135009,0.35916760618929233,Iris-setosa
+87,5.503064501176269,3.0,4.518582468165573,1.510416823930006,Iris-versicolor
+88,6.013848174698543,3.175746590755379,4.7332660128376025,1.7671575116426939,Iris-versicolor
+89,5.738857642882075,2.48682519605718,3.9717150616170516,1.0079147318000266,Iris-versicolor
+90,6.699418848063326,3.3121286162472092,5.700591095671549,2.5,Iris-virginica
+91,5.029465263692144,3.4302002255159287,1.5801011213657665,0.5156280278409283,Iris-setosa
+92,5.558203077740391,3.0,4.5658081667790285,1.5297013638741375,Iris-versicolor
+93,5.760014759527807,2.6440992001508006,4.338708413801953,1.209310646363159,Iris-versicolor
+94,6.779411437370996,3.246605388347308,5.572502546243272,2.2842589055378877,Iris-virginica
+95,6.554724449698672,3.1955011205394697,4.663006214266873,1.4987601452096382,Iris-versicolor
+96,5.755764963563902,2.727359176833325,5.115094204651996,1.8947177035324392,Iris-virginica
+97,4.871698099756606,3.0,1.3967162567675084,0.20649369169805668,Iris-setosa
+98,6.097365780010545,2.2298605184368783,4.17836852346739,1.0889283709133573,Iris-versicolor
+99,4.862137796574636,3.020434086584029,1.4619904847261977,0.10000009773836899,Iris-setosa
+100,5.065049611816962,3.5076458532173933,1.3843263222333286,0.19823343786906208,Iris-setosa
+101,5.757795134436505,2.6922838216681453,4.4801875264341815,1.3737691917825174,Iris-versicolor
+102,5.460586443701614,3.712214802992991,1.5765087511021798,0.21036407162659376,Iris-setosa
+103,5.812927768594916,2.3136069756991713,3.927307912074655,0.8563784104623238,Iris-versicolor
+104,5.571490780705289,4.2,1.3975830981955482,0.20793216644936016,Iris-setosa
+105,5.934218761083731,3.399596645317962,4.40985444495092,1.6084285039527166,Iris-versicolor
+106,5.09145231674703,3.5423547556698174,1.515166721889547,0.3896695365765894,Iris-setosa
+107,7.602561630206701,3.0,6.631133473361882,2.094136989060779,Iris-virginica
+108,7.145604372173111,2.8969625479447867,6.206449901710162,1.7823110566934037,Iris-virginica
+109,6.114765003907334,2.226372992156331,4.329734622819648,1.321139297143641,Iris-versicolor
+110,4.931997490129557,3.1033778299888626,1.47568591233563,0.10000010605410428,Iris-setosa
+111,4.5860213690446265,3.5462962094199333,1.0000004654664254,0.19880822154821748,Iris-setosa
+112,6.70904607146517,3.316923625520255,5.761731943154526,2.5,Iris-virginica
+113,6.217541196769935,2.233607171772224,4.302972275526194,1.2641001678465653,Iris-versicolor
+114,5.0484100096532485,3.631861601058468,1.409760070771837,0.19997984317242495,Iris-setosa
+115,7.722917878559688,2.5817416814782455,6.9,2.3086431152061433,Iris-virginica
+116,5.711906137418566,2.979578344709488,4.518591195144604,1.4791166584250395,Iris-versicolor
+117,7.538431791631322,2.8097890679649864,6.545897660314001,1.8732508703849031,Iris-virginica
+118,4.6247623484109335,3.1183714750569385,1.3926013050918693,0.20474976147116278,Iris-setosa
+119,4.6717798934594645,2.9044555034129145,1.3551794332129787,0.2880957554883101,Iris-setosa
diff --git a/iris/tab_ddpm/1_4/19/test.csv b/iris/tab_ddpm/1_4/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/19/train.csv b/iris/tab_ddpm/1_4/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/19/val.csv b/iris/tab_ddpm/1_4/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/2/synth.csv b/iris/tab_ddpm/1_4/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..90c9240c48e0db77504de436599658ec2dc7e77c
--- /dev/null
+++ b/iris/tab_ddpm/1_4/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.281113838475433,2.7249038817633267,4.879857912919591,1.8135804573256182,Iris-virginica
+1,4.601439269797398,3.695789598856132,1.0,0.2026652853653951,Iris-setosa
+2,6.5694380296363395,3.0,5.461507087762101,1.8129511047032767,Iris-virginica
+3,6.977989670895253,2.8317516958780033,4.852502906018133,1.4403738555767678,Iris-versicolor
+4,6.211233714248334,3.390798076909547,5.490330306223738,2.2668713067123654,Iris-virginica
+5,5.014873850932469,2.0000008753817258,3.54679411404954,1.0129697247448075,Iris-versicolor
+6,4.915017178353496,3.0,1.4466398597338677,0.1985180964207121,Iris-setosa
+7,4.769645537980651,3.341125956157188,1.5378763880466666,0.1982755331634431,Iris-setosa
+8,5.509325134032686,3.0,4.431556215053871,1.4383875819864644,Iris-versicolor
+9,5.634649413904635,3.0,4.515819138478023,1.5297983195238076,Iris-versicolor
+10,5.562615895999771,4.199997688476005,1.4080872842436378,0.21271370034455467,Iris-setosa
+11,5.847111473344281,2.8119710484688785,4.212400949672573,1.0245615646668091,Iris-versicolor
+12,5.752711309729957,3.0,4.147762919905956,1.3142483969897292,Iris-versicolor
+13,6.342422158585755,3.0,5.392606715002487,1.7833220974609496,Iris-virginica
+14,5.7863507147066064,2.688372213563594,5.101569603186896,1.92849615540719,Iris-virginica
+15,5.712579166033336,2.8669850458309627,4.235735159875406,1.3025355149909603,Iris-versicolor
+16,6.319201760842713,2.615254840904831,4.985117365705475,1.8186379021116041,Iris-virginica
+17,5.295853093045132,3.5648758669391643,1.4419647828103146,0.20305033590086424,Iris-setosa
+18,7.731196062928596,2.616476128409148,6.9,2.3003681787791694,Iris-virginica
+19,5.056106528373318,3.3732831234084375,1.6119499223660576,0.46444841465961806,Iris-setosa
+20,7.752086991260893,2.5961600419848345,6.9,2.30706994908624,Iris-virginica
+21,5.896429293824742,2.714854670899672,5.032683759233327,1.8892973507223025,Iris-virginica
+22,5.8249529070342865,2.674822048517898,5.095242999597037,1.9382136745369078,Iris-virginica
+23,6.17977259894261,3.3855082672685266,5.381847691199881,2.325236042584027,Iris-virginica
+24,4.966905205781179,2.0000005738650004,3.344858402860016,1.0003615649175195,Iris-versicolor
+25,5.007732862009781,3.5115660949403167,1.5466260863803563,0.30054117339553515,Iris-setosa
+26,7.9,3.80731711484292,6.396332286721251,2.0418479633217803,Iris-virginica
+27,4.595245267802867,3.596104461673216,1.0000007637083874,0.20000993263862074,Iris-setosa
+28,4.948105581402843,3.4628096144282323,1.540159307518034,0.2160059500390996,Iris-setosa
+29,5.550897862080581,3.0,4.408864215763687,1.4346552133183634,Iris-versicolor
+30,4.400000630302348,3.232751002742395,1.2796397003420212,0.18377770130832172,Iris-setosa
+31,5.452596765256851,4.1999991991246315,1.3443852388654092,0.20242651743410228,Iris-setosa
+32,6.036853403763444,2.2347916317446197,4.135550443799119,0.989534832580556,Iris-versicolor
+33,4.8891852517472785,2.4363205249449553,3.3616009626222043,1.043624804283195,Iris-versicolor
+34,7.716075019587309,2.5696087038414217,6.9,2.2899474489150333,Iris-virginica
+35,5.717938396601117,3.0,4.118083657695425,1.2962360046193329,Iris-versicolor
+36,4.944756623874758,2.4061629068026598,3.4557327782304483,1.0078154066555058,Iris-versicolor
+37,7.89999876987386,3.781023231787615,6.365629759048078,2.0176188462507847,Iris-virginica
+38,6.705945081346007,3.1101746520660236,4.681155586718547,1.4767039155496446,Iris-versicolor
+39,4.614835066956557,3.607791920891327,1.0,0.1940801807458523,Iris-setosa
+40,5.50655230575218,3.0,4.436837559776043,1.4571996634860702,Iris-versicolor
+41,5.4971003477310925,4.2,1.4056580868534847,0.1981580970238339,Iris-setosa
+42,7.501649610211128,3.0,6.430500185849108,2.0639922582631085,Iris-virginica
+43,6.434065721760813,3.243967343320075,4.723246134181919,1.5389394423443472,Iris-versicolor
+44,5.709837847655446,2.8695982073801765,3.9266319668933507,1.2417137627660642,Iris-versicolor
+45,5.000209719691493,2.427137854102731,3.5331292763939675,1.0573687157205955,Iris-versicolor
+46,6.103940348390401,2.793494568618541,4.593438224275874,1.4799878220410243,Iris-versicolor
+47,6.0638923868871295,3.2725181592188664,4.75683042978499,1.7831611528058084,Iris-versicolor
+48,6.348544171560214,3.3368890542702943,5.520429127029741,2.2927475795617522,Iris-virginica
+49,4.898734968680823,3.007192927471468,1.4544454698354945,0.3738907951703647,Iris-setosa
+50,5.014591591591002,2.0,3.084115963154345,1.025287675832758,Iris-versicolor
+51,5.450377578042153,3.9242616561264185,1.249604127891494,0.3481808439069149,Iris-setosa
+52,4.784823169527701,3.417902502240452,1.622067620173095,0.2004493860322075,Iris-setosa
+53,5.739300290573759,2.9119309259577846,4.490031593023554,1.3881502603217066,Iris-versicolor
+54,5.036490488121375,3.0,1.7028816824706146,0.1913524572347659,Iris-setosa
+55,6.544431642523369,3.0,5.8329588477578955,2.2390604122268054,Iris-virginica
+56,5.365475213041048,3.288406465729182,1.6028894292120182,0.19702158532082353,Iris-setosa
+57,5.748098049675382,2.80030451427246,4.2080215977646755,1.1324340743829948,Iris-versicolor
+58,5.569260950039759,2.984240663132546,3.8277210618744415,1.3171398776314047,Iris-versicolor
+59,6.70939144764613,3.2951393321470226,5.786703660251843,2.31784717755076,Iris-virginica
+60,6.9442238076429,3.0,6.102530120223641,2.195088527009975,Iris-virginica
+61,5.75424438252654,3.0250443408194503,4.614330885782305,1.6409477566838073,Iris-versicolor
+62,6.38469112353936,3.174778251198916,4.78689687601037,1.625483250800774,Iris-versicolor
+63,6.73615737712897,3.0,4.979486406774257,1.657879505504985,Iris-versicolor
+64,5.216501999641509,3.499523792736026,1.4636596241588338,0.2111537957214339,Iris-setosa
+65,4.4,3.2346753533602457,1.3068737679271263,0.19923710674829676,Iris-setosa
+66,5.513522159049994,3.0,4.513226200942254,1.4728751264005366,Iris-versicolor
+67,5.503972121451097,3.0,4.487107646901757,1.5048437865248412,Iris-versicolor
+68,5.976922492282808,3.217772515429132,4.815231181820764,1.7337697538007681,Iris-versicolor
+69,6.7887450725653,3.177992656412723,5.460530087517591,2.3091234381398267,Iris-virginica
+70,5.233741701511884,3.3534152070124206,1.4292395529731226,0.20300190022267545,Iris-setosa
+71,6.046999564999521,3.372883231997075,4.512278127307613,1.6234160915479758,Iris-versicolor
+72,5.829105354539194,2.767344356243479,5.093835601951001,2.327971020016046,Iris-virginica
+73,5.637856741667289,2.849721810476379,3.658438081614559,1.2986601955160781,Iris-versicolor
+74,6.700223409626883,3.1545447263116704,5.241055711267895,2.0883745216348886,Iris-virginica
+75,5.792122178595091,2.6728125006305405,5.126281492989223,1.9093465447813707,Iris-virginica
+76,5.344256636973953,2.563813200205014,4.16623736257891,1.1558967727567793,Iris-versicolor
+77,5.679451494379605,2.8041577756168925,3.7885786053480133,1.238674843081861,Iris-versicolor
+78,4.856215890895429,3.0,1.4027452478033973,0.2285655592641816,Iris-setosa
+79,6.0675019173208415,2.6599048131722545,5.025749229575358,1.8649597216458178,Iris-virginica
+80,4.962097626520893,2.000006856027893,3.4561636160076774,1.0036283881032861,Iris-versicolor
+81,6.72698530977062,2.9803963528353767,4.977931608127391,1.6640725880106655,Iris-versicolor
+82,4.7870681630731955,3.0,1.3884568146826122,0.27688493406952847,Iris-setosa
+83,4.97950245452518,2.0,3.3472703015721947,1.0376325393393353,Iris-versicolor
+84,4.400000539932283,3.188179755113837,1.2455748964645412,0.20104190167044206,Iris-setosa
+85,6.433614229902303,3.0691347143775753,5.287331219852053,2.0048098340762346,Iris-virginica
+86,5.52510164832508,3.0,4.314169418675731,1.3659671707096388,Iris-versicolor
+87,5.639792476589842,2.883089417890357,3.967892169814573,1.3036232554048308,Iris-versicolor
+88,6.640034701672207,2.558474421472577,4.620369689184234,1.3703349076233373,Iris-versicolor
+89,6.671191942392971,3.2597012384953103,5.530727210786512,2.0934292409270228,Iris-virginica
+90,5.593982938661964,2.7236831294867634,3.726467568193917,1.1521997533273867,Iris-versicolor
+91,4.928737354539174,2.397260426916475,3.529443455395405,1.0215612103074596,Iris-versicolor
+92,5.200153382162459,3.319204673343791,1.403078835543183,0.20362769124204774,Iris-setosa
+93,5.520676901074336,2.6783935092148763,4.46323909391181,1.2267250809973087,Iris-versicolor
+94,6.630641162946946,2.7407515195788137,4.593862107329525,1.3067593854298025,Iris-versicolor
+95,6.679744885209987,3.0,4.816008859924709,1.586093678256301,Iris-versicolor
+96,6.500655623360943,3.045633238603081,4.852751818610497,1.6822753204382634,Iris-versicolor
+97,6.255813363838262,2.5248807232204813,5.019168033408134,1.878840317369284,Iris-virginica
+98,4.590859272075464,3.611928461188892,1.0000003805937445,0.18258845312791888,Iris-setosa
+99,5.602419483251051,2.486969517829479,4.152905030880447,1.0950376362655037,Iris-versicolor
+100,5.749099056507331,2.9439318209600263,4.39604564706699,1.356142057637286,Iris-versicolor
+101,5.644843861018324,2.51203269241378,4.067610501245235,1.0693176895093441,Iris-versicolor
+102,5.46305376045712,3.0,4.484372722404169,1.4961394307485762,Iris-versicolor
+103,6.686289705664934,3.0,4.577100099296605,1.4456453496018165,Iris-versicolor
+104,5.841872710496318,2.908226821795003,4.237177414731878,1.1705942804215206,Iris-versicolor
+105,5.78955415772811,2.859180771232726,5.100978646929487,2.4446917662068914,Iris-virginica
+106,4.4000005320612985,3.2335125072307562,1.3048097778246441,0.1928269996851094,Iris-setosa
+107,5.063320046596643,3.722527945895316,1.4741339307668073,0.29731044222605396,Iris-setosa
+108,5.819918470283357,2.5859676443789175,3.967857308691288,1.0900105527583102,Iris-versicolor
+109,5.40544524253156,3.4095973466261533,1.5288855255972917,0.40711482839963065,Iris-setosa
+110,5.643084937725408,3.7955210664378076,1.559786901960991,0.31501580478708113,Iris-setosa
+111,6.7192748299065705,3.3207759646013075,5.794879581258193,2.5,Iris-virginica
+112,6.0373452105009315,3.0,4.558717814168677,1.4968049251491882,Iris-versicolor
+113,4.802023573715331,3.392376088948984,1.9512398845911947,0.20457718675617775,Iris-setosa
+114,4.592775787516671,3.5684946948592633,1.0000003741795624,0.20672230518432655,Iris-setosa
+115,4.4,3.145518811398172,1.314504332164412,0.19862723956747297,Iris-setosa
+116,5.032856005246064,3.14346361280258,1.3808362472156759,0.2024993507865015,Iris-setosa
+117,6.6131783211377515,2.5130797153581814,5.485845707487018,1.785722241929585,Iris-virginica
+118,6.556147442176748,2.641933087680892,5.482076711182135,1.7946694826094185,Iris-virginica
+119,5.241650293090441,3.5277212362077264,1.4475584352433861,0.19960323191468715,Iris-setosa
diff --git a/iris/tab_ddpm/1_4/2/test.csv b/iris/tab_ddpm/1_4/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/2/train.csv b/iris/tab_ddpm/1_4/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/2/val.csv b/iris/tab_ddpm/1_4/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/20/synth.csv b/iris/tab_ddpm/1_4/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..36d0602c3acb7ac067a4a542ca41c7a73a9b94a9
--- /dev/null
+++ b/iris/tab_ddpm/1_4/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.979985559756736,3.19163387655847,4.815529860575343,1.8339085087377769,Iris-versicolor
+1,5.4790389899545335,3.0,4.48785169297818,1.5020028069978264,Iris-versicolor
+2,6.471047572528172,3.163731520986561,5.420865483316516,1.9726247119707456,Iris-virginica
+3,6.734277628779727,3.131286421643234,5.623934843040442,2.2129356369900233,Iris-virginica
+4,5.735126903509468,2.8468588146640137,4.417650208057102,1.3038624744022167,Iris-versicolor
+5,7.726516149568826,2.6276372205480496,6.9,2.3249856720569624,Iris-virginica
+6,5.813577930670665,3.2396488445115263,4.388359597018178,1.4681412384322512,Iris-versicolor
+7,6.684243457602638,3.3181195782389294,5.6969287897794985,2.5,Iris-virginica
+8,5.654808457589615,3.0,4.1540708743571875,1.2650482502363558,Iris-versicolor
+9,5.096896457844308,3.327960016181827,1.7088025565202152,0.5620082492002934,Iris-setosa
+10,6.541939049197871,3.270716381377075,5.2553261542484915,2.1612659077706007,Iris-virginica
+11,6.589539452897067,3.2462746130721776,5.388061950757473,1.9896225462265806,Iris-virginica
+12,4.981912994504285,2.0000004570454832,3.357430345166261,1.0523542432384188,Iris-versicolor
+13,5.5931918277780905,3.0,4.444132837956602,1.4918145091566382,Iris-versicolor
+14,7.696817100534646,2.6413120861702954,6.899998552407432,2.29249078496437,Iris-virginica
+15,4.501552960780493,2.3157918549977534,1.2859855046986612,0.31674955917643677,Iris-setosa
+16,6.343508292794756,2.5237686097758947,4.946469301776586,1.8712387364793934,Iris-virginica
+17,5.553040466724248,3.032422655476856,4.617207325564652,1.663597172159508,Iris-versicolor
+18,6.683022370278202,3.2943623174536594,5.720435256584139,2.4999994497424263,Iris-virginica
+19,6.226685531276174,3.3513576348363157,5.489043656526781,2.3146610360100257,Iris-virginica
+20,5.711651021418399,2.872050257880226,3.9594759102078037,1.2981332141159911,Iris-versicolor
+21,4.6041931465664545,3.6118902074706387,1.0000004944970118,0.20992781876498506,Iris-setosa
+22,6.120392006279786,2.2175925737773845,4.1024353653635774,0.9998950855531754,Iris-versicolor
+23,4.896757153471249,3.031374881432624,1.4521296758110278,0.1,Iris-setosa
+24,5.077954612226421,2.4712360817561922,3.5590569946811064,0.9760135961183343,Iris-versicolor
+25,6.536670439367351,2.7236927521546757,4.586380196529811,1.3219634648179246,Iris-versicolor
+26,6.525234739650012,3.049696681522713,5.534551770182549,2.1495950304082916,Iris-virginica
+27,4.582271271708422,3.2020696765336156,1.3849128046924497,0.19810821099395998,Iris-setosa
+28,5.191485869652401,3.4361181017850133,1.3935244608394588,0.20349751447237294,Iris-setosa
+29,6.347936569646237,3.107583719542817,5.23171441144644,1.997985167756513,Iris-virginica
+30,6.1125229069940845,3.158041983471065,4.6928519003572475,1.6220936786504334,Iris-versicolor
+31,6.346349433372916,2.817668476853397,4.912012995302179,1.789157122693086,Iris-virginica
+32,6.21031905714392,2.185041462307991,4.494910751090764,1.4992234647911502,Iris-versicolor
+33,6.441531086319301,3.3667814454297016,5.3901905944216715,2.118111507831763,Iris-virginica
+34,7.747612798479423,2.546670502020784,6.9,2.3134831250638435,Iris-virginica
+35,5.095651251163006,3.7155605181470492,1.4528366387526648,0.24528813010885142,Iris-setosa
+36,5.485974699662198,4.1999989460661205,1.3581158188395128,0.19486821928587705,Iris-setosa
+37,7.686116200653521,2.5913028796955304,6.899997952554624,2.313265421070355,Iris-virginica
+38,6.364517083620588,3.0000568052509116,5.042940973261611,1.779284719627839,Iris-virginica
+39,6.363576409631398,3.356781905999282,5.336947165453275,2.3030747412447483,Iris-virginica
+40,6.693559922785354,3.3033832475568565,5.795729203139398,2.5,Iris-virginica
+41,5.684791519929127,2.501101734924771,3.8512659153027027,1.0274787931278855,Iris-versicolor
+42,6.192128595362438,3.0,4.586395747129764,1.4421878568704614,Iris-versicolor
+43,6.286609200758371,3.191950943913409,4.4876891711362035,1.4584751635474449,Iris-versicolor
+44,6.48412312175029,2.4992639729883015,4.461542542802098,1.3200565432153806,Iris-versicolor
+45,6.007707579656801,3.3619892339616326,4.690643103951368,1.7103743105391485,Iris-versicolor
+46,4.910359984977232,3.5031413618558878,1.4414859732557856,0.20009542329119967,Iris-setosa
+47,5.8552774303876465,2.6931166201310224,5.0631226393102935,1.8900978802173145,Iris-virginica
+48,4.4,3.2615866475291613,1.3044795390209099,0.19133713797075963,Iris-setosa
+49,5.039973300371514,3.215153057691052,1.5349754305983982,0.42319602494397124,Iris-setosa
+50,6.056145810694657,3.0,5.366442054531577,1.8007351570721908,Iris-virginica
+51,7.693017075458616,2.6100177457354476,6.9,2.298585447501415,Iris-virginica
+52,6.408328646031463,3.3153200247023484,5.5510080723310935,2.3154082581577584,Iris-virginica
+53,5.907827224269264,3.13727138556621,4.7253497826687525,1.7505664159600247,Iris-versicolor
+54,5.773723550267126,2.741350918289398,5.133234772574546,2.147857326099276,Iris-virginica
+55,4.749970830958392,3.3985189890729486,1.572357184555175,0.19476457943117143,Iris-setosa
+56,5.81678404545741,2.7177924539603597,5.107036417015328,1.9152179035223553,Iris-virginica
+57,5.455734025154316,3.369860760377674,1.692186902273728,0.20184233848861538,Iris-setosa
+58,7.712470157089302,2.8396794208071907,6.654846707893747,1.9524630529602527,Iris-virginica
+59,6.718507090903061,3.2840905576856954,5.815364201444022,2.240138511886735,Iris-virginica
+60,6.652575067811203,2.99073912790322,4.5460323597947,1.4112096072919875,Iris-versicolor
+61,6.6754157399989795,3.2990683729829184,5.7096513692818,2.499999638672426,Iris-virginica
+62,4.638159065786531,3.5107823708382395,1.000000495677674,0.20658605988134887,Iris-setosa
+63,6.376921718188891,3.1519762496347536,4.945416988155786,1.730547961474532,Iris-versicolor
+64,6.587368366544615,2.99768342048041,5.602440201098737,1.7994060003337442,Iris-virginica
+65,6.137776364623252,2.8806159039053307,5.520865497910317,1.8053938879965468,Iris-virginica
+66,7.351880964946879,3.0,6.262094920934868,2.063727657808815,Iris-virginica
+67,6.776731005284238,3.0051934543207093,5.579399566810206,2.2164010792243762,Iris-virginica
+68,4.634492546433847,3.1630709710447515,1.4033679231498377,0.20121310474620033,Iris-setosa
+69,5.574680320856947,2.3730806979494896,3.831512443385187,1.031002647793318,Iris-versicolor
+70,7.688585555188365,2.540319098069524,6.9,2.2991260152240027,Iris-virginica
+71,5.7086001528783745,2.983147690405946,4.081162421555772,1.215731651684077,Iris-versicolor
+72,4.8893044456262285,3.0557140328371966,1.4413904678867628,0.1,Iris-setosa
+73,6.0516603775478055,2.9614138032451858,4.423607788612692,1.2657721880984283,Iris-versicolor
+74,5.009920459373933,3.0,1.5583484703139097,0.20341592263522668,Iris-setosa
+75,5.8518532384011746,2.8295853061453444,5.353659869170466,1.876627766890047,Iris-virginica
+76,7.673870136944058,2.8581949333034142,6.677858244403619,2.0127239879939514,Iris-virginica
+77,4.768139729398271,3.0,1.3193044066554858,0.1,Iris-setosa
+78,5.492350294557536,3.0,4.454446394418557,1.4957753202878155,Iris-versicolor
+79,7.704060320045818,2.610882143603568,6.899998710344561,2.317854235930002,Iris-virginica
+80,6.652685256477102,3.113742261336935,4.619804702210408,1.4583005837910816,Iris-versicolor
+81,5.762997708896085,3.1680690999693324,4.301506965340797,1.4301403007535167,Iris-versicolor
+82,6.324920410057683,2.513656493125738,5.0057917525053135,1.934766126495353,Iris-virginica
+83,5.634825422087775,3.689117606165355,1.5507852263141946,0.30140716828803765,Iris-setosa
+84,5.759373316747078,2.68048426684645,4.57136848864493,1.2087700928205418,Iris-versicolor
+85,7.62316257250765,2.7793071898775414,6.622070278278711,1.9317404110901732,Iris-virginica
+86,5.506178779209457,4.199999378028745,1.39153305290556,0.20327908351945137,Iris-setosa
+87,5.5940803692510945,3.0,3.9922822009491985,1.2909285925720753,Iris-versicolor
+88,4.88132329202283,2.42586978785255,3.507086663384535,0.9698219459494397,Iris-versicolor
+89,5.71321872890011,2.757769607456459,3.889541685591925,1.1465661850385107,Iris-versicolor
+90,4.608479030464977,3.599248641686235,1.0000005926814137,0.2075980138083387,Iris-setosa
+91,5.567242166585556,3.4854070889159674,1.7673581829620408,0.20684203868083506,Iris-setosa
+92,6.639505291083417,3.2199233772320985,5.714340170393434,2.499999155150736,Iris-virginica
+93,6.686379917295829,3.3021144620499876,5.663609377564994,2.499999390255173,Iris-virginica
+94,7.203872453628179,3.0831394804925045,5.264246242071784,2.2985894726484095,Iris-virginica
+95,6.786079147032154,3.164718252288295,5.141030239778489,2.259352036549918,Iris-virginica
+96,4.892375168531433,3.2912232662331373,1.487630571034024,0.19968711744694462,Iris-setosa
+97,6.059912847113231,3.2967827734937645,4.701320576012983,1.7019771855034276,Iris-versicolor
+98,5.793980491017166,2.6974030401406193,4.134217533721042,1.0748599532459275,Iris-versicolor
+99,6.081347077997091,3.135661236616617,4.7020869674438295,1.6864383628118615,Iris-versicolor
+100,5.608059575357815,3.0,3.9846142368127886,1.3142363777303645,Iris-versicolor
+101,5.019461280928614,3.403388049930462,1.644035155756232,0.4995314938919622,Iris-setosa
+102,5.814244350640531,2.6992527403335957,5.089116599363743,1.9210325065743594,Iris-virginica
+103,6.490633318756552,2.8662572631782823,5.543531634697879,1.8099958499839528,Iris-virginica
+104,4.912479169957234,3.0,1.4603720289573838,0.2731566145330303,Iris-setosa
+105,6.856332189948641,2.7119837644688167,6.042791039249343,1.7787073283523287,Iris-virginica
+106,4.969711480440689,2.0,3.5217475799293836,1.0003429948499694,Iris-versicolor
+107,7.179541544201413,2.6363452367220175,6.2889318402761,1.8526214932455247,Iris-virginica
+108,5.953847409416193,3.0673015554482306,5.07107017589886,1.8441932912958932,Iris-virginica
+109,5.5718344101782025,2.3504967688003484,3.5842157129416816,0.8692483770090054,Iris-versicolor
+110,5.869469758753637,3.177874900906057,4.7397721436336715,1.7361775980968284,Iris-versicolor
+111,5.680742180027168,2.742614842981436,3.9433702622424445,1.2057467048095967,Iris-versicolor
+112,5.521354773247238,2.637321194014096,4.4036844342026376,1.2142065583096353,Iris-versicolor
+113,5.608976694195912,2.919818095589791,4.0511995284835525,1.2917016974522666,Iris-versicolor
+114,5.786793557368712,2.8507656704540114,4.215618356179071,1.3475271227816668,Iris-versicolor
+115,6.0018948917632455,3.4256214180571574,4.527462170131522,1.5347777975242871,Iris-versicolor
+116,5.802645342431771,2.2335344304331146,3.8144333851684937,0.8955188114555002,Iris-versicolor
+117,5.266744892424951,3.6997247808621374,1.5282032221627642,0.39212139673641616,Iris-setosa
+118,5.776933945193414,2.9147342423044504,4.531703818264131,1.337721938245584,Iris-versicolor
+119,5.665536354265046,3.0,4.216207340838814,1.2618098448719612,Iris-versicolor
diff --git a/iris/tab_ddpm/1_4/20/test.csv b/iris/tab_ddpm/1_4/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/20/train.csv b/iris/tab_ddpm/1_4/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/20/val.csv b/iris/tab_ddpm/1_4/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/21/synth.csv b/iris/tab_ddpm/1_4/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..603e3d49949784af5ce26f8378b453de32a9b8b7
--- /dev/null
+++ b/iris/tab_ddpm/1_4/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2980388000348855,2.992876854470787,5.153734097814356,1.8740816640016795,Iris-virginica
+1,5.731853974872369,3.7296604618646847,1.5526841818404677,0.2956640801716155,Iris-setosa
+2,6.685166754759539,3.0,4.79332231597529,1.5634684189294528,Iris-versicolor
+3,4.4,3.2164664579738385,1.2972460965944363,0.1990119519841695,Iris-setosa
+4,7.678549429386726,2.7871950910847962,6.714121903468557,2.027263297192844,Iris-virginica
+5,7.6752498097841,2.6252426848959716,6.899999006850599,2.3035519324041074,Iris-virginica
+6,4.749658471310243,3.2809871637161496,1.504942041519765,0.19887797902587592,Iris-setosa
+7,6.170195255671711,2.1758085421190123,4.5001888520992175,1.5369445298787705,Iris-versicolor
+8,4.622003525928681,3.6460670391093433,1.0,0.19579281269455706,Iris-setosa
+9,5.074748742452967,3.360389584423327,1.7985407313486288,0.48996507667321987,Iris-setosa
+10,5.806922002819718,2.87314105104834,4.32962506342196,1.1896738457003437,Iris-versicolor
+11,5.888184939595518,3.0,4.537829105232458,1.3857165893064836,Iris-versicolor
+12,6.7136116884811345,3.2378508732246165,5.366004073315446,2.2491925466734077,Iris-virginica
+13,5.959014573160578,3.0,5.159568276683008,1.7927860481478777,Iris-virginica
+14,6.514047487475751,2.946009569153451,4.317508366507625,1.3587532626725178,Iris-versicolor
+15,6.591290881370677,3.0,5.569844156894525,1.8099651637954302,Iris-virginica
+16,5.5079003604207655,3.4858360152330596,1.5652155021775946,0.19830358556011235,Iris-setosa
+17,5.002641640632761,2.4045971145869935,3.552312789924297,0.9533004530853153,Iris-versicolor
+18,4.775590731394088,3.0,1.3586009511149755,0.1,Iris-setosa
+19,7.5597562324934975,3.0,6.550336056868213,2.0671715712568375,Iris-virginica
+20,4.597757566632967,3.6266655878953604,1.0000004882466773,0.21028169514688252,Iris-setosa
+21,7.668088724246912,2.5976883308741803,6.8999977636605445,2.284998447182518,Iris-virginica
+22,5.77384026139061,2.9879091679241925,4.524868528123872,1.5084152201936236,Iris-versicolor
+23,4.855819989292547,3.0,1.3745962702532737,0.23394385362021225,Iris-setosa
+24,5.524630204957737,4.2,1.402167072821638,0.1983629637482231,Iris-setosa
+25,4.6099370090403475,3.587419803741246,1.0000008246847545,0.21057848849238692,Iris-setosa
+26,4.897757409563357,3.10429079148298,1.4719410851991328,0.1,Iris-setosa
+27,7.694310352139216,2.619076518460772,6.899997908788171,2.26435305278193,Iris-virginica
+28,6.307442770122606,3.3983258899773636,5.495915859563594,2.265089841198621,Iris-virginica
+29,5.883647222833997,3.2268881350179535,4.752203968371581,1.8084827547944244,Iris-versicolor
+30,4.615108177344126,3.612399692162819,1.0000004724528297,0.20203158128453108,Iris-setosa
+31,5.339669343712183,3.0,4.499373937207442,1.5167475862145172,Iris-versicolor
+32,6.20983813389333,3.30449036129038,5.453898524101726,2.3373715548878344,Iris-virginica
+33,4.786145387823938,3.3835353179269654,1.9741845758140566,0.1817056354113561,Iris-setosa
+34,4.879488830727257,3.0,1.4193681151777138,0.1,Iris-setosa
+35,5.143693121174632,3.3746231072868937,1.3526978350189494,0.1960610290826675,Iris-setosa
+36,6.0559646514516,2.726856098181563,4.557094856237736,1.058250857782153,Iris-versicolor
+37,7.691068410413764,2.601193097529669,6.899998319833385,2.309484001524975,Iris-virginica
+38,5.3685960470198655,3.732985265881071,1.5149811368380264,0.20941075226724615,Iris-setosa
+39,7.06040005228092,3.0917318855741565,5.924037869839082,2.1592602918357584,Iris-virginica
+40,4.874035152228297,3.0425443326453765,1.4637822324724206,0.10000014465331575,Iris-setosa
+41,6.333657999557814,2.746587513376916,4.445587113332399,1.1842477421183075,Iris-versicolor
+42,5.615941629779991,3.7958001310690053,1.552106698370941,0.2817507942736107,Iris-setosa
+43,5.566965609671603,2.5558033186989353,4.2744161460569,1.1652825332976278,Iris-versicolor
+44,5.808489650412026,2.7864612911968503,5.140331239649976,2.330707621023851,Iris-virginica
+45,6.456235336776014,2.9582719532709247,4.308485348625813,1.3563125647475802,Iris-versicolor
+46,5.538502272616715,2.3968055202347216,3.6821103806337625,0.9704812949444306,Iris-versicolor
+47,5.130816692398814,3.5934799122597125,1.4420339838840084,0.19949281366282995,Iris-setosa
+48,7.672768169246013,2.8106273293134754,6.676745753031949,2.013106887512598,Iris-virginica
+49,5.804365963526509,2.8332325840883703,5.096065966157024,2.4528825069785136,Iris-virginica
+50,4.866781301439883,3.0,1.3969007136681362,0.20264776632360043,Iris-setosa
+51,5.577742784182923,2.979278750823202,4.4488955132089005,1.410192449637086,Iris-versicolor
+52,5.532679994737943,2.986526639070204,4.283149059816051,1.360054052357793,Iris-versicolor
+53,6.475973437671796,3.2323962930935553,4.664946986812232,1.5063311367938712,Iris-versicolor
+54,4.613906408594803,3.5100266001214284,1.000000649821328,0.2080362868021579,Iris-setosa
+55,7.619599952460556,2.8724866430635148,6.604311917420183,1.9162109550391953,Iris-virginica
+56,4.950667381968647,2.38667936437315,3.3755610169261487,1.0098099816390758,Iris-versicolor
+57,4.506331793569437,2.2733510472614142,1.3230757018898855,0.4304369772316057,Iris-setosa
+58,4.485692117858921,2.3625513567815686,1.2876620340200036,0.2999471174912548,Iris-setosa
+59,5.053933906985105,3.6209909120489323,1.498067201123236,0.4215295680671633,Iris-setosa
+60,5.802388849473563,2.8189056194402595,5.093767812603872,2.4220165604126116,Iris-virginica
+61,4.4,3.2188115629882033,1.3142827295104613,0.19670476789433422,Iris-setosa
+62,5.315742336584851,2.619125889212886,4.3794447271411405,1.1910536884663507,Iris-versicolor
+63,6.451536180830156,2.7839611329209437,4.972015136772006,1.8019039624539321,Iris-virginica
+64,5.095927124028112,3.34096200781735,1.624090742981663,0.5202635612783246,Iris-setosa
+65,5.685836596310418,2.367667599869407,3.7720703352436247,1.0124513312046748,Iris-versicolor
+66,6.701346844095252,3.2745286955824424,5.717147345416972,2.4999993197715424,Iris-virginica
+67,5.915466239028608,3.218999277612964,4.7463995234853575,1.7604429780704787,Iris-versicolor
+68,5.917128007800032,3.204662331639248,4.81108957227111,1.8160964334526328,Iris-versicolor
+69,4.885698855859262,3.0121754078266068,1.4713780079942245,0.1,Iris-setosa
+70,4.618358137607772,3.586775201244185,1.0000003692343606,0.21289946945341773,Iris-setosa
+71,4.821008284433701,3.4079011614279184,2.1114023554032597,0.19922001594112027,Iris-setosa
+72,6.258217488710233,2.261515777199983,4.469304799016035,1.4234276090051674,Iris-versicolor
+73,6.233698397903281,3.2359540945993093,5.161345372917601,2.0524874873370242,Iris-virginica
+74,6.133656718138656,3.3491213597912095,4.646482628979846,1.6356541211455315,Iris-versicolor
+75,5.72697359534692,3.0,4.44071847110044,1.364202339043835,Iris-versicolor
+76,6.666637949427745,3.284950508645019,5.732155159187389,2.499999449234692,Iris-virginica
+77,7.14531472543805,3.1749721257910424,5.81382821667948,2.2481040406400514,Iris-virginica
+78,7.899998854987193,3.8618507740339996,6.296694795891301,1.983978486598428,Iris-virginica
+79,6.683169948950345,3.263409869251015,5.141790306692645,2.2525650899136833,Iris-virginica
+80,7.605647373271948,2.912527512588359,6.578981726387457,1.956362456619884,Iris-virginica
+81,5.79027303859996,2.8014843197343633,5.072073468122052,2.4437233811867656,Iris-virginica
+82,6.791917364119231,3.1498858278298973,5.193956491279291,2.2597084165031123,Iris-virginica
+83,7.698669034878589,2.607618932430704,6.899998888643763,2.29769441073159,Iris-virginica
+84,4.946867392795518,2.0,3.084080047138708,1.00473037051727,Iris-versicolor
+85,5.821774604520424,2.8224360546863125,5.0889248067475545,2.4486110940286867,Iris-virginica
+86,5.624604793892382,3.0,4.265672595595405,1.3297630081312664,Iris-versicolor
+87,5.9959658283770505,2.2123410562758608,3.976872238748086,0.948769133235323,Iris-versicolor
+88,5.7478323104712885,2.9675110061022023,4.036238171535333,1.266351634453056,Iris-versicolor
+89,6.435596788491057,3.0,5.7655250798290085,2.1383683087753362,Iris-virginica
+90,6.494686440078195,2.9188635911213985,4.349109026388913,1.3156219472277184,Iris-versicolor
+91,4.97841096289847,3.0682152318477884,1.4842657042884067,0.32236208765123975,Iris-setosa
+92,5.725720620467524,2.836695768638239,4.489531381144844,1.326873175523,Iris-versicolor
+93,4.8998381941953655,3.1105890897222093,1.468908091272572,0.1,Iris-setosa
+94,5.548500397343701,2.548279474671539,3.838022652154482,1.0463164203582276,Iris-versicolor
+95,4.903843316767667,3.102001536129048,1.5162218969125885,0.10000014766867144,Iris-setosa
+96,4.969992285144593,3.4225620179949403,1.56559082072104,0.276999655077468,Iris-setosa
+97,6.627528214487203,3.1011843869373394,5.916870630542838,2.3067749390047774,Iris-virginica
+98,5.9459608575717615,2.1567523069852417,3.9985652493511,1.0163297618792337,Iris-versicolor
+99,6.355862841272367,3.0253633579281294,4.618153334594171,1.4457054018074162,Iris-versicolor
+100,4.786978655832618,3.0,1.3557921242078248,0.3031682300259506,Iris-setosa
+101,7.025874620365428,2.5501078946912292,6.261527373982446,1.813747969933073,Iris-virginica
+102,6.6676059818076086,3.2538828066887686,5.6528552546702295,2.4999996294297286,Iris-virginica
+103,6.264031522358818,3.4130256564449266,5.2638961826972075,2.26020725765324,Iris-virginica
+104,6.597729865609176,2.99360075750512,5.6777990413047,1.948526191412065,Iris-virginica
+105,6.31687812566039,2.7902830492864665,4.914207814718382,1.7791094364367706,Iris-virginica
+106,7.539508248153365,2.923865874846158,6.55865349018411,1.9652394974914,Iris-virginica
+107,4.870007053983937,3.093618643551321,1.4804013288320175,0.1,Iris-setosa
+108,7.063316122979753,2.9707885880086766,6.071479528562084,1.8234791314708991,Iris-virginica
+109,5.666953121113535,2.505934441243493,4.162868355957423,1.1153710805466772,Iris-versicolor
+110,6.353663135647659,2.9181417180160323,4.606150111085028,1.4456784347544356,Iris-versicolor
+111,6.335568179680458,2.236631013029034,4.5797862844996144,1.488886947791796,Iris-versicolor
+112,5.476605801226586,4.2,1.40279737293654,0.2023430302245841,Iris-setosa
+113,5.90995362588744,2.7261320441677954,5.052257726902567,1.854333481507388,Iris-virginica
+114,5.792968483929627,2.9409795801723693,4.2545745251141325,1.3053754851737047,Iris-versicolor
+115,5.405277045480167,3.3873049696474804,1.5707753938374187,0.20215823297771812,Iris-setosa
+116,4.9049403312842355,3.0,1.415801564623259,0.29301783148408406,Iris-setosa
+117,4.58705120326146,3.574330665647447,1.0,0.21096136932386267,Iris-setosa
+118,4.400000457210493,3.2282453814158125,1.2572537338260306,0.20614651006368426,Iris-setosa
+119,4.900791625923898,3.0,1.3912584213426242,0.2007934650494002,Iris-setosa
diff --git a/iris/tab_ddpm/1_4/21/test.csv b/iris/tab_ddpm/1_4/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/21/train.csv b/iris/tab_ddpm/1_4/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/21/val.csv b/iris/tab_ddpm/1_4/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/22/synth.csv b/iris/tab_ddpm/1_4/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..696d6bfabda674c7ca95768b582455f7f605e8cc
--- /dev/null
+++ b/iris/tab_ddpm/1_4/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7905611614951473,6.341655240715262,1.987762570920817,Iris-virginica
+1,5.682723872154047,2.9452721103278847,4.453043504166907,1.3703121335964088,Iris-versicolor
+2,4.604674546621111,3.560938671441221,1.0,0.220621788808609,Iris-setosa
+3,5.756598326435829,3.162183583489798,4.811061639872514,1.753216047604679,Iris-versicolor
+4,4.961882512929161,2.0,3.093333282474658,0.8907166661607508,Iris-versicolor
+5,7.3674495383310195,2.8729038575040304,6.363371122863045,1.8092600769299463,Iris-virginica
+6,5.322120153217159,3.8325007680376744,1.485395982285132,0.4383107934084956,Iris-setosa
+7,5.549572506932017,3.838713565370906,1.542422655598148,0.29194728457530583,Iris-setosa
+8,6.269288623796436,2.783248368473346,4.479551279579028,1.1303025624723504,Iris-versicolor
+9,6.62238309678843,3.24722041010852,5.591491539386657,2.0902751364894745,Iris-virginica
+10,5.885909823193705,2.9208133808225645,4.524749672588499,1.4581711671662698,Iris-versicolor
+11,6.037818132739196,3.1905485619658727,4.792630294939947,1.7297682421944651,Iris-versicolor
+12,5.488155953268327,3.0,4.488110503417238,1.496958865749128,Iris-versicolor
+13,6.629706297156503,2.933005459507818,5.805404580833392,1.7656232525342206,Iris-virginica
+14,5.367553259756793,3.434359234922838,1.4325043751536382,0.29143013794320616,Iris-setosa
+15,5.9570890815438675,2.8972530894744186,4.743088512225362,1.3028717848364477,Iris-versicolor
+16,4.838473196945064,3.0,1.4321672245946209,0.1,Iris-setosa
+17,6.672045159827965,3.1284376908177185,4.625904779360273,1.508063990759663,Iris-versicolor
+18,6.597780605407426,3.0,4.393089693347573,1.3936029256913391,Iris-versicolor
+19,5.944581683389537,2.4140493249345822,4.066167814762326,1.0485111891726924,Iris-versicolor
+20,6.504157253185228,3.0,5.405434700262393,1.804640311586319,Iris-virginica
+21,5.503783594736741,2.9603137032878832,4.487409517571659,1.418804474112076,Iris-versicolor
+22,7.619429300295631,2.975496539725178,6.60321613616131,2.0906126528364704,Iris-virginica
+23,6.401195787859642,3.30994946671636,5.3205943817546535,2.1628122493318624,Iris-virginica
+24,5.643503028421104,2.4055627590275823,3.7728011775293773,1.0464207170288495,Iris-versicolor
+25,5.964293829886264,3.0,4.549600200091958,1.3316305056357098,Iris-versicolor
+26,7.613936021005726,2.839902766961453,6.610376739346379,1.9465162926576693,Iris-virginica
+27,4.792210794418172,3.0,1.357831367161991,0.10000025718517647,Iris-setosa
+28,6.7192069088167985,3.309014533143398,5.878467954995001,2.5,Iris-virginica
+29,4.805371165104962,3.0,1.4012954274707856,0.10000009520428856,Iris-setosa
+30,6.614572223211631,3.121003514415757,4.653627568867791,1.5203919953094915,Iris-versicolor
+31,5.56527224149337,3.0,4.505610263428756,1.5393205970817052,Iris-versicolor
+32,6.711996832907922,2.8262198725123775,4.8567752628529055,1.534191200100237,Iris-versicolor
+33,5.026453398600799,3.0,1.6683138648387403,0.20169879743792155,Iris-setosa
+34,7.233185209376455,3.1110130474202338,6.25316261977719,2.139278032141691,Iris-virginica
+35,5.605973246883132,3.0,4.127979164586259,1.2070902715950573,Iris-versicolor
+36,5.630194107981883,2.9421650454797774,3.7967839532380214,1.33055567722049,Iris-versicolor
+37,7.561441975083841,2.8995300220495444,6.512433672435126,2.0301245438373026,Iris-virginica
+38,7.716224440269665,2.5988270457618015,6.899997942223952,2.2799531881393187,Iris-virginica
+39,4.60609756092954,3.62534647776597,1.0,0.19465839856407044,Iris-setosa
+40,5.666267435965632,2.5574975662462207,4.072320164815404,1.07535599199978,Iris-versicolor
+41,5.526096063217518,3.0,4.489134678174871,1.4821405928142237,Iris-versicolor
+42,6.63933641648075,3.0,4.902331646662856,1.6685351458789943,Iris-versicolor
+43,5.895870706594104,2.985505924131514,4.528702465883599,1.4109818864881942,Iris-versicolor
+44,5.7679999246938145,2.7761831333944365,4.562404580070256,1.2315777773668781,Iris-versicolor
+45,5.543022699986814,3.0,4.38650602576287,1.4526818883928125,Iris-versicolor
+46,5.261656681522508,3.442535769099301,1.4434960875590133,0.20129491956518755,Iris-setosa
+47,6.017085001950747,2.2153305108321213,4.102796228767593,0.9924408511357783,Iris-versicolor
+48,6.664418569894293,2.5947358993419782,4.701693365136615,1.419550488822456,Iris-versicolor
+49,6.314552230805606,2.9939703436106435,5.417516714224744,1.7717388799095537,Iris-virginica
+50,5.968415473798721,3.2836755936337507,4.729246589012431,1.7136343317540326,Iris-versicolor
+51,6.199847867052879,3.352780988367459,5.53519991225367,2.27198137541806,Iris-virginica
+52,5.79809153086095,2.685735958843532,5.131799209712219,1.8830043534537513,Iris-virginica
+53,4.928110478222305,3.4004889204140936,2.05760143379586,0.27337335130887747,Iris-setosa
+54,4.615369521269153,3.6434145071768396,1.0,0.19225407439871137,Iris-setosa
+55,6.194753953346412,2.6603431869305227,4.956103775542836,1.8505484228884492,Iris-virginica
+56,6.18925319342642,3.4042185720169966,5.379474248249482,2.3159516021175226,Iris-virginica
+57,4.901428560758823,3.0,1.4101303176172175,0.1998437449095934,Iris-setosa
+58,6.0350583134854086,2.888782331923935,4.313500922738796,1.2733126923050408,Iris-versicolor
+59,6.655394332560064,3.329986213718446,5.668834786663829,2.4999995864056954,Iris-virginica
+60,6.3410771522483245,2.7080033650397075,4.901797527665158,1.8073191853294506,Iris-virginica
+61,5.615448081363878,3.0,4.092570055231168,1.3330416223827972,Iris-versicolor
+62,5.034098279456201,3.524981620403784,1.3909943303344399,0.19989213463011726,Iris-setosa
+63,7.67982876917663,2.591293235420259,6.899998908851625,2.2992722697747108,Iris-virginica
+64,5.955418103183765,3.0,4.395581831302279,1.2921428564759392,Iris-versicolor
+65,6.674871643895118,3.2616520724360343,5.617436845918728,2.4999996362589187,Iris-virginica
+66,6.723791983501965,2.5058042215217866,5.922588091090493,1.779527723510795,Iris-virginica
+67,5.665800983594749,2.8780842493049525,4.509436109483438,1.3722751256970915,Iris-versicolor
+68,5.051584962306891,3.3538470388633774,1.7497201886250235,0.2918346594424973,Iris-setosa
+69,5.589308817111583,3.7623775336941065,1.5592026388066866,0.26554298937041193,Iris-setosa
+70,5.958876074096451,2.781311875613304,4.69915466600113,1.2463382897009012,Iris-versicolor
+71,4.524497351243064,2.380203451561543,1.2986679619340418,0.32661243588287214,Iris-setosa
+72,6.668678593461959,3.3307337696659376,5.849878957315152,2.5,Iris-virginica
+73,4.506562394472032,2.438849188519042,1.2600231763326888,0.29401880220167115,Iris-setosa
+74,5.557427140425585,2.4493948023677525,3.737599734067272,1.0363356662363303,Iris-versicolor
+75,4.843138329011345,3.0,1.4050502014583683,0.10000011807249189,Iris-setosa
+76,6.7178165128386205,2.972881618078632,4.886112869986909,1.5478232104464982,Iris-versicolor
+77,7.402137965238833,3.0130004747026247,6.365668177387082,2.166009440203873,Iris-virginica
+78,5.306327858725313,3.3907221263177174,1.6062910187135102,0.28275845577177877,Iris-setosa
+79,4.4,3.1986953162542826,1.2499250307765986,0.19395759859063771,Iris-setosa
+80,5.028346813276301,3.6043693887577395,1.4018328047004132,0.2021505441781356,Iris-setosa
+81,5.53732004969564,2.9821736910872305,4.403335222156066,1.387516932421468,Iris-versicolor
+82,6.784096071473001,3.1570201187151294,5.893169788823356,2.3198387588792637,Iris-virginica
+83,4.59144658124897,3.195348095917304,1.4051517214467744,0.19671668104369222,Iris-setosa
+84,6.719066320201661,2.6676194694264552,4.699851006804206,1.3515141140944051,Iris-versicolor
+85,7.8999977732800275,3.7235320330777446,6.411349486578654,1.9790472894533924,Iris-virginica
+86,5.86537065945626,2.832365366576689,4.20730928243604,1.0661461710012645,Iris-versicolor
+87,6.903114613651681,3.169186920568794,5.673496027060288,2.219379313110524,Iris-virginica
+88,7.652040030011589,2.7836924710458324,6.644449559134578,1.9352447881842283,Iris-virginica
+89,5.644246915430497,2.9572013280436873,4.049704103389617,1.3107613045522386,Iris-versicolor
+90,4.848129952019439,3.0,1.3830312094994133,0.10000010363465739,Iris-setosa
+91,6.656942240510053,3.177964078696893,4.669208144538334,1.4824014288280265,Iris-versicolor
+92,5.789712733289917,3.0,4.3039059444324765,1.3328145439903287,Iris-versicolor
+93,4.856187183487029,3.0,1.4060624100419348,0.41545837180064554,Iris-setosa
+94,6.3275957697607845,3.0159718024141133,5.24936895356493,1.8215646658942626,Iris-virginica
+95,5.723740666414601,2.7801323349285036,3.9364637826793403,1.1667054500225127,Iris-versicolor
+96,4.885567923884268,3.0,1.4077496868677852,0.20305315687497955,Iris-setosa
+97,5.026368389044469,3.509755056276601,1.4064637001366167,0.2050157234990964,Iris-setosa
+98,5.776123622506857,2.9368080360140634,4.226473571223309,1.2173446322930994,Iris-versicolor
+99,6.353825019575327,3.0,4.44829409570809,1.362021253336785,Iris-versicolor
+100,6.734307665817027,2.8461819464827895,4.603495791812501,1.360281888958253,Iris-versicolor
+101,4.834172268615712,3.0,1.4093458291517187,0.1,Iris-setosa
+102,4.597475747997208,3.5088447651951076,1.0000005910511829,0.21038933611963256,Iris-setosa
+103,5.649960584337576,3.0,4.411280902712977,1.3956641526575033,Iris-versicolor
+104,5.482121648038898,4.199997936488344,1.4045450807992184,0.19253335574512892,Iris-setosa
+105,5.681999182557166,2.9985631022142076,4.518403977944838,1.410789442621914,Iris-versicolor
+106,6.781652077106939,2.6926932023541337,4.781716233392806,1.4000412910470834,Iris-versicolor
+107,6.877940182558335,2.4429653107848277,6.186039060010912,1.8621046585720922,Iris-virginica
+108,5.559014874345367,3.0,3.966156697197368,1.3018975799268926,Iris-versicolor
+109,5.189962284732422,2.3739365505182266,3.5503372020941733,1.0281900837423144,Iris-versicolor
+110,6.551694924654604,3.0,5.7953692898642455,2.240265957137515,Iris-virginica
+111,4.595522889312362,3.623204451091515,1.0,0.2018756117956924,Iris-setosa
+112,7.243625119855141,2.969428269960289,6.2346983703011825,1.9175724337532092,Iris-virginica
+113,6.515059163903226,3.0,4.574529688848109,1.417730943391356,Iris-versicolor
+114,7.899997520265727,3.823531500753465,6.30585254037147,2.048771542883208,Iris-virginica
+115,6.812425407624577,3.115518550143022,5.431487947028078,2.2384187544580514,Iris-virginica
+116,6.482497482693462,3.401324431072039,5.6480614356418455,2.207281573235824,Iris-virginica
+117,5.540694010116413,2.635849154704821,4.4236439915602395,1.218209706139004,Iris-versicolor
+118,5.778638383446918,2.7084380354138466,5.113745022509057,1.8960356539158614,Iris-virginica
+119,4.8640585337469435,3.0104209933460657,1.4451315198971157,0.10000011514651676,Iris-setosa
diff --git a/iris/tab_ddpm/1_4/22/test.csv b/iris/tab_ddpm/1_4/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/22/train.csv b/iris/tab_ddpm/1_4/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/22/val.csv b/iris/tab_ddpm/1_4/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/23/synth.csv b/iris/tab_ddpm/1_4/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ff9616e35ab756c30db340b1a732e5117e276f2c
--- /dev/null
+++ b/iris/tab_ddpm/1_4/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.727059171573626,2.585012878952132,4.412383743801554,1.2121642550129346,Iris-versicolor
+1,6.621143569563501,3.0311807974611704,4.452588519914379,1.4284360486979883,Iris-versicolor
+2,6.265452004073029,3.3385918109907897,4.606390668261415,1.5928872107627823,Iris-versicolor
+3,5.652181773578681,2.9270064044811126,4.3484664678694305,1.3816922856413958,Iris-versicolor
+4,7.6263587909842485,2.994443869844756,6.631008697120873,2.049413605762466,Iris-virginica
+5,6.101015572588328,3.2770170540036974,4.750447763303322,1.7632631837750128,Iris-versicolor
+6,4.906841292312314,3.096874233075242,1.494288029358303,0.1,Iris-setosa
+7,6.343227477637434,3.3364700359233046,5.40279185830494,2.248236871028488,Iris-virginica
+8,5.810102212859976,2.6731436875610357,5.2117194707410075,1.9026792950700635,Iris-virginica
+9,4.9508133175386195,2.0,3.497757630252474,0.8345053109651128,Iris-versicolor
+10,5.152731192207532,3.2849323657127143,1.5722187571030728,0.5605074742721057,Iris-setosa
+11,5.4571278299576464,3.0,4.559125176913375,1.4925809746661847,Iris-versicolor
+12,6.049717437591168,2.1908676266639415,4.000555366919949,0.974261573565236,Iris-versicolor
+13,4.98241114651793,3.452071664204637,1.5403387232875418,0.2007122468317607,Iris-setosa
+14,6.78297020050772,2.810587268530015,4.823198400522593,1.4301600104040757,Iris-versicolor
+15,7.490290102906737,2.7370078012160324,6.4927731831615105,1.9038445332732346,Iris-virginica
+16,6.603324346948345,3.1902487616517634,5.427407297108174,2.0162190093635455,Iris-virginica
+17,4.792210915381929,3.3415594868822227,1.413835889171526,0.19692044059272112,Iris-setosa
+18,6.711861826764534,3.0,5.00098243726392,1.7139658666087398,Iris-versicolor
+19,6.105446804553824,2.242325476816331,4.080139768935628,1.0460538896464016,Iris-versicolor
+20,6.79480916544438,2.804944966569708,4.7659928674861645,1.404076320323209,Iris-versicolor
+21,5.842513750633041,2.8542091792129414,4.474298974015261,1.433855398847152,Iris-versicolor
+22,4.9502140571081785,3.0,1.4992048549287877,0.2005070958103807,Iris-setosa
+23,5.124939739115096,3.4747863160989274,1.3820454390981616,0.19112764268907415,Iris-setosa
+24,5.526598760284765,2.572297779390796,3.8777458275010295,1.1457355648995518,Iris-versicolor
+25,7.9,3.802331347022017,6.399996566070993,1.9818126273014942,Iris-virginica
+26,6.658542896166783,3.1490868639528395,4.592274967907348,1.4771416948908487,Iris-versicolor
+27,6.781032222700893,2.8620196581018638,4.768607581335641,1.3964785209361943,Iris-versicolor
+28,6.434307592248801,2.8972796299939323,4.310903847096215,1.3173628441040988,Iris-versicolor
+29,6.620325145308614,3.173716638909435,5.549308565237999,2.039055274148459,Iris-virginica
+30,4.4,3.2127103170731215,1.2591162039865031,0.20982595762430958,Iris-setosa
+31,5.164913067410092,3.461808252684858,1.3607288399596356,0.20169110132402207,Iris-setosa
+32,4.592966620548857,3.6506133429748804,1.0000007711999475,0.21075606942051547,Iris-setosa
+33,6.707324675998986,3.082509253727051,4.592125889378315,1.449156816169338,Iris-versicolor
+34,6.713493771343193,3.297221417148944,5.715243949179516,2.499999502214907,Iris-virginica
+35,6.874118664892107,3.1271412335864066,5.093311907558068,2.3065352598020796,Iris-virginica
+36,4.987737740764454,3.452409119942171,1.5658494276726338,0.42978033528724446,Iris-setosa
+37,5.495810212447629,4.199998840251147,1.401864746449934,0.19797413859434798,Iris-setosa
+38,7.899948903739244,3.492866085698827,6.348702230716897,2.008190530350827,Iris-virginica
+39,4.859166988205569,3.0012204925751416,1.4507827628814403,0.10000010152175208,Iris-setosa
+40,5.484170084351561,4.2,1.353378778377369,0.18949967946624557,Iris-setosa
+41,5.7880917115888915,2.807733484394795,4.525562017040851,1.2883514600787276,Iris-versicolor
+42,5.21795787196913,3.620674533090352,1.3954124812167596,0.24885624751885982,Iris-setosa
+43,4.800321999637613,3.394608032115017,1.648222628956233,0.19859180150196953,Iris-setosa
+44,4.809335364524014,3.4036155861285735,1.68078492353948,0.2016593310252395,Iris-setosa
+45,6.017514570858253,2.9101658157080754,5.321126471557546,1.7931967290935205,Iris-virginica
+46,5.879279358550289,3.1987009776628383,4.796640931224274,1.8271134287662492,Iris-versicolor
+47,5.600416701320134,2.7392384244505834,3.6560748117269775,1.1998973397810857,Iris-versicolor
+48,4.503514287231791,2.326286784398015,1.3089732170353716,0.29994498368764133,Iris-setosa
+49,6.666288345815908,3.0710418025660773,4.578606984611296,1.4445624360785296,Iris-versicolor
+50,5.773747542775115,2.8826397652886087,4.18768250890233,1.2951272275503478,Iris-versicolor
+51,6.397910767294818,3.3495718695218204,5.38409460401551,2.266516469250246,Iris-virginica
+52,6.289156037688628,2.573985880981341,4.967785447045205,1.869645582538007,Iris-virginica
+53,4.494340007231861,2.2702942812493507,1.274392407248579,0.29404404560356406,Iris-setosa
+54,6.735624902761289,2.3993293918832213,6.023380569617034,1.8135913906149692,Iris-virginica
+55,6.075414410731632,3.3062654612205797,5.147565555865248,2.12305531749668,Iris-virginica
+56,6.285861148654435,2.6264627302375927,4.9749671184908815,1.8178093099080606,Iris-virginica
+57,4.60707573108739,3.184348575124667,1.3784804798558947,0.20574887284465376,Iris-setosa
+58,4.506960690514393,2.3199806094381628,1.2978734083160708,0.2844303131280457,Iris-setosa
+59,6.08525756783696,2.1925398733011128,4.438618805782895,1.5069238900448911,Iris-versicolor
+60,6.687351098267775,3.2873289117040163,5.612029111654085,2.499999454680348,Iris-virginica
+61,6.726505786179907,3.0,4.958018437863097,1.6656418775544497,Iris-versicolor
+62,7.0066302857970415,2.9665386686739597,5.9536515976463695,1.7607820757259227,Iris-virginica
+63,7.704043287038966,2.595053336458773,6.899998054827512,2.310100124495551,Iris-virginica
+64,6.660271535400808,2.637108374924117,4.656130982423748,1.4821703656535634,Iris-versicolor
+65,6.36767087601199,3.027005687690599,5.0873688816487475,1.8179598894389728,Iris-virginica
+66,5.432567579223807,2.3981263126713555,3.5625490566435087,0.9958277972982648,Iris-versicolor
+67,5.062077740367596,3.5851902636017394,1.4489455572800312,0.19996289183642074,Iris-setosa
+68,7.71309831230333,2.6249929646837837,6.9,2.2965615021266648,Iris-virginica
+69,4.592125851047559,3.6672185872345477,1.0,0.20599666515797482,Iris-setosa
+70,7.755406028108151,2.791718258611145,6.7422130518515395,2.0278514074573204,Iris-virginica
+71,5.785244850306478,2.723114722883129,5.11436671870215,1.909886476173337,Iris-virginica
+72,6.024362069807422,2.905593042928878,4.5843941578203715,1.473963293167217,Iris-versicolor
+73,6.188711471792546,3.0,4.478954021294635,1.3726046297408496,Iris-versicolor
+74,4.843418738684766,2.3496463159303596,3.210073056578832,1.0391639419824517,Iris-versicolor
+75,6.061456936551429,2.861817765411661,4.56307938973668,1.3490924809539164,Iris-versicolor
+76,6.695413048099515,3.0616788297587485,5.910456618976452,2.3089990625003707,Iris-virginica
+77,4.516733150641911,2.3712061685712054,1.2803881276580091,0.39660825554914525,Iris-setosa
+78,6.50256240673267,2.9516271372940017,4.3206823677748805,1.3415310352439211,Iris-versicolor
+79,5.555303298523966,3.0,4.495990924122869,1.415866258439469,Iris-versicolor
+80,6.303708972170369,3.1873143059051765,4.857843468540576,1.7039133955010954,Iris-versicolor
+81,5.79685757956574,2.709921729304388,5.093397812008973,1.9021690081990166,Iris-virginica
+82,7.384844411968506,2.938191837819551,6.438712875092239,1.892046758288938,Iris-virginica
+83,5.622971855747156,2.6733762700745354,4.4050096760973965,1.260834899756891,Iris-versicolor
+84,5.5687634692323895,3.0,4.26177523490142,1.3099385571780788,Iris-versicolor
+85,6.489890246573117,3.324169002628496,5.350004170825352,2.2351125228566455,Iris-virginica
+86,4.73122562258398,2.9668527280731674,1.3803476842749953,0.28560960397630897,Iris-setosa
+87,4.768307347998626,3.379705123867324,1.5561125145122465,0.19580123535732202,Iris-setosa
+88,5.9362113512166275,3.1783867263315773,4.854696156745394,1.826410789516035,Iris-versicolor
+89,7.707835271130046,2.836121519866888,6.715890813986749,1.9938201105863675,Iris-virginica
+90,6.6228130734469275,2.4959179073126396,5.644408457280165,1.8158386690001191,Iris-virginica
+91,6.68142255235077,3.0,5.696062058220074,2.02129936767881,Iris-virginica
+92,5.706855656780185,2.935155525698309,4.368649666242537,1.3854977707541782,Iris-versicolor
+93,6.245992374109696,2.534781904892166,5.141760766491597,1.8843398453054765,Iris-virginica
+94,5.135435948469946,3.7258052919959352,1.509035870729502,0.5664422419106496,Iris-setosa
+95,4.591893487279901,3.1713048765413414,1.3829619359239018,0.1985920980280454,Iris-setosa
+96,5.7782545265854965,2.972954431478777,4.257225799680207,1.1640404337618888,Iris-versicolor
+97,5.815978918904889,2.807848896426746,4.5520290226766305,1.2931675176834727,Iris-versicolor
+98,5.596582527441672,2.916356914450173,3.7945410578566623,1.3153268480008202,Iris-versicolor
+99,7.9,3.8264124832971733,6.380302811750361,1.9628812754183769,Iris-virginica
+100,6.599313113933168,3.239993792978128,5.248669057837762,2.0079110283850774,Iris-virginica
+101,7.373084025382726,3.0,6.106514229584492,2.176854316682718,Iris-virginica
+102,6.652683793322791,2.564398543537323,5.63257570459591,1.792959811740341,Iris-virginica
+103,6.3978528558090435,3.06239175864588,4.871098126938649,1.6817921301275789,Iris-versicolor
+104,5.5686189857483805,3.8557761809343627,1.5124104657150346,0.2814923626847124,Iris-setosa
+105,6.51183645504387,3.290841740971304,5.623465438148272,2.2018338755031674,Iris-virginica
+106,6.751294527119145,3.377733719393242,5.729538832734996,2.5,Iris-virginica
+107,4.4000009294257385,3.2082460262384442,1.3177134769963046,0.20576938616059084,Iris-setosa
+108,7.736076198508672,2.7785078675781727,6.722964709801075,2.0121097085869217,Iris-virginica
+109,6.369078031524443,2.663371933326773,4.910418641987007,1.805930944435071,Iris-virginica
+110,4.900373832611781,3.0,1.4018415198211553,0.23140160766942872,Iris-setosa
+111,6.20187790477255,3.2811208440124386,4.782620703273837,1.6949475122997446,Iris-versicolor
+112,5.3110403418417516,3.448315642707767,1.4248802918160386,0.20804244779060113,Iris-setosa
+113,6.349196127048596,3.0,4.766833285981258,1.482694582608156,Iris-versicolor
+114,6.585922191423945,3.250677584904983,5.348873950403513,2.1133763771235436,Iris-virginica
+115,5.034232138066307,3.25651045521498,1.5761056025578752,0.20273828528781138,Iris-setosa
+116,5.765707856871259,2.8031470949528448,5.023130330232678,2.392448390718744,Iris-virginica
+117,5.700147535825653,3.69702588521289,1.7642784190394694,0.27282615211156064,Iris-setosa
+118,4.996425691534191,2.0000007377564137,3.482859782966269,1.0588581648023085,Iris-versicolor
+119,5.52951952561873,3.0,4.445893273991209,1.4697415063439137,Iris-versicolor
diff --git a/iris/tab_ddpm/1_4/23/test.csv b/iris/tab_ddpm/1_4/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/23/train.csv b/iris/tab_ddpm/1_4/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/23/val.csv b/iris/tab_ddpm/1_4/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/24/synth.csv b/iris/tab_ddpm/1_4/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ea24511d3e9b71e21384abf46fdb12988fa75b64
--- /dev/null
+++ b/iris/tab_ddpm/1_4/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.81601154945846,3.4197572425103275,1.6293832654999698,0.19964204469144425,Iris-setosa
+1,5.49917603143093,3.0,4.461011393561454,1.4281792299484688,Iris-versicolor
+2,6.765925360282951,3.079369429821445,5.287479886558319,2.259333722457208,Iris-virginica
+3,6.32807664918683,2.4224545156343193,5.001129222604024,1.8800095442993547,Iris-virginica
+4,5.414607024344505,3.0,4.520871162917658,1.5493087886479084,Iris-versicolor
+5,4.772693466993307,3.3712220423048507,1.55424736795325,0.19927693593437656,Iris-setosa
+6,6.182926174796931,2.6047439294745063,4.989439387766727,1.8388500509052879,Iris-virginica
+7,7.899998897051174,3.8354581581516225,6.421973133677688,2.0100411536459863,Iris-virginica
+8,6.751587267629278,2.9534865945028024,4.8201107329972785,1.5896164223126612,Iris-versicolor
+9,5.811622220804109,2.9583363254141037,4.312474381524033,1.3031821393546033,Iris-versicolor
+10,4.974384610436133,2.0,3.2842491951843957,0.9967636780073867,Iris-versicolor
+11,5.63318569342909,3.0,4.0204525064837515,1.2449629982096009,Iris-versicolor
+12,6.374920382437165,2.7941734418557855,4.804282550357464,1.2743394625066848,Iris-versicolor
+13,5.748473515254459,3.0,4.1717306310708935,1.2557870193628449,Iris-versicolor
+14,7.256441944686003,3.0572783498856855,6.291618153070496,2.153113017597554,Iris-virginica
+15,5.829857594088033,3.0,4.446442560211683,1.3883948076873598,Iris-versicolor
+16,7.434471364429129,2.9714733702747704,6.421852355823883,1.965540474211412,Iris-virginica
+17,4.967642778220613,2.000000465027035,3.4376426599420777,0.9528184679898504,Iris-versicolor
+18,5.242295189974742,3.34228635587997,1.5484844153215689,0.2057004676933245,Iris-setosa
+19,6.003021954817826,3.0,5.233069746412859,1.7844204418902092,Iris-virginica
+20,4.599670125509226,3.638992541182685,1.0,0.19702278556654307,Iris-setosa
+21,5.797894274873526,2.798061924611382,5.073955114507285,2.4234740051680106,Iris-virginica
+22,6.55108303743278,3.1875104646117283,4.648735164189383,1.5104097813903106,Iris-versicolor
+23,4.400000460930501,3.1017586313959873,1.3291147046626968,0.2088125041263184,Iris-setosa
+24,5.43349958884919,2.3893980091379134,3.6512680859869553,1.0336794246124925,Iris-versicolor
+25,5.527827658527208,4.2,1.3761564014763144,0.1944969850207856,Iris-setosa
+26,4.872927541721059,3.0,1.3657608661697336,0.21318667383966322,Iris-setosa
+27,5.241459554573502,3.4706697774364614,1.4950583830531932,0.19478080435247402,Iris-setosa
+28,6.693074569767986,3.2150051664124932,5.786566902112073,2.246604699029638,Iris-virginica
+29,4.572423010018266,3.6818724030439673,1.0,0.2082490838477888,Iris-setosa
+30,5.510586855963038,2.7060186237858517,3.5219344686208287,1.2048335422935192,Iris-versicolor
+31,4.889689430807409,3.0475508114974375,1.448137741564924,0.1,Iris-setosa
+32,6.634846136479865,3.0,5.533355785443875,1.8618135018582747,Iris-virginica
+33,4.971348925332637,3.5894476491290823,1.402162755589785,0.20446069270077244,Iris-setosa
+34,6.740768387987061,3.306708214595526,5.80738891526218,2.5,Iris-virginica
+35,5.606681990283926,3.0,4.146870077851213,1.2783323276020797,Iris-versicolor
+36,5.679534736183705,2.5603496588208112,3.906738683588816,1.0623269515584353,Iris-versicolor
+37,5.42448671294864,4.199999061880256,1.38183764986629,0.20400921721985985,Iris-setosa
+38,6.425921506687519,3.1127621890022676,4.650463837186178,1.6114074783678902,Iris-versicolor
+39,6.142856910730269,2.958725330704438,4.638624245969489,1.6647537838748239,Iris-versicolor
+40,7.9,3.8473673189714837,6.431072295558917,1.9697484243207017,Iris-virginica
+41,5.871326486719881,2.7420073189038905,5.073665105724176,1.8883040350867464,Iris-virginica
+42,6.069436496609001,2.7894902659713368,4.975955688699762,1.8278763830940763,Iris-virginica
+43,5.862034143847842,2.267930852314551,3.8991765942267342,0.872498541058742,Iris-versicolor
+44,6.259436415027422,2.2014998766837564,4.460811776053509,1.4982097743931588,Iris-versicolor
+45,6.439736737761392,3.0,4.317436125998353,1.398796544955512,Iris-versicolor
+46,5.10471651812675,3.3049413796915283,1.687443956790806,0.31050990002774814,Iris-setosa
+47,4.904834210965234,3.0,1.409839457099312,0.20593311905228523,Iris-setosa
+48,5.902096041577603,2.7515220664562405,5.099746813019146,1.85614455017911,Iris-virginica
+49,6.660315188065495,3.0558111667830468,4.64177547766379,1.4740056237416543,Iris-versicolor
+50,6.476326865005343,2.517220688140891,4.65343181352644,1.4241568808519602,Iris-versicolor
+51,5.4253880722467915,3.5078948858471306,1.426448573295305,0.3231782476718775,Iris-setosa
+52,5.129994473788508,3.3929692481860703,1.4599884902331437,0.2982730629899133,Iris-setosa
+53,6.710216802617998,3.261034019393132,5.348919942890155,2.281567842678793,Iris-virginica
+54,6.0412559766953855,3.194960182294312,4.773525655870569,1.7532583121637981,Iris-versicolor
+55,6.702701515786971,3.1440971539362623,5.62174686016121,2.201432982738899,Iris-virginica
+56,5.586736222067264,2.4526068366056286,3.861094301153402,1.0281164846091868,Iris-versicolor
+57,5.6362301399874015,2.9696920997360876,4.308292982543315,1.309486794076271,Iris-versicolor
+58,6.050648890773022,2.7423446776672487,4.980278952903164,1.8525935812300303,Iris-virginica
+59,5.909640791115539,3.1485315530566873,4.758180468104049,1.7635020432248978,Iris-versicolor
+60,5.110662677678617,3.492054367631666,1.3703402850082305,0.20326813693280657,Iris-setosa
+61,6.566767908254082,3.1965667789629246,4.661180688168116,1.543676973078021,Iris-versicolor
+62,5.5313210958292505,2.425220223502251,3.7259097480295975,1.0604736740830332,Iris-versicolor
+63,6.514280031405875,3.223272388609606,4.80264425697918,1.5988795946414607,Iris-versicolor
+64,4.766283522407564,2.442971850995882,2.958542935269237,0.9898285221616341,Iris-versicolor
+65,5.016764621227013,2.0000004929899684,3.5415066114774847,1.0010799540920314,Iris-versicolor
+66,5.100961833621512,3.2490139234152053,1.5678309217774025,0.3155029353069662,Iris-setosa
+67,5.742017326378445,2.588388265735141,4.12724652279169,1.1727236262955159,Iris-versicolor
+68,6.735543880856921,3.0369393705225805,4.801960028627134,1.568310310357495,Iris-versicolor
+69,4.913596806576672,3.0,1.393721607906238,0.1954040676992757,Iris-setosa
+70,5.734239728639069,2.4242708282426744,3.993666452643957,0.8911815760054196,Iris-versicolor
+71,4.898324197061166,3.0,1.4532857969372062,0.299261839564692,Iris-setosa
+72,5.3764398543256915,3.8603107683826132,1.3188023213945341,0.4696210798680408,Iris-setosa
+73,6.6937045787369005,3.2864059677032866,5.638435096903611,2.5,Iris-virginica
+74,7.720531256587867,2.5852299180601928,6.9,2.301912125459666,Iris-virginica
+75,6.642574989208313,3.2916929177512033,5.709688289000987,2.5,Iris-virginica
+76,6.206045697429075,3.3377819627698084,5.311382371055523,2.2238411869564745,Iris-virginica
+77,6.052309031844944,3.3825981452451095,4.58633834486198,1.6319919669122032,Iris-versicolor
+78,5.319303859599955,3.395161321612037,1.5129062329277931,0.4664395059791554,Iris-setosa
+79,6.364801991628262,3.0,5.559407767302085,1.9977405112175646,Iris-virginica
+80,4.400000809853696,3.1987407139713055,1.3117440327205225,0.19158730427418905,Iris-setosa
+81,7.049797091820562,3.152290706584653,6.13806546827631,2.2606715182263404,Iris-virginica
+82,4.9893783842674235,3.40969659927319,1.671616365710177,0.3890168740587584,Iris-setosa
+83,5.62422705762957,2.52243281168656,3.696127562699547,1.1081320837991206,Iris-versicolor
+84,7.89999849008348,3.75887860405905,6.401324618697368,2.0045727973518033,Iris-virginica
+85,5.70988687711507,2.5094391776048712,3.8930982855431635,1.0553097490618386,Iris-versicolor
+86,4.669732743059888,3.338057872892777,1.4701441372429687,0.19191916753648092,Iris-setosa
+87,5.547770767100389,2.978952591983926,4.458245361200075,1.4022332639508168,Iris-versicolor
+88,5.517345197867662,3.0,4.2923508220135,1.381765535732158,Iris-versicolor
+89,6.2217441166840945,2.218469922148799,4.433478888423521,1.416673011566757,Iris-versicolor
+90,6.539008942610305,2.9248512380114113,4.8174978608301755,1.3914334594990063,Iris-versicolor
+91,5.387601641052253,3.699050667867591,1.4043948320136068,0.27516631144958,Iris-setosa
+92,7.7323267275945184,2.593199937266849,6.899998059229247,2.29173638754578,Iris-virginica
+93,5.274761716310359,3.2967936693039537,1.550725530581355,0.2358071852606378,Iris-setosa
+94,6.238108348704076,3.0,5.406259751528404,1.9421433737207772,Iris-virginica
+95,5.592404436488276,2.755704490364551,3.3393329238136147,1.243739915510715,Iris-versicolor
+96,6.58137687071658,3.1631768211936793,5.128714682777508,2.0968827189342507,Iris-virginica
+97,5.088222285258397,3.2972936800558053,1.577062903674907,0.377931170684413,Iris-setosa
+98,5.595430692888656,2.9975197140865326,4.200713504221316,1.321023648453995,Iris-versicolor
+99,6.679939122027631,3.2635304922166335,5.657303601917696,2.4999994690533587,Iris-virginica
+100,4.604541126801333,3.5963121530936117,1.000000865042444,0.20092784372071942,Iris-setosa
+101,7.621549837472494,2.825787670546481,6.703813372054458,1.9579981987279622,Iris-virginica
+102,4.80212525089347,3.392837210715804,1.5926353482824265,0.19921493664870005,Iris-setosa
+103,6.251693743824573,2.5209928555144803,4.983782118180469,1.8890122732039227,Iris-virginica
+104,6.716357848522148,3.3044407716159525,5.734616376757566,2.4999995022841044,Iris-virginica
+105,6.516072734386165,3.0,4.341038738728951,1.350485349422903,Iris-versicolor
+106,5.78269344680145,2.8073905999082,5.0716241413161125,2.434903723716648,Iris-virginica
+107,6.1262778581128225,2.218653265698263,4.268082048286035,1.144945825774984,Iris-versicolor
+108,6.721893334893572,2.468203807035654,5.786598563980929,1.85576372062324,Iris-virginica
+109,4.895147304248678,3.42516248599327,1.6030330522803389,0.2365341573779718,Iris-setosa
+110,5.014220939176097,2.0000005540726953,3.451645819901244,0.823171865096245,Iris-versicolor
+111,5.610275491869122,2.9944869480233374,4.287330519266833,1.3581951970196318,Iris-versicolor
+112,6.611884179760279,3.0,4.793148551850395,1.5666012683505461,Iris-versicolor
+113,5.4197646948107785,2.6613446604269697,4.378881863056729,1.2626166478899832,Iris-versicolor
+114,4.4,3.2186850316058564,1.3380074290795136,0.20397011507315105,Iris-setosa
+115,5.65109976197809,2.7287794382914643,4.4617846329473325,1.2485898102595743,Iris-versicolor
+116,6.0431604958750045,3.4161930341958473,4.540960438782064,1.585804847547796,Iris-versicolor
+117,4.4,3.220728433887324,1.3263902222984356,0.20802048934555917,Iris-setosa
+118,5.485876287762668,2.511452478103175,3.7651016518994087,1.1324776608391487,Iris-versicolor
+119,5.735859871914926,2.7899273026787528,4.390705964328221,1.239729232126081,Iris-versicolor
diff --git a/iris/tab_ddpm/1_4/24/test.csv b/iris/tab_ddpm/1_4/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/24/train.csv b/iris/tab_ddpm/1_4/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/24/val.csv b/iris/tab_ddpm/1_4/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/25/synth.csv b/iris/tab_ddpm/1_4/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..da06da805457d25b619c9cd5d047e1da6c7a5642
--- /dev/null
+++ b/iris/tab_ddpm/1_4/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4805515750559355,3.449509754805575,1.6986719260662544,0.18677372588917726,Iris-setosa
+1,6.194620713552788,2.1534284387337297,4.40122792680547,1.3174964555530642,Iris-versicolor
+2,4.575417935170806,3.606543196576595,1.0,0.19690779133361613,Iris-setosa
+3,7.9,3.810316856240541,6.41004706360962,2.0113052094981327,Iris-virginica
+4,7.9,3.7630761824854786,6.411678447566386,1.9844672376893049,Iris-virginica
+5,6.550760615192991,3.0,4.690646777719749,1.4499371580191867,Iris-versicolor
+6,7.651628586701925,2.633126757896651,6.899997158098017,2.287566794028785,Iris-virginica
+7,4.8436889245540575,3.0,1.355943360103659,0.1,Iris-setosa
+8,5.115725887768259,3.5066225423296014,1.5455857832549684,0.4743465052279894,Iris-setosa
+9,5.897515325237627,2.8807536940754592,5.11199347178202,2.4886995668140055,Iris-virginica
+10,5.281755064490487,3.4749750680924945,1.442324981738018,0.19970844503886992,Iris-setosa
+11,6.238203356627852,2.2705883606625896,4.325871898356882,1.1789903399316815,Iris-versicolor
+12,6.611583494003931,3.0,4.380199427181959,1.378093226360244,Iris-versicolor
+13,6.72034666359315,3.2755076238618397,5.73057839479051,2.5,Iris-virginica
+14,6.618640876442686,3.152530351126824,5.7916694028112765,2.2963469941198187,Iris-virginica
+15,6.610067688829279,3.11609585008134,4.733114527083108,1.5833634868736937,Iris-versicolor
+16,6.7727493557160106,3.227120799658111,5.793565190320953,2.3074182405325367,Iris-virginica
+17,7.241816693488963,3.0327582361568517,6.053530550563083,2.2550091864112582,Iris-virginica
+18,6.867406482418979,2.8237323736488653,4.793510261958121,1.3812663517018575,Iris-versicolor
+19,6.865180135313464,3.0997765741664325,5.16883431366003,2.273593704682524,Iris-virginica
+20,7.577226783084351,2.9705558836986263,6.588259415830635,2.05295862568501,Iris-virginica
+21,6.727166302076135,3.2734470249607526,5.675558406633042,2.206731601264288,Iris-virginica
+22,5.653129215916273,2.898444359194208,4.137610781891901,1.2699612421979742,Iris-versicolor
+23,5.788823812817973,2.686321874348344,5.187524476053837,1.9309996600142953,Iris-virginica
+24,4.54676117064721,3.5169753872169736,1.0,0.20568695961403394,Iris-setosa
+25,7.725196534223917,2.6293778547704227,6.899998399931667,2.301801478589524,Iris-virginica
+26,4.962361228442902,2.0,3.5181855260919237,1.0114837628330458,Iris-versicolor
+27,5.578382281371854,2.413794234918785,3.8685639181950364,1.037975508606332,Iris-versicolor
+28,4.5669925641371885,3.5657368129816525,1.0,0.19475770612841636,Iris-setosa
+29,7.705698907693551,2.627899889375372,6.899997651082598,2.2918542514339633,Iris-virginica
+30,7.669585738102723,2.782323103744787,6.646891271843089,1.9819055373295364,Iris-virginica
+31,6.376568458567116,3.0,5.302760739876365,1.801699104854179,Iris-virginica
+32,6.589755668403329,3.0,4.516747162631084,1.4411376025556912,Iris-versicolor
+33,5.047513633667486,3.4727393333797547,1.4013791774933242,0.20398526529561817,Iris-setosa
+34,5.987512481600049,2.195981057395136,4.132099173275676,1.0592655422087738,Iris-versicolor
+35,6.692907974653734,3.3119880633048293,5.6831733981495045,2.5,Iris-virginica
+36,6.578529412695487,3.028970805707501,4.532403986422471,1.4345232663791878,Iris-versicolor
+37,6.377227704258894,2.3114073452553363,4.533702867713081,1.3912676788226201,Iris-versicolor
+38,6.3327075533752,2.261925180388968,4.46096265600795,1.4030629195366457,Iris-versicolor
+39,5.819745721452361,2.7317412997751247,5.058907752957607,1.8708700953751671,Iris-virginica
+40,7.675380057605449,2.568686533580919,6.9,2.3183717561099777,Iris-virginica
+41,6.286370102465728,3.0,4.344040624937212,1.3708181493475136,Iris-versicolor
+42,5.735225618576063,2.9107312790582225,4.452470978078278,1.3310652750077483,Iris-versicolor
+43,6.842172117005542,2.804255539902681,4.797698255935875,1.4287551191654184,Iris-versicolor
+44,5.164118658298301,3.5136877686129853,1.407657090573915,0.19662684612442555,Iris-setosa
+45,5.796501390632841,2.718654874938896,5.080033911535867,1.9155561209622247,Iris-virginica
+46,4.835069651943859,3.0981067260901534,1.532436076741519,0.10000020045951503,Iris-setosa
+47,5.823006980004785,2.612963533320408,4.268864783564476,1.031971783522219,Iris-versicolor
+48,5.534141427362845,2.721136307683368,4.336332129776217,1.242931092077935,Iris-versicolor
+49,5.632365093001849,3.582951979343709,1.5772947153665333,0.3439552272999301,Iris-setosa
+50,4.8586564459812855,3.418677539653297,1.5717941397983348,0.21306063042021198,Iris-setosa
+51,6.452874051735461,2.5194141796771987,5.226863428796352,1.867734643162323,Iris-virginica
+52,4.892982117018589,3.0825708597943104,1.495994389084137,0.10000011741233315,Iris-setosa
+53,6.666691208868728,3.240676693040328,5.617827588503829,2.159171697752206,Iris-virginica
+54,5.683785846361357,2.5824228094723964,4.22385164373816,1.0548585255578786,Iris-versicolor
+55,7.421210085564974,3.0,6.340621064465428,2.0701415060033166,Iris-virginica
+56,7.289099584427879,2.9662800119863513,6.2645847576927896,1.9593628329965325,Iris-virginica
+57,5.37787504474298,3.9118126400670032,1.359827678752819,0.2848143091476109,Iris-setosa
+58,6.670664646169762,3.0,4.522507645971733,1.4622671100119127,Iris-versicolor
+59,6.6726562071077,3.07523630947317,4.591032788008049,1.4643015486098176,Iris-versicolor
+60,5.078645191577533,3.3458527706944743,1.5737628846299512,0.5025220582498562,Iris-setosa
+61,6.545120587012253,3.164829939381805,5.230528982243844,1.9613019491315693,Iris-virginica
+62,5.461165147341095,3.818173006398472,1.3902861002139997,0.29684487258984166,Iris-setosa
+63,6.390538967449241,3.0971382636548213,4.8516971511072216,1.6960371247314743,Iris-versicolor
+64,6.802373523427756,2.9135330338862633,5.945357817692087,1.7767165329967547,Iris-virginica
+65,6.700021518344434,3.310138467449389,5.745799513948051,2.4999992727321763,Iris-virginica
+66,6.559272711318153,3.3345586298854655,5.542495095869598,2.1372020043860296,Iris-virginica
+67,4.854982934032795,3.0,1.3853162783369355,0.10000015290755718,Iris-setosa
+68,7.583681970845579,2.9712791599286916,6.500757739134603,2.042562911741416,Iris-virginica
+69,6.740300462834001,2.925035079819886,5.889361424505599,1.78249195130521,Iris-virginica
+70,5.2925899412709025,3.6148705103557086,1.488575728530982,0.2008304358712664,Iris-setosa
+71,6.719069919568345,3.06921947427155,4.669787858184096,1.509653563729024,Iris-versicolor
+72,4.905782679842282,3.0052514409549524,1.4816175278441273,0.10000021894203956,Iris-setosa
+73,5.373027504678908,3.4007969112653327,1.5395710564472262,0.42082656205250946,Iris-setosa
+74,4.820543183422316,3.0,1.4175852491856098,0.1000001680996365,Iris-setosa
+75,6.4236613053389,2.3984684570418553,4.5841912385223695,1.4524935430306969,Iris-versicolor
+76,4.623545439472808,3.6740907453063882,1.0,0.19486446228850068,Iris-setosa
+77,6.595354454947878,3.2453501367211217,5.461017125310751,1.9893510061813187,Iris-virginica
+78,6.403487584371823,2.9391627471293806,5.272907650460326,1.7694665083711303,Iris-virginica
+79,6.425374952983197,3.133584579083539,4.696661154765476,1.496457885553686,Iris-versicolor
+80,6.292481735482411,2.2946877494112483,4.541645540525976,1.4659100984002291,Iris-versicolor
+81,6.701729701014423,3.2676522583970464,5.707048989322919,2.5,Iris-virginica
+82,6.332431730052715,2.535298338369268,4.961627128774169,1.8996937539935599,Iris-virginica
+83,5.240900283020476,2.3813430574099455,3.604048077686791,1.0258598720754926,Iris-versicolor
+84,5.88353048387037,2.802928837042522,5.295151529560606,1.830644566562181,Iris-virginica
+85,6.6489866416740675,3.0,4.591092500714248,1.463809473861394,Iris-versicolor
+86,5.836222872567084,3.024944765239606,4.425367396359874,1.3824423568030726,Iris-versicolor
+87,5.024744006885623,3.160853493212223,1.546275473890152,0.28447983854571945,Iris-setosa
+88,6.6240936646752635,3.1937811437382297,5.503364168670658,2.1456671704649404,Iris-virginica
+89,7.032010641564868,3.108647837931172,5.059760242950745,2.3060866168238907,Iris-virginica
+90,6.088066990999917,3.282378495824217,4.7159761265939615,1.66373510062769,Iris-versicolor
+91,4.927418594987999,3.3907713755892046,1.747109853804369,0.2656400534838724,Iris-setosa
+92,6.713669195041044,3.301789754290422,5.7654494411622395,2.5,Iris-virginica
+93,5.598686413180181,3.486096586885383,1.57457905799846,0.27756688532458873,Iris-setosa
+94,7.707028371579987,2.6120166150569166,6.8999986822700325,2.292198167811894,Iris-virginica
+95,5.53192162788021,4.2,1.3443777468282279,0.18543810483891324,Iris-setosa
+96,6.72647277543017,3.0,5.022592579882435,1.6596670371860271,Iris-versicolor
+97,4.749301905209838,2.9965679478170792,1.371193618166059,0.2978215537486715,Iris-setosa
+98,5.8404389311230585,2.9682588282992195,5.185121238975814,1.8380907091123673,Iris-virginica
+99,5.2467857039123285,3.4753716981580043,1.4363314312889823,0.197818363471363,Iris-setosa
+100,6.801194351852746,3.12435933122661,5.132433534914339,2.2157684638045723,Iris-virginica
+101,5.544061106086242,3.0,4.097336452869217,1.3622154209102415,Iris-versicolor
+102,5.679691553955716,2.6486762886307162,3.9219826538998928,1.1163835483936708,Iris-versicolor
+103,6.719546926261004,3.0,4.97047490616803,1.6112863159471063,Iris-versicolor
+104,5.538246181722281,3.784569621502474,1.5081388565736655,0.2833633481630083,Iris-setosa
+105,7.07522787431252,2.9201239483065176,6.133239022252787,1.7774231432291243,Iris-virginica
+106,4.974697313212249,3.413388292825435,1.5686274663078714,0.2845413173874147,Iris-setosa
+107,4.96736264398621,3.097849419513263,1.5079863679535979,0.35501266741086396,Iris-setosa
+108,5.016482787052124,3.0,1.5718842745283066,0.1906046270639003,Iris-setosa
+109,5.17528753973097,3.743763356179567,1.4145150176427945,0.21220275709771383,Iris-setosa
+110,6.206128841458129,2.334683061644146,4.282289291923149,1.2020973773300279,Iris-versicolor
+111,5.247794264639026,3.507807330924332,1.4094032750711438,0.20589700075239536,Iris-setosa
+112,5.565034257234231,3.0,4.573621554147801,1.5689650333075382,Iris-versicolor
+113,7.7083842703036085,2.5729188885239767,6.9,2.3109560447854953,Iris-virginica
+114,7.299998264587289,2.8767087164891643,6.342904359241202,1.8059688748317442,Iris-virginica
+115,4.966509504823291,2.0,3.499891636108145,1.081304358002257,Iris-versicolor
+116,5.600282632650818,3.0,4.217025581496311,1.3303712889410162,Iris-versicolor
+117,6.252580843679512,2.283473442543596,4.486324992829858,1.3966431005328543,Iris-versicolor
+118,5.578196378135967,3.0,4.440797212190281,1.4233199199288056,Iris-versicolor
+119,5.866759064744285,2.852043288390269,5.0665915281100755,1.8445988628993053,Iris-virginica
diff --git a/iris/tab_ddpm/1_4/25/test.csv b/iris/tab_ddpm/1_4/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/25/train.csv b/iris/tab_ddpm/1_4/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/25/val.csv b/iris/tab_ddpm/1_4/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/26/synth.csv b/iris/tab_ddpm/1_4/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..73f445aaa1da7032bdb0107ad92f7b471c4fa3c8
--- /dev/null
+++ b/iris/tab_ddpm/1_4/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.509018266150324,2.402313106329262,3.5892031014859778,1.0342423082640886,Iris-versicolor
+1,6.467842177873677,3.357768474594021,5.511735940454043,2.1847028226198844,Iris-virginica
+2,5.476454554573695,3.0,4.496001826349476,1.4744845238685078,Iris-versicolor
+3,5.259895599976689,2.4557079075745816,3.9528083962826113,1.1099228439386153,Iris-versicolor
+4,6.619942440521671,3.3047364495091966,5.623995924433913,2.2581919531571715,Iris-virginica
+5,6.761459638669763,3.1435830980126704,5.16777500967498,2.236645179498911,Iris-virginica
+6,6.891654043535132,3.1634399692168538,5.839816200039685,2.2819004047139835,Iris-virginica
+7,4.815187031297441,3.386144021577223,1.9968596346061154,0.20160289322801442,Iris-setosa
+8,6.275916755531525,3.397542024555093,5.563834192730218,2.2844958622302625,Iris-virginica
+9,5.052320472553093,3.3483717835697577,1.8327724086553994,0.42845901145220017,Iris-setosa
+10,4.805302445820071,3.365805522319676,1.5697549740756416,0.20167442839355906,Iris-setosa
+11,6.156481719305194,2.190557387523268,4.461876446268231,1.5274302209103434,Iris-versicolor
+12,5.001818812460817,3.385609987912209,1.6809629697462138,0.35234409772336445,Iris-setosa
+13,5.018540978499042,2.3930706355378453,3.5436586601288096,1.0074640888201816,Iris-versicolor
+14,6.304227599142232,2.8909946181366872,4.2632742608155105,1.3168799790694803,Iris-versicolor
+15,5.215432103208665,3.603848772524304,1.4141011255091798,0.20381286250514277,Iris-setosa
+16,5.088748720665331,3.258926825877151,1.5569385959180377,0.4766481271963165,Iris-setosa
+17,4.951373592247609,3.357116125226457,1.5770424831508638,0.3076157798559038,Iris-setosa
+18,5.593135868250893,3.0,3.8855478121878937,1.319747160032888,Iris-versicolor
+19,4.6928882292193235,3.287951291197671,1.5010501183454545,0.20520275067650598,Iris-setosa
+20,6.496409101099147,3.2136377776272993,5.0215844576291415,2.0210189818812716,Iris-virginica
+21,5.019907388239111,3.5839453525772815,1.5119439742680814,0.285867691623521,Iris-setosa
+22,5.099445590787199,3.501422087456968,1.3479450631225218,0.1987504870508648,Iris-setosa
+23,6.510292981772137,3.322262392140966,5.281139564921708,2.130028934766149,Iris-virginica
+24,5.897225511082135,3.0,4.330394658990591,1.2408932400677102,Iris-versicolor
+25,7.9,3.8706732834674358,6.3785807974567135,2.032007319012749,Iris-virginica
+26,6.008420960550175,2.2342669940701265,4.207522549127344,1.2411420965285167,Iris-versicolor
+27,4.5710518097302995,3.5662461424351406,1.0000005869155506,0.1941385155570053,Iris-setosa
+28,5.610776830864371,3.7514417502708906,1.4778039189396333,0.28580830512041855,Iris-setosa
+29,4.604131485622073,3.6143398249712284,1.0,0.20447521758421225,Iris-setosa
+30,6.656761456516002,2.969885889798284,4.714261560834833,1.4690902962980517,Iris-versicolor
+31,6.527262895505678,2.91317233492178,5.6485971180293895,1.8140274043180404,Iris-virginica
+32,5.5414817435677675,4.199999146223091,1.4022658746763268,0.22138312903156437,Iris-setosa
+33,4.912789567332117,3.0,1.4055285714427614,0.21311128100678087,Iris-setosa
+34,6.559700120213842,3.0,4.452769245605541,1.381356730447671,Iris-versicolor
+35,6.0943557766601755,2.5652625244740115,5.084249361218642,1.9057702184497831,Iris-virginica
+36,4.840862931915055,3.0,1.405911151269315,0.10000009661105672,Iris-setosa
+37,5.828273731066463,2.811389852845749,5.112179341127126,2.408520717287302,Iris-virginica
+38,5.421517995264836,3.7569325114454926,1.3211452804780823,0.28748968718413337,Iris-setosa
+39,6.562408996230117,3.3807361114922037,5.4727645382976045,2.199900733406477,Iris-virginica
+40,6.784798761425969,3.188731630233878,5.568538416464441,2.2535039117646636,Iris-virginica
+41,7.899998588031041,3.749549256029709,6.398150191036875,1.9755873054379893,Iris-virginica
+42,4.89925786706443,3.084067656769958,1.4736509787762073,0.10000016559658424,Iris-setosa
+43,5.937519977988203,2.1850874828598754,3.7843845921651895,0.7914869711212955,Iris-versicolor
+44,6.706979838484031,2.9754987318896258,5.758049421825105,1.780850087049147,Iris-virginica
+45,4.987695718498964,3.581005066007833,1.384296387603759,0.20439400070661493,Iris-setosa
+46,5.800628183926067,2.686687677696733,5.090740651471187,1.8705045777604992,Iris-virginica
+47,6.053095290801364,2.1935429005317775,4.053272954649573,1.0243351181802651,Iris-versicolor
+48,6.175424305457934,3.3474884939663556,4.6667923646793605,1.6589966425291056,Iris-versicolor
+49,5.898295672299051,3.0,5.2725856135129625,1.8174626743584437,Iris-virginica
+50,6.724030886435526,3.3011989394389065,5.741863336516975,2.5,Iris-virginica
+51,5.388176444219196,2.4390149040980145,3.6933165757098547,1.0651117010526185,Iris-versicolor
+52,6.1333348129968215,2.1711485917226923,4.46940434084786,1.4958392460589551,Iris-versicolor
+53,6.648972552116421,3.0,4.427755961924608,1.3690642301045834,Iris-versicolor
+54,5.078531549670595,2.3868964509472614,3.6268246482898983,1.0577370740876175,Iris-versicolor
+55,4.7406657832289385,3.4022118044088403,1.5855355594568723,0.19827523775833977,Iris-setosa
+56,4.757828726446466,3.0,1.4320359564239005,0.10000014039842596,Iris-setosa
+57,5.5781006322384155,2.671222315704638,4.349271615544072,1.2173383863686333,Iris-versicolor
+58,7.699919971741688,2.535726667838805,6.9,2.325731084242399,Iris-virginica
+59,5.871028323050074,2.1990610746534855,3.835696720126959,0.9062696922883291,Iris-versicolor
+60,4.812943999235575,3.0,1.4116357669875115,0.1,Iris-setosa
+61,7.9,3.776358668326853,6.359609822521294,1.9943012768154302,Iris-virginica
+62,6.553150918923836,3.0,4.560776523877795,1.484845762714797,Iris-versicolor
+63,7.666560860668981,2.840442326592866,6.611292591991249,2.0212912609316818,Iris-virginica
+64,4.8934934464445625,2.4048837434569696,3.1786651022658914,0.85817218721845,Iris-versicolor
+65,7.264866161162939,3.0,6.184141633116075,2.09089060365631,Iris-virginica
+66,7.664231185160294,2.616825329506822,6.899996573121474,2.3053533066432657,Iris-virginica
+67,4.4,3.231459603797678,1.2968253212146326,0.20294219983954306,Iris-setosa
+68,4.890896482902622,2.0,3.440227238282561,0.8957785417493567,Iris-versicolor
+69,6.986742776893743,3.0,6.059043516732523,2.1321303025942093,Iris-virginica
+70,7.9,3.822479632708704,6.41065448719006,1.9899512038797391,Iris-virginica
+71,5.07393628333635,3.316771415970203,1.5723513022454592,0.6466837951274427,Iris-setosa
+72,6.756223110950843,2.934194227510608,4.935966101490658,1.6480178585781362,Iris-versicolor
+73,6.129292952935167,3.313541136106524,4.697864369372505,1.655107269149748,Iris-versicolor
+74,4.605641348925955,3.605718480021567,1.0000008279608532,0.19752325099037377,Iris-setosa
+75,4.400000804382468,3.1814547507442508,1.3005400163416367,0.19313239084408085,Iris-setosa
+76,5.121239938934001,3.303158084428493,1.6682767282760385,0.2805297666019262,Iris-setosa
+77,5.6536567189259515,2.969604338049314,4.032697991723466,1.3069887254890593,Iris-versicolor
+78,4.681181119138539,3.0,1.3909745056756941,0.27636179998977684,Iris-setosa
+79,4.897795026026491,3.1104878885083207,1.49811515872496,0.10000011702254698,Iris-setosa
+80,7.633703370190832,3.0,6.645465242007811,2.126260181426252,Iris-virginica
+81,4.602326219299993,3.6087825362487482,1.0000006110000634,0.20004875027725486,Iris-setosa
+82,4.8790871656787855,3.0355560776664317,1.447663037199176,0.10000019383811945,Iris-setosa
+83,6.405942852947523,3.1488232798780436,4.796974519232472,1.6597808995978311,Iris-versicolor
+84,5.285690184366376,3.506703809866616,1.4508230330943461,0.19880024824683812,Iris-setosa
+85,6.488480016766945,3.0,5.538721963109024,1.81503647394595,Iris-virginica
+86,6.3590766485703325,2.6870597645549523,4.90941068384419,1.7973879175879535,Iris-virginica
+87,6.236543010571252,2.2946002064259154,4.322186612208913,1.1486056517690248,Iris-versicolor
+88,5.706433810954515,3.0376087466218498,4.713655396621931,1.6964225269344333,Iris-versicolor
+89,5.771824175800292,2.719049813912623,5.087178452324013,1.8922374314429413,Iris-virginica
+90,5.820484489174111,2.689530547097688,5.157490212369195,2.055160815471115,Iris-virginica
+91,4.79431158008192,3.0,1.350375670337779,0.1,Iris-setosa
+92,7.7251670998080195,2.546663833202548,6.899998230804201,2.30526083219581,Iris-virginica
+93,4.973637406239028,2.4002384343633127,3.147617731914422,0.9875739939800312,Iris-versicolor
+94,6.691926645544711,3.2493220137607484,5.757677117820829,2.4999994387817233,Iris-virginica
+95,7.899994949864262,3.6307132175273167,6.37747558558363,2.0108297694109654,Iris-virginica
+96,6.252670951775334,3.0,5.293756925441846,1.8036035162488218,Iris-virginica
+97,5.758490643116833,3.0,4.306475280096032,1.27734155612103,Iris-versicolor
+98,5.603544119420586,2.9257644932829154,3.8152596848794826,1.2843028764264717,Iris-versicolor
+99,5.930777469944174,2.791296513689279,5.3969066027921535,1.8711181824845657,Iris-virginica
+100,7.89999868141449,3.8347255258969213,6.341387059845983,1.9829994863222715,Iris-virginica
+101,6.043872686731508,2.207163784750938,4.114446965001602,1.0406137232343422,Iris-versicolor
+102,7.627279487737445,2.5796418782680868,6.899998978641489,2.285257446985579,Iris-virginica
+103,6.325121230608082,2.5157502963254776,4.952416946790338,1.8974764761383256,Iris-virginica
+104,6.291119583294202,2.3137825258182994,4.440996477730439,1.3191037394313048,Iris-versicolor
+105,6.279131316600157,2.6644176108517024,4.933907034262056,1.8200176980297451,Iris-virginica
+106,6.418861925056122,3.0,4.801088465695859,1.6004446797466478,Iris-versicolor
+107,5.7597728292476615,2.696133387892533,4.4379608456743345,1.1492912774661377,Iris-versicolor
+108,5.604837508606874,3.0,4.024621384894841,1.2849134088534417,Iris-versicolor
+109,4.617659889877255,3.557122302895546,1.000000896210187,0.1970989509183053,Iris-setosa
+110,4.886476761794491,3.0,1.4755860468148971,0.10000010380664902,Iris-setosa
+111,6.345157904958795,3.163321860758419,4.482749276378768,1.4462208127782756,Iris-versicolor
+112,6.048472478654245,2.2439600704848024,4.2294973378554666,1.0588795565274824,Iris-versicolor
+113,6.08069646724381,3.363664416811207,4.546159661003426,1.609956444885526,Iris-versicolor
+114,7.7263459325112525,2.6045738887278356,6.9,2.317211491794523,Iris-virginica
+115,5.642639077790225,2.395345469670462,3.8527700979939357,1.0375530391325563,Iris-versicolor
+116,6.930173482736324,2.9038017618602265,6.142637318945985,1.7694842091746539,Iris-virginica
+117,5.08418364624801,2.3745950561095146,3.5654599590078995,1.0270507992218583,Iris-versicolor
+118,4.992410638436555,2.4205150949438643,3.304120050923874,0.9483886248388158,Iris-versicolor
+119,4.771431204388066,3.382093655657589,1.8072504109227259,0.20312233373017194,Iris-setosa
diff --git a/iris/tab_ddpm/1_4/26/test.csv b/iris/tab_ddpm/1_4/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/26/train.csv b/iris/tab_ddpm/1_4/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/26/val.csv b/iris/tab_ddpm/1_4/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/27/synth.csv b/iris/tab_ddpm/1_4/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..156b0c7849ccc7d839d1a723bae11c3bcffc888f
--- /dev/null
+++ b/iris/tab_ddpm/1_4/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899997318367723,3.7906956311010953,6.4667555289279495,1.9701744579758358,Iris-virginica
+1,4.9650047249928235,3.0,1.5711058360685926,0.19596620665337827,Iris-setosa
+2,5.2102269014109375,3.4138237114580083,1.4362462923783599,0.19139604113959025,Iris-setosa
+3,5.74801873654144,2.9661415437581047,4.1991713380336675,1.3138353302546553,Iris-versicolor
+4,4.921041770748878,3.0753608594836876,1.489451769527737,0.1,Iris-setosa
+5,7.703521947113946,2.804765292698098,6.7206339175222585,2.0135619343053937,Iris-virginica
+6,4.792564742012324,3.0,1.3687152781029757,0.2976150980624043,Iris-setosa
+7,6.320120414811456,2.3322402767873083,4.511292628728882,1.3641757351301491,Iris-versicolor
+8,4.977338692915092,3.3949151461734113,1.9149516278634096,0.33349180170026116,Iris-setosa
+9,4.891658580035219,3.0749056478381473,1.4874119892774338,0.10000010121427423,Iris-setosa
+10,4.802660687918638,3.4011863513157343,1.5908475398390152,0.20504623106637263,Iris-setosa
+11,4.611715947524729,3.6392270289455393,1.0000006692482608,0.1964536259797683,Iris-setosa
+12,5.56364038608378,3.0,4.545747469339396,1.4976926745945713,Iris-versicolor
+13,4.644752663775822,3.2432915173597574,1.440803847277994,0.19848942848302176,Iris-setosa
+14,6.415643151273103,2.4232471035124052,4.370842890144302,1.252905958410082,Iris-versicolor
+15,6.0694612989428025,2.9225775284401285,5.521872646119218,1.8360015380573234,Iris-virginica
+16,6.336635024159003,2.540999450608017,4.923517310273514,1.881147959356363,Iris-virginica
+17,5.763766746480018,3.0922107669472854,4.345275072199107,1.4123004015190666,Iris-versicolor
+18,4.948446254289414,2.407911188711382,3.5935410133356913,1.029792636800419,Iris-versicolor
+19,4.951085349222702,3.0,1.4874328978672822,0.1951523138760085,Iris-setosa
+20,5.115978975414503,3.6715157892432053,1.5001008389204766,0.20190068369756042,Iris-setosa
+21,6.694634791190651,2.4638730362538968,5.779981714109197,1.8075037273227548,Iris-virginica
+22,5.089502882927078,3.327452754033071,1.8855063302501098,0.20292392087454608,Iris-setosa
+23,5.954094634208923,3.2791799712031833,4.644548583440147,1.69177522909442,Iris-versicolor
+24,5.883297502850526,3.2549835396372613,4.7039478910915875,1.7894622672979872,Iris-versicolor
+25,6.289048501518945,2.5644754976702306,4.981140124125009,1.848817419832687,Iris-virginica
+26,5.796686538119997,2.9485201196882915,4.2004576115838566,1.268422708329312,Iris-versicolor
+27,4.95576064655119,2.000000602907828,3.5189069240477977,1.015963625211447,Iris-versicolor
+28,5.67667985173714,3.0,4.21669048938434,1.2235987330732832,Iris-versicolor
+29,7.9,3.8285756388474947,6.41896886641342,2.0405616052304625,Iris-virginica
+30,6.38157953144244,3.364421009330568,5.4237990557233395,2.2774604286380646,Iris-virginica
+31,6.805474483551564,3.177399029920874,5.514440172003821,2.3162863138659704,Iris-virginica
+32,5.641253236813957,2.925252830100462,3.685164727026306,1.2845355479875318,Iris-versicolor
+33,5.401730870178077,3.0,4.4783376387999185,1.5020249160829877,Iris-versicolor
+34,4.964261792791661,3.510288276946999,1.4290743765277811,0.19804604737904735,Iris-setosa
+35,4.897468853919209,3.0541219961230355,1.457978795481919,0.10000010038092229,Iris-setosa
+36,5.547535596492063,2.96144265286226,3.994421928323214,1.3394043359917536,Iris-versicolor
+37,5.611674644599871,2.5312416848334602,4.298829227705529,1.084654107868304,Iris-versicolor
+38,7.7246260541869365,2.633280879346578,6.899998259383317,2.281415142209309,Iris-virginica
+39,6.730281393042418,2.8230546107379344,4.727025589437394,1.4233901662700048,Iris-versicolor
+40,5.708299557323483,2.6043273467342614,4.26931132831548,1.1214909059150304,Iris-versicolor
+41,6.048819819837481,3.3047567298484894,4.712114398601921,1.6814349593720088,Iris-versicolor
+42,4.923690209675587,3.498308968886291,1.4298969453668529,0.19934208896311642,Iris-setosa
+43,6.2218110019313295,2.639333338101997,4.962579926154768,1.8504220989034117,Iris-virginica
+44,4.475579113708315,3.1160623535236343,1.2970518805082805,0.19903322935217377,Iris-setosa
+45,5.994237457830035,3.4097738720155943,4.4533345568380325,1.5825325206311047,Iris-versicolor
+46,6.580625621230864,3.2581881115436797,5.55768768397816,2.220183644144129,Iris-virginica
+47,6.702625227953041,2.7211854983972517,4.710093645870762,1.3809488238363639,Iris-versicolor
+48,5.128001620292919,3.7253734420142894,1.4206932165164985,0.3492257680801622,Iris-setosa
+49,7.68940920357863,2.585243990823013,6.899998849573484,2.30368108277041,Iris-virginica
+50,4.862486753433213,3.0,1.39329184566863,0.1,Iris-setosa
+51,7.525377632281132,3.0,6.469325683457189,2.1053533468197214,Iris-virginica
+52,5.5333757068935245,2.8360468086637685,4.300120009788427,1.320094540936599,Iris-versicolor
+53,6.72381061451876,3.3001190340087447,5.768182385244428,2.5,Iris-virginica
+54,4.611363832661975,3.193001857413468,1.4055338754965916,0.21543229089741514,Iris-setosa
+55,5.775918308758759,2.7159393220891515,5.096359977077525,1.9472789751084474,Iris-virginica
+56,4.945479807528872,3.0,1.4235724393842086,0.19894319944013228,Iris-setosa
+57,4.905477724062998,3.0415467817046395,1.4662008210819641,0.10000040198623601,Iris-setosa
+58,4.5927742021991715,3.6475023493949963,1.0000003696740614,0.20138457635741372,Iris-setosa
+59,6.548685550412622,3.1186386256577188,5.3546130353392964,1.9336849892394388,Iris-virginica
+60,6.728608376283982,3.207704754295416,5.800509516887064,2.2610102073464766,Iris-virginica
+61,7.6842040780278005,2.7576978473991516,6.694928089109482,1.9653341996831064,Iris-virginica
+62,6.64015255632103,3.116809311463244,4.5884670116248785,1.4801720669243907,Iris-versicolor
+63,5.453300391700169,4.199999264658189,1.39249558298203,0.19390577473554357,Iris-setosa
+64,5.29668108108273,3.1261270175748175,2.2189596230758633,0.19759328801545145,Iris-setosa
+65,5.981771330398248,2.985392927628428,5.194243991212223,1.8374445891915112,Iris-virginica
+66,6.651588080478,2.5088004549863525,5.669563845634523,1.8128311621825173,Iris-virginica
+67,7.707339871362424,2.5882369627874757,6.9,2.297558698797737,Iris-virginica
+68,4.8910317680686655,3.0,1.388475897789002,0.21836120287547137,Iris-setosa
+69,5.066758123828288,3.4956179174557955,1.5067589568226558,0.2988159373290219,Iris-setosa
+70,6.622978992016051,3.1477750056929645,4.777088141864549,1.539318234227251,Iris-versicolor
+71,5.944150632130314,3.1950959217423884,4.740845003567159,1.738287450408858,Iris-versicolor
+72,5.581556896918407,2.6167641535991546,3.9154433476544357,1.1741020625354717,Iris-versicolor
+73,6.677634162434505,3.325600137621086,5.672656850767325,2.5,Iris-virginica
+74,5.8043913962212175,2.6947485521085195,5.1661556311554735,1.9088837976412603,Iris-virginica
+75,6.034040813432111,3.3614787996544786,4.618717397042889,1.588352999463475,Iris-versicolor
+76,6.666607474681587,3.0,5.752070546869419,1.8188282532115967,Iris-virginica
+77,5.706563363254803,3.829283164498232,2.0331710681725683,0.3316769934039898,Iris-setosa
+78,6.6312959074401,3.106372631767503,5.412975041386378,1.9773710928616512,Iris-virginica
+79,4.400001399248871,3.166112320763504,1.3269878182265444,0.21132035268289637,Iris-setosa
+80,5.367664433261056,3.3516583581728456,1.5562243176454051,0.3279279552255863,Iris-setosa
+81,5.725487154886102,2.883367765527866,4.3848079924079615,1.1593228471645871,Iris-versicolor
+82,5.622251026055759,2.5492091926908884,4.215899855981957,1.1514720089457875,Iris-versicolor
+83,4.578032654894577,3.6131717405779407,1.0,0.19882503368720933,Iris-setosa
+84,6.588962876497985,3.0,4.376839000495702,1.40102169626262,Iris-versicolor
+85,6.0592589562393195,2.875884347121981,4.5618426637193235,1.2596216568834167,Iris-versicolor
+86,5.989358189661091,3.0,5.440701458269054,1.7876171343029492,Iris-virginica
+87,4.9042282570033455,3.0,1.4048825360567911,0.21060728154016603,Iris-setosa
+88,4.4,3.2699655422569904,1.3182556196566255,0.1884603901273863,Iris-setosa
+89,6.326946921933793,2.747099058525063,4.367380309062267,1.1811568806027901,Iris-versicolor
+90,7.107444190835052,3.1128934417355674,6.008292224639288,2.290879896384594,Iris-virginica
+91,5.750046872940358,2.6319152750429087,4.325198925376913,0.9338515013591338,Iris-versicolor
+92,6.6539443132178935,2.7643184439214337,4.811432615329338,1.3814533935598423,Iris-versicolor
+93,6.193276796604961,3.2128023600924474,5.085505872359624,2.007926672810015,Iris-virginica
+94,4.600098856144046,3.498067242365914,1.0000018270661457,0.2039669975620286,Iris-setosa
+95,4.578599526673054,2.6478115366285184,1.3297695154992173,0.3616967591962687,Iris-setosa
+96,6.201572488834877,2.2308621428417124,4.398994898977156,1.3677483182117331,Iris-versicolor
+97,7.208531274406807,2.7994228316268193,6.242604011426018,1.7827605722982243,Iris-virginica
+98,6.193906217304392,2.1890748414580234,4.4851643358216435,1.5201096659834321,Iris-versicolor
+99,5.488502248538001,3.4485055963958047,1.592690149026488,0.21154778493836343,Iris-setosa
+100,7.723445126587331,2.603281719968012,6.899998812999621,2.293914748657669,Iris-virginica
+101,5.686922433499802,3.0,3.945291979534593,1.2039275411380586,Iris-versicolor
+102,6.6527923521449095,2.880720788996087,4.710758961695212,1.4436326198565632,Iris-versicolor
+103,5.072934575357039,3.56128203337806,1.4050571061245107,0.19473414926104704,Iris-setosa
+104,6.741870533047706,3.2433702576996293,5.699514214822212,2.499999441854645,Iris-virginica
+105,5.824956182877062,2.8117685737482474,5.113328392978602,2.3987216027320453,Iris-virginica
+106,5.263106205983436,3.829111831400507,1.5061440732632598,0.35647423408524964,Iris-setosa
+107,6.574213546652126,3.0,4.35395307097547,1.3851877132444312,Iris-versicolor
+108,6.356588346413969,2.309523723789246,4.532053338884724,1.4584435783335161,Iris-versicolor
+109,6.322088386230446,2.321011089518664,4.556596129212787,1.4720488387843969,Iris-versicolor
+110,7.536565334281886,2.9726338684774776,6.528454298829108,2.0815568377476756,Iris-virginica
+111,6.650410072209017,3.194365671811437,4.668845109069514,1.5186939444829808,Iris-versicolor
+112,6.736912745856875,3.2314906677824653,5.805303276761807,2.2216094630573533,Iris-virginica
+113,5.49210907110893,4.2,1.3988704914303582,0.19600429083321477,Iris-setosa
+114,4.606864073750002,3.513996988214051,1.0000008859863234,0.1956690389712184,Iris-setosa
+115,4.99530510642037,2.0,3.487138406791257,1.0153523387029255,Iris-versicolor
+116,6.081353264179116,2.20328581346003,4.217282749315298,1.0784665319418583,Iris-versicolor
+117,5.031868402804469,3.0,1.7406757637940664,0.20515240639727472,Iris-setosa
+118,6.391725186800332,2.3290256380230123,4.519045900864608,1.4779771201047505,Iris-versicolor
+119,5.45482749515058,3.0,4.519968375416815,1.5391150302689027,Iris-versicolor
diff --git a/iris/tab_ddpm/1_4/27/test.csv b/iris/tab_ddpm/1_4/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/27/train.csv b/iris/tab_ddpm/1_4/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/27/val.csv b/iris/tab_ddpm/1_4/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/28/synth.csv b/iris/tab_ddpm/1_4/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c84fc43ce4c269fd642aa1b71335f992b6a1a628
--- /dev/null
+++ b/iris/tab_ddpm/1_4/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.450686285600639,3.9135839495559206,1.305863893382982,0.3926349077482646,Iris-setosa
+1,6.684327148301441,3.0847584818471376,4.64924089340677,1.523572476834922,Iris-versicolor
+2,6.045589256049075,3.0,5.089164038202573,1.7933957392649191,Iris-virginica
+3,5.1354876459318,3.2673597283975497,1.4711219395614121,0.2038238103678962,Iris-setosa
+4,4.880471224396232,3.0177353818009203,1.427487488997775,0.10000009707200185,Iris-setosa
+5,6.0852724453872495,2.236834879340371,3.973105970266073,1.0177451368072787,Iris-versicolor
+6,4.902407329627014,3.0,1.4622859077650037,0.1,Iris-setosa
+7,6.772375479659402,3.0,5.743743567042946,1.842556127979748,Iris-virginica
+8,6.129128684078833,3.33425583051969,4.615913405802234,1.6169645117444589,Iris-versicolor
+9,5.673232896028239,2.5462162338745618,4.050189035273098,1.0466776812148404,Iris-versicolor
+10,5.916976071143451,3.1628765396737433,4.854186500648997,1.800580911045261,Iris-versicolor
+11,5.583728157039854,3.801580551125253,1.5455163344984968,0.27018948549425303,Iris-setosa
+12,7.7483274491833,2.610068476741211,6.899998554262488,2.2979740919533658,Iris-virginica
+13,6.7218028695455665,3.338761823409666,5.6703589133348915,2.5,Iris-virginica
+14,6.115356430191218,3.353505771932697,4.589159895923056,1.641416983321463,Iris-versicolor
+15,5.716053938888201,2.8050708332023895,3.9670284783954743,1.1731102684916415,Iris-versicolor
+16,4.9160641581224995,3.13291237109521,1.4998516171608478,0.1,Iris-setosa
+17,5.496181478922466,2.513490494854469,4.240006862221942,1.148755538201482,Iris-versicolor
+18,6.3088708863372345,2.608994380221069,4.929381752361267,1.820971759200087,Iris-virginica
+19,7.465274697805905,2.9278400304486767,6.476161520744403,1.8853854060677548,Iris-virginica
+20,7.7278103725384515,2.608374422669761,6.899997749643665,2.266717827205323,Iris-virginica
+21,7.702670926847563,2.803818363699339,6.6635944757162,1.9323257169841146,Iris-virginica
+22,7.697736329814926,2.83867663922135,6.673258904132634,2.039588315732128,Iris-virginica
+23,7.9,3.7818128818486643,6.472493223652482,2.001403937005073,Iris-virginica
+24,5.817168048821088,3.0,4.637988625268282,1.437182185118771,Iris-versicolor
+25,6.73405270910236,3.1885136279657185,5.158677161844256,2.2584983966024015,Iris-virginica
+26,4.93515081956249,3.403397979982748,1.4953124367653106,0.20726467444321456,Iris-setosa
+27,5.446908467370514,2.4144898762206894,3.738524324908134,0.936525010876406,Iris-versicolor
+28,6.354614838375588,2.5527074491400747,4.986801068716284,1.8751302120179536,Iris-virginica
+29,6.256767840950308,3.392010548260153,5.481415064071822,2.2885502652318315,Iris-virginica
+30,6.370997178423906,2.338481914137141,4.470414793163692,1.3134750705408953,Iris-versicolor
+31,4.4,3.1838908364946534,1.3865120658597905,0.2029587811297963,Iris-setosa
+32,7.567107408493948,2.918625618538068,6.540376685255263,2.003470597878887,Iris-virginica
+33,6.788203021850648,3.0,5.791087668511822,1.7789935004080257,Iris-virginica
+34,6.353447389188362,2.295631222069981,4.3919015087622455,1.315726309245187,Iris-versicolor
+35,5.239344720051458,3.76596217869292,1.511518246142026,0.4135434795390644,Iris-setosa
+36,4.9050101197761915,3.4367580031113087,1.5644211754633912,0.22401698562843497,Iris-setosa
+37,5.354434503133701,3.480064171237995,1.4859594290412514,0.20592510741172576,Iris-setosa
+38,5.616285499747792,3.0,4.2797549781499535,1.2911936968531181,Iris-versicolor
+39,6.35802035734298,3.0,5.250420725234877,1.8055069627196305,Iris-virginica
+40,6.188831788933795,2.2027518386430103,4.552521477267704,1.5626215308348543,Iris-versicolor
+41,5.751203369020601,2.913861006276308,4.335795385853222,1.3921024184126185,Iris-versicolor
+42,6.326760291193418,2.895101968677144,4.249859859906034,1.352107732050014,Iris-versicolor
+43,5.4130470837573466,3.8953159575783776,1.2999987522056706,0.4612340143039856,Iris-setosa
+44,5.85196909174641,2.763629957860836,4.16846448596661,0.8217863879324168,Iris-versicolor
+45,4.63871559527393,3.605912536538407,1.0000005205166835,0.19122809100146057,Iris-setosa
+46,4.596066131553283,3.5811063071957445,1.0,0.20570957772329215,Iris-setosa
+47,5.600855570324898,2.571154239577221,3.8544442229594633,1.0903068076559792,Iris-versicolor
+48,5.864121055837829,3.1765479557053498,4.782003767799792,1.7655064090754524,Iris-versicolor
+49,5.853265196979133,3.2505228676439284,4.628283442140544,1.758606527737703,Iris-versicolor
+50,5.269374217562118,3.3012391326621335,1.5416878429530245,0.20063792694002477,Iris-setosa
+51,4.4,3.2212418912702825,1.3040792523900282,0.19350266483022843,Iris-setosa
+52,4.891775691047946,3.0,1.4652849027936314,0.1,Iris-setosa
+53,4.510996160456477,2.417336250254495,1.3090840496854157,0.4396686356791456,Iris-setosa
+54,5.196872348726365,2.0000080548508414,3.7452476818968994,1.0424337622789996,Iris-versicolor
+55,6.559428545748908,3.0,4.4052809721729576,1.3749836143296876,Iris-versicolor
+56,5.498878818137969,3.0,4.446930853214497,1.4786505811344341,Iris-versicolor
+57,7.399667758887149,3.0,6.326465807791325,2.1744319329169786,Iris-virginica
+58,6.2794945280397805,2.5865666053856735,4.92178946975201,1.8388199983915858,Iris-virginica
+59,6.716955190626532,3.2253037548283494,5.409158348736717,2.149594830229181,Iris-virginica
+60,6.640493083217333,3.3240202159590946,5.7366823974072645,2.269488229042737,Iris-virginica
+61,6.453250861750004,3.059486923963155,5.455592948356438,2.089246377039412,Iris-virginica
+62,5.182816656631803,3.7512511628811196,1.421870084265642,0.2794265325277565,Iris-setosa
+63,6.176733472320789,3.0,5.28566218352615,1.81461102975812,Iris-virginica
+64,6.67812095388834,3.3348326437661027,5.683928795687492,2.5,Iris-virginica
+65,5.563421321743921,4.199998927671447,1.3501411844700262,0.20395782987855055,Iris-setosa
+66,5.017444858748464,2.0000017306554962,3.502782355399442,1.0419692457866907,Iris-versicolor
+67,6.685684006017788,3.281425935088342,5.618735898701121,2.5,Iris-virginica
+68,7.640369795491305,2.81229496564663,6.647390240429598,1.9801396642007576,Iris-virginica
+69,4.886521478196707,3.0012176647618753,1.4136306833548664,0.1,Iris-setosa
+70,4.4,3.226562139852183,1.2869056991190153,0.19646654943928502,Iris-setosa
+71,5.316682555363654,3.77559452778683,1.479142291462446,0.3154777978791824,Iris-setosa
+72,6.831788451236725,3.2341624157448043,6.088625879722198,2.2080427658989286,Iris-virginica
+73,5.335952205628199,3.8372370759516032,1.3418996574583537,0.41115923384264014,Iris-setosa
+74,5.216028339049312,3.4265527365520256,1.3744249692459822,0.20844556863939556,Iris-setosa
+75,4.749128085106018,3.0,1.3935896369735608,0.3674510814529406,Iris-setosa
+76,5.365360223090811,3.424787437626263,1.527010041989455,0.18812000069668133,Iris-setosa
+77,5.674105803036405,3.0,4.202695419638706,1.2701051722907115,Iris-versicolor
+78,5.967314444132532,3.0,4.315736327165375,1.3399591256191556,Iris-versicolor
+79,5.105682556198936,3.6676379784505238,1.4051296423767836,0.25025620721261643,Iris-setosa
+80,4.953599807648773,2.482920766512315,3.606406123885992,1.0446049281949596,Iris-versicolor
+81,4.781089513917983,3.3644269827046274,1.6217671863918468,0.2002285538246227,Iris-setosa
+82,5.810952443466612,2.6937069864699543,5.097717079987544,1.8860415673513413,Iris-virginica
+83,5.613355509274097,3.0,4.2494920620699705,1.2977873379058766,Iris-versicolor
+84,5.064271391336699,2.3636330954220988,3.484226127609067,0.9526204923252299,Iris-versicolor
+85,5.720138395423202,2.901852599556473,4.109237994095263,1.1700022448030356,Iris-versicolor
+86,5.218264054093289,3.6122469458216737,1.3868817894869807,0.23138228659501278,Iris-setosa
+87,4.622829993026421,3.6489303387065237,1.0,0.20259957728224376,Iris-setosa
+88,5.410503115885356,3.3718333880282096,1.5586084034895147,0.23107246889814972,Iris-setosa
+89,4.842946498534125,3.3477069505486017,1.9528051247877716,0.19283582185819578,Iris-setosa
+90,6.148052014922834,3.321649438501248,4.64831407860402,1.5836918265224738,Iris-versicolor
+91,6.665635130055855,3.250560925230026,5.761744240617277,2.253959130479105,Iris-virginica
+92,5.757921172478109,2.634992635370537,4.220409998901234,1.0860190344039413,Iris-versicolor
+93,4.40000075292089,3.180222340797479,1.3181083515433905,0.1968644701112344,Iris-setosa
+94,6.674851285548147,3.2759475382283307,5.6045028788047855,2.4999994903034546,Iris-virginica
+95,7.654816862691167,2.582828263364878,6.899998942772049,2.2876463208090785,Iris-virginica
+96,5.498056932957226,3.0,4.462898117740556,1.5233214735317864,Iris-versicolor
+97,4.4,3.238389556918721,1.2779993286372884,0.20196241301449513,Iris-setosa
+98,5.590562691660073,3.0,4.022711137848992,1.3118693783574642,Iris-versicolor
+99,5.81776349995861,3.0679949334275594,4.6763879391318905,1.7865795931410264,Iris-versicolor
+100,4.831519641130866,3.396073427376904,1.5681581797769246,0.20357742198567866,Iris-setosa
+101,6.096615229465309,2.954538083605499,4.390326066002562,1.2900993138045505,Iris-versicolor
+102,6.579305605388446,3.347178359516684,5.555654674251513,2.164431983680221,Iris-virginica
+103,4.526885916003616,2.3529153362626065,1.3337185613307208,0.306062763670533,Iris-setosa
+104,6.7761127379466535,2.806641662534575,4.8360309089351246,1.5165655002438356,Iris-versicolor
+105,5.754937852799811,2.7151706589036446,5.076944385025174,1.9051469523793096,Iris-virginica
+106,4.899072253673856,3.0,1.4262850788853645,0.19778234445279136,Iris-setosa
+107,5.152836863307726,3.0800351949451423,2.0420247982888258,0.1973558059018254,Iris-setosa
+108,4.622592022502377,3.6354761842270307,1.0000005057669947,0.19020450718172227,Iris-setosa
+109,6.645204922836934,3.0,4.38889198640646,1.4149143405956544,Iris-versicolor
+110,4.5848066484874845,3.596591423631041,1.0,0.20591689112458483,Iris-setosa
+111,5.207613696080123,2.345736133935991,3.4899418322917746,0.946918734694332,Iris-versicolor
+112,4.880902436273448,3.014153923992202,1.4484275532421473,0.1,Iris-setosa
+113,6.037237550687025,3.0,5.128219589060881,1.8026002157334513,Iris-virginica
+114,5.814600882442314,2.8300733710093526,5.182374676343646,2.469172273354999,Iris-virginica
+115,7.899998261873854,3.758266779832483,6.387727247130443,2.025958675131445,Iris-virginica
+116,6.784793877924652,3.226666896039999,5.87408591687536,2.249093634021689,Iris-virginica
+117,5.349772455680027,2.402576177981165,3.6228807131826564,0.9973435855829453,Iris-versicolor
+118,7.626898033996031,2.811053773863809,6.656480136686584,1.962429256233725,Iris-virginica
+119,6.162622308154644,3.0149372717319767,5.10758079107058,1.8032889182795566,Iris-virginica
diff --git a/iris/tab_ddpm/1_4/28/test.csv b/iris/tab_ddpm/1_4/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/28/train.csv b/iris/tab_ddpm/1_4/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/28/val.csv b/iris/tab_ddpm/1_4/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/29/synth.csv b/iris/tab_ddpm/1_4/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b9ffee26adb6fae961a966cabc4ee02d57586a83
--- /dev/null
+++ b/iris/tab_ddpm/1_4/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.505780891159624,3.0,5.173424202228795,1.9103030318766545,Iris-virginica
+1,5.649727097927901,2.6853299723612207,4.515008449324773,1.2648270303983924,Iris-versicolor
+2,5.065350878767542,3.0773700408855422,1.5563183961331988,0.20199510301093762,Iris-setosa
+3,5.178089690666981,3.355835789031337,1.4037422982772454,0.2031277345859432,Iris-setosa
+4,4.638499385413751,3.6761319581747003,1.0,0.20596638195015432,Iris-setosa
+5,5.741370191942279,2.78389980998544,4.178386240638103,1.1030572201992255,Iris-versicolor
+6,4.5022363111290895,2.309543687181184,1.2974784883672594,0.2789333971821323,Iris-setosa
+7,6.752309788668217,2.9120503126034207,4.934156942634475,1.6260525927258604,Iris-versicolor
+8,4.584190775442646,3.6597035822177078,1.0,0.19460520661474695,Iris-setosa
+9,6.33437575046656,2.3614044722725507,4.396945392293397,1.2574607323489684,Iris-versicolor
+10,5.729952831654408,3.0,4.222239934487829,1.180019171269618,Iris-versicolor
+11,4.79179102645813,3.0,1.4272599084316988,0.1000001003122458,Iris-setosa
+12,5.540996605942844,2.899235119226524,4.447221270798008,1.3349329604052504,Iris-versicolor
+13,5.6102739336268845,4.199999316932033,1.4256663172571982,0.19913051634846446,Iris-setosa
+14,6.335405016495893,2.292134153375357,4.530980499887566,1.507041714389018,Iris-versicolor
+15,5.049050710947093,3.502842236907736,1.5191960499275554,0.44872612331600836,Iris-setosa
+16,4.819750279260296,3.0,1.333058056477261,0.1000001009218593,Iris-setosa
+17,7.712321547843655,2.602120057961267,6.9,2.3022563719106124,Iris-virginica
+18,5.064442549114954,3.1969096092964486,1.747009850310698,0.1968681990461999,Iris-setosa
+19,4.400000472831701,3.1696116947720196,1.3355465706166738,0.2002482991310147,Iris-setosa
+20,5.096658878592103,3.492974514984217,1.3767581872722565,0.199103796712811,Iris-setosa
+21,5.8714686029768,3.201212511482745,4.800261331448982,1.81996175531439,Iris-versicolor
+22,5.627322397718305,2.941748142395577,4.335524014545614,1.3589867065504289,Iris-versicolor
+23,6.221011912334314,3.388524821863523,5.366161681702825,2.2695118439528645,Iris-virginica
+24,6.715854598345381,3.170532397100112,5.383252955495374,2.3314589310776035,Iris-virginica
+25,7.526127542034615,3.0,6.461564676761764,2.09796174452936,Iris-virginica
+26,6.296322798645825,2.64757514319209,4.8416236429837065,1.790344807318616,Iris-virginica
+27,5.518157991181016,3.0,4.42359607166046,1.4599111011973966,Iris-versicolor
+28,6.409365276979013,2.337656427587337,4.493080357690961,1.3454001792501433,Iris-versicolor
+29,6.798333539912157,3.0382348188113335,5.781032281910658,2.237592093092494,Iris-virginica
+30,5.052047887384677,3.459490043799685,1.3790189236659294,0.1975036848883226,Iris-setosa
+31,5.53757842230638,3.8842290939645174,1.4425449188215838,0.3166792464201699,Iris-setosa
+32,5.084326540612276,3.4790289913373447,1.3246774050551375,0.19375620084901973,Iris-setosa
+33,7.632694491338688,2.830729209642631,6.635982312369887,1.9550372356430008,Iris-virginica
+34,7.632480819786369,3.0,6.637167137005524,2.0971094534038874,Iris-virginica
+35,4.85618932778033,3.026302012296072,1.4619288824054593,0.1,Iris-setosa
+36,6.064502647172402,3.2176665688046775,4.805076347319252,1.7541573364926697,Iris-versicolor
+37,6.715280452848559,3.1084377067891773,5.770596403447083,2.241278282252913,Iris-virginica
+38,4.685306378130079,2.909560608754523,1.39323920539453,0.2480025392004663,Iris-setosa
+39,4.992308338505323,2.0,3.253161429462984,1.0020849326899575,Iris-versicolor
+40,6.042946516308214,3.088646308092909,4.380938691360064,1.3784705357143394,Iris-versicolor
+41,4.806605603299791,3.0,1.3653813595940751,0.10000016233345217,Iris-setosa
+42,7.342797182123104,3.0,6.182593947025357,2.0865595348366632,Iris-virginica
+43,5.231125220868024,3.7760535216614475,1.4142125177457905,0.32134622211931196,Iris-setosa
+44,6.431622374263842,3.0,5.5903743939467665,1.7869832961327665,Iris-virginica
+45,6.6154783231079515,3.0614844338467377,4.586631874991053,1.496628290914222,Iris-versicolor
+46,5.572479419346291,3.0,4.484431832825384,1.5337075524663795,Iris-versicolor
+47,7.54123331390047,2.915207550708398,6.514240300187261,1.8692180186650977,Iris-virginica
+48,5.566260082562814,3.0,3.9807935799927407,1.2618302358570213,Iris-versicolor
+49,5.597278698385443,4.2,1.3841753298051667,0.2001169120962712,Iris-setosa
+50,6.295658514884366,3.282408470733826,4.711155185014026,1.6187279899470715,Iris-versicolor
+51,7.692755898517657,2.6030587217951884,6.9,2.2887470185181513,Iris-virginica
+52,4.798750514101193,3.4113378239038443,1.6883641036829462,0.20022896951006283,Iris-setosa
+53,6.531476133283589,2.9726236634862238,4.356984902989586,1.361189675557564,Iris-versicolor
+54,5.770355140188836,2.698882459835774,5.086874574103001,1.8969183951333157,Iris-virginica
+55,4.984542381243384,2.0,3.43710633382568,1.0195247097090794,Iris-versicolor
+56,6.204148571096504,2.1913712813670774,4.45692370170555,1.476131453768129,Iris-versicolor
+57,6.695486540295075,3.0,4.991855328203789,1.6663230227421255,Iris-versicolor
+58,5.52890129930642,2.4930722553570077,4.3369563782063345,1.1733664962123815,Iris-versicolor
+59,5.399316042001933,3.4455291667230004,1.468175656074991,0.29805250303676833,Iris-setosa
+60,6.010346860996053,2.8684885087465575,4.441562086656322,1.271217069893307,Iris-versicolor
+61,4.835678247102212,3.4019781427780678,1.564205822908753,0.21273440281754283,Iris-setosa
+62,4.762907144529643,3.0,1.387026279710751,0.1,Iris-setosa
+63,5.140507947095204,2.3885613177267198,3.6356004257396823,1.006443377324703,Iris-versicolor
+64,6.797123638212508,2.8015971486557514,4.75696728415149,1.3928887334296502,Iris-versicolor
+65,6.537844407795723,3.2817895920876454,5.53429716235147,2.3379741636051468,Iris-virginica
+66,6.5886983220943875,3.0768027319909645,5.298415238710073,1.943499157068635,Iris-virginica
+67,5.321302977152924,3.333655882833247,1.5667140097659835,0.5526414326962624,Iris-setosa
+68,5.041978571166856,3.2855181009945853,1.796949558106689,0.4706099590806653,Iris-setosa
+69,6.4933522827692975,2.9888574127842205,4.8033057370913985,1.416537843094185,Iris-versicolor
+70,5.026347247015822,2.000001353504437,3.4145164414422413,1.057423046583573,Iris-versicolor
+71,4.614061568259201,3.583497047423652,1.0000005285873608,0.20686065577688023,Iris-setosa
+72,6.700438695743628,3.337277221690421,5.699112014763031,2.5,Iris-virginica
+73,6.6894181272513675,2.875993498656265,4.616581550452653,1.3857541727899918,Iris-versicolor
+74,6.653546533179634,3.2641194816879193,5.712281768862957,2.297374551019456,Iris-virginica
+75,6.213110863153835,3.0,5.408690375221695,1.8054752881118066,Iris-virginica
+76,5.920017441800885,3.192815399437459,4.819357324654064,1.7815018239418345,Iris-versicolor
+77,4.646016804383037,3.6411193270271354,1.0000004822426023,0.20196175615250372,Iris-setosa
+78,6.04697899283601,3.2553532913374212,4.693666425266788,1.6765469643231676,Iris-versicolor
+79,5.77028731837186,2.905597026847389,4.128071541615623,1.128649406094027,Iris-versicolor
+80,5.793632963008842,3.030671814453952,4.344463968795407,1.344803335520771,Iris-versicolor
+81,6.248788690079399,2.2179271131719096,4.327423048822077,1.260855033129512,Iris-versicolor
+82,6.847318529742484,3.1122399890576635,5.240333881541188,2.231944555721874,Iris-virginica
+83,4.815533754645904,3.4012960574771633,2.0127223379324675,0.19953351787413054,Iris-setosa
+84,5.622180122984994,2.6507023094996307,4.148608543491899,1.1224454268568032,Iris-versicolor
+85,6.5616418418001405,3.0,4.339733276406582,1.3802480572754607,Iris-versicolor
+86,5.93699091152154,2.7002184939438854,4.207910596559371,1.0270738952726803,Iris-versicolor
+87,6.202176970169847,2.2230769080814548,4.3691130270072485,1.357092264383075,Iris-versicolor
+88,5.717688446809229,3.13023452634715,4.658419805100145,1.6737671259629285,Iris-versicolor
+89,6.707426220567214,3.288374743659318,5.709202040461093,2.499999558931936,Iris-virginica
+90,6.268938625736343,2.2182419603268015,4.484954936181159,1.4091263740280286,Iris-versicolor
+91,5.821615663044134,2.3659020380208644,4.208452003480641,1.0550589960959509,Iris-versicolor
+92,5.052142667745172,2.4108927664367052,3.6121242155276074,1.046237041957891,Iris-versicolor
+93,4.656914984558242,3.2516454029413313,1.4373615433837883,0.1979884897819162,Iris-setosa
+94,5.895148880210588,2.8823300241537586,4.3253652858624525,1.217116573298897,Iris-versicolor
+95,6.776053340757109,3.2878544670707006,5.790682358989728,2.083750188053233,Iris-virginica
+96,5.657114680039643,3.8125952909882987,1.7819755088722675,0.28843443762276155,Iris-setosa
+97,5.979810755907255,2.6876201472494494,5.01966759590044,1.8481983983218606,Iris-virginica
+98,5.098793031726122,2.4073850033657394,3.6059467284903985,1.0058843152548804,Iris-versicolor
+99,7.696691710681423,2.608634800153728,6.9,2.294585491762327,Iris-virginica
+100,4.847927458968859,3.0,1.3544632265453256,0.2034598514202369,Iris-setosa
+101,5.002192142706319,3.0,1.4974478631667618,0.1963958338925011,Iris-setosa
+102,5.787630488319632,2.9398185810692605,4.33292766195782,1.2986083698627244,Iris-versicolor
+103,7.691730834916902,2.5741475049830704,6.899997995028548,2.3083897258401316,Iris-virginica
+104,5.654164546071008,3.0,3.9131035252266164,1.2739021786941258,Iris-versicolor
+105,7.899998100643195,3.7423476445268546,6.435227176367697,1.9714906178830633,Iris-virginica
+106,6.347924787500836,2.3188882264906026,4.557493325221074,1.4333706947518905,Iris-versicolor
+107,7.506468393490938,3.0,6.542075321682062,2.085766711265003,Iris-virginica
+108,5.423992664498119,2.5395269304218258,4.277269291775546,1.1465029651504914,Iris-versicolor
+109,5.816873183097647,2.7958895707425424,5.181850246547743,2.4041002495173536,Iris-virginica
+110,5.017488080959748,3.0522054610565803,1.4896758361858924,0.1940075503532641,Iris-setosa
+111,6.268108483500445,2.2293530315262355,4.448085441593683,1.4003885069128545,Iris-versicolor
+112,5.495839571839972,3.0,4.360129064935759,1.3895903277478068,Iris-versicolor
+113,4.9686756839622195,3.4849765489891427,1.4110526736560205,0.20895260080951963,Iris-setosa
+114,5.845271772243068,2.896135096564127,4.224961196212664,1.2666855960801713,Iris-versicolor
+115,5.953611493747572,2.2114838597593103,3.898773088211624,0.9167936750651926,Iris-versicolor
+116,6.406383846776308,3.168219834782292,4.793241404165709,1.6114887335416395,Iris-versicolor
+117,6.698479869374744,3.3198934339534625,5.67806909228146,2.4999995316107873,Iris-virginica
+118,5.766415566282845,2.954174305840785,4.337841962990642,1.427053362040106,Iris-versicolor
+119,4.86191009948081,3.0,1.4202744064734993,0.10000015338419496,Iris-setosa
diff --git a/iris/tab_ddpm/1_4/29/test.csv b/iris/tab_ddpm/1_4/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/29/train.csv b/iris/tab_ddpm/1_4/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/29/val.csv b/iris/tab_ddpm/1_4/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/3/synth.csv b/iris/tab_ddpm/1_4/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..85008dbfe9d98250dd0b47361afa17dc104825dd
--- /dev/null
+++ b/iris/tab_ddpm/1_4/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.80892211503974,3.3994014907106553,1.5993089668450575,0.2003177200978322,Iris-setosa
+1,4.510449380157941,2.333057296257147,1.3056515142743104,0.2946266665506534,Iris-setosa
+2,7.9,3.8508961005110036,6.337048722994834,1.998507914000637,Iris-virginica
+3,4.400000734126825,3.2026556529793875,1.2698736153179637,0.19548511372188657,Iris-setosa
+4,6.385494868091614,3.0,5.59559016672222,1.7984538657705296,Iris-virginica
+5,6.088287474666099,2.2725485603511153,4.244599080465175,1.2585730156977286,Iris-versicolor
+6,4.4,3.2383249373968144,1.2804041240309447,0.20530827093940093,Iris-setosa
+7,6.262603572014373,3.14813455423694,4.719135366023407,1.611785043363437,Iris-versicolor
+8,4.988870697327136,2.0,3.5675694651062546,0.9204220929558344,Iris-versicolor
+9,7.899997431815241,3.7283120859504235,6.3421953065092955,1.969486083270809,Iris-virginica
+10,5.504887557345497,4.199998282403932,1.3897231542904098,0.2100081135226686,Iris-setosa
+11,5.989450123181562,2.8955693436022183,4.4974861562170405,1.3810219011270044,Iris-versicolor
+12,5.758160914028967,2.551095417290256,3.955730881830373,0.9079428742066618,Iris-versicolor
+13,5.342754178555948,3.0,4.362071290689077,1.4202637492053405,Iris-versicolor
+14,6.075038958143338,2.587326976056301,5.048420148782479,1.8988971849266927,Iris-virginica
+15,5.357679798073895,3.9077182586463084,1.2855712355668825,0.42273637653465124,Iris-setosa
+16,4.616454389660711,3.1519989246595768,1.3952735259914562,0.20476639422503987,Iris-setosa
+17,5.665668059348714,2.962156840336068,3.953878117301734,1.286776595783687,Iris-versicolor
+18,6.494567022170533,3.283954915359896,5.523905415236372,2.270036624277108,Iris-virginica
+19,5.123083310952996,3.741910266812807,1.466741394306072,0.19974027740253136,Iris-setosa
+20,6.173382719451955,2.959079253275652,4.516175201720228,1.2780336963179164,Iris-versicolor
+21,6.278737408226106,2.2419386794019913,4.55236252490232,1.5584768989537645,Iris-versicolor
+22,5.584161869565707,3.7908523801393126,1.4852544709572344,0.36963023699569114,Iris-setosa
+23,5.44423795501112,3.414618279262651,1.539697894311729,0.20397981256217784,Iris-setosa
+24,5.5511324141849725,2.8175636152301613,4.288113860785114,1.2957979203173338,Iris-versicolor
+25,5.630086446926742,3.7006145880892714,1.7796710282949435,0.33886327192996246,Iris-setosa
+26,6.635386430421951,2.8656454661144806,4.473328442013604,1.344294243495355,Iris-versicolor
+27,5.606297085649653,3.07186090001617,4.526298976700237,1.6011017209135185,Iris-versicolor
+28,5.457627824795097,3.0,4.510704544103103,1.5452402710261752,Iris-versicolor
+29,6.768083062171672,3.166401226579555,5.151976498703302,2.2713867879503704,Iris-virginica
+30,6.491910798546588,3.173001621078498,5.5895532799832415,2.280400110036297,Iris-virginica
+31,4.864994269045692,3.0508965819926934,1.463685893429921,0.10000010583456291,Iris-setosa
+32,5.052575208968912,3.5477010018639246,1.403340598348174,0.20375776822567962,Iris-setosa
+33,5.039530028582755,3.0447431540523455,1.4875469454442574,0.19777018875519137,Iris-setosa
+34,5.2980527274212506,3.4089357039007906,1.508899829340964,0.42832798796518934,Iris-setosa
+35,7.383961126118388,2.876015688518992,6.388258848355882,1.8300435806609687,Iris-virginica
+36,4.62882693374035,3.600398741877152,1.0000003825370951,0.1945278119853465,Iris-setosa
+37,5.9366993768858585,2.96290809774025,4.2257146054060595,1.2721816030820168,Iris-versicolor
+38,6.209716651715398,2.2443912389854455,4.48344949986842,1.4352235616325324,Iris-versicolor
+39,7.001258308026045,3.1822545388043277,6.089279549250995,2.2889462985173847,Iris-virginica
+40,5.748563272810973,3.0637689483307775,4.6810009382399205,1.7180241371162661,Iris-versicolor
+41,6.120526563279861,3.0,4.646450027278688,1.4889986087723974,Iris-versicolor
+42,5.567591334684299,3.0,4.234203841513408,1.359196393227792,Iris-versicolor
+43,5.6675834303459585,3.0,4.19919286061665,1.2563083911932913,Iris-versicolor
+44,5.697306984757532,2.9870417328248164,4.1508996358465255,1.3006654789435277,Iris-versicolor
+45,5.727170542669746,2.8268456959906967,4.1599577512369335,1.2962488378083388,Iris-versicolor
+46,5.805285303304142,2.6900029076719756,4.185351985587506,1.0088217059380855,Iris-versicolor
+47,5.40511622292688,3.0,4.5697700250361,1.556287252248489,Iris-versicolor
+48,5.401018077100426,3.411174283759443,1.4904299711777955,0.372018844758328,Iris-setosa
+49,4.4,3.187263892847336,1.2631389336987149,0.20152021861341005,Iris-setosa
+50,6.086019108784406,3.3851077379315075,4.565529752264181,1.6088767527339545,Iris-versicolor
+51,5.819672622604685,2.862133229271513,4.450885291740963,1.2406608246232596,Iris-versicolor
+52,7.9,3.803746760828926,6.448564929357277,2.013565471222641,Iris-virginica
+53,6.7004960942015455,3.135154324970336,4.6850549666920465,1.4860735546843231,Iris-versicolor
+54,5.95357691688892,2.7616378616750348,4.483274756627929,1.1311042883678288,Iris-versicolor
+55,6.652980285115003,2.9352404544048674,5.763855792398996,1.787349749787804,Iris-virginica
+56,6.536430175821947,3.106833784195664,4.669938398131373,1.4953008263491931,Iris-versicolor
+57,5.738956469729099,2.655650963409436,4.218176983266678,1.026091145266583,Iris-versicolor
+58,5.5424460660115145,3.0,4.391932343014841,1.411651223395375,Iris-versicolor
+59,6.600405632631778,3.0,4.46921360962609,1.3799631807541055,Iris-versicolor
+60,5.37269425519294,3.353262783303411,1.5621046741000297,0.19379231436043134,Iris-setosa
+61,6.796711411221997,2.7902586360635557,4.772999514355856,1.4653420210992034,Iris-versicolor
+62,4.809701449596375,3.3829413049157493,1.5768666922167804,0.19773928035651162,Iris-setosa
+63,5.47683063422899,4.199999340636708,1.3907764651925518,0.20474230228447615,Iris-setosa
+64,5.301679081378517,3.6422049754074353,1.5315323845363775,0.20006365070828114,Iris-setosa
+65,5.712203593219787,2.928480905258603,4.437672119979416,1.3651800293137089,Iris-versicolor
+66,4.88766317593285,3.0,1.460879943518752,0.1000001025522381,Iris-setosa
+67,6.539929705789124,3.345337863891109,5.425743487215524,2.1468882408739907,Iris-virginica
+68,6.73301408622018,3.111259703710471,5.54094346631941,2.080783028259132,Iris-virginica
+69,5.322198423045385,3.514114043829227,1.4819046041755966,0.20846354545104623,Iris-setosa
+70,4.548032907818652,3.5166625416765602,1.0000003670677406,0.20621333443464487,Iris-setosa
+71,5.021435934278133,3.3938026431879935,1.6162556610483747,0.42244248271682716,Iris-setosa
+72,6.294585431679032,2.321486859048868,4.3263299210339525,1.3071270679773475,Iris-versicolor
+73,6.308661825233732,3.0,5.525839540286705,2.0915426320638417,Iris-virginica
+74,7.654619895131885,2.7844432455845975,6.685817555298938,1.930929505771718,Iris-virginica
+75,5.493886958472509,4.199998934831317,1.3699175957911642,0.21234023696276746,Iris-setosa
+76,5.793188207444893,2.9166354937462002,4.315788544842785,1.2138507203459477,Iris-versicolor
+77,6.498575430620789,3.2046965969140033,4.62872579997731,1.5677697297978617,Iris-versicolor
+78,4.828745470477712,3.0,1.4244669712602478,0.10000010857683472,Iris-setosa
+79,4.931064136801273,3.1322415138107007,1.4146876389045049,0.2047843902521706,Iris-setosa
+80,7.3432160099064685,3.0,6.227188851846141,2.0292343429633193,Iris-virginica
+81,5.508320578445321,4.199998401865167,1.3859024756459817,0.19822204387864248,Iris-setosa
+82,6.062380558153323,3.3592826853937368,4.546404649067518,1.5989370801938587,Iris-versicolor
+83,7.026089866069933,2.9788195270904403,6.0705275685826985,1.7875240105409855,Iris-virginica
+84,7.704309052657112,2.8469144767711554,6.633707868441662,2.014543415743036,Iris-virginica
+85,4.893477265704848,3.0457133455913845,1.4487287984281245,0.10000017412181222,Iris-setosa
+86,5.230228391626066,3.7024877211469263,1.4359494291093187,0.4014938032347918,Iris-setosa
+87,4.960344660248519,2.0,3.3436837331089957,0.8791384959528601,Iris-versicolor
+88,7.692781693389915,2.6381342489714608,6.8999954913526755,2.316312575894918,Iris-virginica
+89,6.142783632976066,2.2184364763054103,4.256996313524665,1.0667226089961293,Iris-versicolor
+90,6.179909435969905,2.1680982181344652,4.461525165400057,1.4142874474722198,Iris-versicolor
+91,5.6665711773213205,2.7089175281087234,4.454968361819581,1.2216054385287358,Iris-versicolor
+92,5.644564062097141,2.7818430814465516,4.392585301276202,1.3081695676322553,Iris-versicolor
+93,4.81619488767171,3.0,1.3870806497309447,0.1,Iris-setosa
+94,6.722908694454345,3.109541888355242,4.730329935979022,1.5363788938528884,Iris-versicolor
+95,5.833976534648022,2.699900557684857,5.0931742509364035,1.8845381867795645,Iris-virginica
+96,6.937901807064606,3.14971059721225,5.222680195402689,2.2923153058809875,Iris-virginica
+97,6.366573512498804,3.200690865896102,4.57227628770951,1.5093030398397393,Iris-versicolor
+98,4.906889147316252,3.0,1.4094085784544284,0.19814842718128345,Iris-setosa
+99,5.10565781000634,3.0857463178027276,1.8825655535065766,0.19507644221513484,Iris-setosa
+100,5.800432043430301,3.172489313219449,4.563846512238125,1.5353896236966174,Iris-versicolor
+101,5.343148812606349,3.352190937661409,1.575229939780328,0.24256943278660661,Iris-setosa
+102,4.955505535324661,2.0,3.4713782381563827,1.0270637454771647,Iris-versicolor
+103,7.597808459759593,3.0,6.537276762120453,2.089361299518495,Iris-virginica
+104,6.921659785583071,3.068660614918013,5.060004980855388,2.2791932389983502,Iris-virginica
+105,4.5416328837542865,2.5436735721201575,1.3288651801306934,0.3626328207893515,Iris-setosa
+106,6.267317241595784,2.9859690311059968,5.497019108133028,1.7909305794636368,Iris-virginica
+107,4.853454219256373,3.0,1.3925428126611075,0.28914831896334703,Iris-setosa
+108,5.656133417483366,2.6146702624229037,3.727930151683351,1.1795769355787173,Iris-versicolor
+109,4.76750590024124,3.383608988219748,1.7453603222462022,0.19844599308409458,Iris-setosa
+110,5.443927031116818,2.5558764390241984,4.3299580848069,1.1287507565245722,Iris-versicolor
+111,6.17896431193607,2.1776633803752206,4.5016941629676674,1.495997025307476,Iris-versicolor
+112,6.314673263482694,2.9933457828857075,4.349457471093169,1.320353617934167,Iris-versicolor
+113,6.643828158786749,3.3115715915526827,5.6110689024106595,2.499999495373337,Iris-virginica
+114,7.355776515921057,3.0306929790546224,6.351811989435886,2.1543658830449295,Iris-virginica
+115,5.000727016914636,2.000000494152304,2.942516838404749,0.843855406430609,Iris-versicolor
+116,4.862933543259429,3.0,1.4305047712057588,0.1,Iris-setosa
+117,5.513756862079782,2.585135808744999,3.7311336202669234,1.0900118503366951,Iris-versicolor
+118,4.40000048425597,3.25510661065144,1.288881536409045,0.21309689000190699,Iris-setosa
+119,6.104893462888069,2.221048798520778,4.26665920442424,1.2236267852862774,Iris-versicolor
diff --git a/iris/tab_ddpm/1_4/3/test.csv b/iris/tab_ddpm/1_4/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/3/train.csv b/iris/tab_ddpm/1_4/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/3/val.csv b/iris/tab_ddpm/1_4/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/4/synth.csv b/iris/tab_ddpm/1_4/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..00ce8db6a9561b39d358a812eff9b73ce118e5f2
--- /dev/null
+++ b/iris/tab_ddpm/1_4/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.600098050027424,3.0,4.586847108918849,1.522280583916889,Iris-versicolor
+1,7.463422822614263,2.8780272496837225,6.4413594524408655,1.7955619478048577,Iris-virginica
+2,4.648168707179539,3.5623215706611546,1.0000010584078087,0.20730248647841903,Iris-setosa
+3,7.35665575447454,3.0,6.316215121192942,2.058976731349036,Iris-virginica
+4,6.1391384814533385,3.0,5.229478740130833,1.7961797207365229,Iris-virginica
+5,6.235988014299159,2.2711737411252018,4.502370610772094,1.4784119148829848,Iris-versicolor
+6,6.734822998902569,2.68306864639633,4.720884992653845,1.4523878497229539,Iris-versicolor
+7,5.782127099448933,2.6899722641235186,5.068742931004313,1.9497362960395557,Iris-virginica
+8,4.6241907888123635,3.193985266408115,1.376767591339352,0.21730681814054764,Iris-setosa
+9,5.7797255540515735,2.9426136538827703,4.407152084105715,1.367782827466474,Iris-versicolor
+10,5.1259447437891845,3.7249281744614127,1.4100431593968479,0.2101878254370059,Iris-setosa
+11,7.733278276017593,2.5748719251487833,6.9,2.2601176667859715,Iris-virginica
+12,6.721426946373169,3.144717175843723,4.724279456636293,1.5013581166358538,Iris-versicolor
+13,4.764897432618811,2.976464766714211,1.3865348315750017,0.2888246556648296,Iris-setosa
+14,4.976228167473006,2.0,3.3581937639272237,0.8642282204768135,Iris-versicolor
+15,5.584725904274819,2.8777198567185547,4.30178237449668,1.3679314441461143,Iris-versicolor
+16,5.647329613695597,2.8938238008661274,4.469215602261522,1.3913115870132935,Iris-versicolor
+17,7.9,3.7815979108412923,6.448707736125062,1.9894952609864893,Iris-virginica
+18,5.736278428594933,2.8509645145593,3.9087897171983994,1.2601556638448748,Iris-versicolor
+19,4.901141120620989,3.0,1.4005288052574092,0.20163968509982283,Iris-setosa
+20,4.8448112689333716,3.027228221413824,1.4231081254909095,0.1,Iris-setosa
+21,6.208319571837009,2.244835091479316,4.332515734103291,1.2383684505004606,Iris-versicolor
+22,6.439594986834165,2.423104859899994,4.551673916132881,1.448862327818933,Iris-versicolor
+23,5.1256216640048295,3.2745070549404396,1.620373422115265,0.37857825908739884,Iris-setosa
+24,4.962315213801906,2.0000007380373463,3.5332458157240705,1.0812459464258908,Iris-versicolor
+25,5.8761795265279595,3.2586336197319574,4.662375718742243,1.7151206990997525,Iris-versicolor
+26,5.85897216046175,2.5432774519173305,4.418430559182986,1.128444220423766,Iris-versicolor
+27,4.580266952444281,3.6783363866145873,1.0,0.19864099001702745,Iris-setosa
+28,7.579042060230992,2.7922169940786032,6.596351203200627,1.950459738909948,Iris-virginica
+29,6.392358326912934,2.268170951725157,4.5372356528234405,1.3960341982430586,Iris-versicolor
+30,4.83223130177482,3.006165605030779,1.4223691516439698,0.1,Iris-setosa
+31,4.499949437095728,2.293320186677203,1.3488680870978365,0.2971805521233854,Iris-setosa
+32,6.581042821324846,2.9736947105218356,4.68762931620208,1.5107360697870922,Iris-versicolor
+33,6.247822297683678,2.567104457220163,4.512019797545526,1.1694714845967789,Iris-versicolor
+34,4.900370094762252,3.0,1.4194069128599118,0.19968727671554215,Iris-setosa
+35,5.907632692837232,2.5226407017647063,4.1202259907033385,1.1071373298701295,Iris-versicolor
+36,6.780106914025641,3.1324396662835867,5.417387599467334,2.2090884294974935,Iris-virginica
+37,6.266615815489781,3.419459323571902,5.390984128133252,2.314402248499774,Iris-virginica
+38,4.656444663156904,3.2898708842645754,1.4536698811224542,0.19362305290931653,Iris-setosa
+39,6.3464320443838105,2.6866548752564756,4.988656076999282,1.803629001304799,Iris-virginica
+40,7.462128727144451,3.0,6.418674463924797,2.076275458670012,Iris-virginica
+41,7.899998821828342,3.807812204199252,6.360974702540069,1.9730307521000683,Iris-virginica
+42,4.983793272359877,2.0,3.4617054607578774,0.9641286805576914,Iris-versicolor
+43,5.635322849105757,2.953792887665414,3.9876646695861804,1.3013111274071334,Iris-versicolor
+44,5.111166883623164,3.8060070772702748,1.4184236721135346,0.25104767129758543,Iris-setosa
+45,4.8873358899937,3.087982689573716,1.4724135933906155,0.10000009399664783,Iris-setosa
+46,4.6139663311672505,3.0658295407161598,1.3993697049022855,0.22452368546410925,Iris-setosa
+47,6.323936177778013,3.2532763397877806,4.522507481342396,1.4156679486952366,Iris-versicolor
+48,5.253086149999284,3.299017988477294,1.5776460533795065,0.19352690214467683,Iris-setosa
+49,7.5561332188332635,3.0,6.599596835057152,2.0932792552457977,Iris-virginica
+50,6.305292243420235,2.6948959917559665,4.9489547443497255,1.8673645286445,Iris-virginica
+51,5.61792750013614,3.8015470502508846,1.546215087867136,0.3564848027342634,Iris-setosa
+52,6.526986082571973,3.1986483314041974,5.094192999666862,2.03406704961369,Iris-virginica
+53,4.908104609550784,3.037384486758082,1.4858164128436473,0.10000013207641581,Iris-setosa
+54,6.311237662217018,2.2930589791462452,4.442023860630021,1.3231396625312914,Iris-versicolor
+55,5.0051774846825055,2.0000005740509024,3.4527457535812585,1.0333434527776386,Iris-versicolor
+56,6.498949994291388,3.3226439461850283,5.450209525119429,2.1631530858073496,Iris-virginica
+57,5.498517311808512,2.963229538184444,4.363299864296174,1.4063933089327285,Iris-versicolor
+58,4.886342096024741,3.0,1.4498788515257506,0.10000012398517764,Iris-setosa
+59,6.089828089516845,2.2267547910796113,3.9992921630883185,1.0834042713484084,Iris-versicolor
+60,5.797831489846047,2.715002427731836,5.1268615602721095,1.9184926065022434,Iris-virginica
+61,5.649561991148897,3.7172262348669234,1.5626992743972983,0.28476000091560544,Iris-setosa
+62,4.67384934700787,3.2269022853675704,1.401268130290633,0.20343883244493005,Iris-setosa
+63,5.805785827912079,2.666320018458212,5.167005856594107,1.943786140529284,Iris-virginica
+64,5.6493321138935295,2.466333809004335,3.8901390636984354,1.0607398395859835,Iris-versicolor
+65,6.720100394471156,2.6022821649606445,4.806796298032585,1.4327968132096573,Iris-versicolor
+66,7.629251418849967,2.6195239092661264,6.899995787493197,2.2590964192579124,Iris-virginica
+67,6.312913687253983,2.325506207470106,4.4321278644756195,1.3015088931649093,Iris-versicolor
+68,5.620574031021983,3.5075093002853204,1.6975269245735305,0.3002031868829015,Iris-setosa
+69,5.728974031990287,2.9672176726707242,4.400748320406038,1.3591520928136187,Iris-versicolor
+70,6.489554841316707,3.1985172401224258,4.795374304201148,1.572868722806673,Iris-versicolor
+71,5.509229109115153,3.8712363085427963,1.3193560588695725,0.3155276186500621,Iris-setosa
+72,4.640485220945133,3.5978664326081122,1.0,0.20186179492203746,Iris-setosa
+73,4.60750212451726,3.609323018798052,1.0,0.19960366866952894,Iris-setosa
+74,5.381304707809984,3.3681782963829234,1.5056338830205123,0.3200246672776675,Iris-setosa
+75,5.2782775946018585,3.7123431274179803,1.4880525219876524,0.3742988318742442,Iris-setosa
+76,6.6287123038094595,3.0,4.375034356336843,1.399205515344448,Iris-versicolor
+77,5.565181846266407,2.5966832009151806,4.251492953828685,1.176402546346127,Iris-versicolor
+78,6.679326852618364,3.2829650451321175,5.558911963579821,2.0362109510209376,Iris-virginica
+79,6.136656868845291,2.267191643631424,4.321546144249348,1.2895430462976754,Iris-versicolor
+80,5.750999926878738,2.879713309467034,4.509569691670643,1.3446065027629857,Iris-versicolor
+81,7.9,3.813829630691104,6.422015332745602,2.000043438544916,Iris-virginica
+82,6.424236978055784,3.332580650347932,5.41841051162418,2.2529943396349927,Iris-virginica
+83,5.370349048125394,3.4146032338691175,1.4888234836990282,0.20315282219264288,Iris-setosa
+84,6.95411369152575,3.191439017362415,6.02693030176039,2.269614857580692,Iris-virginica
+85,6.331017217409077,2.6096143435077606,4.941042353523287,1.820219629504976,Iris-virginica
+86,7.705544620097665,2.5830152938623137,6.8999989114139995,2.2999020764298135,Iris-virginica
+87,5.47919077400773,4.2,1.380168995268373,0.17785705123982143,Iris-setosa
+88,7.707981242191906,2.591445435581814,6.9,2.328612302937535,Iris-virginica
+89,6.299204740726292,2.510021503152634,5.0249499044371655,1.9010280217891289,Iris-virginica
+90,5.789059107710811,2.694902094387974,5.15818933240047,1.921473555839677,Iris-virginica
+91,5.498044353904341,2.415029935850637,4.240945467178281,1.1290823685794247,Iris-versicolor
+92,5.883091166678871,2.926025748283978,4.248219216985252,1.0740018646504692,Iris-versicolor
+93,5.212863373789889,3.7809873830242653,1.434355402652416,0.2145456410493693,Iris-setosa
+94,5.736191122626483,2.505560871124588,4.160776119941,1.145848643223593,Iris-versicolor
+95,5.072861741951256,3.3034603862107526,1.5396285294527958,0.5582306238922811,Iris-setosa
+96,7.647243672518364,3.0,6.619926164714947,2.0681276344758306,Iris-virginica
+97,5.661110156027205,3.0,4.564526990540996,1.6320299921941646,Iris-versicolor
+98,5.421264527152039,2.572578806907156,4.290950514644682,1.1781478074727607,Iris-versicolor
+99,5.631689369656135,2.6162516994388514,4.2570447579831,1.145338416286726,Iris-versicolor
+100,5.72902265297978,2.829487512756748,4.36220957898844,1.2507702553583633,Iris-versicolor
+101,6.521540696182954,2.5686190197878616,5.612232531309016,1.8188892211407564,Iris-virginica
+102,4.577737823669606,2.7193852532009584,1.3236480336664547,0.3010927932170409,Iris-setosa
+103,4.6083407668040826,3.5983004670683765,1.000000622178031,0.19012837774306351,Iris-setosa
+104,5.277690972064756,3.875682646383047,1.3265968681327813,0.27885908644910495,Iris-setosa
+105,4.4,3.176521808892817,1.3095102669929863,0.19783573351867306,Iris-setosa
+106,5.766685266401197,2.889123315924455,4.128362815973368,1.3423658204158972,Iris-versicolor
+107,4.938729941785189,3.5029078337111317,1.468226051632052,0.21137906450671728,Iris-setosa
+108,5.789543985937041,2.6930303831612843,5.085548947445445,1.9100769443903165,Iris-virginica
+109,6.6208936827064555,3.354585344745275,5.650177251043001,2.186266946523586,Iris-virginica
+110,6.297083914230725,2.2989632983578856,4.426360142088338,1.3228880673256422,Iris-versicolor
+111,6.74474661432511,2.96513538618505,4.944956374796721,1.645118678505039,Iris-versicolor
+112,5.461251468438032,4.199999040186508,1.4101459235296752,0.19289537650711372,Iris-setosa
+113,6.329954557682303,3.0,5.189244710995845,1.7974592323167589,Iris-virginica
+114,6.636119000514152,3.010044295952068,4.901099006524,1.6913820141620284,Iris-versicolor
+115,5.841235094388522,2.6736721987526213,5.179754253119838,1.9227965256170645,Iris-virginica
+116,7.665305279622386,2.5967750360261834,6.9,2.28597920388363,Iris-virginica
+117,7.7087243733332205,2.567803714831246,6.899998883617674,2.2969368648805926,Iris-virginica
+118,7.726030328355043,2.6089866040997336,6.9,2.3241122675209818,Iris-virginica
+119,5.602863370855066,2.506883401210804,3.876489794404999,1.064822541166426,Iris-versicolor
diff --git a/iris/tab_ddpm/1_4/4/test.csv b/iris/tab_ddpm/1_4/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/4/train.csv b/iris/tab_ddpm/1_4/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/4/val.csv b/iris/tab_ddpm/1_4/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/5/synth.csv b/iris/tab_ddpm/1_4/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5dad249b81a27c295d79a097095da29b5c1d9e67
--- /dev/null
+++ b/iris/tab_ddpm/1_4/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.574233523171108,2.9877573117217113,3.5668003426697465,1.3295693235149135,Iris-versicolor
+1,4.875629239738455,3.0,1.4654637076307166,0.10000011992882721,Iris-setosa
+2,6.240421155319828,2.2184922100030113,4.530269529141287,1.5197523146289882,Iris-versicolor
+3,4.75968687144773,3.3850821220029204,1.561107590375199,0.20219194660645354,Iris-setosa
+4,4.798639680518908,3.389872177804433,1.7676284099279946,0.20254879611746002,Iris-setosa
+5,6.78859244289706,2.486045625052741,5.999679117184731,1.8135791647471526,Iris-virginica
+6,5.691478911458121,2.7921831151926138,4.485798021440002,1.2821088558793532,Iris-versicolor
+7,6.813718620492983,3.1242197454854543,5.333101128067587,2.321337049549239,Iris-virginica
+8,7.360068576083088,3.0,6.332152327533584,2.1103915991652435,Iris-virginica
+9,5.8918903245634064,3.4197816934461693,4.493754445966407,1.6419110642892116,Iris-versicolor
+10,6.041681765389228,2.1883018952457283,4.144757756184098,1.0533805834650152,Iris-versicolor
+11,4.959773754306437,2.452779921888241,3.5003601421422896,1.0589783507240191,Iris-versicolor
+12,6.481876458497015,2.406256291996907,5.403009545697325,1.8411680707273652,Iris-virginica
+13,5.297079253281616,3.471761661736974,1.5504396993489837,0.19172145340288166,Iris-setosa
+14,5.386238474606669,3.5095046794822085,1.5503148725835072,0.20572172772140676,Iris-setosa
+15,5.485538228776317,3.0,4.482419777348757,1.4901778155147305,Iris-versicolor
+16,6.165615840029585,3.3601677480490237,4.551165209895821,1.572636803963278,Iris-versicolor
+17,5.599893236410272,3.0,4.506605038534661,1.4453275485880617,Iris-versicolor
+18,6.886144039632224,2.93667890473657,6.032995817067342,1.7766639812513072,Iris-virginica
+19,6.667958247188737,3.173316511783571,4.7348666860159,1.4844376685125313,Iris-versicolor
+20,6.7254515552968375,2.9992106688599054,4.927315996592554,1.6380485131176519,Iris-versicolor
+21,5.986244435529887,2.7595972289418045,4.241835922327612,1.1198693784727025,Iris-versicolor
+22,4.4,3.2000104318948686,1.3216002528508137,0.19816868728460538,Iris-setosa
+23,6.065286389542936,2.918787306631712,4.381152697053824,1.3520130679762814,Iris-versicolor
+24,6.510948881030669,3.1399292201207327,5.0902389165854744,1.9000122061910374,Iris-virginica
+25,5.072558808801224,3.4816700471413067,1.392303144115378,0.20222892242449786,Iris-setosa
+26,4.897818637495362,3.0397160103521013,1.4679559295237097,0.1,Iris-setosa
+27,4.554175148729011,3.223073811154563,1.3887945533408248,0.18889290184867882,Iris-setosa
+28,6.516363438392737,3.174173192386796,4.577017988729802,1.5069469382153156,Iris-versicolor
+29,5.830390409399362,2.8069482371543493,5.092545110855889,2.4018986339839983,Iris-virginica
+30,6.164355424044803,3.0,5.154421982043525,1.7821521805593816,Iris-virginica
+31,6.30960777578897,2.690539599489596,4.908073242441884,1.824979438297932,Iris-virginica
+32,4.974464485928348,3.5004197747825843,1.4058605970217766,0.19965031699641755,Iris-setosa
+33,6.012248597334173,3.386562602905375,4.435706960398611,1.5704128071364387,Iris-versicolor
+34,6.590410624713837,3.0,5.731561018955959,2.119499546759653,Iris-virginica
+35,4.4000006190239125,3.1978709668214633,1.3488252461611736,0.20829408436821306,Iris-setosa
+36,5.524529800305665,2.687678288106141,4.150776952835092,1.2440829218749356,Iris-versicolor
+37,5.863278968989943,3.1558847570432293,4.753754009095067,1.712426434743634,Iris-versicolor
+38,4.6124594290110075,3.584979785743998,1.0000005121310387,0.19870678256297786,Iris-setosa
+39,5.612567978276506,2.34276011086535,3.8160905254407527,1.0421933740159373,Iris-versicolor
+40,5.746450808622818,2.7119531115497733,4.032334607478292,1.0211398528241071,Iris-versicolor
+41,5.00972786700516,2.0000004669364846,3.551165126530447,1.0308769632482195,Iris-versicolor
+42,7.720266968793385,2.6160707749846894,6.9,2.3110269479793004,Iris-virginica
+43,6.298790799544279,3.331209286207432,5.600348285892202,2.317289754007651,Iris-virginica
+44,6.724640683300317,3.0,5.022175683510299,1.6797283794080928,Iris-versicolor
+45,6.482845838481622,2.9760987652326074,4.739832458380956,1.6041280794883344,Iris-versicolor
+46,4.400036896682352,3.16253188882492,1.361376524035633,0.19849278908025575,Iris-setosa
+47,5.147437280598348,3.1230918576242597,1.51588550070036,0.19265417053928385,Iris-setosa
+48,5.527494387078868,2.5049982043309567,3.8244262645824314,1.1008003992920776,Iris-versicolor
+49,5.41327988639921,4.1999989969413765,1.363432151698198,0.1954751985679794,Iris-setosa
+50,5.80604031096975,2.680543730889906,5.08077283364557,1.88228713974818,Iris-virginica
+51,5.50087923570814,3.7869593901442777,1.4986426411772054,0.2636300327161881,Iris-setosa
+52,5.478615573915988,3.0,4.4447859966705465,1.5608285072870243,Iris-versicolor
+53,5.518674922647199,3.8031550856529033,1.4679587438997221,0.46848000191908035,Iris-setosa
+54,5.682263941463763,3.791433925248384,1.6308304113711358,0.26440587353825945,Iris-setosa
+55,6.738676476003795,3.0,5.044636625307349,1.7355903594596958,Iris-versicolor
+56,4.9245361823625124,3.4018714981438585,1.7002542375449432,0.25330659633491315,Iris-setosa
+57,7.722225044139117,2.619020141640567,6.8999976289159966,2.3091965778671013,Iris-virginica
+58,6.776372243847792,2.899021868025243,4.903988626631224,1.551559191295246,Iris-versicolor
+59,5.544244068940472,2.4006541872200513,3.5923400777737773,0.9920184733523076,Iris-versicolor
+60,5.146958385516193,3.273640196471845,1.4272277196458363,0.20460040954970588,Iris-setosa
+61,7.596964149285127,2.8463010744935415,6.626057288412161,1.9351743234139693,Iris-virginica
+62,6.615496217817227,3.072442833085552,5.758385661728479,2.30383678954076,Iris-virginica
+63,4.914712557834674,3.1233157054193215,1.5117495823605323,0.10000016461514129,Iris-setosa
+64,4.6527429843557115,2.831156270939289,1.3551019824283563,0.2821895012024961,Iris-setosa
+65,7.727547706597758,2.6252913713025428,6.899998471024732,2.2593314615120246,Iris-virginica
+66,6.332920144109101,2.9905141865723515,4.708262035439329,1.5042248993884517,Iris-versicolor
+67,6.299213855638969,3.2692436774145897,5.49084318584742,2.1975689956585334,Iris-virginica
+68,7.9,3.8292428420682025,6.3265009737240625,2.012369927237194,Iris-virginica
+69,6.4767438442079115,2.9094245340569573,4.326473724503918,1.2960957443320544,Iris-versicolor
+70,5.816534914328677,2.8340179885629633,5.1002933877742045,2.439541801750786,Iris-virginica
+71,5.743829473531789,3.145514065466614,4.7254851773325,1.7638796417438858,Iris-versicolor
+72,6.066058139244607,2.181759875331964,4.273356983306105,1.2224156501852517,Iris-versicolor
+73,4.8210603518434585,3.0,1.3631446058322951,0.10000010847640198,Iris-setosa
+74,6.561159415691336,2.9618180407618673,4.340600417077571,1.355227147035831,Iris-versicolor
+75,4.400000963416858,3.172794232038815,1.281671990212029,0.19608128491740834,Iris-setosa
+76,4.974440283994555,2.0000005444189917,3.5578062141924844,1.0227587714026214,Iris-versicolor
+77,6.702451130024063,3.105114284887068,4.653104258351452,1.4849195498525127,Iris-versicolor
+78,4.891855250582653,3.4691566032597656,1.4990725478385172,0.19896783655528694,Iris-setosa
+79,5.582298136183938,2.5373669829814727,4.310940290369927,1.1162167133538294,Iris-versicolor
+80,6.0210344849020165,2.5656143517242413,3.9257844638099244,0.881163001326339,Iris-versicolor
+81,7.624937486464665,2.5736625337941956,6.89999838914604,2.289562091616252,Iris-virginica
+82,5.835957395290281,2.729329477725216,4.597521567739234,1.231694296903194,Iris-versicolor
+83,5.478218345496967,3.0,4.3740140835089525,1.4741357800765214,Iris-versicolor
+84,5.732227905472781,2.997823218687682,4.196286840575049,1.2043156787207265,Iris-versicolor
+85,4.73776797768811,3.1534845172195625,1.4742661483978783,0.1936524808029781,Iris-setosa
+86,5.0730335037810805,3.243219391408702,1.6580048761588084,0.4355788131808878,Iris-setosa
+87,5.6444115653967755,2.963221226994187,4.021990284522276,1.3044145433452201,Iris-versicolor
+88,7.392225541887627,3.0046720884232845,6.345244099057557,2.1621239345697516,Iris-virginica
+89,5.7250571730983175,2.8927714058670704,3.9740180723309995,1.202656394896187,Iris-versicolor
+90,5.597911731558454,2.66115932369827,4.387191448325632,1.2912265407776353,Iris-versicolor
+91,6.636952728752217,3.0,4.483451316901277,1.455110888333047,Iris-versicolor
+92,6.575218911304519,2.8345154188667814,4.661753938179917,1.3163276742545074,Iris-versicolor
+93,5.819862095917829,2.670012011196733,5.054155406227958,1.8817961658881954,Iris-virginica
+94,4.883931818361092,3.0,1.426696287795351,0.4751213296248272,Iris-setosa
+95,6.129562506680476,2.25480178747827,4.402440062967441,1.4003389288923247,Iris-versicolor
+96,5.770191905101244,2.899239282118405,4.4147200190208835,1.3590023928850323,Iris-versicolor
+97,7.899998975082567,3.8114371368458637,6.393727085143482,2.0500165971365605,Iris-virginica
+98,6.701508704195981,3.134126725812754,5.574891874698059,1.9956144114725984,Iris-virginica
+99,5.9449907829213435,2.9709787207234513,4.373015801147424,1.2057573577949703,Iris-versicolor
+100,5.64445467592434,2.9181994388503782,3.860654689680333,1.2861458003302277,Iris-versicolor
+101,5.158858573519828,3.7761709095074822,1.3345208110727522,0.25015886930704223,Iris-setosa
+102,5.626970517864102,2.538666899696686,4.129621844219991,1.0612226724434954,Iris-versicolor
+103,4.890142263829642,3.372610734173958,2.135033039999663,0.19803605006631933,Iris-setosa
+104,6.2847225971868745,2.222868478375305,4.4498840372203645,1.4329985954684674,Iris-versicolor
+105,6.764288092690992,2.9275678447741393,4.690452591187709,1.4267328076065164,Iris-versicolor
+106,4.928375608075018,3.1236508258230167,1.5075774665117299,0.10000010156439464,Iris-setosa
+107,4.6207408238343435,3.6069050607086446,1.0,0.19188727579960502,Iris-setosa
+108,4.400001115157642,3.179867153577721,1.3201071649150191,0.20871236072807595,Iris-setosa
+109,4.986757888547606,3.0,1.5688438481652467,0.19581314667202993,Iris-setosa
+110,6.498447706051696,3.2340050603384345,5.144853256777559,2.081730697543794,Iris-virginica
+111,5.0767649979536875,3.3534981605190817,1.6929681279729198,0.4786636280528962,Iris-setosa
+112,6.584403916661108,3.0,4.396547334937394,1.3955158868484143,Iris-versicolor
+113,6.100058691278794,2.2451315020233165,4.189932724536739,1.1023080643959706,Iris-versicolor
+114,6.203520539383037,3.0,5.508378414659549,2.0238812733711837,Iris-virginica
+115,5.012442545457494,2.0,3.52386689522755,1.0574630793051054,Iris-versicolor
+116,6.792904693124479,2.533775797515578,6.054942753921648,1.8130526369196116,Iris-virginica
+117,6.400576522859727,3.3186190524414587,4.611071062881074,1.5177016779673604,Iris-versicolor
+118,7.678207300929462,2.783564555914538,6.67469236159717,1.9783858330944617,Iris-virginica
+119,6.158814451229176,3.307379253970901,4.618497891058293,1.6205057489350028,Iris-versicolor
diff --git a/iris/tab_ddpm/1_4/5/test.csv b/iris/tab_ddpm/1_4/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/5/train.csv b/iris/tab_ddpm/1_4/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/5/val.csv b/iris/tab_ddpm/1_4/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/6/synth.csv b/iris/tab_ddpm/1_4/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..53d5d05808d3cd5279c7859e54d2b99f2b4500a4
--- /dev/null
+++ b/iris/tab_ddpm/1_4/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.749985950758789,2.6965567171340217,4.105385229956887,1.127899105660661,Iris-versicolor
+1,6.745330421479405,3.188946999747142,5.593945703854465,2.297120830607995,Iris-virginica
+2,6.214555141947265,2.6878894953824948,4.935850143965458,1.784224382910464,Iris-virginica
+3,5.505350663120257,3.0,4.463293846391234,1.4757688791953172,Iris-versicolor
+4,5.759962752177865,2.8726779107268245,4.135528613082744,1.1166985881697657,Iris-versicolor
+5,6.85003697107347,2.787102045204309,4.7945161389827495,1.4114082452107015,Iris-versicolor
+6,5.522324207950676,4.2,1.3572187169574998,0.1946379716241664,Iris-setosa
+7,7.713577728439416,2.5955001404116875,6.9,2.30409263291946,Iris-virginica
+8,6.516035016535521,3.0,5.5575258023475405,1.7969150505622304,Iris-virginica
+9,6.70811070803923,3.2938985591399232,5.664679669583433,2.1648011406995726,Iris-virginica
+10,5.329017655476555,3.8790039566064225,1.3096090195523877,0.38039139582682474,Iris-setosa
+11,4.762489701469079,3.0,1.3603113996231901,0.1,Iris-setosa
+12,7.683261750866976,2.6359801624687496,6.899997180454333,2.294651524854124,Iris-virginica
+13,6.611949047143676,3.1329519628993645,4.844387100810372,1.5481291086590483,Iris-versicolor
+14,6.138978983095508,3.3553241120094355,4.614384303157296,1.6069102195520664,Iris-versicolor
+15,6.344452169913871,2.9239940378909304,5.612124328389341,1.8112584447829034,Iris-virginica
+16,5.134170098526557,3.3606925189762706,1.557783313267693,0.5712997333061898,Iris-setosa
+17,4.920251839123381,3.1224631971343215,1.4975843555022788,0.10000012724004652,Iris-setosa
+18,6.266637189048939,2.243557069053896,4.480879499089315,1.4439292360145275,Iris-versicolor
+19,5.703566227816081,3.820196831052616,1.7451310244407292,0.29209998933314063,Iris-setosa
+20,6.638165336103237,3.0365885620458113,4.83871981705634,1.6009756190106732,Iris-versicolor
+21,7.7044873579086675,2.58599600244166,6.9,2.3037919038726997,Iris-virginica
+22,6.714519571367185,3.31022541393545,5.763253797011948,2.5,Iris-virginica
+23,4.934630026664289,3.2312871557454916,1.5498415870377897,0.2895363968998759,Iris-setosa
+24,4.850759403052221,3.0,1.4176989348801117,0.3009615005336199,Iris-setosa
+25,7.627278359815607,2.8848433571683483,6.601319663227624,1.8121294706718458,Iris-virginica
+26,6.734592740356283,2.7326466009549693,4.799540596653505,1.458512062310332,Iris-versicolor
+27,4.609523616592966,3.5593979493013155,1.0,0.20587425613695606,Iris-setosa
+28,6.457037113593646,3.0735677443172125,5.096192974260808,1.8629892465978923,Iris-virginica
+29,4.956020653184548,3.3802943142452953,1.6892276074383876,0.2945873800506785,Iris-setosa
+30,7.036527266067062,2.894410911174519,6.294193883501574,1.7997092584124292,Iris-virginica
+31,4.607039977805794,3.598136572869516,1.0000005851304885,0.19899769314839205,Iris-setosa
+32,5.683048557257008,3.0265964847566855,4.636045755049694,1.6932005758083548,Iris-versicolor
+33,6.289905206249504,2.5087112940818943,5.014052153920161,1.8959087603489382,Iris-virginica
+34,5.813905286538812,2.821746667982835,5.120335212930185,2.4568774793955117,Iris-virginica
+35,4.941393982049936,3.127830416059991,1.4315020570764796,0.2629182176553427,Iris-setosa
+36,5.6885283419135515,3.1109462893047604,4.387945084719232,1.49741866209447,Iris-versicolor
+37,6.747412362139443,2.9675220083482277,4.9201520564223005,1.5738351076600834,Iris-versicolor
+38,5.007827373621242,2.0,3.4787738571402222,1.002957569856036,Iris-versicolor
+39,4.859355774980916,3.0,1.4045186803086265,0.29568032257591503,Iris-setosa
+40,6.590355517661732,3.0,5.437155191106998,1.8149849761237367,Iris-virginica
+41,6.725237284389228,3.3303349216018914,5.697019731471474,2.5,Iris-virginica
+42,6.199975244229836,2.8596444355780344,5.501108194116244,1.8359423940580006,Iris-virginica
+43,4.89022336161356,3.1118518418950147,1.468769196950917,0.1,Iris-setosa
+44,6.7034587735935265,3.012476024268359,4.75722865932517,1.609208237633473,Iris-versicolor
+45,5.630434522131808,2.963698443941489,4.392560799568676,1.4185033511895022,Iris-versicolor
+46,5.402847667820287,3.5336176012665557,1.5322003935086759,0.21643875970479065,Iris-setosa
+47,6.332037196784526,2.6086823620389543,4.881795816908331,1.8710958078224131,Iris-virginica
+48,7.9,3.858562687799342,6.42359724726652,1.9579637755861072,Iris-virginica
+49,6.367780298568609,3.3236034669067824,5.573820615712978,2.2893408473677477,Iris-virginica
+50,4.4,3.248745144259644,1.317045493734386,0.20501617844142833,Iris-setosa
+51,6.191777469950687,3.1101813212619764,4.517522538578086,1.4288331076159928,Iris-versicolor
+52,5.192722236257577,3.5242924637921513,1.5251141614258623,0.295799303705628,Iris-setosa
+53,5.226303890447999,3.5001429981894634,1.4494143004102868,0.19790101138202676,Iris-setosa
+54,5.424384940343172,2.9615718395213104,4.470532118849444,1.3946117763148693,Iris-versicolor
+55,6.682744514451384,3.2342767920020083,5.666208467890625,2.4999992026697475,Iris-virginica
+56,5.509544808842914,4.2,1.3790045742705408,0.20565851144854996,Iris-setosa
+57,5.497005659367456,4.2,1.377569009570842,0.19408956677924283,Iris-setosa
+58,7.9,3.7739692586081275,6.398483052120133,1.9944469007777579,Iris-virginica
+59,5.674081307893845,2.9214346566666096,4.115459410920281,1.319609851750598,Iris-versicolor
+60,5.3567490113423535,3.332382987649028,1.5453474657961976,0.31388424577065666,Iris-setosa
+61,5.841539785248601,2.710155948128209,5.066333697486946,1.9132289099174185,Iris-virginica
+62,6.731365834120693,3.2360417810327373,5.75830337391538,2.233462271836716,Iris-virginica
+63,5.8918206594834155,2.753578768456411,4.555394411784341,1.2283540173712326,Iris-versicolor
+64,5.968550050852708,3.1955036817747464,4.8171689845936925,1.7929507524964037,Iris-versicolor
+65,4.4,3.1912112391603515,1.3311294897197194,0.19324568605815906,Iris-setosa
+66,6.466105060705749,3.0133759719976645,5.340351684449169,1.8022108773835557,Iris-virginica
+67,5.5568310167943205,3.0,4.054260342357054,1.248176263990061,Iris-versicolor
+68,5.00056677430142,2.0,3.46419040049764,0.9600311583860199,Iris-versicolor
+69,5.590533105990101,3.508085381896081,1.5710232794760817,0.3601192318814521,Iris-setosa
+70,4.9378842573339945,3.0,1.4102713171705838,0.18825438283513754,Iris-setosa
+71,5.023859077200729,2.0,3.4174186949793075,1.030115034377458,Iris-versicolor
+72,5.472488945811596,3.0,4.503282759264329,1.4720703330111837,Iris-versicolor
+73,5.060073017146303,2.000006591232956,3.565629014507433,0.9855515203997551,Iris-versicolor
+74,7.31335226229313,3.0,6.259086822553993,2.125552457570467,Iris-virginica
+75,4.896586019181916,2.3879077431765094,2.8906717419785517,0.9292617713233593,Iris-versicolor
+76,6.334325800844749,2.7711223015131528,4.910718562922747,1.82095959634717,Iris-virginica
+77,5.9569110822379425,3.2587660078348764,4.8724679015159555,1.8459627973671004,Iris-versicolor
+78,6.451093560219033,3.06669867190753,5.1414464472826165,1.9052864644380854,Iris-virginica
+79,6.675182165163719,3.0413066394097084,4.702072081698442,1.5489794029740414,Iris-versicolor
+80,5.077913809437048,3.2919016732400763,1.9662957245008745,0.48964107927310585,Iris-setosa
+81,7.658235679311381,2.8645733239590463,6.656392767122149,2.0266534918672314,Iris-virginica
+82,5.519015406335047,2.9736528049078603,4.229040705664251,1.3814748456841341,Iris-versicolor
+83,6.101054791895738,3.338379326352847,4.5354517182767955,1.585461456245456,Iris-versicolor
+84,5.504984194013808,2.60038385257295,4.402269194414176,1.1873103957203421,Iris-versicolor
+85,7.589761664767976,3.0,6.622358390605078,2.051248680382103,Iris-virginica
+86,7.456962539673021,3.0,6.397352700900667,2.0859408446508785,Iris-virginica
+87,5.6894025228302425,2.917616708950725,4.458138191844947,1.3678553374223572,Iris-versicolor
+88,6.766172370713308,3.0,5.866530204545379,2.1335427768354203,Iris-virginica
+89,6.086482302952853,3.0,4.642282903063313,1.5616200239412052,Iris-versicolor
+90,5.799322938866307,2.6794730328324445,4.113189298827437,1.0873200170900874,Iris-versicolor
+91,5.704944379577037,3.727802960998285,1.8645259156939045,0.2919995295447065,Iris-setosa
+92,6.589361870439115,3.1340917794957086,5.798898872430945,2.4781577395825813,Iris-virginica
+93,4.814841937015638,3.0,1.4099568308581127,0.10000011851563032,Iris-setosa
+94,6.8371102683454,3.200175229792546,5.917528982059094,2.0200444704713534,Iris-virginica
+95,6.9624328578536385,3.0915463444907925,5.38524327178896,2.327742720502735,Iris-virginica
+96,6.323182920449498,3.1289370277649065,4.704288160499596,1.5633764673647488,Iris-versicolor
+97,6.728415747975566,3.2048613405608632,5.820086875705519,2.2781014948391047,Iris-virginica
+98,6.2152456050086,2.2350621400159705,4.308765394534134,1.2397848791267334,Iris-versicolor
+99,5.0038364110624665,3.0,1.9353349118149974,0.20122441589927226,Iris-setosa
+100,5.002488779755855,3.0,1.542368075782471,0.20512246696992978,Iris-setosa
+101,7.65940133850073,2.794510631874314,6.682177683772223,1.9791565523842793,Iris-virginica
+102,6.109702401390906,2.1662809587688105,4.44153798450635,1.4795707948240544,Iris-versicolor
+103,5.947900279191964,3.0,4.386656908370703,1.2866370614592237,Iris-versicolor
+104,5.71681108608642,3.0,4.4850771078107385,1.5347320728924636,Iris-versicolor
+105,5.484863971324852,4.2,1.3766589864186274,0.19217782245193113,Iris-setosa
+106,5.575824284967334,2.5057946164518086,3.8798834368838158,1.022342335399756,Iris-versicolor
+107,5.085808779360564,3.3468867813109795,1.8157491874178548,0.33316530363455676,Iris-setosa
+108,5.285746465425463,3.679574060019894,1.4895096156828682,0.2030456261392237,Iris-setosa
+109,4.956117303412636,2.0,3.0038838173259554,0.9936161394385767,Iris-versicolor
+110,5.561879116712718,2.9956535154480015,4.07134555714524,1.312694871582468,Iris-versicolor
+111,6.854539079636261,2.919583986540676,4.932016297568112,1.58686204330078,Iris-versicolor
+112,7.710979435816658,2.589264017089608,6.9,2.3009236595414517,Iris-virginica
+113,6.323244907339206,2.4867735556122352,5.058705565974425,1.883127815413958,Iris-virginica
+114,7.435681584957422,2.9136399062718072,6.375227468469636,1.8700319557674638,Iris-virginica
+115,6.65606601920244,3.2017434743289495,5.195605700340844,2.1034804175151685,Iris-virginica
+116,5.0426514188960985,2.000000602298026,3.5366665146927176,1.034927567273861,Iris-versicolor
+117,7.3844993226243485,3.0,6.150011902123997,2.095250604250695,Iris-virginica
+118,7.676988266624271,2.6005546133319006,6.9,2.306795549665875,Iris-virginica
+119,6.62344702185655,3.0,4.98508524154185,1.702560468016397,Iris-versicolor
diff --git a/iris/tab_ddpm/1_4/6/test.csv b/iris/tab_ddpm/1_4/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/6/train.csv b/iris/tab_ddpm/1_4/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/6/val.csv b/iris/tab_ddpm/1_4/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/7/synth.csv b/iris/tab_ddpm/1_4/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..07ed89ba1cd3a28c5be02d160744152887eae1f7
--- /dev/null
+++ b/iris/tab_ddpm/1_4/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.503546929407017,2.280638508746093,1.3002387870832837,0.28944970622526073,Iris-setosa
+1,4.926802530310095,3.0,1.491572759410698,0.21150643418528053,Iris-setosa
+2,7.004577757483399,3.088196793107316,5.058688161140859,2.301157070879122,Iris-virginica
+3,5.607864009393597,3.0,3.936577695030074,1.3148879079641695,Iris-versicolor
+4,5.788304653878363,2.829414609752882,5.108769189376039,2.464440036245109,Iris-virginica
+5,6.76893940805056,3.2239634054591937,5.792078986825732,2.291910657056541,Iris-virginica
+6,5.04950168304943,3.3651616998141405,1.5827272184880743,0.5100900153110725,Iris-setosa
+7,5.769068344277689,2.929375009758247,4.212807806019276,1.252425025047418,Iris-versicolor
+8,6.319625269905494,3.399229446648159,5.391428393512162,2.2510244371067234,Iris-virginica
+9,5.891908291855771,3.0,5.111128859914062,1.7993983363089252,Iris-virginica
+10,4.400000883291787,3.2326268826090434,1.325007480443237,0.2236823856928441,Iris-setosa
+11,4.888924346220966,3.0708532858891973,1.4403550236519187,0.1,Iris-setosa
+12,4.815800982035281,3.411978125177797,1.5737335743398897,0.20433734901684328,Iris-setosa
+13,4.623824328419417,3.649882735250547,1.0,0.19161605114816166,Iris-setosa
+14,5.0010862322438685,3.362037473727766,1.5738904780822283,0.47237200230040405,Iris-setosa
+15,6.66786260694333,2.8214459108234666,5.977500715382449,1.806194967845585,Iris-virginica
+16,4.625862296665635,3.649102288375678,1.000000742041812,0.20017323520311114,Iris-setosa
+17,6.275699055749053,2.4244783862563213,5.038430459583311,1.882412097492772,Iris-virginica
+18,5.432948400228855,3.9225353237516565,1.2758259399231564,0.34731132333573417,Iris-setosa
+19,7.8999982057404265,3.7837808351946953,6.454642447827233,1.9853238082776365,Iris-virginica
+20,6.705281954253693,3.1555506358402092,5.318195717502524,2.072835068303978,Iris-virginica
+21,7.025595293822939,3.0950180766438575,5.143141236343594,2.348066994267587,Iris-virginica
+22,6.227956623403064,3.0,4.686584641761438,1.383575898744181,Iris-versicolor
+23,4.784634007554219,3.0,1.361505157739613,0.10000013306136274,Iris-setosa
+24,6.5090057362896285,2.5201811631305473,5.223991344333912,1.83493619904516,Iris-virginica
+25,5.837100982445298,2.768883171692411,5.161177194960766,1.852813726426589,Iris-virginica
+26,7.703741336287346,2.785729472296706,6.738371761976863,1.9825233654563152,Iris-virginica
+27,7.685051294357394,2.7861083474913824,6.687168420632183,1.9919217676282348,Iris-virginica
+28,5.048889591432679,3.419857761046713,1.5614543762348037,0.5434775172487963,Iris-setosa
+29,5.817620546945562,2.7879839696555453,5.089289910520847,2.318814338526176,Iris-virginica
+30,6.416756800771157,3.11571074326151,4.622301352464208,1.4645632017894326,Iris-versicolor
+31,5.090169098465052,3.66317334670376,1.3688314226067582,0.20264778575205883,Iris-setosa
+32,5.799288106212135,2.299108166050061,3.899077629087509,1.0025361531513322,Iris-versicolor
+33,5.850492275921439,2.6788797844384233,5.081707239811741,1.886709813039164,Iris-virginica
+34,6.261962723607284,3.294043331581094,4.542559030577305,1.580873909475901,Iris-versicolor
+35,4.598719518414994,3.7500018845023075,1.0,0.20335280381682233,Iris-setosa
+36,4.85556896308535,3.0,1.4046092311160157,0.20092365967474915,Iris-setosa
+37,5.237929745454517,3.3351713245921433,1.5718901111505874,0.20012067159405805,Iris-setosa
+38,7.65923884022228,2.6272166610766488,6.8999967491694685,2.2858207255106215,Iris-virginica
+39,6.118860871598853,2.2392357206129407,4.318543564817482,1.2701772799584294,Iris-versicolor
+40,6.722748853703818,3.043376944434113,4.753487402019134,1.5737718297663457,Iris-versicolor
+41,6.735054904744104,3.3125224354663905,5.698936501352563,2.4999995785549247,Iris-virginica
+42,6.228714911196839,2.3434869114863575,4.2068518963378425,1.0984888218318205,Iris-versicolor
+43,5.612803012364767,3.0,4.387202024144056,1.3837757184790391,Iris-versicolor
+44,5.306899646685128,3.4720081130839864,1.4257906222101338,0.2795406816678986,Iris-setosa
+45,4.93594841591893,3.165828593431382,1.5094252268901507,0.10000010871115854,Iris-setosa
+46,6.3217043980881655,2.5112560068595173,4.97706972891768,1.9088374808613686,Iris-virginica
+47,6.655426547713143,2.980978092347576,4.464545924424369,1.4505602978283352,Iris-versicolor
+48,5.085190118138487,2.425517801903877,3.6210552568706813,1.0260607319848698,Iris-versicolor
+49,6.600910833432907,3.0,5.799849179532368,2.3026333949736424,Iris-virginica
+50,4.564985732076186,3.6288796855671555,1.0,0.21102557183936435,Iris-setosa
+51,6.2613741654097925,2.863184479019194,4.701124397630035,1.224175107791917,Iris-versicolor
+52,4.7448059066269,3.382423143251242,1.5516046744827114,0.20318031367502568,Iris-setosa
+53,6.72293546210852,2.459938203906024,5.772838874830849,1.8022916970714034,Iris-virginica
+54,6.514525445868804,2.59584784994814,4.528335392371536,1.199637877454181,Iris-versicolor
+55,5.776119976392234,2.820958306708779,5.088153909275272,2.3725852645035648,Iris-virginica
+56,6.707002437500369,2.888618532657637,5.817382426280927,1.760622647104748,Iris-virginica
+57,5.830734258412904,2.7562014457746287,5.125907938151608,1.8610736802004018,Iris-virginica
+58,6.340023709290284,2.4566014324432635,5.085909199321568,1.9149508760106886,Iris-virginica
+59,5.773802410853852,2.710762695138979,5.171580726879056,1.9162782104276173,Iris-virginica
+60,7.713390939253783,2.684432158572514,6.899998209941122,2.309850816036985,Iris-virginica
+61,5.657972314740844,2.425549484835476,3.964483319372099,1.0399395225027561,Iris-versicolor
+62,5.913025680100851,2.768090587472097,5.069694665546313,1.8803242338541564,Iris-virginica
+63,5.626829237276134,2.457981741734751,4.201102138617825,1.0562029458314097,Iris-versicolor
+64,5.715064375715128,2.9128374624533184,3.9607232767981344,1.2286606124931052,Iris-versicolor
+65,4.922051326317636,2.416190176446761,3.0755861533648803,1.0220744674089766,Iris-versicolor
+66,4.615487380487512,3.5643962253732258,1.0000005445518014,0.20300845092202424,Iris-setosa
+67,6.751866494912829,2.8890732736717752,4.8870746840373,1.5460090637246682,Iris-versicolor
+68,5.574702730800162,2.9072496756837816,4.480895784375492,1.3581986431490283,Iris-versicolor
+69,4.97058646064297,2.0,3.5117698219934965,0.9396597651427465,Iris-versicolor
+70,5.896781953965403,3.256185129792441,4.43322723553206,1.5125657608118495,Iris-versicolor
+71,6.128317046660262,3.2026911106056297,4.676488811475479,1.6613266643254796,Iris-versicolor
+72,5.648057602825151,3.749637467823542,1.8932796193521932,0.32904597132626356,Iris-setosa
+73,5.55918677860721,4.2,1.4229963630976559,0.22336047480141624,Iris-setosa
+74,5.676103175811999,3.74502667722861,1.5628933606390056,0.30951858671884813,Iris-setosa
+75,6.286271707014556,2.62247780029634,4.93417302903012,1.80341392422189,Iris-virginica
+76,5.414428148792296,2.4011696450562408,3.675858882159522,0.9768245400798403,Iris-versicolor
+77,6.095413510458654,2.2301063132722088,4.2099173288938525,1.0694940719662833,Iris-versicolor
+78,6.308164054814671,3.211947845731093,4.7589514911255515,1.6458155378901915,Iris-versicolor
+79,4.825259845698971,3.0,1.4326521677380544,0.1,Iris-setosa
+80,6.345437136862488,2.995498135307451,5.272503176257106,1.7844338871751315,Iris-virginica
+81,6.499687849931516,3.0118578315958464,5.394877498216679,1.9338111000875724,Iris-virginica
+82,5.822705228301331,2.740555657103488,5.164221785351054,1.9835423570720618,Iris-virginica
+83,7.9,3.7594971468111518,6.44466012856754,1.959488650101926,Iris-virginica
+84,5.7175162645812785,3.4844198988657373,1.8028242990462768,0.29236845915153975,Iris-setosa
+85,5.7776800306449365,2.72482092672469,5.142772316805902,1.8956289382513025,Iris-virginica
+86,5.54816812658563,3.0,4.573386592787345,1.5587736773518537,Iris-versicolor
+87,7.657658319755843,2.8213474457218775,6.629681432339104,1.994729240214816,Iris-virginica
+88,5.06006833140429,3.733592528865892,1.4111259916417396,0.19355228452460596,Iris-setosa
+89,5.04694009149185,3.6956938459386084,1.5436132420195456,0.37014870216294726,Iris-setosa
+90,5.9274290954284545,3.1594442845138926,4.830162321379367,1.801133044994179,Iris-versicolor
+91,4.919445622822293,3.0,1.3905933180402785,0.20412041638888703,Iris-setosa
+92,4.602941680673208,3.6644593441295807,1.0,0.2071982175499664,Iris-setosa
+93,6.090536733481358,2.862089589276892,4.630723560642454,1.2641147912096853,Iris-versicolor
+94,5.691284074524419,2.949157968901993,4.1046627207234305,1.2906952559822646,Iris-versicolor
+95,6.073315396847229,3.3640142068497627,4.535683401420768,1.5874359304966388,Iris-versicolor
+96,5.854179105845177,2.9810278175187106,5.207705850824474,2.2714868836953213,Iris-virginica
+97,6.714099363778925,3.3274831154117255,5.681891204474548,2.5,Iris-virginica
+98,6.264834101583281,2.757377511751096,4.582396049027538,1.5371959621500062,Iris-versicolor
+99,5.281767050537513,3.767322834167772,1.4781694464526478,0.38217025223866113,Iris-setosa
+100,6.29553893488614,2.439829920090541,4.958597955252179,1.860007580842434,Iris-virginica
+101,5.067181992886145,3.1676729394891256,1.6321642069206992,0.40336431133939665,Iris-setosa
+102,5.552895163326134,3.0,4.463092222414566,1.520378179029859,Iris-versicolor
+103,7.725799294045992,2.7942645751142163,6.716934220017275,2.001198379259886,Iris-virginica
+104,6.425667211560288,2.4618977846628454,4.552579080088963,1.3355286314913564,Iris-versicolor
+105,4.815760926663218,3.4180095206354215,1.5572010252706006,0.20426357994129604,Iris-setosa
+106,6.569171717788307,3.0,5.771334881740212,2.1099491107310246,Iris-virginica
+107,5.895430616278926,3.3546035609431284,4.588277279312739,1.6987605248192867,Iris-versicolor
+108,6.206189362711595,2.1854506165227434,4.526205626028312,1.5440955361315065,Iris-versicolor
+109,6.15633364058685,2.843746733228859,4.311607084945483,1.1949030159118144,Iris-versicolor
+110,5.851559790557257,3.184227156027325,4.7397593203289015,1.7584159039573835,Iris-versicolor
+111,5.564812473601884,2.509627453029513,3.872758810456011,1.0856576339398871,Iris-versicolor
+112,6.7399640265981615,3.2250266697358185,5.7075231484318,2.0597566979776234,Iris-virginica
+113,6.824716732321813,3.121666491334895,5.4430669394460995,2.1789732058211806,Iris-virginica
+114,5.8465138892897155,3.214549890428598,4.729855853305167,1.7873595893719907,Iris-versicolor
+115,7.252271021210625,2.627391440718807,6.399549505421004,1.8769437983801585,Iris-virginica
+116,5.958318697868454,3.4104928508141508,4.463744858891068,1.6076726813372755,Iris-versicolor
+117,6.487029949093333,3.341584126708616,5.557602993265647,2.181899320493111,Iris-virginica
+118,7.518727122583557,3.0,6.412255482205654,2.098301217136504,Iris-virginica
+119,4.971302042408586,3.0,1.4407922129541804,0.19269075648779665,Iris-setosa
diff --git a/iris/tab_ddpm/1_4/7/test.csv b/iris/tab_ddpm/1_4/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/7/train.csv b/iris/tab_ddpm/1_4/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/7/val.csv b/iris/tab_ddpm/1_4/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/8/synth.csv b/iris/tab_ddpm/1_4/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bf42715da94bf030212d36528482faf12107428e
--- /dev/null
+++ b/iris/tab_ddpm/1_4/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.683925918150123,3.122826454762024,5.433335838782262,2.0485960798094753,Iris-virginica
+1,5.5126403542456615,3.0,4.554762454839131,1.5019292415964574,Iris-versicolor
+2,5.33176375207787,3.37904401807748,1.4866767586612644,0.2119517158148121,Iris-setosa
+3,5.081391912940862,3.5790751734254527,1.4569986034795432,0.19853778448507053,Iris-setosa
+4,6.1750511489134245,2.830526311613796,4.664844174807628,1.2366210246253018,Iris-versicolor
+5,5.859514564620431,2.646556779718583,4.45012200917061,1.102519264195678,Iris-versicolor
+6,6.074613819547937,2.218868496504457,4.274693882088668,1.1465018936198779,Iris-versicolor
+7,5.610699144291768,3.5311371070522117,1.5745281830131963,0.40318079045299693,Iris-setosa
+8,5.781262961521972,2.797581485715884,4.476266629614277,1.3092612100896042,Iris-versicolor
+9,6.784733411314633,3.133934275159612,5.749776851873328,2.0528081650458545,Iris-virginica
+10,4.862323442556009,2.40691668149269,3.3208287343009513,0.9163460387072149,Iris-versicolor
+11,7.747083425296465,2.8031945719515083,6.755365547208633,2.036388588381857,Iris-virginica
+12,4.520486485248203,2.2738114731868455,1.311793367009523,0.29929338909395786,Iris-setosa
+13,6.308759081113407,3.3103236262440934,5.365538331051005,2.1526968771766266,Iris-virginica
+14,5.0571887053427815,3.4845520809699098,1.3931617233596183,0.19739414004244127,Iris-setosa
+15,6.232009922963146,2.2224464196260736,4.417083107317339,1.3398561383885574,Iris-versicolor
+16,4.9091059940309005,3.103440596206036,1.4946561942370264,0.10000010853955278,Iris-setosa
+17,4.946455231148182,2.0,3.4927439624683148,0.880976529760277,Iris-versicolor
+18,5.759152990619869,3.1789503223507944,4.609251368601778,1.6973807207056082,Iris-versicolor
+19,4.872263095024001,3.0,1.343884614895218,0.1992136098451257,Iris-setosa
+20,7.722191986963388,2.6350758631772835,6.899998178094941,2.3154083583750382,Iris-virginica
+21,5.854229163300719,2.703056108302966,5.143729173258572,1.906531684900694,Iris-virginica
+22,5.771758397816545,2.671782366478019,5.0986813290092865,1.887848464201296,Iris-virginica
+23,6.784584507418285,3.1431682279322963,6.113590168776936,2.187871049071603,Iris-virginica
+24,4.606178010264793,3.6926803348458197,1.0,0.1954522600454054,Iris-setosa
+25,5.644311808561658,2.7245923584560003,4.314776531719363,1.1821301573768714,Iris-versicolor
+26,5.50781477458454,4.2,1.4042698095114539,0.20112374321430818,Iris-setosa
+27,4.682597000109147,3.3585609062916437,1.4893292084165533,0.19593443860337068,Iris-setosa
+28,6.775816501026533,2.8268531356975903,4.765669922694889,1.4372182766093555,Iris-versicolor
+29,5.810782883179032,2.7255550310593373,5.087823663393105,2.207233737167435,Iris-virginica
+30,7.706865610181606,2.6054314911622125,6.9,2.3085580437580044,Iris-virginica
+31,4.750609554618283,3.0400279010669355,1.4010922212536123,0.23287880544222334,Iris-setosa
+32,4.825932120570747,3.392105154366748,1.736916116949861,0.20366018781441717,Iris-setosa
+33,5.795237167601075,2.6897584843902567,5.085298238448433,1.997451321786526,Iris-virginica
+34,4.936766932037818,2.4217077922256625,3.2435930596304123,1.0567119913182426,Iris-versicolor
+35,7.719875221031215,2.60731594072706,6.9,2.3057846584881236,Iris-virginica
+36,7.7304597044578935,2.8072910617085567,6.734785448633262,1.9939931659547387,Iris-virginica
+37,5.13815727815541,3.45579345498812,1.3615972837592154,0.197914450998255,Iris-setosa
+38,6.743481912447549,2.705033248508654,4.793773875609008,1.4138413765774185,Iris-versicolor
+39,4.992783805927328,3.0,1.6197989807503537,0.20520943717897483,Iris-setosa
+40,6.540673796015622,2.8024793737147293,4.703281307618669,1.3642267550764196,Iris-versicolor
+41,5.434477136439662,3.8298255914475443,1.4300373914947466,0.3484303731172643,Iris-setosa
+42,5.343408647028935,3.0,4.5239504438916125,1.5792626376059822,Iris-versicolor
+43,6.68728334240131,2.924960904065546,4.85480259087645,1.4797741730408827,Iris-versicolor
+44,6.26913014485693,3.135244609226817,5.079678523923575,1.9568183152339491,Iris-virginica
+45,5.558900805171481,3.6420236031087834,1.5672719827353305,0.22707614811607363,Iris-setosa
+46,5.05170433082352,2.441329790284551,3.781085213247937,1.0414139934919928,Iris-versicolor
+47,6.089665811769441,2.8826582778872756,5.431865993154597,1.8099042172212905,Iris-virginica
+48,5.732932040828943,2.889970340934976,4.157526975566462,1.2049553358706473,Iris-versicolor
+49,4.400000825777652,3.224848303507509,1.36432128038219,0.21239751596655343,Iris-setosa
+50,5.817899823903304,3.1976631295633675,4.769999930378372,1.8207147757144093,Iris-versicolor
+51,4.843536600485612,3.0,1.4131851733643057,0.10000011612193216,Iris-setosa
+52,6.2289584194692456,3.392140911647095,5.448808674518742,2.2232995298458347,Iris-virginica
+53,4.7624297897883086,3.3640620863186603,1.5099220278787508,0.2011526477049996,Iris-setosa
+54,5.443391768738122,3.5402192076713686,1.5569765753844254,0.2392727989015595,Iris-setosa
+55,5.006355741142782,2.0,3.5186909216483886,0.8854985000094515,Iris-versicolor
+56,6.584734880001154,2.9901620391856962,4.814739765493202,1.5987085335659803,Iris-versicolor
+57,5.5814567921312905,2.7641724697917356,4.4002031921344384,1.2735836051213247,Iris-versicolor
+58,7.527311719157549,3.0,6.492958387796923,2.1581353242540797,Iris-virginica
+59,5.951255167044556,3.2436237641395405,4.815555063484106,1.813117053865501,Iris-versicolor
+60,5.007292256492019,3.286952019224626,1.9423254358113278,0.20569855858303346,Iris-setosa
+61,6.449099673824737,3.0,5.807555159279556,2.1963096261134667,Iris-virginica
+62,5.0263313940998575,2.00000082007408,3.24621182470604,1.069679754894119,Iris-versicolor
+63,6.747575207493943,3.0,4.748864802384796,1.5086768352635214,Iris-versicolor
+64,5.130334454318631,3.3452068011482976,1.4048040399083146,0.20391574459765727,Iris-setosa
+65,5.13397915396575,3.266113750480123,1.6973618997951034,0.3699156903172076,Iris-setosa
+66,5.5299070500212535,3.0,4.340966957790179,1.4495931421687256,Iris-versicolor
+67,5.938091808504236,3.013555134873312,5.062795963498636,1.809364673034807,Iris-virginica
+68,6.2186505967471435,2.227802714553208,4.251360818092506,1.1399075950937883,Iris-versicolor
+69,7.685864515514867,2.5717277903495637,6.899998974541914,2.2810752040465005,Iris-virginica
+70,6.688544243027553,3.2830206853725943,5.202796726672171,2.255254576656743,Iris-virginica
+71,5.809847420136492,3.1041115754489343,4.73361917795758,1.7469658481604364,Iris-versicolor
+72,4.999401650855933,2.0000005051718768,3.566335948063504,0.9231719244434056,Iris-versicolor
+73,4.614148891797925,3.529848078952274,1.0000008261446394,0.2019082706656297,Iris-setosa
+74,4.8666030895568095,3.1662741760219744,1.5229424139564243,0.2028855719924247,Iris-setosa
+75,4.984804938182742,2.0,3.525645757784039,1.039973532745029,Iris-versicolor
+76,7.89999853120859,3.789690331308181,6.356827450881041,1.9619235754114102,Iris-virginica
+77,5.483557219003208,2.891889230598194,4.481186277365334,1.3714708126221333,Iris-versicolor
+78,5.78892559812253,2.795029198493584,5.1253159671283735,2.3516228872996763,Iris-virginica
+79,7.239579385693572,3.007041312197836,6.137295647058978,2.200543748395951,Iris-virginica
+80,4.843178862199971,3.0,1.4195629600493334,0.21581171436573454,Iris-setosa
+81,5.7909743670479354,2.734580781220921,4.592258545497309,1.0972676189402233,Iris-versicolor
+82,5.832630309317245,3.216036263259396,4.750560583221755,1.7490929414612428,Iris-versicolor
+83,5.644412899065552,3.0,4.216506591302201,1.265802175114749,Iris-versicolor
+84,7.486521903224249,3.014350526547268,6.495591771078858,2.2003860121971126,Iris-virginica
+85,6.049560929927981,3.3978044269636984,4.591156369579438,1.585396883637861,Iris-versicolor
+86,4.8710110744564545,3.0,1.4185030082614098,0.1984568674529444,Iris-setosa
+87,7.693195320417277,2.8075594360337224,6.70483933495667,2.0271261945465042,Iris-virginica
+88,6.036632855369093,2.9705567101419885,4.537466358794501,1.508071808351179,Iris-versicolor
+89,4.986637794237348,2.0000004874824997,3.5619490149075315,0.9263949361273416,Iris-versicolor
+90,5.260387903485734,3.3256728371765587,1.5698122765100906,0.43412475214141505,Iris-setosa
+91,4.883943724841253,3.0,1.4001625683036738,0.3842127317292874,Iris-setosa
+92,6.536725439245815,3.0566629413962856,4.869942638218425,1.6471829948287953,Iris-versicolor
+93,6.578260223081066,3.08724919543976,4.531739912147856,1.4263313728920615,Iris-versicolor
+94,4.88335536737476,3.0580188380125515,1.4396735655679287,0.1,Iris-setosa
+95,6.08225074763639,2.233455244925108,4.095686524128663,1.0323727791516308,Iris-versicolor
+96,6.166287295323783,3.3035230781580207,4.670971078940369,1.6566871216303682,Iris-versicolor
+97,4.898420274461596,3.075046961934127,1.4826409056065981,0.10000011916933253,Iris-setosa
+98,4.931210389076778,3.4679629193121015,1.5331028889979739,0.20717909869784223,Iris-setosa
+99,4.9989459082944006,3.313010665283024,1.5952923999063673,0.2712278681197118,Iris-setosa
+100,4.498366075734341,2.301297668171258,1.2832120879243103,0.3370209496482482,Iris-setosa
+101,5.43496901996561,3.488231995117553,1.5639454564899151,0.47618710246798124,Iris-setosa
+102,4.686524288503998,2.960191363971931,1.371421605656055,0.2940374628333613,Iris-setosa
+103,5.476453821619072,4.2,1.4060456387120366,0.1927418206803308,Iris-setosa
+104,5.8097921139645825,2.7782454731385395,5.062076069274973,2.262776979753446,Iris-virginica
+105,6.653895366430642,3.051937946257893,4.692255195945407,1.544601669405427,Iris-versicolor
+106,6.630819940440372,3.0,4.954031994114981,1.719474386985583,Iris-versicolor
+107,4.951337215487883,3.5110782510499297,1.419944480289526,0.19143525291775798,Iris-setosa
+108,4.764876697624833,3.4103690293910125,1.7095916687176707,0.1929366162230196,Iris-setosa
+109,4.838588711203847,3.0,1.417698285366635,0.10000010485012578,Iris-setosa
+110,7.719154453641573,2.5727031272013523,6.9,2.3039024339195384,Iris-virginica
+111,4.613540638452839,3.6369498209535895,1.0,0.18939327653149338,Iris-setosa
+112,7.675385256173032,2.995540785834915,6.669309738176751,2.033064459594404,Iris-virginica
+113,6.5728558893824225,3.0,4.398202446997387,1.368471839312856,Iris-versicolor
+114,5.679171364363488,2.8659559056476405,4.254840104494093,1.3364429087079701,Iris-versicolor
+115,6.299689503787614,2.2400956834676102,4.540670608273496,1.4512588341986712,Iris-versicolor
+116,7.375584735831934,3.0,6.309808580137677,2.054906976909075,Iris-virginica
+117,6.875286019663829,3.039305145525998,5.086881357064165,2.309474652300297,Iris-virginica
+118,6.296806950594332,2.2593756092891635,4.530127411375361,1.4670032831218536,Iris-versicolor
+119,6.366870000723818,2.8811323357327607,4.503684596909073,1.3155023062811517,Iris-versicolor
diff --git a/iris/tab_ddpm/1_4/8/test.csv b/iris/tab_ddpm/1_4/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/8/train.csv b/iris/tab_ddpm/1_4/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/8/val.csv b/iris/tab_ddpm/1_4/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/9/synth.csv b/iris/tab_ddpm/1_4/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0c06a9f94fcea689f2e069865ecabd134e2d3ad8
--- /dev/null
+++ b/iris/tab_ddpm/1_4/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.316775738971613,3.3242519858695885,1.5073897127344058,0.2080560790115255,Iris-setosa
+1,6.879766569549539,3.0363090800807795,5.087935312020083,2.270138541517365,Iris-virginica
+2,5.401935433748811,2.5629497502084124,4.312913911926285,1.167564804224139,Iris-versicolor
+3,5.034120392167309,3.006188161811283,1.577042739771504,0.2018779352824785,Iris-setosa
+4,5.465949679670798,3.4482695898303644,1.8040872920198932,0.19971322441800604,Iris-setosa
+5,5.660836103691792,2.9986448035601008,4.058016617032896,1.174587279179043,Iris-versicolor
+6,4.905343146767661,3.115561109184526,1.498216029625763,0.10000012530776219,Iris-setosa
+7,5.099886158974243,3.6932518330553568,1.4127649825668838,0.20694968479694023,Iris-setosa
+8,5.564403775301137,4.2,1.4155455635624907,0.19460291337046348,Iris-setosa
+9,5.536790932024197,2.913649490763875,4.362937412640424,1.3586287954099912,Iris-versicolor
+10,5.965830835840052,2.201902382426933,4.087676355379083,0.9126862404247105,Iris-versicolor
+11,5.2003933780946845,3.421977797621475,1.3939858741223583,0.2006487044070472,Iris-setosa
+12,5.893880732345718,3.201606917760439,4.800110596219292,1.7897031435627875,Iris-versicolor
+13,5.9886038227336815,3.415709119004282,4.509682419519944,1.615651529223442,Iris-versicolor
+14,7.480887705393016,2.8711898171038843,6.438614459739585,1.7905649778199446,Iris-virginica
+15,5.390251850068262,3.8818394231504967,1.3664228241168692,0.41424407957799914,Iris-setosa
+16,4.844976224541921,3.4573771149894306,1.4778059531600554,0.19533222668881503,Iris-setosa
+17,6.574890049012386,3.2398728237888057,5.7813595083423435,2.2978431307532388,Iris-virginica
+18,6.474399170216127,3.3647400459809407,5.49222243478951,2.1987060297901495,Iris-virginica
+19,6.4066284819712,2.96562410111917,4.290191157943064,1.3466260940722026,Iris-versicolor
+20,5.6684939152697975,2.9093879389791075,4.5086529716765,1.3861884279241095,Iris-versicolor
+21,4.830732677885601,3.3969771449770882,1.8404032484284416,0.21381462590620254,Iris-setosa
+22,6.543244731420366,2.881631972099393,4.596310366733302,1.4714876667365588,Iris-versicolor
+23,5.643590538507024,2.8825270520607806,3.768528458719076,1.2698148471330617,Iris-versicolor
+24,4.7731481439099985,3.4019924926036276,1.575610989496619,0.20191413894072632,Iris-setosa
+25,4.900514266844231,3.0882967896397355,1.4964887648729814,0.10000013875941273,Iris-setosa
+26,7.6615935984158865,2.8338981493759148,6.656470137013992,1.9450110531808746,Iris-virginica
+27,6.6350843220110445,3.0,5.024221151002902,1.7095586227349233,Iris-versicolor
+28,4.994743868483756,3.233607061425059,1.5647843082407473,0.2840667259378318,Iris-setosa
+29,6.128449861851502,2.8260661033782264,4.519987939730673,1.319021627574467,Iris-versicolor
+30,4.775579942641085,3.0,1.3880280274464356,0.27653574267930237,Iris-setosa
+31,7.72088115900169,2.6132174553349827,6.899998032294986,2.3223832864435825,Iris-virginica
+32,5.2019708245312035,3.4191949070090724,1.4097873761381412,0.20616345941785552,Iris-setosa
+33,6.426412021235113,3.2730617195180343,5.349878386845695,2.0657108836740603,Iris-virginica
+34,7.899998681946182,3.8514970910760695,6.365328856740447,2.0233542176904256,Iris-virginica
+35,6.262623735103756,3.331531897799197,5.24464039882062,2.12395032093443,Iris-virginica
+36,5.2276528378476455,3.7428317785932896,1.4166556369821428,0.2060718458463346,Iris-setosa
+37,6.6201803456054575,3.110644380932571,5.1201543032817085,2.0319275381779436,Iris-virginica
+38,5.687956604468605,2.7329199219095477,3.937595768067637,1.172620000009719,Iris-versicolor
+39,5.177708476443939,3.7240855976183265,1.4953840764006705,0.27663122117984296,Iris-setosa
+40,6.474734041089539,2.8078759433542766,4.54970178523031,1.2400632680039303,Iris-versicolor
+41,5.781467675188617,3.0875489316692772,4.698910034922645,1.6400608868399513,Iris-versicolor
+42,5.946227407648058,2.6711776956207633,5.05994860132506,1.898541528667656,Iris-virginica
+43,4.507941948090013,2.3122193736232552,1.3199668243085658,0.35084153927770584,Iris-setosa
+44,5.556806410687076,3.0,4.4109766422279275,1.424610389493814,Iris-versicolor
+45,7.9,3.8237005361018754,6.380482979113061,2.0116191867368096,Iris-virginica
+46,6.199131119533841,3.138562209286754,4.877916294670627,1.7688846527298894,Iris-versicolor
+47,6.4510856546713224,2.445536591948539,5.294872035652852,1.8862766104687234,Iris-virginica
+48,6.34798776564595,3.3475152115432363,5.279998848923742,2.201992711257958,Iris-virginica
+49,7.672371585952983,2.8216078729981855,6.673395930590459,2.000652273844786,Iris-virginica
+50,5.0488604655705185,3.687582792402186,1.420849682676951,0.20266961687869908,Iris-setosa
+51,7.240716465605654,3.1279751829610603,6.162450543758117,2.2633974027899364,Iris-virginica
+52,6.321234873497393,2.2542745956451236,4.422203584784051,1.3833974167122107,Iris-versicolor
+53,6.488321284604448,2.8493652396785105,4.380813201496711,1.2708873961146336,Iris-versicolor
+54,6.4595092145583175,3.324374497575114,5.170884687964303,2.219673937658907,Iris-virginica
+55,5.211876400743511,3.256642512047645,1.9834794080161313,0.24066904522364369,Iris-setosa
+56,5.351424345584913,3.4676206138342702,1.4231402672399436,0.20426543339245526,Iris-setosa
+57,4.611641149996231,3.239161362751833,1.4335770989067846,0.20185670967275335,Iris-setosa
+58,5.309714013234851,3.431734326961874,1.509880375927819,0.19750265822505458,Iris-setosa
+59,7.8999985359377805,3.770650115276817,6.4669023596997945,2.0014138853731334,Iris-virginica
+60,5.2306805688621925,3.5068370421484976,1.4789524743475626,0.1883260994450639,Iris-setosa
+61,5.7840512974536225,2.6903718751377905,5.12672980578455,1.908164905557195,Iris-virginica
+62,6.310828681562064,2.9357422148346464,5.726055648258939,2.145740859126533,Iris-virginica
+63,4.991418176650535,2.0,3.392402486905234,0.845725616576281,Iris-versicolor
+64,5.592608235373829,2.599610884665615,4.387726395850985,1.156578996972027,Iris-versicolor
+65,7.899998922372328,3.8143261794440346,6.365553005181121,1.9797641736287355,Iris-virginica
+66,5.488463220169655,3.4297582153394255,1.5192671543968972,0.506858232755179,Iris-setosa
+67,7.725371330725827,2.5800617753825414,6.9,2.295426192826175,Iris-virginica
+68,4.4,3.200979078830542,1.3174135650416317,0.1982910951671625,Iris-setosa
+69,4.922552564481763,2.3965146342196855,3.2775861479578876,1.0671465291299747,Iris-versicolor
+70,5.2394002488224904,3.490008578629963,1.4744879208347466,0.19044303429499834,Iris-setosa
+71,5.992416360229668,2.414852367746374,4.105405119358929,0.992708027565258,Iris-versicolor
+72,6.9330154133072694,2.974857489934477,6.071666230283134,1.9275923037080929,Iris-virginica
+73,6.1342851957297775,3.0,4.432680882328359,1.3040096121897244,Iris-versicolor
+74,6.676566627458907,3.2711046351251825,5.690363086791475,2.499998265954594,Iris-virginica
+75,5.083507475692415,3.8143688558987496,1.3589118695745364,0.23169800431516396,Iris-setosa
+76,6.278261576144844,3.0,5.1847369476393155,1.8066584082309245,Iris-virginica
+77,5.7933504130253,2.689056666395251,5.096840240220102,1.918733627765023,Iris-virginica
+78,4.988044704634612,2.0000004897601484,3.484797420113142,0.9183911290197775,Iris-versicolor
+79,6.778668812912181,3.1986974462201543,5.895648245385942,2.3051996575449443,Iris-virginica
+80,7.352829846568845,3.0,6.2945691042844185,2.159314825654851,Iris-virginica
+81,4.8252061743141,3.4060898280194642,1.885340507849679,0.20703010142576933,Iris-setosa
+82,6.507406334370554,2.4999003743533073,5.483037558689143,1.8564039525213474,Iris-virginica
+83,4.90283501096743,3.111507855358013,1.4951437332524613,0.1,Iris-setosa
+84,5.715656544255685,2.841710698072113,3.814816078111309,1.2691949602261798,Iris-versicolor
+85,5.119604226707465,3.5079100585917153,1.3845951954029585,0.20861411991670475,Iris-setosa
+86,6.477220884383221,2.996446038146809,4.298182864746138,1.347079551808394,Iris-versicolor
+87,4.98091654011894,2.000000528857945,3.602540873946564,0.8800057500331131,Iris-versicolor
+88,4.806120433030098,3.0,1.4386572116317453,0.1,Iris-setosa
+89,7.087750913549308,3.1292572616576066,5.7867963474172965,2.25930870714361,Iris-virginica
+90,5.5631320007097615,3.756635036492823,1.5356608673471355,0.29537889072518586,Iris-setosa
+91,5.694898302034838,3.0,4.535080557167485,1.5571117973111555,Iris-versicolor
+92,4.597037410473889,3.6060463598294588,1.0,0.20569606165813537,Iris-setosa
+93,5.82109996916998,2.6978139546098423,5.122873383902049,1.8948994268302846,Iris-virginica
+94,6.6596538938642675,2.7955576692195616,4.688385200697852,1.431242360493912,Iris-versicolor
+95,6.839992147303237,3.0974381969878637,5.263031998309672,2.2032771751639157,Iris-virginica
+96,5.033461255162816,3.601283439360615,1.3893762469144644,0.1970249027165229,Iris-setosa
+97,4.6167140038728,3.7331482963076996,1.0,0.20604637074385287,Iris-setosa
+98,6.060749035341862,2.2425147833738075,4.285745930625699,1.2504039982904616,Iris-versicolor
+99,6.461576978526011,3.2086461799241093,4.621111461933716,1.5679588622271041,Iris-versicolor
+100,5.0248110386717615,3.171995576096715,1.5381192594001756,0.4504730137170043,Iris-setosa
+101,6.066389743387336,3.1367500073758303,4.795190627032603,1.8092108969659013,Iris-versicolor
+102,6.344291881003823,2.8162263990975047,4.564097183853527,1.1692687002406401,Iris-versicolor
+103,6.650758833981078,3.3116665956684197,5.575832991239497,2.152058322231025,Iris-virginica
+104,6.613842139260462,3.0,4.9162194915668245,1.6310550592708113,Iris-versicolor
+105,6.1931460638892855,2.214136810074087,4.492904539792316,1.4578004728062113,Iris-versicolor
+106,6.7046668194761425,2.868359868460614,4.818406694261974,1.53282843715989,Iris-versicolor
+107,5.749311558545096,2.8496442568958655,4.1229275597601145,1.1927252255591834,Iris-versicolor
+108,6.744556878605909,2.9974434523130773,5.03176249643366,1.698039461090672,Iris-versicolor
+109,4.872901530694898,3.0,1.3762423089502898,0.3302143882080931,Iris-setosa
+110,6.287533871254096,2.4617449709159276,5.037568630894087,1.936811833681404,Iris-virginica
+111,5.376776422134448,3.2681640897944275,2.0400993343566096,0.20877323469506426,Iris-setosa
+112,7.488584759600961,3.0,6.528220977824024,2.1172850894273108,Iris-virginica
+113,5.632699570700237,2.5186793621011287,4.262938920449252,1.1565982614144725,Iris-versicolor
+114,6.765465970824521,3.0,4.78860184262606,1.5300009434472743,Iris-versicolor
+115,6.424236261667508,2.790920367272731,4.5042457578283654,1.4443186791399432,Iris-versicolor
+116,6.63729872154028,3.0,4.4654394174198435,1.4330890354880876,Iris-versicolor
+117,5.03233086824884,3.6662658768057046,1.403497435783334,0.20437335255729788,Iris-setosa
+118,6.305171254493443,2.558201499398055,4.944949706483437,1.8578370032598461,Iris-virginica
+119,5.0332501914808585,3.5954680577363396,1.513868987745452,0.281392702641402,Iris-setosa
diff --git a/iris/tab_ddpm/1_4/9/test.csv b/iris/tab_ddpm/1_4/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/9/train.csv b/iris/tab_ddpm/1_4/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/9/val.csv b/iris/tab_ddpm/1_4/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/1_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/1_4/params.json b/iris/tab_ddpm/1_4/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..49eb37616993409658362fd6efd5bb06733c704e
--- /dev/null
+++ b/iris/tab_ddpm/1_4/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:581a130e40ddb3e1f77c53ceec47983ee230b26fdf46372810e68f292d2d8f5d
+size 331
diff --git a/iris/tab_ddpm/1_4/tab_ddpm_eval.ipynb b/iris/tab_ddpm/1_4/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..79c8fb4c56af2579790450162b010a62dea4f31b
--- /dev/null
+++ b/iris/tab_ddpm/1_4/tab_ddpm_eval.ipynb
@@ -0,0 +1,1836 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "51e54648",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:27.397609Z",
+     "iopub.status.busy": "2024-07-22T02:36:27.396958Z",
+     "iopub.status.idle": "2024-07-22T02:36:40.111971Z",
+     "shell.execute_reply": "2024-07-22T02:36:40.111037Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.726892,
+     "end_time": "2024-07-22T02:36:40.114379",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:27.387487",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "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... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 46%\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",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 84%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "b6bc16c2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:40.137732Z",
+     "iopub.status.busy": "2024-07-22T02:36:40.137296Z",
+     "iopub.status.idle": "2024-07-22T02:36:40.146543Z",
+     "shell.execute_reply": "2024-07-22T02:36:40.145670Z"
+    },
+    "papermill": {
+     "duration": 0.023077,
+     "end_time": "2024-07-22T02:36:40.148430",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:40.125353",
+     "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": "94f5b0dc",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009927,
+     "end_time": "2024-07-22T02:36:40.168277",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:40.158350",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "3ba6ccd5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:40.189234Z",
+     "iopub.status.busy": "2024-07-22T02:36:40.188947Z",
+     "iopub.status.idle": "2024-07-22T02:36:40.196033Z",
+     "shell.execute_reply": "2024-07-22T02:36:40.195206Z"
+    },
+    "papermill": {
+     "duration": 0.019861,
+     "end_time": "2024-07-22T02:36:40.197967",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:40.178106",
+     "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": "77b69851",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:40.219406Z",
+     "iopub.status.busy": "2024-07-22T02:36:40.218728Z",
+     "iopub.status.idle": "2024-07-22T02:36:40.224085Z",
+     "shell.execute_reply": "2024-07-22T02:36:40.223191Z"
+    },
+    "papermill": {
+     "duration": 0.018229,
+     "end_time": "2024-07-22T02:36:40.225975",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:40.207746",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 4\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/1_4\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.2\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "936b71ac",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:40.249104Z",
+     "iopub.status.busy": "2024-07-22T02:36:40.248471Z",
+     "iopub.status.idle": "2024-07-22T02:36:40.254748Z",
+     "shell.execute_reply": "2024-07-22T02:36:40.253873Z"
+    },
+    "papermill": {
+     "duration": 0.020258,
+     "end_time": "2024-07-22T02:36:40.256861",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:40.236603",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_nogp_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "562bebb1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:40.278481Z",
+     "iopub.status.busy": "2024-07-22T02:36:40.277986Z",
+     "iopub.status.idle": "2024-07-22T02:36:41.526075Z",
+     "shell.execute_reply": "2024-07-22T02:36:41.525170Z"
+    },
+    "papermill": {
+     "duration": 1.261299,
+     "end_time": "2024-07-22T02:36:41.528328",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:40.267029",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cloning into 'final'...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "remote: Repository not found\r\n",
+      "fatal: repository 'https://huggingface.co/linearch/mlu_est_eval_5_nogp_iris/' not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "16753399",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:41.551330Z",
+     "iopub.status.busy": "2024-07-22T02:36:41.551019Z",
+     "iopub.status.idle": "2024-07-22T02:36:42.533856Z",
+     "shell.execute_reply": "2024-07-22T02:36:42.532686Z"
+    },
+    "papermill": {
+     "duration": 0.996812,
+     "end_time": "2024-07-22T02:36:42.536001",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:41.539189",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mkdir: cannot create directory 'iris': File exists\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "88ce1525",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:42.559781Z",
+     "iopub.status.busy": "2024-07-22T02:36:42.559089Z",
+     "iopub.status.idle": "2024-07-22T02:36:42.568252Z",
+     "shell.execute_reply": "2024-07-22T02:36:42.567488Z"
+    },
+    "papermill": {
+     "duration": 0.02309,
+     "end_time": "2024-07-22T02:36:42.570109",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:42.547019",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/1_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": "9f6a3480",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:42.595004Z",
+     "iopub.status.busy": "2024-07-22T02:36:42.594486Z",
+     "iopub.status.idle": "2024-07-22T02:36:42.951585Z",
+     "shell.execute_reply": "2024-07-22T02:36:42.950601Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.372343,
+     "end_time": "2024-07-22T02:36:42.954119",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:42.581776",
+     "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": "54294b87",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:42.977958Z",
+     "iopub.status.busy": "2024-07-22T02:36:42.977681Z",
+     "iopub.status.idle": "2024-07-22T02:36:44.617038Z",
+     "shell.execute_reply": "2024-07-22T02:36:44.615890Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.653994,
+     "end_time": "2024-07-22T02:36:44.619587",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:42.965593",
+     "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": "b7ee3a4f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:44.646522Z",
+     "iopub.status.busy": "2024-07-22T02:36:44.645673Z",
+     "iopub.status.idle": "2024-07-22T02:36:44.654205Z",
+     "shell.execute_reply": "2024-07-22T02:36:44.653473Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023779,
+     "end_time": "2024-07-22T02:36:44.656179",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:44.632400",
+     "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": "34948e40",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:44.679625Z",
+     "iopub.status.busy": "2024-07-22T02:36:44.678912Z",
+     "iopub.status.idle": "2024-07-22T02:36:44.683274Z",
+     "shell.execute_reply": "2024-07-22T02:36:44.682447Z"
+    },
+    "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": 0.018105,
+     "end_time": "2024-07-22T02:36:44.685260",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:44.667155",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "007b2681",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:44.708534Z",
+     "iopub.status.busy": "2024-07-22T02:36:44.708257Z",
+     "iopub.status.idle": "2024-07-22T02:36:44.821188Z",
+     "shell.execute_reply": "2024-07-22T02:36:44.820458Z"
+    },
+    "papermill": {
+     "duration": 0.126901,
+     "end_time": "2024-07-22T02:36:44.823265",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:44.696364",
+     "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": "049fc7dd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:44.848763Z",
+     "iopub.status.busy": "2024-07-22T02:36:44.848473Z",
+     "iopub.status.idle": "2024-07-22T02:36:49.146615Z",
+     "shell.execute_reply": "2024-07-22T02:36:49.145648Z"
+    },
+    "papermill": {
+     "duration": 4.313551,
+     "end_time": "2024-07-22T02:36:49.149034",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:44.835483",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:36:46.576467: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-22 02:36:46.576522: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-22 02:36:46.578102: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "edb5cae2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:49.174392Z",
+     "iopub.status.busy": "2024-07-22T02:36:49.173376Z",
+     "iopub.status.idle": "2024-07-22T02:36:49.179298Z",
+     "shell.execute_reply": "2024-07-22T02:36:49.178317Z"
+    },
+    "papermill": {
+     "duration": 0.020382,
+     "end_time": "2024-07-22T02:36:49.181308",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:49.160926",
+     "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": "0c98c01f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:49.206557Z",
+     "iopub.status.busy": "2024-07-22T02:36:49.206283Z",
+     "iopub.status.idle": "2024-07-22T02:36:51.890735Z",
+     "shell.execute_reply": "2024-07-22T02:36:51.889940Z"
+    },
+    "papermill": {
+     "duration": 2.699689,
+     "end_time": "2024-07-22T02:36:51.893015",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:49.193326",
+     "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": "c2cac733",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:51.919624Z",
+     "iopub.status.busy": "2024-07-22T02:36:51.919322Z",
+     "iopub.status.idle": "2024-07-22T02:36:51.925281Z",
+     "shell.execute_reply": "2024-07-22T02:36:51.924467Z"
+    },
+    "papermill": {
+     "duration": 0.021263,
+     "end_time": "2024-07-22T02:36:51.927111",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:51.905848",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, None, True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "4ccf0097",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:51.951668Z",
+     "iopub.status.busy": "2024-07-22T02:36:51.951380Z",
+     "iopub.status.idle": "2024-07-22T02:36:52.444443Z",
+     "shell.execute_reply": "2024-07-22T02:36:52.443659Z"
+    },
+    "papermill": {
+     "duration": 0.508151,
+     "end_time": "2024-07-22T02:36:52.446926",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:51.938775",
+     "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": "a222c5ab",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:52.474503Z",
+     "iopub.status.busy": "2024-07-22T02:36:52.474202Z",
+     "iopub.status.idle": "2024-07-22T02:36:52.480027Z",
+     "shell.execute_reply": "2024-07-22T02:36:52.479125Z"
+    },
+    "papermill": {
+     "duration": 0.021897,
+     "end_time": "2024-07-22T02:36:52.481984",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:52.460087",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "19d75110",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:52.506859Z",
+     "iopub.status.busy": "2024-07-22T02:36:52.506553Z",
+     "iopub.status.idle": "2024-07-22T02:36:52.552790Z",
+     "shell.execute_reply": "2024-07-22T02:36:52.552101Z"
+    },
+    "papermill": {
+     "duration": 0.060902,
+     "end_time": "2024-07-22T02:36:52.554725",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:52.493823",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tab_ddpm.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "79b2d197",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:52.580808Z",
+     "iopub.status.busy": "2024-07-22T02:36:52.580451Z",
+     "iopub.status.idle": "2024-07-22T02:36:52.586916Z",
+     "shell.execute_reply": "2024-07-22T02:36:52.586072Z"
+    },
+    "papermill": {
+     "duration": 0.021701,
+     "end_time": "2024-07-22T02:36:52.588862",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:52.567161",
+     "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": "ec61c710",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:52.614416Z",
+     "iopub.status.busy": "2024-07-22T02:36:52.613674Z",
+     "iopub.status.idle": "2024-07-22T02:36:52.617678Z",
+     "shell.execute_reply": "2024-07-22T02:36:52.616967Z"
+    },
+    "papermill": {
+     "duration": 0.018687,
+     "end_time": "2024-07-22T02:36:52.619625",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:52.600938",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "62a4618e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:52.645055Z",
+     "iopub.status.busy": "2024-07-22T02:36:52.644526Z",
+     "iopub.status.idle": "2024-07-22T02:36:52.650226Z",
+     "shell.execute_reply": "2024-07-22T02:36:52.649384Z"
+    },
+    "papermill": {
+     "duration": 0.020638,
+     "end_time": "2024-07-22T02:36:52.652207",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:52.631569",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "b7115f7e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:52.677738Z",
+     "iopub.status.busy": "2024-07-22T02:36:52.677193Z",
+     "iopub.status.idle": "2024-07-22T02:36:52.683122Z",
+     "shell.execute_reply": "2024-07-22T02:36:52.682402Z"
+    },
+    "papermill": {
+     "duration": 0.020863,
+     "end_time": "2024-07-22T02:36:52.685023",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:52.664160",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "0894aa3f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:52.712127Z",
+     "iopub.status.busy": "2024-07-22T02:36:52.711863Z",
+     "iopub.status.idle": "2024-07-22T02:36:52.719878Z",
+     "shell.execute_reply": "2024-07-22T02:36:52.719055Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023824,
+     "end_time": "2024-07-22T02:36:52.721650",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:52.697826",
+     "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": "215c24ae",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:36:52.746958Z",
+     "iopub.status.busy": "2024-07-22T02:36:52.746695Z",
+     "iopub.status.idle": "2024-07-22T02:38:10.020946Z",
+     "shell.execute_reply": "2024-07-22T02:38:10.019886Z"
+    },
+    "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": 77.289637,
+     "end_time": "2024-07-22T02:38:10.023392",
+     "exception": false,
+     "start_time": "2024-07-22T02:36:52.733755",
+     "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 1000/16966 MLoss: 0.0 GLoss: 0.3481 Sum: 0.3481\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/16966 MLoss: 0.0 GLoss: 0.3001 Sum: 0.3001\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/16966 MLoss: 0.0 GLoss: 0.2839 Sum: 0.2839\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/16966 MLoss: 0.0 GLoss: 0.2752 Sum: 0.2752\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/16966 MLoss: 0.0 GLoss: 0.2674 Sum: 0.2674\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/16966 MLoss: 0.0 GLoss: 0.2586 Sum: 0.2586\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/16966 MLoss: 0.0 GLoss: 0.2542 Sum: 0.2542\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/16966 MLoss: 0.0 GLoss: 0.2483 Sum: 0.2483\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/16966 MLoss: 0.0 GLoss: 0.2434 Sum: 0.2434\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/16966 MLoss: 0.0 GLoss: 0.2408 Sum: 0.2408\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/16966 MLoss: 0.0 GLoss: 0.2343 Sum: 0.2343\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/16966 MLoss: 0.0 GLoss: 0.2326 Sum: 0.2326\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/16966 MLoss: 0.0 GLoss: 0.2287 Sum: 0.2287\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/16966 MLoss: 0.0 GLoss: 0.224 Sum: 0.224\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/16966 MLoss: 0.0 GLoss: 0.2229 Sum: 0.2229\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/16966 MLoss: 0.0 GLoss: 0.2212 Sum: 0.2212\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": "4e42bce8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.014378,
+     "end_time": "2024-07-22T02:38:10.052661",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:10.038283",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "708d9de6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:10.081054Z",
+     "iopub.status.busy": "2024-07-22T02:38:10.080738Z",
+     "iopub.status.idle": "2024-07-22T02:38:10.088523Z",
+     "shell.execute_reply": "2024-07-22T02:38:10.087654Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.024254,
+     "end_time": "2024-07-22T02:38:10.090429",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:10.066175",
+     "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": "ce84e8e7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:10.118500Z",
+     "iopub.status.busy": "2024-07-22T02:38:10.118228Z",
+     "iopub.status.idle": "2024-07-22T02:38:26.219395Z",
+     "shell.execute_reply": "2024-07-22T02:38:26.218553Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.117673,
+     "end_time": "2024-07-22T02:38:26.221563",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:10.103890",
+     "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": "d3b64616",
+   "metadata": {
+    "papermill": {
+     "duration": 0.014213,
+     "end_time": "2024-07-22T02:38:26.251013",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:26.236800",
+     "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": 122.001116,
+   "end_time": "2024-07-22T02:38:27.991585",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/1_4/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/1_4/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 4,
+    "epoch_scale": 0.2,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/1_4",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T02:36:25.990469",
+   "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