diff --git a/iris/tab_ddpm/7_4/0/synth.csv b/iris/tab_ddpm/7_4/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..73634497e72399788051b6e15e62a2357991bfc4
--- /dev/null
+++ b/iris/tab_ddpm/7_4/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.704763785849815,2.6257666966691686,6.8999985531096115,2.2879565910378434,Iris-virginica
+1,5.79326173289798,2.6844853358309435,5.11268258791087,1.8843237714752141,Iris-virginica
+2,6.241942521840132,2.2392091690084954,4.434677059566773,1.4055997641504794,Iris-versicolor
+3,6.526957397632175,3.0,5.800401733843166,2.1924754288934523,Iris-virginica
+4,5.451725043616513,3.0,4.499807143055717,1.4883289017979926,Iris-versicolor
+5,7.690207939185094,2.61333387896376,6.8999983858190905,2.2935809894774746,Iris-virginica
+6,5.202294334726663,3.571041058283083,1.4490718562856404,0.20146781628364185,Iris-setosa
+7,5.996287907127797,2.2163957493847666,4.014169995818589,1.0226193766165386,Iris-versicolor
+8,6.922524038025151,2.8110009000792253,4.82317293278967,1.4044526116759266,Iris-versicolor
+9,5.07028234311634,3.490630050720876,1.3978056650341562,0.196864643060357,Iris-setosa
+10,5.372732390541656,3.0,4.491440284323614,1.5201116031403978,Iris-versicolor
+11,5.320834936530961,3.7382828955520613,1.5021052932715333,0.1976359221762085,Iris-setosa
+12,5.6262628543216495,2.662592245083455,4.461956161525673,1.2431320628840545,Iris-versicolor
+13,5.66320603118309,2.9009477036350213,4.028944804797799,1.2891439701017249,Iris-versicolor
+14,5.532754321153864,2.401285172644568,3.660001535429459,1.0036398188601965,Iris-versicolor
+15,6.538894725562061,3.0,4.391255950643265,1.3869229525974724,Iris-versicolor
+16,5.5686720216003405,2.6796494972575977,4.439923888439956,1.2486185409937403,Iris-versicolor
+17,5.527561223339061,4.19999935379175,1.42315523072469,0.20149826914003435,Iris-setosa
+18,4.923879313910409,2.3943189668084512,3.4393816782679147,1.0012557496315073,Iris-versicolor
+19,7.669362320851226,2.806640282937782,6.667155332841944,1.9861023266744173,Iris-virginica
+20,4.958011528926936,3.069550070250053,1.3982431322302382,0.2524951825556321,Iris-setosa
+21,5.6697894600373555,2.7786396123884187,4.489224122892809,1.2832569469830932,Iris-versicolor
+22,4.980555806716329,3.4152520721786446,1.5703818945609964,0.32205305453941147,Iris-setosa
+23,4.987759521582953,2.0000014167194333,3.5539990801816663,1.0262158147691738,Iris-versicolor
+24,5.026045692347274,3.0,1.7400662894747378,0.1977764876762869,Iris-setosa
+25,5.6182004036699205,3.0,4.526301905242483,1.5017167209746463,Iris-versicolor
+26,5.894342355116466,3.190241584909392,4.778269514975385,1.7628142315872288,Iris-versicolor
+27,5.681724052522736,2.9197048807295474,4.103969065255337,1.2892602145420102,Iris-versicolor
+28,6.151072059495001,3.3975664238963157,5.347614603086432,2.3133779722787806,Iris-virginica
+29,5.140051757273403,3.3065162027916863,1.6713073976228627,0.47769396529066555,Iris-setosa
+30,7.702696654210857,2.630257116311448,6.9,2.3094458797006836,Iris-virginica
+31,6.068285940171581,2.792261052248238,4.671775625957833,1.2142995084931048,Iris-versicolor
+32,4.781289455259673,3.0,1.389374851369105,0.3704092540312602,Iris-setosa
+33,5.408374694043643,3.405715360005853,1.5082299978524158,0.29871843515129914,Iris-setosa
+34,5.02124385957354,2.000000468487172,3.6435394992114785,0.8459296937869025,Iris-versicolor
+35,7.9,3.812465547222542,6.385494763741144,1.9769362778375124,Iris-virginica
+36,6.843890844711329,2.8063529526244904,4.807050995201675,1.4031799454387703,Iris-versicolor
+37,5.028323350255193,2.0,3.6773067241793727,1.0104312339415444,Iris-versicolor
+38,6.502745590863453,3.206204608140764,5.078250500204415,2.0072952687739445,Iris-virginica
+39,5.975762605980865,3.4048208420559405,4.47362829727949,1.60819106983811,Iris-versicolor
+40,4.824762872399596,3.4114434167682752,1.6557579535139866,0.20146049382630504,Iris-setosa
+41,5.078982889629732,3.311319479480965,1.6246388588381493,0.45992226166834493,Iris-setosa
+42,6.912141965791063,3.07539678158281,5.104801208316135,2.3009047142674333,Iris-virginica
+43,6.00975872548038,3.4107644813035667,4.468594014769128,1.5910659548771635,Iris-versicolor
+44,6.321537958650052,3.2711938723211182,4.713961165945835,1.5872033121055906,Iris-versicolor
+45,5.706992892662056,2.825697865610788,4.289180728627569,1.2756255486223351,Iris-versicolor
+46,6.376532146839198,2.842662123360761,5.1969195230532375,1.7922234546421016,Iris-virginica
+47,4.493574099254373,2.3210839288013996,1.2883444405862021,0.30798414666637347,Iris-setosa
+48,5.941814602054884,3.0,5.100200997760226,1.8095623395500229,Iris-virginica
+49,6.687898954599813,3.3003332258603515,5.650115820561538,2.0863993030912895,Iris-virginica
+50,7.702092321673341,2.785044851504257,6.719087680896447,1.9905432555694407,Iris-virginica
+51,5.0074376615487415,3.3928214892574577,1.6447023072106033,0.3993640917539947,Iris-setosa
+52,4.4000005344534765,3.17787269588811,1.3024855673405331,0.1937579655446845,Iris-setosa
+53,6.5004350357706935,3.0,5.785624495561401,2.1923268896113677,Iris-virginica
+54,7.606346144714757,3.0,6.605407944475266,2.095940088416063,Iris-virginica
+55,5.484554683712242,3.0,4.520443885872213,1.4822662528329273,Iris-versicolor
+56,4.972609151288582,2.0,3.4991787472097506,0.9704643777149198,Iris-versicolor
+57,7.477865569406035,3.0,6.400432247554939,2.090087436600869,Iris-virginica
+58,5.117184507810905,3.7210812409219747,1.4857861789900026,0.4293431965189568,Iris-setosa
+59,5.752115247929289,2.856864967955514,4.496246883450619,1.3507907382087148,Iris-versicolor
+60,5.482453526543366,2.4730350154229046,3.966296701354929,1.108498601129498,Iris-versicolor
+61,4.8514648518737475,3.4080153089118412,1.7028159061413928,0.20094341216789577,Iris-setosa
+62,5.060512537580991,3.3556546906015323,1.6028139755463557,0.40783387527421167,Iris-setosa
+63,6.222800147309068,3.4008416294053165,5.386090458766958,2.300540997812556,Iris-virginica
+64,6.01541378075388,2.8698559156196333,4.47949855949173,1.4752066937217707,Iris-versicolor
+65,4.798501983993684,3.4006607913857825,1.5762068266474194,0.19913176351240064,Iris-setosa
+66,5.5103854663277705,2.3981291874639328,3.7423937522144124,1.0067089144500747,Iris-versicolor
+67,6.212191962886416,3.4014672925082357,5.3865235362012225,2.298511848059523,Iris-virginica
+68,4.9557969620186215,3.0,1.5081840128682165,0.2027667241551511,Iris-setosa
+69,6.290706829429728,2.4705938099411973,5.006169553797548,1.8991531340373533,Iris-virginica
+70,6.211910866920491,3.392920414904045,5.439279929205641,2.299062538786776,Iris-virginica
+71,6.7473339584418035,3.2550202347214956,5.773302152290048,2.1996818872180786,Iris-virginica
+72,5.864054814082806,3.2120955089778866,4.812781960415564,1.818010308076418,Iris-versicolor
+73,6.529045471607859,3.0,5.495419067084857,1.7918429123590875,Iris-virginica
+74,4.5821669912249146,3.5667637312598406,1.0000004911989846,0.2009090241254091,Iris-setosa
+75,4.99495344117155,3.3830511666863967,1.576924363362868,0.4074821686143003,Iris-setosa
+76,5.123325232136079,3.5121715845455217,1.3934301167851217,0.19891423448640433,Iris-setosa
+77,4.49193508182744,2.287403514035494,1.292278458754509,0.30166157457589243,Iris-setosa
+78,5.945141197720609,2.1841005435699556,3.964844789607455,0.8644042093086701,Iris-versicolor
+79,4.9996810734595,3.0,1.590780654293449,0.20152322195060535,Iris-setosa
+80,4.497862361774603,2.281197063935038,1.318492066966881,0.3102762026453422,Iris-setosa
+81,5.88693335176092,3.225814681128603,4.811487318639369,1.810245975737898,Iris-versicolor
+82,4.995213987812122,2.0,3.5752083579878997,1.0074298814474085,Iris-versicolor
+83,5.25104066103204,3.4069001330688673,1.4499465414873258,0.2094514216104072,Iris-setosa
+84,5.9544456973959905,3.204801378143365,4.791875031043355,1.7741422725719476,Iris-versicolor
+85,5.699493587050679,3.0,4.192518121879598,1.1925482037113515,Iris-versicolor
+86,5.492486643520795,2.389736166113325,3.722438157202373,1.0178361444273554,Iris-versicolor
+87,6.700436267084788,3.0,5.01072976331744,1.7066903509126052,Iris-versicolor
+88,6.705883263502116,3.0980927684533417,4.749833887995328,1.5131139939233331,Iris-versicolor
+89,5.425132662497774,3.4290109641375524,1.68544978502903,0.20120963459734342,Iris-setosa
+90,6.253805832976382,3.3153081586880324,4.658575737345027,1.5771792079408664,Iris-versicolor
+91,6.1925634552380675,3.3872177037339393,5.428460288676476,2.300395046266172,Iris-virginica
+92,6.877250447468061,3.1090315658984955,5.146075099106397,2.2907982187711173,Iris-virginica
+93,5.366803269234882,3.3957107433338867,1.657078813347473,0.20440860207116013,Iris-setosa
+94,6.493536547794967,3.0,5.78833106609209,2.1717104113342156,Iris-virginica
+95,4.400000611981453,3.2168456126344807,1.2974350687626224,0.1996457473152322,Iris-setosa
+96,4.841356506317641,3.0,1.4440022319543484,0.10000009143041509,Iris-setosa
+97,4.886804243391831,3.0641337945761236,1.4715459898934578,0.1,Iris-setosa
+98,5.713811104640727,2.8915920713340855,4.19950050632898,1.2995009892882583,Iris-versicolor
+99,5.9845571798345185,2.895225746492196,4.510236495280358,1.483862504534583,Iris-versicolor
+100,5.087255164480617,3.7334372034391694,1.496903981313663,0.42853085153826076,Iris-setosa
+101,5.80859202912577,2.7010356817128236,5.113574945909785,1.8891189982378191,Iris-virginica
+102,5.589392727014467,3.0,4.231448010344674,1.355880425757795,Iris-versicolor
+103,4.972943874764223,2.425660535596911,3.4610165560782797,1.0171543411489203,Iris-versicolor
+104,6.554633839832327,3.0,4.375810296947441,1.3933990319078269,Iris-versicolor
+105,7.707373585300869,2.787251924692408,6.7013758731282955,2.003795896355565,Iris-virginica
+106,5.921340865644556,3.210141860128995,4.797373205990744,1.784641304560813,Iris-versicolor
+107,7.320873828653115,3.0,6.2096679032703195,2.08603829026735,Iris-virginica
+108,7.679508602869707,2.556135050553441,6.9,2.2886715709297714,Iris-virginica
+109,4.4000006658999915,3.184622377611702,1.326990682922869,0.20060643815019635,Iris-setosa
+110,6.6159075110700565,2.5023685968832345,5.704746620398719,1.8001457235915972,Iris-virginica
+111,6.1110691342478765,2.810508855438009,4.718070833701646,1.1997214959436122,Iris-versicolor
+112,6.667590519782482,3.1073811712156085,4.740111009361705,1.5340903959178673,Iris-versicolor
+113,4.910722201382949,3.1208474898636394,1.5146262548639906,0.1,Iris-setosa
+114,6.687490509269428,3.09367563674245,4.706187905408374,1.49621197471601,Iris-versicolor
+115,4.816901445866737,3.3801870852771896,1.865624977741373,0.1991386787028836,Iris-setosa
+116,5.662187683444218,2.9786418570106346,4.305486041418991,1.353611346335971,Iris-versicolor
+117,6.715198093191624,3.0,4.986542172724399,1.7125794749808239,Iris-versicolor
+118,6.473329065648162,3.0,5.805447498491046,2.1737209797009047,Iris-virginica
+119,5.012080077351942,3.6185476732496764,1.3762759889148901,0.20344476561418548,Iris-setosa
diff --git a/iris/tab_ddpm/7_4/0/test.csv b/iris/tab_ddpm/7_4/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/0/train.csv b/iris/tab_ddpm/7_4/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/0/val.csv b/iris/tab_ddpm/7_4/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/1/synth.csv b/iris/tab_ddpm/7_4/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..328b9a51116d4a758df23b98eaabf2b24bba8fe4
--- /dev/null
+++ b/iris/tab_ddpm/7_4/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.19539743194907,3.383921016409555,1.4041602768342203,0.2017870140103753,Iris-setosa
+1,4.804803206849957,3.0,1.404065968878982,0.2990652820382407,Iris-setosa
+2,4.864172498430204,3.0644950183088167,1.4804492407312764,0.10000011815510237,Iris-setosa
+3,5.50939521882068,4.199999195557075,1.4000759754989487,0.19938554592490582,Iris-setosa
+4,5.678122194317597,2.889347447837321,4.076681563782675,1.3003445859650657,Iris-versicolor
+5,4.8975635212999356,3.0,1.3761836231927793,0.2028041596869111,Iris-setosa
+6,5.615425924011648,2.6860254820333185,4.457737304056115,1.2745292608263454,Iris-versicolor
+7,5.798514747059722,2.707380493745868,5.116962991659621,1.891763165101414,Iris-virginica
+8,6.049128051298469,3.4002951299576103,4.518588257543262,1.5966633387373843,Iris-versicolor
+9,4.862720765189804,2.433386859704603,3.173089256174939,0.9279197412202627,Iris-versicolor
+10,6.649257317097022,3.0758440751584666,4.683234382340851,1.4770453393831837,Iris-versicolor
+11,5.576209584524597,2.970040284195562,3.784352388676221,1.2865422589131186,Iris-versicolor
+12,7.334134574124455,2.8905580429667057,6.328074726750652,1.804729013755427,Iris-virginica
+13,6.694579796253858,3.0,5.002588639510526,1.7090771806491611,Iris-versicolor
+14,4.902416380615036,3.0,1.3943385491638547,0.20162850292476836,Iris-setosa
+15,4.4000005396065776,3.185565775505469,1.2922406142542988,0.19190719453587052,Iris-setosa
+16,5.006331258989534,2.000000479019892,3.439692937027633,1.012357896544026,Iris-versicolor
+17,5.0298116752990065,3.0,1.6984915230286362,0.20103078511965594,Iris-setosa
+18,6.3220347374790515,2.3311329663336506,4.437489261551119,1.3109791197874068,Iris-versicolor
+19,6.476003915159525,3.1988533541306206,5.150994254645772,2.0059578344567117,Iris-virginica
+20,7.9,3.827117044697051,6.4174898427809515,1.978907720981496,Iris-virginica
+21,6.720916716752027,3.2793175551652087,5.710658295912229,2.5,Iris-virginica
+22,7.700806497834597,2.589983423213622,6.899998915002305,2.3124309749736476,Iris-virginica
+23,6.540312056563634,3.0,5.537952008980876,1.8026365643300164,Iris-virginica
+24,6.491605184059474,3.0,5.791840827801051,2.1943766621366305,Iris-virginica
+25,4.904238299455879,3.0,1.411719214738522,0.20160723525493512,Iris-setosa
+26,5.083169090365691,3.503170240055757,1.4025600348059606,0.2035438663438724,Iris-setosa
+27,7.294654599653239,3.0,6.1692921313304,2.126229795985076,Iris-virginica
+28,7.899998909173089,3.82217509805571,6.435777557911655,1.9886893446461802,Iris-virginica
+29,5.877265980700674,3.1877700687995403,4.789456437020858,1.8096071008587202,Iris-versicolor
+30,6.095015019978036,2.81233041575571,4.661333659527015,1.2085741231975924,Iris-versicolor
+31,5.755460602469031,2.7790917331334315,4.277777281772961,1.153263132903415,Iris-versicolor
+32,6.723713476621922,2.5099432259234264,5.790830860822489,1.8021884027331163,Iris-virginica
+33,7.598560248690918,3.0,6.6086484552134195,2.0891781283031725,Iris-virginica
+34,6.7172067292413455,3.3021513607834634,5.739139879740276,2.116463201388953,Iris-virginica
+35,5.390350469165447,3.87403761479324,1.3217082812099825,0.3648206237989991,Iris-setosa
+36,5.939231425085617,2.995038862401034,5.065325592987419,1.7946004629613335,Iris-virginica
+37,5.39833382960128,3.8977028628968053,1.2987309961986404,0.4647194651067875,Iris-setosa
+38,6.084282752191273,3.376440532235651,4.5780394739379995,1.607098738756566,Iris-versicolor
+39,4.580029973630656,3.622048303761079,1.0,0.19676505752005477,Iris-setosa
+40,5.131640942711625,3.4988175768361867,1.3834450203222457,0.19634133065825382,Iris-setosa
+41,4.788541510347977,3.0,1.4110296267877174,0.10000011919930385,Iris-setosa
+42,5.994741461452098,2.888462068676664,4.5042759589659065,1.4695749957947195,Iris-versicolor
+43,6.727527600816752,2.790394809232944,4.750410828297846,1.3824514687054192,Iris-versicolor
+44,5.812704169988314,2.702436373948938,4.09063823941591,0.9515827833403598,Iris-versicolor
+45,5.701198930332515,3.793399940326695,1.8147512670850052,0.2986422343674459,Iris-setosa
+46,6.228893475986566,3.389486808146462,5.407460961316022,2.3054871722288612,Iris-virginica
+47,6.214023347784491,2.1873769635190956,4.479699950247439,1.4998595642322712,Iris-versicolor
+48,5.970621457497531,3.405146444606815,4.5014548906974055,1.590394587978603,Iris-versicolor
+49,4.802372385422894,3.3914616842762353,1.577406468251891,0.19846890196513234,Iris-setosa
+50,5.892614880567372,3.1982558731346247,4.8118206770010135,1.804822509680993,Iris-versicolor
+51,4.999625719017084,3.0,1.5755768750765666,0.20010377670023133,Iris-setosa
+52,5.696855140468261,2.871922346771834,4.191804095157103,1.2978480755651247,Iris-versicolor
+53,6.495904305277488,3.0,5.494228451495501,1.8136967252726885,Iris-virginica
+54,6.4158999600247455,3.0,5.707052422476034,2.2121807782652154,Iris-virginica
+55,5.093591094807244,3.687915670582687,1.4956109757613365,0.38700582882650714,Iris-setosa
+56,6.513102353019385,3.2132072427953684,5.2020101782863115,2.0191459764829904,Iris-virginica
+57,5.674999653445183,3.0,4.210244723065314,1.212637079365584,Iris-versicolor
+58,6.369457247719628,2.9765838921132812,5.529367506105309,1.8124140676120608,Iris-virginica
+59,5.38920352892604,3.396218011798578,1.6600502848289735,0.2006205939977199,Iris-setosa
+60,5.993804845984039,2.936001083053135,4.502190000096836,1.42060013040348,Iris-versicolor
+61,6.90126658649423,3.081412761527571,5.101052012948914,2.303718444755009,Iris-virginica
+62,4.809921386287626,3.3931847644717816,1.945764113039676,0.19998850347014815,Iris-setosa
+63,4.783514231487008,3.3875862008939226,2.102315728729857,0.20262424280487842,Iris-setosa
+64,4.4,3.20478445470578,1.31591063457324,0.19275237800781309,Iris-setosa
+65,5.4957510401582015,3.0,4.519592112038805,1.4975979580078567,Iris-versicolor
+66,5.522669265068965,2.4039477007427537,3.738989131616011,1.005886389615422,Iris-versicolor
+67,4.872220703246849,2.382695723073998,3.251888611019978,0.973751067070544,Iris-versicolor
+68,4.916051306356717,2.394250076567588,3.2374343331764566,0.9200074960593607,Iris-versicolor
+69,4.891099722283696,3.0,1.4025676782602918,0.19950335087763627,Iris-setosa
+70,5.3914845926072354,3.3835058767838073,1.8895963257882253,0.20043059192417714,Iris-setosa
+71,5.691553128021152,2.6021748773009077,4.04226267525194,1.0797989208679608,Iris-versicolor
+72,4.8192004818833745,3.0,1.3933566403894133,0.31055928774030955,Iris-setosa
+73,5.500997556739806,3.0,4.505319183330184,1.4983453736459162,Iris-versicolor
+74,5.531552657168719,2.416434562093299,3.7152990924689586,1.0049166765441662,Iris-versicolor
+75,5.593343592422214,2.914251509054946,3.7494177612522206,1.3004275435092782,Iris-versicolor
+76,4.909986777312809,2.41715500271153,3.3127764095412076,1.0069294285455062,Iris-versicolor
+77,4.4,3.1983550069400346,1.3095263567677509,0.19766251691370312,Iris-setosa
+78,4.882329301603166,2.4130624887851964,3.199324247929659,0.9638895599012915,Iris-versicolor
+79,5.859657871581308,2.8112207853788336,5.11362183015625,1.8822442856873216,Iris-virginica
+80,5.099679631009215,3.507199804477266,1.4149155643921512,0.2049992858137178,Iris-setosa
+81,5.1781966819478935,3.390024413285651,1.3907620117230997,0.19979686129318175,Iris-setosa
+82,5.795651971208785,2.705981076132087,5.092186097655949,1.8899874148651343,Iris-virginica
+83,5.976816452990464,3.387619140728733,4.4864090322195285,1.5614495102587367,Iris-versicolor
+84,6.707328282685708,3.2764982973159733,5.705524335719506,2.5,Iris-virginica
+85,7.694453991084076,2.6257940786056175,6.899998372976226,2.289462262103289,Iris-virginica
+86,7.8999989289609,3.8081836930760415,6.374126168245369,1.9960979385249158,Iris-virginica
+87,7.700757113227743,2.7949385179490402,6.718288253013514,1.9946636816134091,Iris-virginica
+88,7.9,3.829667698701101,6.400468834070656,1.9809058507438557,Iris-virginica
+89,4.4,3.2265158816731603,1.2798937429661628,0.19700199536599072,Iris-setosa
+90,6.294174158126707,2.4962933452425835,5.009246174785067,1.9042444711607265,Iris-virginica
+91,6.121231575628246,3.366241524942707,4.582968600638413,1.609192417785485,Iris-versicolor
+92,6.638494729571521,2.8015327316941434,4.754198663876955,1.372287737781235,Iris-versicolor
+93,6.420528620345989,2.898862523445627,4.283003386127719,1.3036357490759773,Iris-versicolor
+94,7.688009333242202,2.600630997874624,6.899998859473904,2.297134292178816,Iris-virginica
+95,5.472710449676255,3.0,4.498613605699943,1.4869749495087417,Iris-versicolor
+96,5.123971328931884,3.495231687583689,1.3933303184460222,0.1981182146488577,Iris-setosa
+97,6.306004274332255,3.3497781494566428,5.449526859283688,2.2965969451725767,Iris-virginica
+98,6.499281983546189,3.2022917268134763,5.1564045020070495,2.0067975026948215,Iris-virginica
+99,7.675725056674358,2.801234082242629,6.681805932658706,1.9832199857817154,Iris-virginica
+100,7.72586760592356,2.6041944903181276,6.9,2.2912447695793663,Iris-virginica
+101,5.991105608982487,3.3880701980054666,4.55091641235037,1.595923724370629,Iris-versicolor
+102,5.521955953613243,3.0,4.500120957265916,1.4835054068894906,Iris-versicolor
+103,5.56881308547559,2.928232009708131,3.6145454667791013,1.2907077683144121,Iris-versicolor
+104,6.473185067223579,2.941677142136331,4.3234986745270065,1.3389065126224775,Iris-versicolor
+105,5.667771806286864,3.0,4.139638463536417,1.2350507252018916,Iris-versicolor
+106,5.651761292561856,2.797335719257057,4.459981860898304,1.2846481899424664,Iris-versicolor
+107,5.628505140360503,3.0,3.9948567746924155,1.2961336757611244,Iris-versicolor
+108,6.518356284436079,3.0,5.4755440174574375,1.816674468131259,Iris-virginica
+109,5.777489894126126,2.721470831592684,4.1981701519447325,1.0209765085911677,Iris-versicolor
+110,5.7892528031430786,2.709277507568635,5.098839262004422,1.8995200931915721,Iris-virginica
+111,6.813733972695991,3.1933230179951972,5.874630934732858,2.2962645240507795,Iris-virginica
+112,7.8999984093093865,3.769895932610395,6.3871017092706,1.9717739809832726,Iris-virginica
+113,4.770130570772968,3.0,1.3562945829544613,0.1,Iris-setosa
+114,4.798933291944857,3.381330010205429,1.5706865759010593,0.20042226405110017,Iris-setosa
+115,4.844811056260042,3.026054168639293,1.4635719204246134,0.1,Iris-setosa
+116,6.508766674600511,3.0,5.776920765690146,2.180975544338611,Iris-virginica
+117,6.411090636827872,2.8926595971768227,4.305131540254222,1.278528420902617,Iris-versicolor
+118,5.69580238230238,3.796809544115356,1.5721244402521868,0.3171685989006566,Iris-setosa
+119,6.272504025413544,3.298445222851775,4.682250115612002,1.5879300502073965,Iris-versicolor
diff --git a/iris/tab_ddpm/7_4/1/test.csv b/iris/tab_ddpm/7_4/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/1/train.csv b/iris/tab_ddpm/7_4/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/1/val.csv b/iris/tab_ddpm/7_4/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/10/synth.csv b/iris/tab_ddpm/7_4/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7678b429d7f8ab55cf811d257f7f000dfb584e24
--- /dev/null
+++ b/iris/tab_ddpm/7_4/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.692125033249806,2.7800883954366684,4.4734325145604314,1.2859086617284652,Iris-versicolor
+1,5.873332797956956,2.8308778590883,4.618348064099564,1.3396307477945355,Iris-versicolor
+2,5.898489775919591,3.0,5.124398034156301,1.8130973289953036,Iris-virginica
+3,6.007353487624876,3.4063009979387364,4.479008309683726,1.5939808789130272,Iris-versicolor
+4,6.71188162641133,3.296575217412106,5.72964545230868,2.4999996129909094,Iris-virginica
+5,5.675864808482528,3.0,4.186179152183201,1.2474429305345986,Iris-versicolor
+6,4.870543185994267,2.431134571581663,3.060532747043621,0.8886706239461899,Iris-versicolor
+7,6.111107709231783,2.82034592427994,4.647268915178524,1.2467369536652129,Iris-versicolor
+8,6.788503024935033,2.8297400475914447,4.770049120061224,1.4204630528384372,Iris-versicolor
+9,7.645091597509259,2.5995142631691066,6.899998427755732,2.2959054142143427,Iris-virginica
+10,5.022758561417013,2.0,3.6085810182399913,0.9599324714365567,Iris-versicolor
+11,5.92284590236419,3.206808136528974,4.779994016972864,1.8142076350383392,Iris-versicolor
+12,5.018418338780418,3.3046090203674683,1.5719711455862686,0.4195275951673345,Iris-setosa
+13,7.721976113501677,2.604242820634888,6.9,2.306076140095324,Iris-virginica
+14,5.099257506109515,3.705381470801722,1.4691389538664712,0.3710269097647122,Iris-setosa
+15,5.5495205704568775,2.432147683071537,3.8094829047092253,1.0618874012690696,Iris-versicolor
+16,4.940094431274829,3.455385064629003,1.5236759670649553,0.20516491152940766,Iris-setosa
+17,7.592282300609064,3.0,6.620517762498016,2.0884505296640548,Iris-virginica
+18,5.608878865356499,3.0,4.079672240421197,1.294172893156735,Iris-versicolor
+19,5.958523579990957,3.412205884019628,4.485186401239125,1.5881447320759563,Iris-versicolor
+20,5.025952948104878,3.3565927441952264,1.574227969240692,0.43587852878266575,Iris-setosa
+21,4.616558838487815,3.57810475764008,1.0000004803529525,0.19973568436916894,Iris-setosa
+22,6.106389321395384,3.0,4.604051199186561,1.4128248550773839,Iris-versicolor
+23,5.886462408515969,3.2138333185985446,4.809006751062819,1.7978929291572634,Iris-versicolor
+24,6.880003445137899,3.1234627829824757,5.106852499585989,2.2875733163100556,Iris-virginica
+25,6.220580511428125,3.3788014731206624,5.394722953695958,2.2917387132336264,Iris-virginica
+26,4.803688239528176,3.0,1.394881007447177,0.10000011482184241,Iris-setosa
+27,7.9,3.7704347391713657,6.344325205933149,1.9558673966933098,Iris-virginica
+28,5.386781107287593,3.4097727504055513,1.494475600257752,0.48056257376345857,Iris-setosa
+29,6.690785535181077,2.493047103502275,5.7398266394386415,1.7949647259034645,Iris-virginica
+30,4.492640984862022,2.2881147101305346,1.3037121239540588,0.3013447864814273,Iris-setosa
+31,6.710069243805603,3.0,4.996709365362055,1.6989056433222243,Iris-versicolor
+32,6.302833758123264,2.7117428097857075,4.894053335667179,1.7843200304548954,Iris-virginica
+33,7.707793850737261,2.794477440839011,6.701896106305392,2.0022002196354984,Iris-virginica
+34,5.0287221167001155,3.5963513483335676,1.404596482215334,0.20236972982721696,Iris-setosa
+35,6.227301614149406,3.3967737281679655,5.418101611729245,2.3069698116008777,Iris-virginica
+36,5.990483397063872,3.4034684111478097,4.530051165771356,1.617873655831409,Iris-versicolor
+37,5.2004500481594595,3.3325473648714494,1.5610798134173927,0.4446944263761372,Iris-setosa
+38,5.392007388528509,3.393357259944148,1.6589314300539253,0.2022838634805693,Iris-setosa
+39,5.498329958554704,2.586812916717254,4.362980862150187,1.18233753052373,Iris-versicolor
+40,5.987135426553504,2.914908227791694,4.490655861764788,1.349742639933512,Iris-versicolor
+41,6.6875637201281855,3.291586492427197,5.674453668890167,2.095352825510946,Iris-virginica
+42,6.711006721738014,3.0,4.999086730544222,1.7069035571630464,Iris-versicolor
+43,5.787476088559069,2.7964255118084473,5.085779030697568,2.4063971951900367,Iris-virginica
+44,5.406828160235761,3.9143097159317835,1.3238569602568426,0.3739473514675762,Iris-setosa
+45,4.99524766412834,2.0000006447089684,3.4568336287365002,1.0046117896893785,Iris-versicolor
+46,5.103317414702581,3.6725232406583914,1.5060737967983084,0.44181120975113586,Iris-setosa
+47,4.600563468056256,3.6397230903629825,1.0000003661926773,0.20290454308187528,Iris-setosa
+48,5.78999915570399,2.678838965295534,4.110829603084325,0.9406536631740483,Iris-versicolor
+49,6.449449978405152,3.1779668432940746,5.085462856575046,1.9773425624831888,Iris-virginica
+50,5.815532628044563,2.705592936081262,5.1278889343044805,1.887265491253367,Iris-virginica
+51,6.243313595505009,2.1800794439399707,4.458584499138631,1.4929876648918785,Iris-versicolor
+52,5.567159848592766,3.0,4.4395071729282405,1.4476977376180775,Iris-versicolor
+53,6.306307251626411,2.283867126733066,4.385947468788692,1.3022661002861968,Iris-versicolor
+54,6.029075776799109,2.799614674256342,4.679469105361456,1.2147828021896958,Iris-versicolor
+55,5.807053840754,2.701350186715393,5.098496275630757,1.9068200758854958,Iris-virginica
+56,5.887296023922563,3.197496316067925,4.791446715906329,1.7874786540349974,Iris-versicolor
+57,5.917159132566259,3.21677976847421,4.788625489679507,1.7849969437287883,Iris-versicolor
+58,7.704282117996018,2.58891385262329,6.9,2.2984954254894956,Iris-virginica
+59,6.504847039761056,3.0,5.795663990497055,2.2086753370584846,Iris-virginica
+60,6.167660985341115,2.199617014769821,4.4792694956855685,1.4965873039131585,Iris-versicolor
+61,6.323953305994402,2.485263955577543,5.034016425225239,1.895127194801372,Iris-virginica
+62,5.878097841949431,3.0,5.131500624804094,1.801494007011692,Iris-virginica
+63,6.294571045613981,2.7024724652817915,4.8845046756977055,1.803031899951181,Iris-virginica
+64,5.459841515530031,3.0,4.495337485525145,1.484444285871024,Iris-versicolor
+65,5.567427516586461,2.503436217103011,3.855155129965846,1.1110372570980231,Iris-versicolor
+66,4.922133979383361,3.151133506436485,1.5085553608477549,0.1,Iris-setosa
+67,6.305010409815547,2.306803006305398,4.442961233174552,1.3110839485831525,Iris-versicolor
+68,5.033139184488358,3.3541507137317246,1.6981789268385517,0.4438377541361769,Iris-setosa
+69,7.2676383182186,2.9704624870668885,6.185348499787902,1.9759316526557176,Iris-virginica
+70,7.689883384904348,2.7953867160849635,6.695225036395577,2.0177243067141193,Iris-virginica
+71,6.526394530349841,3.0,4.375609247539993,1.3727746850077676,Iris-versicolor
+72,6.508851715231712,3.0,5.876229569233953,2.189756737173619,Iris-virginica
+73,5.574807498529773,2.9828560838372913,3.8807910791804208,1.2940502862274843,Iris-versicolor
+74,4.81190881983335,3.407004638872842,1.7019900392821103,0.19768520680723592,Iris-setosa
+75,4.499411589422604,2.332817211117961,1.3135992641451026,0.33610695473628244,Iris-setosa
+76,5.222704729956983,3.4061440828859366,1.3960035488037317,0.19926684172469133,Iris-setosa
+77,4.977569096141856,3.0,1.8658315887355434,0.19953998176957,Iris-setosa
+78,6.553000595669447,3.0,4.382600104992789,1.3820327959685623,Iris-versicolor
+79,4.400000582778229,3.1971338584312816,1.2597664458224882,0.1992458000554068,Iris-setosa
+80,4.993040434556576,3.391241863347356,1.5771497746619736,0.4232592547510999,Iris-setosa
+81,5.678281447227653,3.0,4.0798542902537775,1.2091709701297153,Iris-versicolor
+82,6.128483333963981,3.0,4.586512157093294,1.4253631478671964,Iris-versicolor
+83,4.607195954838026,3.2052820368916604,1.3951584310016054,0.2029819277786193,Iris-setosa
+84,4.904422393496284,3.0,1.393869572487489,0.2007220206348288,Iris-setosa
+85,5.012865022112892,3.616065031253939,1.3840503105515338,0.19956340689614877,Iris-setosa
+86,5.030126364724345,2.0,3.4534962258291313,1.0418487854054161,Iris-versicolor
+87,6.185914216218198,3.417461666440788,5.421584166217961,2.3200199381035356,Iris-virginica
+88,6.448061883726782,3.0,5.459795491720299,1.7827164003288714,Iris-virginica
+89,5.090778117348911,3.332306354696859,1.5772526972499374,0.5152222441634613,Iris-setosa
+90,4.601791460599426,3.2229795643868884,1.4078987449865676,0.20334707694537524,Iris-setosa
+91,6.172594764587141,2.204212898415089,4.5128897419994445,1.4958980206474681,Iris-versicolor
+92,6.004026248765607,2.893521962553253,4.491977120270957,1.5056693833516326,Iris-versicolor
+93,5.456140194492669,3.0,4.49775917193535,1.5107552342741624,Iris-versicolor
+94,6.47944531074266,3.0,5.829173017390958,2.1927583239815136,Iris-virginica
+95,7.622037493299616,3.0,6.6190578925828545,2.1040826820754366,Iris-virginica
+96,5.516353508913615,4.199999077694991,1.402470914686737,0.2015669329873968,Iris-setosa
+97,7.701743691814241,2.6187446872734794,6.9,2.3084216376052655,Iris-virginica
+98,7.059663471764993,3.0,5.876388253890168,2.1005944647726844,Iris-virginica
+99,5.556914016830682,2.4650480959153014,3.785965895680418,1.0609702320926222,Iris-versicolor
+100,5.410154359589779,3.874363356026562,1.2976785333069034,0.37399409747040246,Iris-setosa
+101,7.609473813271421,3.0,6.5981393166936515,2.0934494806504738,Iris-virginica
+102,5.9688438205272165,3.4121535811808927,4.453859473865955,1.5949156270973608,Iris-versicolor
+103,6.695233718528529,3.0,4.96534256505375,1.6878003462000861,Iris-versicolor
+104,5.423024042090096,2.4164271932134684,3.7564340176909834,1.0246861822484843,Iris-versicolor
+105,5.77978730297329,2.7972226046374704,5.187051874879717,2.4060433376462846,Iris-virginica
+106,4.804758656041188,3.3906245846999274,1.5761365363624948,0.20239326844786149,Iris-setosa
+107,7.721188793033397,2.8221748610114914,6.703463401539982,2.0115232363237765,Iris-virginica
+108,4.579753736191089,3.634764186750395,1.0,0.20007402729640994,Iris-setosa
+109,5.798851970979191,2.6791359736659466,4.117876613497628,1.0057291051297013,Iris-versicolor
+110,7.651628750046559,3.0,6.638126914384749,2.0839060926911586,Iris-virginica
+111,4.7896424044437245,3.4068672072360906,1.7250994003304663,0.19916703843678396,Iris-setosa
+112,5.37781014258085,3.3947185718483985,1.5764272569072855,0.2014844453640718,Iris-setosa
+113,4.898925539390685,3.0,1.4126352005999028,0.2025622957258499,Iris-setosa
+114,6.697737462030704,3.0,4.99741164489314,1.6987155978236772,Iris-versicolor
+115,5.793590247103607,2.701791668572806,5.112679237948514,1.9007736565467106,Iris-virginica
+116,4.819577095397328,3.386982970999304,1.9478824567274182,0.1985702590182323,Iris-setosa
+117,6.709672908111408,3.076043757013605,4.794859862691433,1.583260252779087,Iris-versicolor
+118,4.900284148238072,3.0,1.4097410196574083,0.19868020861682473,Iris-setosa
+119,5.0142166623325775,3.0,1.567770791615727,0.20218600871590953,Iris-setosa
diff --git a/iris/tab_ddpm/7_4/10/test.csv b/iris/tab_ddpm/7_4/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/10/train.csv b/iris/tab_ddpm/7_4/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/10/val.csv b/iris/tab_ddpm/7_4/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/11/synth.csv b/iris/tab_ddpm/7_4/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..89eb04dca9e6a6d091932d4913b27eca50b59efa
--- /dev/null
+++ b/iris/tab_ddpm/7_4/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.102867459669922,3.2865228076034203,1.7175777864598472,0.520623389765289,Iris-setosa
+1,6.201784937896627,3.389709727549886,5.406412026247624,2.2948484480140667,Iris-virginica
+2,6.775386539311919,2.8170544547697776,4.810525645785041,1.416408205184495,Iris-versicolor
+3,5.702066334921343,2.881630320825635,4.247219808192971,1.3191771663755791,Iris-versicolor
+4,4.940949765034963,2.396813769763675,3.2111007169891677,1.0238517391080253,Iris-versicolor
+5,4.9035548392308765,3.1052124022655305,1.5075195847061351,0.10000013146677421,Iris-setosa
+6,4.81109715378847,3.0,1.4393189462206066,0.10000009985719939,Iris-setosa
+7,4.7946996993582465,3.0,1.3700158800841424,0.1,Iris-setosa
+8,6.690289792638116,3.2979074210138033,5.721593187398459,2.499999541236223,Iris-virginica
+9,5.487509556844563,3.0,4.510210433897892,1.5000057672610934,Iris-versicolor
+10,6.902255687740022,3.1405961849529698,5.832160811524785,2.2838527378600504,Iris-virginica
+11,4.914953879848034,2.419170265326882,3.25757436431535,0.9941096799745821,Iris-versicolor
+12,7.352587544984141,3.0,6.297445266255151,2.0517046511949557,Iris-virginica
+13,4.971063544104336,2.4194417134742796,3.50033718382913,1.0016271574585076,Iris-versicolor
+14,5.126740773632583,3.3118533651098234,1.7177769077140235,0.499841358042283,Iris-setosa
+15,5.405224365105816,3.4160023439239016,1.8485371877485854,0.2009104965257455,Iris-setosa
+16,7.899998666767214,3.7888033554029774,6.40447051452923,1.9970907133796991,Iris-virginica
+17,4.869266676065677,3.045256103019147,1.4670868909372754,0.10000009398899322,Iris-setosa
+18,5.804729258415678,2.6981199089048644,5.100907606422114,1.9010462407517386,Iris-virginica
+19,5.992599228794356,3.376822214339063,4.518420451544129,1.605827426177936,Iris-versicolor
+20,6.05441396387252,3.0,4.497402909621594,1.398561938428502,Iris-versicolor
+21,7.703052755204348,2.607341374183613,6.899998726421672,2.3051155858377634,Iris-virginica
+22,6.694426230018488,3.292798755105012,5.6885524797822855,2.49999953055953,Iris-virginica
+23,6.683528817251048,3.3172189936940257,5.710906787413462,2.119393078407922,Iris-virginica
+24,5.522585242072896,3.0,4.509061709367323,1.5021982294104563,Iris-versicolor
+25,6.5051165773724815,3.0,5.8267973689186405,2.206417089749589,Iris-virginica
+26,6.041483267900064,2.231597166624436,4.151183729739522,1.073417713358238,Iris-versicolor
+27,7.9,3.8285801631891707,6.399448005872338,2.006917562357966,Iris-virginica
+28,4.99822458479549,3.0,1.576675777821942,0.2005689031725675,Iris-setosa
+29,6.613164042435897,3.0,4.468838601352608,1.3922017267866993,Iris-versicolor
+30,6.206450639986332,2.264845990604832,4.327479675066217,1.1961217158726125,Iris-versicolor
+31,6.6930599769753805,3.0,5.01587399175705,1.7034681745112503,Iris-versicolor
+32,5.412220975944121,3.9204787248200317,1.2731826137138926,0.4180134047648999,Iris-setosa
+33,5.381352611432741,3.4062403446193765,1.5918228698527839,0.20089736060576338,Iris-setosa
+34,5.063383645114938,3.3162653504351907,1.649200796244919,0.484235782209953,Iris-setosa
+35,6.671649557574324,3.287676851278805,5.6366885476715085,2.5,Iris-virginica
+36,6.2554568335474325,2.893343177654129,5.574894238205317,1.7943521967188658,Iris-virginica
+37,6.100324824825395,2.8044591796145713,4.688199965030294,1.21677922180737,Iris-versicolor
+38,4.991433943504162,3.607063919619674,1.404107000921939,0.20150672903945305,Iris-setosa
+39,4.795293872066325,3.377231315585567,1.7007604106069114,0.20151893863392295,Iris-setosa
+40,5.607479321074181,2.734838582868382,4.473221945469741,1.2693082754363136,Iris-versicolor
+41,6.703746025329327,3.3060610384541502,5.686898031685493,2.5,Iris-virginica
+42,5.729036647447173,2.4734812589641684,3.965734852961949,1.0409138576170611,Iris-versicolor
+43,5.000042720252877,3.592622688881618,1.4002411067745661,0.197160101542536,Iris-setosa
+44,5.139137332725452,3.5331420126634434,1.4271291790585126,0.19835054575145283,Iris-setosa
+45,5.5435364218931555,2.403072778894712,3.790565763910938,0.9160328051824256,Iris-versicolor
+46,5.44935352831351,4.2,1.3816029574331643,0.20355955589981473,Iris-setosa
+47,4.898421204931002,3.1165615081149403,1.5073697431738178,0.1,Iris-setosa
+48,4.4,3.207329325885884,1.301497696427299,0.19717683339983932,Iris-setosa
+49,4.980895007670627,2.0,3.4362441479094463,0.9641313875719066,Iris-versicolor
+50,6.0237069921389335,3.389360033881358,4.530741899485034,1.6134014398304508,Iris-versicolor
+51,5.10859306267528,3.4999811171747433,1.4099050682639178,0.20696827260548148,Iris-setosa
+52,6.884053575154611,3.097275327537132,5.082014800290317,2.298327187985112,Iris-virginica
+53,6.092191006923356,2.791122780970928,4.69880412101298,1.193943228544387,Iris-versicolor
+54,6.686679449260961,3.2955037258024342,5.73134898710647,2.499999631342689,Iris-virginica
+55,6.700227576344392,2.500969026957187,5.848201837060749,1.808757984371829,Iris-virginica
+56,6.283174419721938,3.331524948142645,4.678292107399956,1.5967351081595453,Iris-versicolor
+57,4.4,3.1629698492376903,1.3000656971293754,0.1890023989398574,Iris-setosa
+58,4.814706822345518,3.413973859205737,1.9767645780819114,0.19896374684421808,Iris-setosa
+59,7.711776624495432,2.5808732872641134,6.899999002135465,2.295986574125641,Iris-virginica
+60,5.99182656292653,3.4022357324927386,4.4810549940940305,1.6004681564137844,Iris-versicolor
+61,6.20731555925519,2.220093279993559,4.492285635125246,1.4619496863047616,Iris-versicolor
+62,6.9860883079290605,3.089968844347846,5.073270392328972,2.3122486644037026,Iris-virginica
+63,4.60711965785286,3.1917416047436507,1.40629498754995,0.1960103265615506,Iris-setosa
+64,7.317615784059761,2.898539499261419,6.259577684031282,1.8094167495071694,Iris-virginica
+65,6.098709237793119,2.807550952140634,4.697439410912132,1.1881323662363665,Iris-versicolor
+66,6.70592319466572,3.0,5.0033995032929495,1.7018032988272789,Iris-versicolor
+67,6.495810816488735,3.0,5.775303664202457,2.1839710945299244,Iris-virginica
+68,5.011091855718408,3.398174694689967,1.6853517970416776,0.4213155632593287,Iris-setosa
+69,6.260193725934905,2.893058749486868,5.583381423332215,1.7872096266692392,Iris-virginica
+70,6.297573444085803,2.471373678532271,4.995506434166434,1.900117344320703,Iris-virginica
+71,6.29887825973009,2.688152337328829,4.876830431213693,1.7802557357505189,Iris-virginica
+72,4.594931356396314,3.182402994538958,1.3961044227562023,0.2024510253543586,Iris-setosa
+73,7.899998943546976,3.833714416197343,6.414856992666067,1.9913653645276184,Iris-virginica
+74,6.118866286346422,2.8043465998043,4.72691296639449,1.2037006618288788,Iris-versicolor
+75,5.80904216501526,2.7859038429992817,5.08470859066922,2.399220397516026,Iris-virginica
+76,5.51143506736855,4.2,1.3626805368540316,0.20615945565112193,Iris-setosa
+77,6.387555152868522,2.8909651995236154,4.291933283201823,1.2871786103101526,Iris-versicolor
+78,6.685497006166476,3.0,4.992967241074357,1.7020987571623394,Iris-versicolor
+79,5.785415782620202,2.694162617718046,5.099754485167449,1.8958235409040973,Iris-virginica
+80,5.219887911893166,3.249608012336034,1.686874289631319,0.20364592101701137,Iris-setosa
+81,6.3902658852225525,3.2324043467486234,4.747382198210992,1.5866008064023263,Iris-versicolor
+82,5.676597339611296,2.8759642673856165,4.111370019274845,1.3081070172801657,Iris-versicolor
+83,5.006408154215892,2.0,3.497366340483402,0.9440367693408689,Iris-versicolor
+84,6.4887058297937985,3.2205862167737833,5.1162797416196515,2.019485275089689,Iris-virginica
+85,4.605133344852097,3.628215993096524,1.0,0.1945265821342913,Iris-setosa
+86,6.29277935097896,2.712662860571531,4.891742494426979,1.7946985064128924,Iris-virginica
+87,5.087060603889727,3.6472493946712405,1.4986957411141766,0.41136151283081546,Iris-setosa
+88,5.9654845064075674,2.1947463174642907,3.946977252597302,0.9587470157392004,Iris-versicolor
+89,5.897527254805119,3.2074221050405973,4.825470191108122,1.787784856170732,Iris-versicolor
+90,5.500080465367484,4.2,1.3941755413767167,0.2034206733942509,Iris-setosa
+91,5.664985394616219,3.0,4.207107057425174,1.223728509745052,Iris-versicolor
+92,4.759007563921463,3.3927010796679515,1.9032847422486667,0.20034601543960173,Iris-setosa
+93,5.088051471425827,3.7144092000476516,1.4984748263992214,0.35585434866798066,Iris-setosa
+94,5.030582756423905,3.584303102520493,1.3819420957921393,0.19707058512271752,Iris-setosa
+95,5.825469737793006,2.7995081034795803,5.16567176732988,2.4018998509184777,Iris-virginica
+96,5.056317154431711,3.34014232164061,1.6495982276706371,0.47834560234724566,Iris-setosa
+97,6.306352484240588,2.49764727157668,4.99486856799648,1.897167839134584,Iris-virginica
+98,5.396349360295478,3.382062062933672,1.5736786019932496,0.19734652174223544,Iris-setosa
+99,5.799330367057056,2.8055639517838245,5.187939652629084,2.403445588807238,Iris-virginica
+100,6.68767400238697,3.0,4.992128860753916,1.6786929510113597,Iris-versicolor
+101,5.617078405941298,2.9048708309306046,3.744745795833647,1.2921142317237793,Iris-versicolor
+102,5.447995454629374,2.588549499911295,4.400961863539142,1.2076798716976738,Iris-versicolor
+103,5.8035941679812755,2.7133740374847894,5.137395067096815,1.9010610437715711,Iris-virginica
+104,5.66414061118289,2.6650410666546596,3.9784165702563943,1.153105264885574,Iris-versicolor
+105,4.787850802385458,3.0,1.4017132838348398,0.29762493743580404,Iris-setosa
+106,5.692543114067324,3.0,4.207465650451898,1.216320590371673,Iris-versicolor
+107,5.596612424562634,3.0,4.046116837810323,1.2967468662153874,Iris-versicolor
+108,6.723808791429744,2.504164773045467,5.894251804458965,1.808677451838089,Iris-virginica
+109,6.816737954572996,2.790226471134875,4.814671365904431,1.4027001097789042,Iris-versicolor
+110,5.571134134011502,3.0,4.505676817007094,1.4583986155456146,Iris-versicolor
+111,6.819552482075704,2.8031982784722023,4.828418109689682,1.4003990432137212,Iris-versicolor
+112,5.779015868960705,2.906017391487857,4.2910108128917095,1.3278638168902632,Iris-versicolor
+113,7.9,3.770981483385108,6.401220553293771,2.0129249948827863,Iris-virginica
+114,4.592722424912131,3.633901384982419,1.0,0.20288788707527564,Iris-setosa
+115,7.698985927396845,2.8103088558998692,6.695935408054099,2.0091883378462176,Iris-virginica
+116,5.393759797410617,3.3828639269977248,1.5032510750737194,0.45408059590603966,Iris-setosa
+117,6.699075806713059,2.4955487655955473,5.792972829233658,1.7959432817803915,Iris-virginica
+118,6.285149913446555,2.521011757043191,5.0070795961954975,1.8975349998311497,Iris-virginica
+119,7.9,3.8275294344064448,6.374848007555597,2.0137846879067243,Iris-virginica
diff --git a/iris/tab_ddpm/7_4/11/test.csv b/iris/tab_ddpm/7_4/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/11/train.csv b/iris/tab_ddpm/7_4/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/11/val.csv b/iris/tab_ddpm/7_4/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/12/synth.csv b/iris/tab_ddpm/7_4/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6ddd50b8b48a0e34111b1c9624712fcd1df98d15
--- /dev/null
+++ b/iris/tab_ddpm/7_4/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.5155952846114085,3.192185170045085,5.093620890106245,2.0188092267416278,Iris-virginica
+1,6.5316782539272795,2.987348714577423,4.367060347853886,1.3582020893508888,Iris-versicolor
+2,5.4732403903190665,4.2,1.3894896487838426,0.19700031179617772,Iris-setosa
+3,5.001281119562993,3.0,1.6234542685462143,0.2036712854433727,Iris-setosa
+4,7.700580277976721,2.6207275972390027,6.899998781618277,2.296255314787957,Iris-virginica
+5,6.043194512306345,2.7994455600490684,4.66812573961835,1.182433148351475,Iris-versicolor
+6,6.092570305456857,3.0,4.606979468347705,1.4197394025511285,Iris-versicolor
+7,5.793358759256962,2.7040921732948373,4.111532224145277,0.9654330721224846,Iris-versicolor
+8,6.427403219756077,3.1585329547537686,5.097117504073849,1.9894235801117817,Iris-virginica
+9,4.898086084725129,3.0932867930555124,1.479374236322455,0.1,Iris-setosa
+10,4.796996933764285,3.400000954695987,1.7424357589989419,0.20093442717759988,Iris-setosa
+11,5.360402564423863,3.872352152338337,1.2965155188796915,0.40177108259601446,Iris-setosa
+12,7.66329697211029,2.926399749653302,6.66988556891657,2.0484275924988298,Iris-virginica
+13,6.045048954601541,2.22258913441037,4.098459633298655,1.077282144618026,Iris-versicolor
+14,5.440641211296498,3.0,4.494377585313678,1.4867369287562189,Iris-versicolor
+15,5.792817390679192,2.6803096916512903,4.066625285269636,0.9005516551105384,Iris-versicolor
+16,5.9185434505124155,3.2096584088928473,4.815693976460765,1.7804837336305752,Iris-versicolor
+17,4.8064758128314224,3.0,1.4005471359061628,0.3259546821186774,Iris-setosa
+18,5.281373710357647,3.6703734092611207,1.4970049851529517,0.19661993638088338,Iris-setosa
+19,5.431961350976426,3.8157106858707035,1.5180583290895315,0.27660944771516266,Iris-setosa
+20,6.506750455974291,3.0,5.798025271096651,2.1966308515126163,Iris-virginica
+21,6.11361618068215,3.0,4.6098880991027595,1.4162871443659266,Iris-versicolor
+22,6.317186785071969,2.4796162079754787,5.006989372188078,1.8974811747327767,Iris-virginica
+23,4.813692139178295,3.0,1.401557912800787,0.1,Iris-setosa
+24,5.480529270357565,3.0,4.484341660261666,1.4783577357263833,Iris-versicolor
+25,4.608408138707654,3.1996982605197535,1.3995579794945452,0.20386038236243278,Iris-setosa
+26,4.771788396124474,3.4004394258536443,1.57162771348152,0.19812679600907201,Iris-setosa
+27,6.1480325708587635,3.0,4.5822302720181005,1.3931905679749446,Iris-versicolor
+28,5.093064042159707,3.5094643709829585,1.3978645001564411,0.2004443887746905,Iris-setosa
+29,5.825034942648686,2.7103569973666106,4.16648695069821,1.028097419306091,Iris-versicolor
+30,5.815955114425581,2.8194525102464345,5.08811284985867,2.400966694012118,Iris-virginica
+31,6.656077811251186,2.502314979355007,5.7719250607356045,1.8037108952905836,Iris-virginica
+32,5.609345840455478,3.0,4.115596584050476,1.2829383032569783,Iris-versicolor
+33,5.027018156566342,3.205180721974257,1.5114412018472034,0.45881427170032385,Iris-setosa
+34,5.130237009127491,3.5023290531261986,1.3996974335390293,0.20194728122590444,Iris-setosa
+35,4.400000485837641,3.173767262470778,1.3124274858043132,0.19622749020434832,Iris-setosa
+36,6.495329484664569,3.253737309848246,5.208778982219671,2.035815466955096,Iris-virginica
+37,6.4383695662756955,2.897015929377089,4.2822418740461545,1.2892904128784797,Iris-versicolor
+38,6.200586906079162,3.369335611079951,5.454112987487733,2.2896334724262313,Iris-virginica
+39,5.28617385041664,3.6734512538806645,1.4901812778180312,0.1990328704405493,Iris-setosa
+40,6.068231199881086,2.819057584670148,4.640290955141863,1.2917859054836676,Iris-versicolor
+41,5.385784634832505,3.3939429261387866,1.515036750526811,0.41146142817526565,Iris-setosa
+42,5.643587549504677,3.0,4.17242862699721,1.2761013865876072,Iris-versicolor
+43,5.350025424907688,3.0,4.469564397823909,1.505873973552082,Iris-versicolor
+44,6.413665097317773,2.9016223429914216,4.274880102393372,1.3192609438052294,Iris-versicolor
+45,5.1592581927883066,2.3801409143856516,3.446245337143112,0.9365373563397352,Iris-versicolor
+46,6.463140837398256,2.946450456492304,4.330189463066728,1.339243586305312,Iris-versicolor
+47,5.52122824193018,2.440727933898656,3.8363275621307533,1.0133911342542747,Iris-versicolor
+48,5.8425872163133015,2.7994994637853066,4.59709402493807,1.2094916483036755,Iris-versicolor
+49,5.079787023661329,3.7094352626466334,1.4958717346890749,0.3874736123268778,Iris-setosa
+50,5.597534704655955,2.5280281277183527,3.8959525094727057,1.0871388182989343,Iris-versicolor
+51,5.217597634824095,3.342936129655067,1.5327599932198788,0.4373529741227292,Iris-setosa
+52,7.689694273506106,2.604092623262462,6.9,2.301273306246453,Iris-virginica
+53,4.791346723075728,3.397546651451,1.7666143380024297,0.19798481751555655,Iris-setosa
+54,5.876098179880921,3.0,5.136057313435195,1.7835472935641712,Iris-virginica
+55,5.71266125436469,3.8258000519715085,1.8267083970202709,0.2988360326178672,Iris-setosa
+56,5.996245646740905,2.904642725760478,4.500185512911735,1.4772220817554897,Iris-versicolor
+57,6.188900700418553,3.0,4.471063314985084,1.3682039341673082,Iris-versicolor
+58,6.195967585084876,3.4119376210838106,5.408076754435859,2.298772609767049,Iris-virginica
+59,7.698403514696652,2.5736347474091787,6.9,2.292403637260881,Iris-virginica
+60,4.908684012611699,3.1037856886054285,1.4987411402292035,0.1,Iris-setosa
+61,5.630455996403061,2.8072926025157448,3.969053342960918,1.2153087799358562,Iris-versicolor
+62,6.385003598471848,2.8928814718365494,4.289904791595205,1.2872851391151678,Iris-versicolor
+63,5.497192794067669,3.0,4.5260859401141005,1.497671317126548,Iris-versicolor
+64,4.809520644971098,3.402336961456065,1.7235276945408837,0.20164397920963886,Iris-setosa
+65,5.403967974198574,3.393874643799878,1.6647977600240425,0.20119083160430942,Iris-setosa
+66,6.167717436970333,2.2079541547469033,4.497889367572045,1.4693258761228145,Iris-versicolor
+67,5.116244320042866,3.5021975226208806,1.3975487682427499,0.2021028728412295,Iris-setosa
+68,5.840910140711263,2.7808865192223498,4.611253763036235,1.2558149603433513,Iris-versicolor
+69,5.712732955746461,3.0084219372271472,4.6050229644462295,1.591578151862427,Iris-versicolor
+70,6.70729809985948,3.0,5.011754890301923,1.7091483450165104,Iris-versicolor
+71,5.472861690527188,4.199999300621599,1.3961913180306478,0.20810790604302412,Iris-setosa
+72,5.385256697901915,3.8966168709427413,1.2940155349581666,0.37600220519148564,Iris-setosa
+73,5.0059639608588125,2.0000006380554143,3.5338255094280147,1.0207099989323576,Iris-versicolor
+74,5.421906570492111,3.4011184678035713,1.497300062711475,0.41121741125906713,Iris-setosa
+75,6.115422272831414,2.934596340444297,4.612101551857237,1.356386804285291,Iris-versicolor
+76,4.985346100962725,2.0,3.464287933074966,0.9961274282328265,Iris-versicolor
+77,6.313767940260477,2.5405126289077207,4.9946836459923265,1.8873764576872025,Iris-virginica
+78,6.487737026159032,3.0,5.7897543347061555,2.168175942265218,Iris-virginica
+79,5.479630299029699,3.0,4.470814894739906,1.489011796719056,Iris-versicolor
+80,6.819523231066997,2.8054987223443884,4.8155627372537655,1.4086042927264195,Iris-versicolor
+81,5.63928674977633,2.5150563426837755,3.8504960273818156,1.048102750197775,Iris-versicolor
+82,4.905869843571914,2.3980657530352634,3.307441968585244,1.0100249018311402,Iris-versicolor
+83,5.705257961875035,2.5889155548249767,4.009076467539691,1.01729925538682,Iris-versicolor
+84,4.400000530561416,3.196072351982166,1.3206091182788227,0.2038326573290891,Iris-setosa
+85,4.7972524364235865,3.0,1.3891864176711755,0.1,Iris-setosa
+86,6.094085885570325,3.0091321220411342,4.637656517343508,1.4762966852528188,Iris-versicolor
+87,6.265335557735876,2.287324555688039,4.34385100530916,1.2637737653607297,Iris-versicolor
+88,4.685107540864065,3.2186872599050984,1.4074550399196784,0.20195678350448212,Iris-setosa
+89,6.505388407898499,3.0903211058100886,5.246107421522153,1.9348974534177077,Iris-virginica
+90,6.510651958771743,3.192831803224047,5.088548862445018,2.009798503588585,Iris-virginica
+91,5.8992489246958915,3.20655357642612,4.783068695861494,1.7980100727930026,Iris-versicolor
+92,5.563738493468266,2.6866862189171217,4.459890095899686,1.2473996264914535,Iris-versicolor
+93,5.0124167622292175,2.423267326804222,3.522922340070702,1.0263873233865533,Iris-versicolor
+94,7.714174574493012,2.8055424520839773,6.701725900463057,2.000567488595892,Iris-virginica
+95,6.848133790701375,3.0978706198325505,5.092748876301451,2.2868839266898515,Iris-virginica
+96,6.703987053185556,3.0,4.977398324972538,1.6888794771575983,Iris-versicolor
+97,6.239048154873783,3.3635128463314286,5.449238237723213,2.295538439920665,Iris-virginica
+98,4.497088855019665,2.2995666543957665,1.2915604278110921,0.2983894616452816,Iris-setosa
+99,6.673413390963864,2.47109253294056,5.741579315411959,1.7907515590326486,Iris-virginica
+100,7.2653904803551965,3.0,6.211202114020828,2.1163916822851307,Iris-virginica
+101,4.8195017390834884,3.0,1.4040664203224371,0.2942575548774531,Iris-setosa
+102,7.716458678585473,2.54970008676579,6.9,2.298492193907591,Iris-virginica
+103,5.126660613962118,3.5059267078784746,1.400084747077166,0.20230099567939788,Iris-setosa
+104,5.564286567868383,2.50025494556593,3.8683478463876724,1.0959411574163498,Iris-versicolor
+105,5.4129441212224165,3.897449240448371,1.3074170221415238,0.3940719549828791,Iris-setosa
+106,6.835391987949783,3.0814187272813425,5.141252569963784,2.2637119338007037,Iris-virginica
+107,5.560126064621829,3.0,4.482507802336724,1.4853670071038536,Iris-versicolor
+108,6.8149422243996005,2.810196160539816,4.815255826733787,1.4088450014809433,Iris-versicolor
+109,6.013888885131115,2.196365916709308,3.9540302059018186,0.9888944314446078,Iris-versicolor
+110,6.679716707654729,3.295280844136391,5.66651569532422,2.5,Iris-virginica
+111,5.241743365629913,3.655886585618192,1.4550069799660679,0.20080115447866936,Iris-setosa
+112,6.479692657673452,3.0,5.81657801919028,2.2105706394364746,Iris-virginica
+113,5.00700163987379,3.0,1.5760601247351547,0.19443014442772472,Iris-setosa
+114,4.8068227243221076,3.0,1.4090124475328731,0.28733128453840756,Iris-setosa
+115,5.0075889106831,3.611148862900786,1.3914866278868308,0.19829842563077288,Iris-setosa
+116,7.6974733093525955,2.791514919014639,6.704299046285844,1.988861490597051,Iris-virginica
+117,6.215212453842012,2.2358533447817366,4.459570303956339,1.4086362519168083,Iris-versicolor
+118,4.867512350574196,3.357667699312022,1.8029484530572688,0.19898525659186478,Iris-setosa
+119,6.366633556846182,3.2882277627359153,4.720499284692544,1.5882018543015968,Iris-versicolor
diff --git a/iris/tab_ddpm/7_4/12/test.csv b/iris/tab_ddpm/7_4/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/12/train.csv b/iris/tab_ddpm/7_4/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/12/val.csv b/iris/tab_ddpm/7_4/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/13/synth.csv b/iris/tab_ddpm/7_4/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0dd45a3f5c4f8efcbada026a6901ea47d201bc46
--- /dev/null
+++ b/iris/tab_ddpm/7_4/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.801253795661066,2.6770111355697455,5.080531613704356,1.8869015474230977,Iris-virginica
+1,5.665684206277225,3.0,4.14858312764385,1.1975303285195649,Iris-versicolor
+2,5.008390969990847,3.0,1.5751458792138961,0.2001928013084557,Iris-setosa
+3,5.8053637271600955,2.7052914219576345,5.123185418714355,1.8905307482464087,Iris-virginica
+4,6.283019000780376,2.4880976351746464,5.028961949713237,1.9326517127938103,Iris-virginica
+5,5.001043202688553,2.000000514585499,3.4697765831705527,0.9403170013498867,Iris-versicolor
+6,5.000983009770822,3.602268787832658,1.3978113075775505,0.2008396683605249,Iris-setosa
+7,5.473012851546291,3.410383754290208,1.504614048377919,0.36756768410749807,Iris-setosa
+8,4.503676880465874,2.2822741080410878,1.2881744505739545,0.2908318511375114,Iris-setosa
+9,5.002267906086138,2.00000066120608,3.578736501217323,0.9703594750285816,Iris-versicolor
+10,7.517032943703998,3.0,6.510456441723094,2.0844468732914967,Iris-virginica
+11,4.819710479841279,3.0,1.400918070236268,0.10000009036487613,Iris-setosa
+12,6.478429801411969,3.0,5.515931789004087,1.7915851305716255,Iris-virginica
+13,5.210576306061117,3.6345594380416677,1.464069323276134,0.19867716015975295,Iris-setosa
+14,6.390415465322018,2.8827926590317934,4.306670710795803,1.2879540789473995,Iris-versicolor
+15,6.097058307398041,2.796190751980654,4.688204369367268,1.1878705081140621,Iris-versicolor
+16,5.798162992811564,2.805678720179384,5.0997735793698,2.4028410371452056,Iris-virginica
+17,5.886961317041888,3.0,5.082303671166947,1.7911297108733746,Iris-virginica
+18,4.4000004469958816,3.2037543390584453,1.293149130403791,0.19856915510086537,Iris-setosa
+19,7.694543527037568,2.604978404723355,6.899998630585493,2.2928907205261737,Iris-virginica
+20,6.789908751287653,3.2071938595879406,5.8355688398525265,2.2819024603286153,Iris-virginica
+21,5.201710871041701,3.4074609140414043,1.3967721381278786,0.1987327859282924,Iris-setosa
+22,4.802687460203142,3.0,1.4004649295902418,0.10000009512372567,Iris-setosa
+23,6.686759054822031,3.1315198985107964,4.737278050405896,1.5104383570755202,Iris-versicolor
+24,6.307355970032176,2.305002380927787,4.4304450443283665,1.3357625399580642,Iris-versicolor
+25,5.039306527638361,3.3472043395715074,1.6437292514103945,0.46860250008528803,Iris-setosa
+26,6.760592633348542,3.1420102498740063,5.828079272140813,2.281986500276281,Iris-virginica
+27,5.004181923921629,2.0,3.343743481134391,1.026860471048357,Iris-versicolor
+28,5.80101601076684,2.69860205816546,5.091184943095826,1.9028892209065515,Iris-virginica
+29,7.733451492430682,2.5869733582210115,6.9,2.309923725137661,Iris-virginica
+30,6.981851364238784,3.0,5.843212331750745,2.1271854166341577,Iris-virginica
+31,5.377481148274335,3.9325368809393866,1.3016364270683731,0.44741799432947116,Iris-setosa
+32,6.708462121151723,3.0,5.010505399149964,1.7127114952388063,Iris-versicolor
+33,7.713528438391879,2.5904480721120398,6.8999989383710805,2.295400229234175,Iris-virginica
+34,6.193307768252278,3.392213539480877,5.373568015451008,2.2807631607883363,Iris-virginica
+35,4.879500076698644,3.0,1.3945232344412526,0.20009829473609628,Iris-setosa
+36,4.909619725860576,3.118969635395359,1.505077093222652,0.1,Iris-setosa
+37,6.178088739203012,2.9530395568305834,5.436357958344507,1.7678043177787433,Iris-virginica
+38,6.126367414675691,3.3609509537472633,4.578402221718902,1.6108391420455799,Iris-versicolor
+39,5.792847154768522,2.7130667048605606,5.094279003022186,1.8998130742210517,Iris-virginica
+40,4.805182133648753,3.0,1.3910324309941697,0.29553985934406074,Iris-setosa
+41,5.252094712479089,3.685288637612007,1.469155347526691,0.2233548178084839,Iris-setosa
+42,4.898407593191994,3.0,1.403264876104202,0.2010094952107729,Iris-setosa
+43,5.5886703139138545,2.6797218550024673,4.476255064570016,1.2243329487303491,Iris-versicolor
+44,4.493082962481229,2.303127696433332,1.2865890497634351,0.3107889993180442,Iris-setosa
+45,4.400000565537337,3.1735670672524776,1.3022085846037443,0.20436315702981822,Iris-setosa
+46,6.308778424370459,2.9039864265080233,5.610904144957818,1.7956510599148965,Iris-virginica
+47,5.209635840177987,3.3910913831155978,1.4003488569438216,0.20054870715881457,Iris-setosa
+48,6.504430244430753,3.198919114490184,5.098927518525054,2.002931025876691,Iris-virginica
+49,4.783707044798321,3.4037873155432137,1.7240542615989989,0.20047495916529837,Iris-setosa
+50,5.495295096531071,4.2,1.4039742308618044,0.2059244862104677,Iris-setosa
+51,6.4924484284812385,3.2105252429803817,5.114744183190966,1.9923926998405135,Iris-virginica
+52,4.975223719425239,2.0,3.538737925623941,0.942597201314529,Iris-versicolor
+53,5.70670974346361,3.801671559204661,1.8766243087578505,0.32170487496485,Iris-setosa
+54,6.503232267104817,3.0,5.811380435282207,2.2093515154862944,Iris-virginica
+55,6.712083313764846,3.3149047352576364,5.68803458466024,2.499999510323495,Iris-virginica
+56,5.0115841720043495,2.0,3.5386916629117073,1.0110865594209506,Iris-versicolor
+57,7.694870632033239,2.5805610182739955,6.9,2.29891079280453,Iris-virginica
+58,6.536038528479873,3.112613705684322,5.268218474477269,1.9334073135170389,Iris-virginica
+59,5.005348092036152,3.0,1.6007463126750106,0.20093074566488633,Iris-setosa
+60,5.7991739027201,2.6974900178634007,5.09888074006527,1.8935954337727579,Iris-virginica
+61,6.8432976892388675,3.1727658202757825,5.570275369735287,2.2804869707910718,Iris-virginica
+62,6.535579157904038,3.0,5.788129926707102,2.194998433331725,Iris-virginica
+63,5.1655311883801005,3.7551735753984135,1.459599555307664,0.3689777298033651,Iris-setosa
+64,7.679916353045589,2.796279092472954,6.696575105555686,1.9885624530693427,Iris-virginica
+65,5.330210860267689,3.6959704807699567,1.5131547317027432,0.19918520981570914,Iris-setosa
+66,6.803976959542787,3.1759004618097264,5.916643483308176,2.310539408013577,Iris-virginica
+67,4.4,3.2053361987229847,1.2943188154077745,0.19015653332570936,Iris-setosa
+68,5.515398347243527,4.2,1.409024857622597,0.21051610410404084,Iris-setosa
+69,5.687682763570659,2.8777360321409486,4.21112653883969,1.2956681872831002,Iris-versicolor
+70,4.503866023723868,2.3285542789929745,1.2986636364415733,0.3608258555794848,Iris-setosa
+71,4.9738868901375035,2.0,3.465054614128934,0.9795673299776331,Iris-versicolor
+72,4.622829012976045,3.179941297400499,1.4047818224754185,0.1981639091445202,Iris-setosa
+73,6.119094652385483,3.0,4.599117533675607,1.3990330545524206,Iris-versicolor
+74,4.779711073679475,3.0,1.3777895046155115,0.10000010168359769,Iris-setosa
+75,7.594257535159086,3.0,6.555448422480806,2.0953073466415177,Iris-virginica
+76,4.582849148859042,3.19548617025097,1.3916062425123499,0.1997335240569082,Iris-setosa
+77,4.789178277823277,3.0,1.4062568439185865,0.35339632086535094,Iris-setosa
+78,6.814884586753025,2.7908905461357643,4.8191168910724675,1.3959889202563602,Iris-versicolor
+79,6.717753229393565,3.3284115391894518,5.6966333537241765,2.49999959123807,Iris-virginica
+80,5.818909756814168,2.7054250984362387,5.091766297493105,1.9147838967069912,Iris-virginica
+81,5.00230952778672,3.0,1.5808628059631906,0.19956425966404018,Iris-setosa
+82,4.790413923803978,3.0,1.3927388783778176,0.2943476432554423,Iris-setosa
+83,5.530283055151224,2.4077795229003995,3.8357699561111382,1.0274936125707173,Iris-versicolor
+84,6.692370847686566,3.292887020360981,5.681479413441503,2.1011898078220863,Iris-virginica
+85,6.896630328882889,3.085841239641307,5.1229706957058525,2.3011294725140305,Iris-virginica
+86,4.800756382005076,3.0,1.4049607337700518,0.2914328452499356,Iris-setosa
+87,7.704663592232114,2.8045186238411417,6.7108605792542,1.998216626294142,Iris-virginica
+88,6.506115283036819,3.0,5.792965954723272,2.212735976253668,Iris-virginica
+89,5.812618263069619,2.8036943506594514,5.1199131957069355,2.4058106447668086,Iris-virginica
+90,6.1064835612781545,2.805554433424519,4.715974850226498,1.1921177684344593,Iris-versicolor
+91,6.303818850710952,2.6956311016358145,4.936478282369838,1.7949217848592056,Iris-virginica
+92,7.670755187676749,2.6191114986865136,6.89999861240565,2.2961955174406947,Iris-virginica
+93,5.818853762418389,2.809767595570486,5.099636572871369,2.3938385012795194,Iris-virginica
+94,4.8991514933390565,3.1301530917074953,1.4871146340208157,0.1,Iris-setosa
+95,7.723089277187352,2.604268356727462,6.9,2.304765764058979,Iris-virginica
+96,7.720566571867504,2.6076055186686946,6.9,2.3185441414136614,Iris-virginica
+97,7.291465891333495,3.0,6.24982476592655,2.128026156214526,Iris-virginica
+98,4.884830892433807,2.4013598858056047,3.1352599711125864,1.0031692763394746,Iris-versicolor
+99,7.743117445444578,2.6259499705392964,6.9,2.3032011645453836,Iris-virginica
+100,7.9,3.8365384302975127,6.433349861317931,1.9989914388725512,Iris-virginica
+101,6.004023080398439,3.400758874975101,4.518627004171543,1.6009089267487995,Iris-versicolor
+102,7.604352952469693,3.0,6.58418547615118,2.0951314014134352,Iris-virginica
+103,5.972139486028596,3.40724084145109,4.478431192251516,1.5998506510456991,Iris-versicolor
+104,7.9,3.8368521410502394,6.384535139146416,1.9984414255528915,Iris-virginica
+105,4.802139149030942,3.0,1.3984574324881784,0.32693708455731507,Iris-setosa
+106,7.102334814048052,3.0,5.864097532072767,2.1130134050575924,Iris-virginica
+107,5.698495650700398,2.8746877303797103,4.1246055470677545,1.299187627682651,Iris-versicolor
+108,7.367511661578601,2.8897031308061303,6.368262561670528,1.8157491903895768,Iris-virginica
+109,6.022370071710917,2.9014208403960637,4.468882403787508,1.5227189908095269,Iris-versicolor
+110,6.4913073558962076,3.0,5.845125277487651,2.2200055330369683,Iris-virginica
+111,5.822177710092522,2.8037396469318456,5.117393058600415,2.400195807517936,Iris-virginica
+112,5.652650027664909,3.0,4.076185998866449,1.2684696478446078,Iris-versicolor
+113,5.7518415860278305,2.8053090314259963,4.086327123435577,1.0716664356188486,Iris-versicolor
+114,5.810603850744865,2.9379552117707335,4.497077373089522,1.4013149328362733,Iris-versicolor
+115,5.406433391666591,3.4195063298626756,1.4677467357533944,0.30300852014370877,Iris-setosa
+116,5.560118842263737,4.2,1.4205166275211374,0.20105360760635885,Iris-setosa
+117,7.8999988986094145,3.817473897734037,6.429287728747149,1.9668113610340634,Iris-virginica
+118,4.99854510601433,3.4063131997570815,1.6377201117849425,0.40201427988602184,Iris-setosa
+119,6.5395775896763,3.0,5.510250263050361,1.7991587083371245,Iris-virginica
diff --git a/iris/tab_ddpm/7_4/13/test.csv b/iris/tab_ddpm/7_4/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/13/train.csv b/iris/tab_ddpm/7_4/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/13/val.csv b/iris/tab_ddpm/7_4/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/14/synth.csv b/iris/tab_ddpm/7_4/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5b98218b00c2c44966869b322221086a82fc6e4f
--- /dev/null
+++ b/iris/tab_ddpm/7_4/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.529665001937679,2.423545256531269,3.720686796235974,1.0093930064200558,Iris-versicolor
+1,6.393621781728176,2.902671363470399,4.305563878271313,1.3007763013950338,Iris-versicolor
+2,6.005451099534805,2.7906177567918213,4.659263731370344,1.1716686064219894,Iris-versicolor
+3,4.978053647158716,2.0,3.230314345677632,0.983210153853832,Iris-versicolor
+4,5.580978291820505,2.9555773451472986,3.6685909009572573,1.3153901012544955,Iris-versicolor
+5,4.59834057433938,3.6321724669726323,1.0,0.2021900519373872,Iris-setosa
+6,6.503015861165562,3.0,5.512414110428362,1.8006826663669153,Iris-virginica
+7,6.511828318989171,3.0,5.478786751374848,1.8031409478416056,Iris-virginica
+8,4.599192426901355,3.181310728681606,1.3986785418678116,0.19654052081595375,Iris-setosa
+9,5.197335242508088,3.4080860905313908,1.3988740150166432,0.20151198422345,Iris-setosa
+10,5.728460478230563,2.8149030975039087,4.502808866006125,1.3220447510933877,Iris-versicolor
+11,6.313850451582192,2.7191022206952824,4.918579011746567,1.788272259085452,Iris-virginica
+12,6.3384848302811525,2.938399314145546,4.327743300858204,1.3124495979700133,Iris-versicolor
+13,5.393418882189768,3.4051820728704545,1.6881362228988415,0.20165901473149192,Iris-setosa
+14,5.012007531918854,2.0000007475836394,3.5531072512382043,0.9230231456181217,Iris-versicolor
+15,4.889514883580126,3.0,1.400247414097401,0.1928984257426722,Iris-setosa
+16,7.339101613510092,2.904491599782071,6.31584112328571,1.792779401815669,Iris-virginica
+17,5.620133743385971,3.0,4.058221687322091,1.263688432949473,Iris-versicolor
+18,6.922450548551612,3.1151854086814175,5.084343254170484,2.295014258633929,Iris-virginica
+19,7.22410171623498,3.0,6.129826007538794,2.0748742680372096,Iris-virginica
+20,6.703739648953103,3.306545416271789,5.691758051113339,2.093189683686544,Iris-virginica
+21,5.39448537558135,2.4231294253713886,3.728554839515324,1.0296766860280004,Iris-versicolor
+22,6.105442145394664,2.8006610204594224,4.698734051652551,1.198908184710754,Iris-versicolor
+23,6.72441324780121,3.1107741657888233,4.720455087637874,1.50526108086265,Iris-versicolor
+24,5.413021995687763,3.411874781199605,1.5216202749291863,0.42548656124643225,Iris-setosa
+25,6.291682537210215,2.3124683522260896,4.4000458724899385,1.2958794711064279,Iris-versicolor
+26,6.704750334739325,3.2922450998732637,5.673837813518649,2.105840594865708,Iris-virginica
+27,5.937575315792051,2.888894721747752,4.5166040387031465,1.4640345053423047,Iris-versicolor
+28,6.727771761800239,3.2538382125697503,5.810082273644544,2.1565645773377935,Iris-virginica
+29,6.094526576692005,2.8028940686881154,4.703500491550714,1.2045891004493738,Iris-versicolor
+30,5.96917646114517,2.9091477139533373,4.512781302604533,1.4975467182211404,Iris-versicolor
+31,6.718459930158741,2.504089527086229,5.85825959211533,1.8070980455637204,Iris-virginica
+32,6.294466648369401,2.5409670303398,4.988866099283153,1.8706352752103537,Iris-virginica
+33,5.738332243361775,2.8801303472172184,3.8842942284630952,1.2826936670380844,Iris-versicolor
+34,4.600470058897654,3.2173492596816207,1.3994075110429582,0.19774885837543468,Iris-setosa
+35,6.269080632033352,2.268866751783245,4.329436925731188,1.2758388123369155,Iris-versicolor
+36,6.316500013293519,3.296363287191406,4.7043304829026,1.59752752799407,Iris-versicolor
+37,6.788033229382182,2.8298829006098973,4.810273965278923,1.4615749345297546,Iris-versicolor
+38,6.906697645375812,3.1230205564287243,5.875008403258004,2.2468307069156945,Iris-virginica
+39,6.8403408313684455,3.0911507085546424,5.123009096665216,2.312723012384847,Iris-virginica
+40,4.919082700482261,3.0,1.4082677146121916,0.19946403346857577,Iris-setosa
+41,7.9,3.789168747975399,6.458642038246934,1.98034576452439,Iris-virginica
+42,4.772237577997659,3.383237894493926,2.0924490153500632,0.19927394527329173,Iris-setosa
+43,6.66133228609043,2.501036824320861,5.783869884300134,1.7982516926926833,Iris-virginica
+44,5.683373216666531,3.7884232708112977,1.6573734937678022,0.2977592556731721,Iris-setosa
+45,5.553071212229305,2.5497645106805127,4.250972992185635,1.1201946490754016,Iris-versicolor
+46,5.548497899574669,2.6216088515948224,4.418785868603883,1.2090314143282501,Iris-versicolor
+47,7.104819257277008,3.0,5.882144942018352,2.091669466818855,Iris-virginica
+48,6.8858416504444575,3.1082913162964116,5.1336595047187314,2.2946344100093077,Iris-virginica
+49,4.998223160051389,2.0000005327159522,3.476107808883232,1.0218558223432064,Iris-versicolor
+50,5.011128671637059,3.549263820743119,1.3995250633056455,0.19920749631704562,Iris-setosa
+51,4.708014784251967,3.393321929631187,1.4992217656029387,0.20011486098859582,Iris-setosa
+52,4.4985653891877755,2.3089856694194557,1.3203133507357672,0.29487448255652376,Iris-setosa
+53,5.844987306286026,2.751433444977441,4.118836639271614,0.9938467359581658,Iris-versicolor
+54,4.95512248024298,3.5240444705927123,1.4390992411552894,0.19754326775766223,Iris-setosa
+55,4.99219211441929,3.6093273950882545,1.41152734050702,0.19986832500096993,Iris-setosa
+56,6.042564796852884,2.795425875107214,4.676865895083576,1.1760157456333336,Iris-versicolor
+57,7.7027384726806485,2.792241985874948,6.715406780559013,2.0180998910544385,Iris-virginica
+58,5.143078930034295,3.408274331545984,1.4074557613056367,0.19980582938625285,Iris-setosa
+59,5.348580968229775,3.395651490390508,1.5198242298449853,0.39745519101187743,Iris-setosa
+60,6.350174398451347,2.868136863109243,4.290686150845514,1.2711304528016707,Iris-versicolor
+61,5.929128757693019,3.0,5.095941030426565,1.8035014386923949,Iris-virginica
+62,6.690297006599828,3.106188883428632,4.7176745041459,1.493716249348487,Iris-versicolor
+63,5.479933837884048,3.0,4.46806910587297,1.5024987046792924,Iris-versicolor
+64,5.900093120577484,3.2031811416332365,4.778668085685151,1.810477366888159,Iris-versicolor
+65,5.6454724631401465,2.6735485058897233,4.399114085790431,1.1913560152058627,Iris-versicolor
+66,6.267827024042172,2.8999165781387064,5.535482764804333,1.7958768839099748,Iris-virginica
+67,6.522370114514323,3.2094994978810143,5.178442383266078,1.9946738445846086,Iris-virginica
+68,5.56165671876302,2.5181908273344917,4.047804459688976,1.1370465987479366,Iris-versicolor
+69,6.123537022734672,2.7964198266950113,4.685089133013249,1.2161784076501954,Iris-versicolor
+70,7.685535940656746,2.596970084996169,6.8999989909106345,2.2969135907331597,Iris-virginica
+71,6.200229198022392,2.1945829648906017,4.495493133372911,1.494533110950172,Iris-versicolor
+72,4.977942773504803,2.0,3.4366554680621313,1.004548763117654,Iris-versicolor
+73,4.867746114682917,3.0452741636948515,1.4842090839935267,0.1000001027176301,Iris-setosa
+74,7.734753464056679,2.583646461874957,6.8999988136912105,2.314284527877862,Iris-virginica
+75,4.913480840895932,2.413203860441504,3.12973361089337,1.0085272019140552,Iris-versicolor
+76,4.488089316672181,2.255788569232794,1.3204151324121713,0.28925314557711046,Iris-setosa
+77,4.790099883670083,3.4003410796096296,1.6554407805021816,0.20102066556505715,Iris-setosa
+78,4.776403829312215,3.0,1.4101346304891802,0.1,Iris-setosa
+79,7.154565024749645,3.0,5.998788197477902,2.097367763591274,Iris-virginica
+80,5.0127318561962815,3.637767372677276,1.4027864280587825,0.2072540771248961,Iris-setosa
+81,4.587440666860082,3.6071529691506687,1.0,0.20370505909885692,Iris-setosa
+82,5.631320447377882,2.8978390158863934,3.72180822168784,1.2933508136679166,Iris-versicolor
+83,5.949561762305286,3.0,5.098720726468729,1.8026202890954368,Iris-virginica
+84,5.324550320528456,3.6944253068912,1.520780021944707,0.20260603411207895,Iris-setosa
+85,5.99898438822255,3.3848185338923953,4.511233913100375,1.6045173016143415,Iris-versicolor
+86,6.059456321620177,2.8025561629075986,4.661196335178876,1.2021256991854343,Iris-versicolor
+87,4.870061077272801,3.0,1.4137729637120737,0.1,Iris-setosa
+88,4.4,3.179401315014325,1.3212450907594024,0.20164521450466033,Iris-setosa
+89,5.765358843745313,3.0,4.52454245262829,1.5405291796352798,Iris-versicolor
+90,6.303496539404281,2.6797436747919092,4.865205354159697,1.805030011202493,Iris-virginica
+91,6.147373377638188,3.4032994338891056,5.400200352181795,2.2957609990660566,Iris-virginica
+92,5.5304021666290675,2.5878393948965503,4.301290562413897,1.193998442499548,Iris-versicolor
+93,4.581341614076741,3.6221038726770454,1.0,0.19371520369780604,Iris-setosa
+94,6.147706408910472,3.012767479526584,4.633595851190726,1.4582695695930852,Iris-versicolor
+95,5.048264338453394,3.402597989598669,1.8715658530107655,0.41641893432508814,Iris-setosa
+96,6.237389808390034,2.1889077392950957,4.521073725261822,1.4884636369187922,Iris-versicolor
+97,5.478566967232225,3.0,4.502851976799071,1.5021665211920014,Iris-versicolor
+98,6.079995417529838,2.8026790906392027,4.721674965160369,1.1996896704157154,Iris-versicolor
+99,7.333103491661281,2.8965633052303503,6.310022709291633,1.7910156529945964,Iris-virginica
+100,4.909817457641071,3.131436842151673,1.5172226728334421,0.1,Iris-setosa
+101,5.100202938393031,3.68533633499389,1.5097159330985046,0.40935363073608466,Iris-setosa
+102,5.19045231768121,3.3858429917795494,1.3926433728209227,0.1962188306780076,Iris-setosa
+103,6.023882790514918,3.3845595465163125,4.511151744178863,1.596014534257617,Iris-versicolor
+104,6.500983016555874,3.2023092502626174,5.112387256150793,2.0311106351189085,Iris-virginica
+105,6.506817527575633,3.0,5.76935704401393,2.200508263578808,Iris-virginica
+106,4.813884708249086,3.0,1.3785477473984575,0.29621610384783065,Iris-setosa
+107,4.807538833357063,3.0,1.4095357278239253,0.1,Iris-setosa
+108,5.705981871340196,2.839492470762931,4.154259773335152,1.2714050185425962,Iris-versicolor
+109,6.0085444304292555,3.372104937497772,4.52195945630383,1.602403504194032,Iris-versicolor
+110,6.394223953411986,2.895438193126075,4.2852466728557,1.287149289701424,Iris-versicolor
+111,7.385194934561263,3.0,6.403706429334333,2.1096962429684454,Iris-virginica
+112,7.133340181820938,3.0,5.895321504962932,2.1092750434711784,Iris-virginica
+113,4.791013688891335,3.407654790196339,1.7114162414330383,0.19751057344374492,Iris-setosa
+114,5.031701314446515,3.5762064240510956,1.391842226052601,0.20326929841423483,Iris-setosa
+115,5.559753983112304,2.901108967320127,3.5250172540723494,1.3054898930818377,Iris-versicolor
+116,4.8244062347126,3.4020665951313864,1.9297900645565493,0.20049472893575335,Iris-setosa
+117,5.429548624539526,4.2,1.3709878223152667,0.20464625357205526,Iris-setosa
+118,6.725788871116169,3.270684377216603,5.704681743819418,2.130305207007258,Iris-virginica
+119,5.8043002308895275,2.805125988019956,5.086178037369083,2.408634428562142,Iris-virginica
diff --git a/iris/tab_ddpm/7_4/14/test.csv b/iris/tab_ddpm/7_4/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/14/train.csv b/iris/tab_ddpm/7_4/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/14/val.csv b/iris/tab_ddpm/7_4/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/15/synth.csv b/iris/tab_ddpm/7_4/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..da2daf165079711814ac7e36ff09814f3f55d0b6
--- /dev/null
+++ b/iris/tab_ddpm/7_4/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.701011012426022,2.79626696974354,4.503768735090962,1.2965146181118954,Iris-versicolor
+1,6.329570095254943,2.8806968776579165,4.282181376197167,1.288288195351793,Iris-versicolor
+2,5.563052525855201,3.0,4.495328147174998,1.5100989737563486,Iris-versicolor
+3,4.995395969513414,2.0,3.5836852415503455,0.9235401695373462,Iris-versicolor
+4,4.782199756859844,3.0,1.3677635084682391,0.1,Iris-setosa
+5,5.63546654210244,2.7498494115835,4.486140369949612,1.2769197828926109,Iris-versicolor
+6,5.956553463310988,2.9623181887347685,4.558928436909168,1.5289941520527794,Iris-versicolor
+7,6.170532361036968,2.2054522011307656,4.486165689464583,1.501423015763769,Iris-versicolor
+8,6.882736630277644,3.096159751488606,5.0990478175072775,2.2883265272989606,Iris-virginica
+9,7.699867509985562,2.58869671617874,6.9,2.2944030679656677,Iris-virginica
+10,5.11126029433618,3.6883960723494984,1.4985373725037878,0.42112826891353583,Iris-setosa
+11,6.410752248428729,3.0,5.473833783350099,1.792734545663518,Iris-virginica
+12,4.87897150231937,3.066126835950544,1.4771695150135273,0.1,Iris-setosa
+13,7.062756812767438,3.0,5.94290210716852,2.087862615808363,Iris-virginica
+14,7.899998744117431,3.7572693922186793,6.445640660292633,1.9910681086248347,Iris-virginica
+15,4.987111519740677,3.564842543172083,1.384580992567643,0.20203581177523178,Iris-setosa
+16,4.988426691856329,2.0000004597325747,3.451725642423014,0.9296275149104736,Iris-versicolor
+17,5.629238991263665,2.8888361178037605,3.587320912039972,1.3029538241335241,Iris-versicolor
+18,6.3219980003850145,2.5202005235748137,4.99494458684011,1.8991756976652467,Iris-virginica
+19,4.861117527259372,3.0,1.4432471417189672,0.10000010048108823,Iris-setosa
+20,5.675292923075431,3.79912586673437,1.8479321616786009,0.357187813931514,Iris-setosa
+21,5.629868785469966,3.0,4.4873521605348525,1.489679570622026,Iris-versicolor
+22,6.143405778542908,2.248075695224248,4.198138187234833,1.1221422993589847,Iris-versicolor
+23,6.709353992833439,3.0,5.003538346300712,1.6985900652596564,Iris-versicolor
+24,6.298565472914434,2.63824322177226,4.917511807405731,1.811818555001629,Iris-virginica
+25,5.990831893510264,2.1949062049054127,3.9402283786522245,1.0209030114215583,Iris-versicolor
+26,4.788901929815457,3.3941108572656877,1.8163457649248445,0.19529230128889413,Iris-setosa
+27,6.00535161446676,3.308503907587102,4.6439735054311875,1.6703189189521703,Iris-versicolor
+28,6.9224771311697575,3.0928197462950267,5.105403729176788,2.294678854496849,Iris-virginica
+29,5.8779346385077575,3.222605493061852,4.758854966252609,1.8177915520090173,Iris-versicolor
+30,6.701637240293821,3.0,4.997515180636476,1.6856058390893838,Iris-versicolor
+31,4.505145234114128,2.293840018049734,1.3112532387545628,0.33816291334621845,Iris-setosa
+32,5.402981286173105,3.926896326261021,1.2858153353752186,0.3837806879977683,Iris-setosa
+33,4.892367034403778,3.089682778681747,1.4814193744449222,0.10000014798551082,Iris-setosa
+34,6.712163347645596,2.485299399119508,5.83166292901614,1.813609398353062,Iris-virginica
+35,4.601282151749375,3.594630143485345,1.0000004526798258,0.19768326546900375,Iris-setosa
+36,5.111855016686791,3.4859478969975606,1.389578609436223,0.198588071933958,Iris-setosa
+37,7.27105591103099,3.0,6.155704977342839,2.0641824617559528,Iris-virginica
+38,5.482788684068997,2.5926674164050336,4.40365464375733,1.23636133819379,Iris-versicolor
+39,7.105967784220173,2.9187665570165535,6.101476286247057,1.809552337860104,Iris-virginica
+40,5.002569494785893,3.0,1.5569869684908935,0.20054292256359874,Iris-setosa
+41,4.895236608718077,2.405988710375956,3.5224195990882277,1.0099240841147752,Iris-versicolor
+42,6.198033574559206,3.3328896958322343,4.63639025221776,1.6003132185787527,Iris-versicolor
+43,7.715667159976305,2.609598117447399,6.9,2.3003093909271723,Iris-virginica
+44,6.6960606339044215,2.5073103696775214,5.856177282177702,1.8063789555510188,Iris-virginica
+45,6.680244420697449,3.2625881309745046,5.659637793872097,2.108533658067316,Iris-virginica
+46,6.370899129956713,2.8864387211607974,4.293488217399964,1.2949525140251785,Iris-versicolor
+47,6.203967632643249,3.379019073204318,5.428582574568031,2.3006460037708165,Iris-virginica
+48,6.198595542843341,3.33947753862756,4.617477729579579,1.6044600743197817,Iris-versicolor
+49,4.987411827117518,2.0,3.4956258898925188,0.9301002430191094,Iris-versicolor
+50,7.691187531771957,2.616475993832449,6.9,2.2982049312367807,Iris-virginica
+51,4.916444483067369,2.4146794194263004,3.4608045147394533,1.0275372734705202,Iris-versicolor
+52,5.21490613299017,3.405370477731772,1.3970050446510023,0.20032384104392947,Iris-setosa
+53,7.71572443700541,2.5958588970776826,6.9,2.3074552238590136,Iris-virginica
+54,5.4861601926160715,4.2,1.3816575543361824,0.19843210585791887,Iris-setosa
+55,4.635278289900963,3.227039613951157,1.4048668551487178,0.20113888432450244,Iris-setosa
+56,6.698552405621578,3.1124495160885592,4.693592660473734,1.497269763231676,Iris-versicolor
+57,5.4152933093913305,3.3891871829589255,1.7643265035522964,0.1988432830938202,Iris-setosa
+58,6.260494382005323,2.3009880979700874,4.408825180153351,1.2966636643055607,Iris-versicolor
+59,6.882757194421447,3.093300216014452,5.099111578954975,2.3030729486268524,Iris-virginica
+60,5.711138802378909,2.6000446152040975,3.999931495170971,1.0394344769508086,Iris-versicolor
+61,4.801456160132744,3.402388348317911,1.8273810497737046,0.2018591262807786,Iris-setosa
+62,5.79258474554529,2.7282798333413414,5.143966250843474,1.8999007147600782,Iris-virginica
+63,6.71491527856368,3.2728860484719218,5.716524806283483,2.1173429667516213,Iris-virginica
+64,7.711426341988604,2.573001118240598,6.9,2.3061329261164505,Iris-virginica
+65,5.922466497131405,3.0,5.080741495714213,1.8122524759517342,Iris-virginica
+66,7.625320861352091,3.0,6.620966906050848,2.0893654026404285,Iris-virginica
+67,6.463040429141641,3.171864069792631,5.094441242787854,1.9930710021051161,Iris-virginica
+68,5.421226036952879,3.390097409300658,1.7873071605847701,0.19740105120397983,Iris-setosa
+69,6.054087232579669,3.0668710374879136,4.63519174573037,1.4965818990012503,Iris-versicolor
+70,6.103104012624836,3.0,4.566208240148589,1.4034681668838265,Iris-versicolor
+71,6.125686158073847,2.802752468379997,4.71676338470482,1.2143671855688103,Iris-versicolor
+72,6.714733388991878,3.2944300243892113,5.7320182832280056,2.103706355026032,Iris-virginica
+73,6.246532200270323,2.244975780161353,4.416914827177074,1.3607984981576937,Iris-versicolor
+74,7.711383106903642,2.600182578156864,6.899998808175341,2.3072939422052756,Iris-virginica
+75,6.703039696335645,3.0,4.994125536911284,1.6990368970541456,Iris-versicolor
+76,4.4,3.226834454635868,1.2961572440475493,0.20550645738532572,Iris-setosa
+77,5.629111696089991,3.0,4.180407453397921,1.2980904056717797,Iris-versicolor
+78,7.899998466398018,3.780412166524649,6.3905811705396705,2.019014504266535,Iris-virginica
+79,6.693247912739531,3.014180754208111,4.812081626110601,1.6097385195812528,Iris-versicolor
+80,4.593414637780848,3.6218947741007064,1.0,0.20064421629429396,Iris-setosa
+81,6.7008795284003355,2.486793069433637,5.817974652247752,1.7999264992435695,Iris-virginica
+82,6.4887808367065105,3.0,5.433310805334958,1.8048775252706617,Iris-virginica
+83,6.079803113028855,2.800152413073091,4.636582012557479,1.2245777563580857,Iris-versicolor
+84,5.49702798535466,3.0,4.506515315662909,1.5039178098134818,Iris-versicolor
+85,6.273585710829323,3.380508140743495,5.430138303166562,2.2738336911254993,Iris-virginica
+86,7.9,3.7854788572525093,6.385791923913558,2.0011359166897367,Iris-virginica
+87,5.4732490867647865,4.199999206280244,1.3656700107636879,0.19894529114546694,Iris-setosa
+88,7.357159740485249,2.8978779232933505,6.333325971295631,1.8132112107217202,Iris-virginica
+89,6.028138030749167,2.93317824247192,4.553035682285012,1.5246213263737953,Iris-versicolor
+90,6.692558929324248,3.0,4.989502663165527,1.6970779654223058,Iris-versicolor
+91,6.491497271789072,3.0,5.781630049754839,2.1798273080851165,Iris-virginica
+92,5.427680527429468,3.9112814259053463,1.3080241431643425,0.40644032765549576,Iris-setosa
+93,6.462357488400844,3.0,5.359952982795461,1.8435951510230624,Iris-virginica
+94,4.600729724294077,3.6446419458450743,1.000000498515131,0.20167474107048616,Iris-setosa
+95,5.499555942733433,4.199999340322354,1.4094094069919665,0.1952694500386301,Iris-setosa
+96,4.608406161980446,3.17115416122672,1.3894431698454004,0.2048133408056079,Iris-setosa
+97,6.203127038017648,2.223565018591787,4.479624780087859,1.4822153456181386,Iris-versicolor
+98,5.497270918682175,4.199999326096261,1.3915888763060815,0.20227342166914636,Iris-setosa
+99,4.604612061874188,3.155914414907396,1.411450392094314,0.20178971750553448,Iris-setosa
+100,5.815077691134976,2.804601884325271,5.14290828028958,2.385348341619435,Iris-virginica
+101,5.809450461100497,2.717500567012865,4.1181356154648086,1.023434388735319,Iris-versicolor
+102,6.236666872451878,2.2030769758244695,4.499538055475136,1.4848269859956922,Iris-versicolor
+103,5.436230313539641,3.0,4.482852178325861,1.4984553608586522,Iris-versicolor
+104,5.490179078526367,4.199999287892925,1.398707311022577,0.19218234815290858,Iris-setosa
+105,6.705856906018929,3.0,4.997595105623774,1.6981242579665654,Iris-versicolor
+106,6.7846455607459255,3.1972760922157,5.8748924806383505,2.2982688502201816,Iris-virginica
+107,4.583437153259837,3.6503268010233074,1.0,0.1994702028910707,Iris-setosa
+108,4.893906527662131,3.0581494852033666,1.473422994858545,0.10000011705981565,Iris-setosa
+109,6.766564372105334,3.206019715247191,5.9207967906027585,2.2878181038665817,Iris-virginica
+110,6.37162036967275,2.876764623213892,4.276226003483484,1.2806428686731584,Iris-versicolor
+111,5.787539517827177,2.804354953424121,5.085297322702253,2.400400724783399,Iris-virginica
+112,6.172536382684766,2.198324269869811,4.513766884044175,1.5227655145060188,Iris-versicolor
+113,6.0941457546249795,3.3808535106693958,4.5829711614526145,1.6126000156630051,Iris-versicolor
+114,5.638192539048651,2.53482507339248,4.2192810753183805,1.064832804230933,Iris-versicolor
+115,5.985036945889664,2.176380913498009,3.9484762901529615,0.954318808123036,Iris-versicolor
+116,6.932984141849903,3.0574844680832207,5.228469899059327,2.288157657401993,Iris-virginica
+117,6.226732503914609,2.8504616989425577,5.548697975964349,1.8014205735117403,Iris-virginica
+118,5.1292794049634045,3.3202328948687203,1.6692946213028652,0.5183200459297883,Iris-setosa
+119,4.498322964183803,2.3211873716133873,1.3110395890753361,0.31316929853240333,Iris-setosa
diff --git a/iris/tab_ddpm/7_4/15/test.csv b/iris/tab_ddpm/7_4/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/15/train.csv b/iris/tab_ddpm/7_4/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/15/val.csv b/iris/tab_ddpm/7_4/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/16/synth.csv b/iris/tab_ddpm/7_4/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5b9d67b09ef24c7a8bee51762cc1cbe5c9278768
--- /dev/null
+++ b/iris/tab_ddpm/7_4/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.893073311738867,3.0,1.3794438121403545,0.19574069698967872,Iris-setosa
+1,5.507844884457279,3.0,4.485185439522647,1.517202865346387,Iris-versicolor
+2,6.522193980685104,3.0,5.810965146980126,2.20575616272458,Iris-virginica
+3,6.423398030480979,3.2324581125380134,4.649939260129829,1.539983071064382,Iris-versicolor
+4,6.679702072654649,3.252438827191315,5.679031327067278,2.0967091877878863,Iris-virginica
+5,5.786566706015831,2.704865800019203,5.11705899300666,1.9026070408333062,Iris-virginica
+6,6.682975491451053,3.103804094393387,4.71883697563613,1.5057539903733963,Iris-versicolor
+7,5.936630492106722,2.1816180409970185,4.005790909937304,0.9954345011437291,Iris-versicolor
+8,5.035417790943193,3.32617507695793,1.5555206912347324,0.5601788803110703,Iris-setosa
+9,4.4,3.1829839415153103,1.2706972618994354,0.20229570593618837,Iris-setosa
+10,5.567626318678478,2.4763708619315072,3.7801042310351924,1.0539769273964439,Iris-versicolor
+11,6.300372965976185,2.6979427803525886,4.901227187850772,1.7869926009806303,Iris-virginica
+12,5.813387665490548,2.711847778696899,5.081548857117509,1.8987607659302688,Iris-virginica
+13,5.466684729585705,3.0,4.485715988258966,1.4866805556880804,Iris-versicolor
+14,5.384283443907867,2.369300340217289,3.5727058611160545,0.8952736705988431,Iris-versicolor
+15,5.227986053905539,3.3937549864624486,1.4051917795661397,0.19872331303979995,Iris-setosa
+16,5.593140211416778,2.9878318677999953,3.9157097306379613,1.2921955102241023,Iris-versicolor
+17,5.781148463706077,2.7944743089378083,5.106837188313842,2.3870618827663765,Iris-virginica
+18,5.630438121457635,2.903317781135938,3.7896570672777727,1.2982355167336082,Iris-versicolor
+19,4.77710172007749,3.396816120933686,1.6991413543410956,0.19772373350780365,Iris-setosa
+20,6.002239406019568,2.2066202525361507,3.934888774618024,1.0145058775363112,Iris-versicolor
+21,5.373135748943614,2.399607250523857,3.6591946051167334,0.9223149945736122,Iris-versicolor
+22,5.0062700064505545,3.3885587360548395,1.5864874825233166,0.43256086248407144,Iris-setosa
+23,5.800051821629269,2.7043439240357503,5.116721089940637,1.888612908477681,Iris-virginica
+24,5.318375209673934,3.725436069588445,1.5005399019386425,0.20030643292281927,Iris-setosa
+25,6.219626921533239,2.2309089620463984,4.448012710322117,1.4571031307107711,Iris-versicolor
+26,4.4,3.206744019864019,1.2986990314121947,0.19821803076993394,Iris-setosa
+27,6.625548443568613,3.0,4.416962232616362,1.407692806701744,Iris-versicolor
+28,5.534780329584694,4.199999263342686,1.390980004798295,0.19164806357614125,Iris-setosa
+29,7.693547032924302,2.5580273721192066,6.9,2.3112914334751733,Iris-virginica
+30,5.929765002879191,3.0,5.110230455124278,1.8181322858544333,Iris-virginica
+31,4.790303860677822,3.398495826373216,1.8073245463868413,0.20498394629465136,Iris-setosa
+32,4.4,3.220196469576521,1.2902456776372273,0.20051497735478163,Iris-setosa
+33,7.899998795777577,3.788238591325221,6.41457822459205,1.9729457794973013,Iris-virginica
+34,6.435336482020657,3.06534658976919,5.230934164663419,1.8915527811686332,Iris-virginica
+35,5.702271635299735,3.0,4.176939588563838,1.2027026462814963,Iris-versicolor
+36,6.289789263633266,2.892366910971683,5.590979594445157,1.7814419814738178,Iris-virginica
+37,4.588018776332415,3.6081387253280823,1.0,0.19782505770325326,Iris-setosa
+38,4.764460062181248,3.0,1.3901840668365715,0.1,Iris-setosa
+39,5.46361443356375,2.5168253713639164,4.331618984355719,1.1623141102637233,Iris-versicolor
+40,5.488225947513497,2.583979033784912,4.3902777799464054,1.1967375153111888,Iris-versicolor
+41,5.644244288356884,2.8814964033215924,3.799080679697676,1.300396618685852,Iris-versicolor
+42,6.515184999720241,3.0,5.756515561188069,2.2050861832729898,Iris-virginica
+43,6.504621536566011,3.2952656907631357,5.6552688381344804,2.272399224005202,Iris-virginica
+44,7.725828498463943,2.53652899386551,6.9,2.3278643067140066,Iris-virginica
+45,5.933987624106614,3.3020800861947857,4.715648355355161,1.736464176223003,Iris-versicolor
+46,7.899998759507021,3.8084017418475336,6.477554117089307,1.9913300073439086,Iris-virginica
+47,4.8203889850607595,3.4036485019932536,1.715528002276711,0.2014361827824757,Iris-setosa
+48,5.556828206160191,2.462988766676274,3.883111098910688,1.071180080372989,Iris-versicolor
+49,5.13628822313458,3.300700216626389,1.7061317948395978,0.5268794425166538,Iris-setosa
+50,6.66343586686706,3.3056893697811427,5.7024184576624375,2.499999558396799,Iris-virginica
+51,5.001179092602169,2.000000567211373,3.485539772591538,0.9199564937834956,Iris-versicolor
+52,4.900311607772911,3.0,1.393687422536301,0.19898202082373823,Iris-setosa
+53,5.8404221880226155,2.724121278053521,5.079510344750521,1.8684433111545786,Iris-virginica
+54,5.5615543756784565,2.492753509451642,3.816731140550278,1.0593501272549537,Iris-versicolor
+55,6.71368155241464,3.0,5.012516213977106,1.7080834497532122,Iris-versicolor
+56,5.777469383327026,2.8110075640431136,4.516296278652316,1.3159396841129816,Iris-versicolor
+57,5.977118644246168,3.4098634725016352,4.522748619935828,1.5863366868735815,Iris-versicolor
+58,7.613841545541057,3.0,6.608104022951402,2.094628601828457,Iris-virginica
+59,5.887619814709283,3.0,5.137290374715033,1.801372185326972,Iris-virginica
+60,6.61413520231691,3.1782228841865257,5.472960424946924,2.0297009625450406,Iris-virginica
+61,5.49977441196797,2.4531300706299213,3.8121611431329803,1.038691422602022,Iris-versicolor
+62,5.916258127855702,3.0,5.089633794897721,1.7957138019745953,Iris-virginica
+63,5.791070227035539,2.6992196345449626,5.095751124650934,1.8821185100762876,Iris-virginica
+64,6.4054676930555,3.2534307909252957,5.225664920714012,2.144403659008661,Iris-virginica
+65,4.586770830101784,3.59811413310124,1.0000003910069049,0.1947656446142859,Iris-setosa
+66,5.110729785760285,3.481188419914061,1.397507282394193,0.1983450951606745,Iris-setosa
+67,6.565369064956025,3.1549042475343128,4.7266079037962765,1.5131682136537379,Iris-versicolor
+68,6.31600527267143,2.7191249589150046,4.868848983631908,1.7902828090813783,Iris-virginica
+69,7.12508978802528,2.8662645365655592,6.219851550935299,1.78915161446791,Iris-virginica
+70,4.799483209837864,3.397315196939257,1.6709050909758665,0.20349791970227193,Iris-setosa
+71,6.6190656619232255,3.327638686183746,5.763719388644371,2.5,Iris-virginica
+72,5.02416484887467,3.5731278561718574,1.4124871933913912,0.19960120032730444,Iris-setosa
+73,6.1659330589443035,2.215579790564778,4.469230716874382,1.4989841626607858,Iris-versicolor
+74,5.969764013477805,2.2025445446370977,4.005076701223329,1.0139701719677254,Iris-versicolor
+75,4.819257775362342,3.396603407488081,1.8112842107374623,0.2027534666740508,Iris-setosa
+76,6.762201115329836,3.29692953534536,5.732884722907997,2.5,Iris-virginica
+77,5.352472058646432,3.635096573008268,1.5099837188383585,0.20564620373688794,Iris-setosa
+78,7.718113991519996,2.6048900357242677,6.9,2.30008913946735,Iris-virginica
+79,5.8020983851894385,2.6931592550261523,5.084256935225358,1.8686482930989343,Iris-virginica
+80,4.894027311695219,2.4308772833584036,3.14565547984295,1.0080481487364372,Iris-versicolor
+81,6.5709564072367055,3.0,4.407336520011818,1.4173692117965853,Iris-versicolor
+82,7.694143201653396,2.609364677118583,6.899998733440519,2.303344572450223,Iris-virginica
+83,5.194815391862001,3.39107296051622,1.4034278434053042,0.20185525710061597,Iris-setosa
+84,5.409996957905212,3.906022048066351,1.2901505815501275,0.4391472296213945,Iris-setosa
+85,6.08574193840222,2.822069219694052,4.64337454936173,1.2421865224073256,Iris-versicolor
+86,6.029836163593065,2.9689406490538306,4.546730668299553,1.435505003975332,Iris-versicolor
+87,5.428610624409313,3.4069380232011994,1.5087023813386182,0.41963792991173854,Iris-setosa
+88,5.890213452815671,3.0,5.107748041855564,1.8169935006728475,Iris-virginica
+89,4.6210270763823145,3.5557020924804523,1.0000003939649589,0.20509603710604477,Iris-setosa
+90,6.679639479955473,3.088295641219082,4.653889074943502,1.4725006407955372,Iris-versicolor
+91,4.590486971230188,3.196633379292716,1.3846553740728726,0.1993790193602739,Iris-setosa
+92,5.4756664715235805,4.2,1.4006826659942073,0.19335668331283037,Iris-setosa
+93,5.6430221787505594,3.0,4.197688242474818,1.2461352346752805,Iris-versicolor
+94,6.837723237912005,3.192210282436031,5.937355610795868,2.3001900459832183,Iris-virginica
+95,5.990783024748093,3.4128792153788146,4.530568868699011,1.628900622156559,Iris-versicolor
+96,7.273935873129704,2.8908671616852257,6.272001166219099,1.8007742855280666,Iris-virginica
+97,5.686246587584528,2.8788964135747963,4.10761367236824,1.296754108708948,Iris-versicolor
+98,5.017530045596184,3.0,1.6551907524132579,0.19153109080317066,Iris-setosa
+99,4.8140169064792175,3.406564839447913,1.6192418089143077,0.2009671840896461,Iris-setosa
+100,5.804383220257537,2.6850564012902387,5.0911831656287,1.8915532543868177,Iris-virginica
+101,4.846700035051483,3.0,1.4023715747884908,0.1,Iris-setosa
+102,6.218253172183277,2.2626781966200693,4.331902949135488,1.2202548724824516,Iris-versicolor
+103,4.9941660393902225,3.0,1.6498121069690348,0.20032447828620997,Iris-setosa
+104,4.91666769228783,3.109445679493358,1.4805944739189423,0.1,Iris-setosa
+105,6.696586105553488,3.0,4.983404914394743,1.6975683596329463,Iris-versicolor
+106,6.060406007958685,2.813684896757963,4.684787066939976,1.1864555818608473,Iris-versicolor
+107,5.90519356408494,3.19184042489815,4.742856366477934,1.7337261319150676,Iris-versicolor
+108,6.663883660399143,3.017469639136979,4.5333100083253575,1.4567215803018931,Iris-versicolor
+109,6.0948827213330405,3.0,4.605184167221459,1.4059336480875955,Iris-versicolor
+110,6.467888086519295,3.0,5.522419023216759,1.8024129153217587,Iris-virginica
+111,5.601901080427916,2.7859276375664717,4.473607130392061,1.2882372046603099,Iris-versicolor
+112,7.694620912500425,2.5926494599384493,6.9,2.303200478224289,Iris-virginica
+113,6.168246157468469,3.408250869005672,5.443577699703473,2.3035539383255967,Iris-virginica
+114,4.4,3.1996849777573706,1.3049337169144497,0.19483271191009743,Iris-setosa
+115,5.67365711283652,3.7833534356409677,1.8118205709962576,0.320041817830226,Iris-setosa
+116,4.607459260418559,3.1978179370538693,1.4075119489277623,0.20021521186025532,Iris-setosa
+117,6.870320826980078,3.183537451947201,5.955851056638625,2.292078221024725,Iris-virginica
+118,5.541646000044322,3.0,4.083170708050084,1.3320394787439818,Iris-versicolor
+119,6.515185114423105,2.98284416114878,4.358880548754232,1.3605105345902195,Iris-versicolor
diff --git a/iris/tab_ddpm/7_4/16/test.csv b/iris/tab_ddpm/7_4/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/16/train.csv b/iris/tab_ddpm/7_4/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/16/val.csv b/iris/tab_ddpm/7_4/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/17/synth.csv b/iris/tab_ddpm/7_4/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a659adb24b8d40896aef5e1338bc7115dfa9ddcc
--- /dev/null
+++ b/iris/tab_ddpm/7_4/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.454112710093308,2.483036294370459,3.854535396831324,1.061799074140563,Iris-versicolor
+1,6.685133616323315,3.0933918032847694,4.718458369534662,1.4918696630349504,Iris-versicolor
+2,5.008391062005928,3.395026975415147,1.5879346786010369,0.40118221030825796,Iris-setosa
+3,5.312344390365021,3.6486686338171994,1.4975217252659663,0.20322114248217674,Iris-setosa
+4,7.714291550687239,2.6057981533294776,6.9,2.311151703985625,Iris-virginica
+5,4.598065900867777,3.5911652580690365,1.0000005876313662,0.20243371828982254,Iris-setosa
+6,5.544619216888105,2.422974996742633,3.7278977031226113,1.0192916478691136,Iris-versicolor
+7,6.263370108361596,2.907618255006799,5.583547583479697,1.812431470371142,Iris-virginica
+8,5.088176983158482,3.2924031658396222,1.7013733772185302,0.4660725771503123,Iris-setosa
+9,6.296063592619026,2.894206482695736,5.601491251826975,1.8000020734890543,Iris-virginica
+10,5.804958283885154,2.7088371920526386,5.130453422243523,1.9030314910883206,Iris-virginica
+11,7.899998905616965,3.766498205410638,6.437509151714196,1.9958882007247691,Iris-virginica
+12,6.372157069549131,3.2624761302444765,4.7364905355881275,1.5765749807488134,Iris-versicolor
+13,5.7216218427493795,3.0,4.200659147799411,1.1677514131871392,Iris-versicolor
+14,6.527930305638978,3.219077208675852,5.20226294528996,2.007317807918362,Iris-virginica
+15,4.877107620337797,3.0,1.398829651967797,0.2019910052016732,Iris-setosa
+16,6.270658981711494,2.6990725628214816,4.937759157983946,1.8101220194394634,Iris-virginica
+17,5.776060004468459,2.7960673089558337,5.093854654760076,2.412881089106513,Iris-virginica
+18,5.514092805162727,4.2,1.4079458568911591,0.20295090165427648,Iris-setosa
+19,5.6769108169229705,2.8685098800128825,4.222091729813772,1.3013863495623654,Iris-versicolor
+20,6.509486971403006,3.1936854653031297,5.082070810021274,2.00537678833153,Iris-virginica
+21,6.706225481924133,3.3103109017185126,5.701559395706481,2.5,Iris-virginica
+22,5.08638532283373,3.6824153939088338,1.4980641715453342,0.4275409708562625,Iris-setosa
+23,4.596102749082544,3.627353910460035,1.0000003734024348,0.20125408781761697,Iris-setosa
+24,5.499193776966209,4.199999150959941,1.4022648951244538,0.2007237947816388,Iris-setosa
+25,5.810342201947448,2.8077180604811276,5.103581420021583,2.3906333596498457,Iris-virginica
+26,5.01939613799119,3.5255429659378614,1.4047490416194257,0.20611926693212024,Iris-setosa
+27,5.307302182337021,3.496865916453458,1.5166655156359627,0.200231758198431,Iris-setosa
+28,5.979310484733635,3.402133492649562,4.4740796994003675,1.5605359971970798,Iris-versicolor
+29,5.98968889710506,2.877241003982212,4.52777454023046,1.479760071218974,Iris-versicolor
+30,5.441868661997229,3.418407047771656,1.5119466435059352,0.3873352029615117,Iris-setosa
+31,6.66876167571798,3.0,5.015219599434234,1.6939981113811475,Iris-versicolor
+32,5.201482019122703,3.446794182174459,1.4106781676459708,0.20382299769053305,Iris-setosa
+33,5.65315959279486,2.9429845656603346,3.945836743883532,1.3081391433150311,Iris-versicolor
+34,4.909052894418614,3.0,1.4034555567347913,0.19906758277431974,Iris-setosa
+35,5.507822093523901,3.0,4.524842930011413,1.5103412463721766,Iris-versicolor
+36,5.670832615492427,3.783289135359893,1.5745362437410797,0.29124064705202046,Iris-setosa
+37,6.698173712706754,3.1139696229902256,4.684211547187201,1.5060999150570957,Iris-versicolor
+38,6.1560522404471065,3.350112961127858,4.575886745111294,1.5734087493270732,Iris-versicolor
+39,6.0814030424610275,3.0,4.59944345699613,1.3972356768772118,Iris-versicolor
+40,7.047828085561936,3.0,5.813893076561972,2.1326587562811574,Iris-virginica
+41,5.093340606785974,3.289856270130169,1.758924126582681,0.4569255972451576,Iris-setosa
+42,6.7335572380133435,3.039740461029458,4.818029477706032,1.5748179077848035,Iris-versicolor
+43,5.133911594893847,3.509173139919961,1.4015639982765078,0.20372767063615727,Iris-setosa
+44,5.001905868372862,3.0,1.5748712619877112,0.20069208551489418,Iris-setosa
+45,7.701111388696331,2.7981765907653466,6.718657072524554,1.9797278260587927,Iris-virginica
+46,4.775681071330174,3.401796722602592,1.5723716898071098,0.2009974941399515,Iris-setosa
+47,6.2169604729391885,2.3309290808804746,4.345802290000765,1.2533582838993216,Iris-versicolor
+48,4.892856929680685,3.0786745341950166,1.49771593952348,0.1,Iris-setosa
+49,4.600100743869501,3.57683322694734,1.000000374938579,0.2007799508600492,Iris-setosa
+50,6.337497531753743,3.270096699215587,4.68901323775653,1.5895811437076417,Iris-versicolor
+51,6.670540790850209,2.489198369715096,5.729359367798138,1.8032574006314377,Iris-virginica
+52,5.470882393583415,2.397035014281729,3.639857252370607,0.9688874715489004,Iris-versicolor
+53,5.814849529691263,2.7004754348517417,4.021737537586722,0.9244276027661231,Iris-versicolor
+54,5.497196056749079,4.2,1.4112807045591784,0.19712594042984877,Iris-setosa
+55,5.738083366393873,2.8893517487105758,4.2898927112570195,1.3232492159314118,Iris-versicolor
+56,4.62036824813647,3.592993620640139,1.0000004164009857,0.20694537005330835,Iris-setosa
+57,5.259889947438972,3.6614684636026764,1.487716449289267,0.19906213386173482,Iris-setosa
+58,5.499611340185116,3.0,4.493630073452731,1.4702105899944125,Iris-versicolor
+59,6.6943206003079965,3.0,4.97689899466593,1.701012416425514,Iris-versicolor
+60,6.330444276707688,3.2228442171735603,4.694824059378339,1.5895694665125375,Iris-versicolor
+61,6.093558730447182,2.8659886598413085,4.569506661463706,1.285352165885972,Iris-versicolor
+62,5.6659857207799655,2.7635559801511054,4.0048306039938,1.1441077358850873,Iris-versicolor
+63,6.687888852295336,3.095000186645215,4.707260078625003,1.510162712714965,Iris-versicolor
+64,4.496731302264916,2.3196569083277985,1.2977432604933494,0.39119133285348157,Iris-setosa
+65,5.6459581610257175,3.621768530953378,1.5712038030394038,0.3138155839632604,Iris-setosa
+66,6.202946297738953,2.2164546149169224,4.454616138726469,1.44481982052474,Iris-versicolor
+67,4.599832492385413,3.6222937998707607,1.0000003735566259,0.19874399650811891,Iris-setosa
+68,7.683079419949562,2.625640043284688,6.899998234042656,2.296315046884327,Iris-virginica
+69,4.796676471824532,3.0,1.4024799317916679,0.36268953739926935,Iris-setosa
+70,6.887655477829946,3.1004923697371285,5.123046503580952,2.2950478841736706,Iris-virginica
+71,5.297625405820095,3.7640624445108335,1.5013805211524682,0.4031274167460068,Iris-setosa
+72,6.683361699786805,3.2673332296403594,5.7386595739674275,2.1096572654006516,Iris-virginica
+73,5.866687958501249,3.1797793951781412,4.773346862965171,1.755147895353994,Iris-versicolor
+74,5.0013232351315615,2.0,3.5203545815041575,0.9972214342277286,Iris-versicolor
+75,5.015883261015877,2.000000571505154,3.4800260517962283,0.9099024545852845,Iris-versicolor
+76,4.885904749930161,3.0,1.4031613376541103,0.2648594573594334,Iris-setosa
+77,4.913977947613897,3.0,1.4031564140917623,0.19998298465272574,Iris-setosa
+78,6.284131503366622,2.9057957159417183,5.5940042429722165,1.7844349559948112,Iris-virginica
+79,5.523891864107134,3.0,4.470519648761458,1.4911050352421857,Iris-versicolor
+80,7.308774017477702,2.9057290511003653,6.257539061301041,1.7975999820119384,Iris-virginica
+81,5.433118153544279,3.0,4.499077297893133,1.5049462383760623,Iris-versicolor
+82,6.274203782620981,2.530260229068194,4.973969874008733,1.8724582818446418,Iris-virginica
+83,5.946410690408021,3.2773686603901786,4.718882650009474,1.708891576154864,Iris-versicolor
+84,5.105724498891989,3.301992873060296,1.6487968259076837,0.4587904104615928,Iris-setosa
+85,5.783459979620645,2.692322875590687,5.130862155581868,1.9149276735978173,Iris-virginica
+86,5.425406584839488,3.0,4.480199882649914,1.5013567448197687,Iris-versicolor
+87,6.077155763990645,3.0,4.598424505803154,1.4172611713758878,Iris-versicolor
+88,6.718010983720671,3.268334321075547,5.774656303333925,2.5,Iris-virginica
+89,7.709742894219723,2.800362574328313,6.70405611959443,1.992835226156783,Iris-virginica
+90,4.598869799261315,3.213646789141569,1.411916712440084,0.2026347019797442,Iris-setosa
+91,4.831944277389759,3.3937942049429437,1.84231880403488,0.19999543142650125,Iris-setosa
+92,5.6704233240980155,2.9599347512195235,4.130100554669687,1.2655275103779693,Iris-versicolor
+93,6.874049133983114,3.087302480956963,5.085886014020401,2.296169393888079,Iris-virginica
+94,4.988758798824421,3.0,1.5736328441787013,0.19925454135590925,Iris-setosa
+95,4.804929808953294,3.4086745314898605,1.573347063033778,0.2031573934314807,Iris-setosa
+96,6.364100499001872,2.904396658601215,5.586375765899841,1.7973137797379843,Iris-virginica
+97,6.342276418315648,2.869871871041266,4.313173828238478,1.2731689092291765,Iris-versicolor
+98,5.4827058640196205,2.5659660487557843,4.3482398509666425,1.1665713115647431,Iris-versicolor
+99,6.30588716412976,2.553511174554189,4.982066513519487,1.867825870802042,Iris-virginica
+100,5.802598667420475,2.8084826573454653,5.142264144680431,2.3982536072690652,Iris-virginica
+101,6.316648030335347,2.897659481619661,5.614632626093245,1.8009699158334451,Iris-virginica
+102,5.5216812978754,4.199998947952002,1.3925083742937208,0.20067415944538214,Iris-setosa
+103,7.716589441880719,2.7929902774768864,6.721764353638413,2.014224365205196,Iris-virginica
+104,6.5401683013249565,3.1971326237295563,5.188779632047003,2.028167740755208,Iris-virginica
+105,6.500115686559888,3.0,5.700100727690578,2.2259055773087217,Iris-virginica
+106,5.490708999430137,3.0,4.516464112347327,1.52931196539136,Iris-versicolor
+107,7.9,3.8140007472400663,6.4024079997512695,2.02126581740096,Iris-virginica
+108,5.5287624026918305,3.0,4.533168199458176,1.5074329256378023,Iris-versicolor
+109,4.980103297538082,2.0,3.4863506156889428,1.0235354991617438,Iris-versicolor
+110,5.800373464687518,2.69772343588033,5.107518160020256,1.9005335212696854,Iris-virginica
+111,4.777327357676163,3.403562766382512,1.715461505876929,0.19894688814951458,Iris-setosa
+112,6.695386628330726,3.283127875898308,5.728176361076621,2.134796817231216,Iris-virginica
+113,5.4373029463628955,3.0,4.496823283779397,1.5024177915121868,Iris-versicolor
+114,6.268978696623181,3.294185258132921,4.708905601726379,1.5909721752517747,Iris-versicolor
+115,4.592274998013379,3.592371145104901,1.000000521562193,0.20164291784850258,Iris-setosa
+116,5.793594849535103,2.7117039767269175,5.093156161419194,1.883001065248872,Iris-virginica
+117,5.706058721870012,3.0,4.15768728018291,1.2303432361858009,Iris-versicolor
+118,6.824238784168617,3.2010804806526263,5.895604162815478,2.3130331148039693,Iris-virginica
+119,6.264101339415203,3.3188522740106756,4.668389431547369,1.5805172535303251,Iris-versicolor
diff --git a/iris/tab_ddpm/7_4/17/test.csv b/iris/tab_ddpm/7_4/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/17/train.csv b/iris/tab_ddpm/7_4/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/17/val.csv b/iris/tab_ddpm/7_4/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/18/synth.csv b/iris/tab_ddpm/7_4/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c4bd413f3d4896c4aad585d5a9aca9714b7d55a9
--- /dev/null
+++ b/iris/tab_ddpm/7_4/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7669144811996182,6.393486800926767,2.0090889513591224,Iris-virginica
+1,4.815306388669688,3.3924691073470514,1.651968318404677,0.19875831761714408,Iris-setosa
+2,5.7155771514494464,2.9004444548531487,4.252386555181236,1.2875538923634318,Iris-versicolor
+3,6.714550218574694,3.088616402315884,4.6878496921975366,1.467345892507126,Iris-versicolor
+4,5.533730219153033,2.4502652877478046,3.7662947052709366,1.0512440070952715,Iris-versicolor
+5,5.186537940507167,3.379150000425424,1.3947257739585146,0.2008718312556907,Iris-setosa
+6,5.6733866997712905,3.809217110454975,1.5943282595541528,0.29486812580405025,Iris-setosa
+7,4.5958990939890105,3.575929461409064,1.0000004789985761,0.19921919331038235,Iris-setosa
+8,4.819704439714102,3.4054568493065602,1.778959229670209,0.20072480512759924,Iris-setosa
+9,7.719364856213143,2.5807556735945303,6.9,2.294048053461347,Iris-virginica
+10,7.042228883667441,3.178231075463824,5.977876749427842,2.288502382956996,Iris-virginica
+11,5.248656396509113,3.4126955720877166,1.4325466211768363,0.20665651610509497,Iris-setosa
+12,6.443143557626676,2.9476283690358365,4.311816836518317,1.334788897558044,Iris-versicolor
+13,5.64065740386978,3.0,4.162293793258617,1.252714397279476,Iris-versicolor
+14,6.20315350861548,2.1973725929365537,4.470894034969606,1.478362992800046,Iris-versicolor
+15,6.323399505525718,2.9184084065861686,5.596457858082759,1.823953594229411,Iris-virginica
+16,6.710698476610983,3.3171434517569875,5.759051140614833,2.4999995098573438,Iris-virginica
+17,6.179316278056197,2.217020117126002,4.449850551457577,1.4601436428150825,Iris-versicolor
+18,6.783206331369023,3.202547091039392,5.878119783960471,2.2842294033801385,Iris-virginica
+19,7.9,3.7549570516992072,6.403062248182947,2.0482703687980104,Iris-virginica
+20,6.298842898468721,2.5499343371447245,4.95536532776602,1.8560362592794364,Iris-virginica
+21,6.557931522649029,3.3446601796659072,5.5318073663371505,2.145891231915497,Iris-virginica
+22,6.701338575035974,3.2853417946944266,5.67552063228292,2.4999994680862745,Iris-virginica
+23,5.41829150944008,3.8945884854074673,1.2959316248202186,0.4042232478422822,Iris-setosa
+24,4.900737511714592,3.0,1.4014790409943632,0.19998158352309978,Iris-setosa
+25,6.507964679249058,2.9807224617038726,4.320315408356637,1.3579919987361775,Iris-versicolor
+26,5.38286838352263,3.390177547972366,1.4945898384594676,0.38262454350994224,Iris-setosa
+27,4.8143260613846595,3.4029400915736225,1.753317602861097,0.20016535130671406,Iris-setosa
+28,6.678108711189606,3.291587985278789,5.706865193362921,2.499999613192009,Iris-virginica
+29,7.71076448769272,2.8225454436176163,6.709629771354448,2.0081076772557136,Iris-virginica
+30,6.931680292481083,3.107276793690508,5.0990443914083325,2.295747364425873,Iris-virginica
+31,6.68092371381975,3.3080882450355924,5.740949415409171,2.5,Iris-virginica
+32,5.932067005324704,3.2112738815404445,4.7932951162488955,1.795801001171571,Iris-versicolor
+33,6.219004229903431,2.2081755345963447,4.503750818061671,1.5050958853784369,Iris-versicolor
+34,5.628149428053775,3.0,4.179903690225102,1.2472689018920229,Iris-versicolor
+35,5.520882664030255,2.6178370151140262,4.427813396522433,1.199999467624401,Iris-versicolor
+36,6.580269264327601,3.2798283552596046,5.288686278941433,2.1158895530884854,Iris-virginica
+37,5.014636466131199,2.0000004856488007,3.505117612757164,0.9850475683061162,Iris-versicolor
+38,4.805064387967932,3.400339354058225,1.9094892190391373,0.20207936164421053,Iris-setosa
+39,5.398010984952298,3.0,4.495375506669134,1.4943262549160263,Iris-versicolor
+40,4.821780456536392,3.3910729825531467,1.9762724456606513,0.20257258095268804,Iris-setosa
+41,6.368163495698757,2.946202452579921,5.5779146340863255,1.8029072116558504,Iris-virginica
+42,6.876938887137595,3.1658146462582217,5.916930405514402,2.2857703491555736,Iris-virginica
+43,4.635902992282791,3.2467371142475407,1.4075651460060803,0.19745088977795727,Iris-setosa
+44,6.499361947805879,3.0,5.4583730074225185,1.8103693307234519,Iris-virginica
+45,4.8043305974712505,3.396308840535335,1.8027835142884163,0.1991378882739389,Iris-setosa
+46,5.711183209746165,2.9793351040877045,4.186904448952795,1.1800785105305158,Iris-versicolor
+47,4.818619959174804,3.0,1.4065211881989352,0.27039171084282065,Iris-setosa
+48,4.630026158539387,3.237307874700982,1.4372715310495,0.20011733229348586,Iris-setosa
+49,6.6925955635448835,3.0934375232110756,4.70482897295214,1.5088933642658113,Iris-versicolor
+50,6.238577606973988,2.2263584109239027,4.509813691004329,1.4673871086145238,Iris-versicolor
+51,4.992399825808756,3.0,1.5764018619117102,0.19831576132761172,Iris-setosa
+52,5.130491383207377,3.7037716202854662,1.5215166353169138,0.42291528300663667,Iris-setosa
+53,4.601065062427049,3.610146265011998,1.0,0.20340757018349662,Iris-setosa
+54,5.486776916656806,2.411653016131502,3.7443653498808573,1.012462843550209,Iris-versicolor
+55,5.568922858485649,2.9168906233361254,3.6636559584869,1.3032444957792475,Iris-versicolor
+56,6.831384444345745,2.8086126099924718,4.787863369242725,1.4031043654184585,Iris-versicolor
+57,6.103242282317372,2.921389885234347,4.397937359316868,1.3846508363146461,Iris-versicolor
+58,4.595764232020927,3.64042775712533,1.0,0.19776531371229633,Iris-setosa
+59,5.002000325229071,3.6363670703808886,1.4086842056220426,0.19935562091749864,Iris-setosa
+60,6.808441691575065,2.809053896571597,4.806553001081722,1.3999258162110766,Iris-versicolor
+61,6.101756880271738,3.0,4.570689447501996,1.3878128925730442,Iris-versicolor
+62,5.224928852928588,3.4062912370213154,1.4089892623184037,0.19949621315040533,Iris-setosa
+63,7.715177367402829,2.6023786530254918,6.9,2.3016348119550316,Iris-virginica
+64,5.004163292911035,3.0,1.5755213653671944,0.20203586627014858,Iris-setosa
+65,4.802689136660123,3.0,1.4026997064333848,0.10000009966755717,Iris-setosa
+66,4.4000004611524535,3.2151556767931972,1.297564113634395,0.2024739302270637,Iris-setosa
+67,6.494582471774208,2.968372556218506,4.3501358173797575,1.3636377139457945,Iris-versicolor
+68,6.7987502373036115,3.161958629398062,5.900620931490501,2.3025497848450898,Iris-virginica
+69,5.116711256553228,3.7154994544498785,1.4843712862740197,0.3961137639226321,Iris-setosa
+70,6.659028063869017,2.5202710538041555,5.712845365028995,1.7988723230140726,Iris-virginica
+71,6.697215421704194,3.0,4.9909757527018925,1.7043200240651117,Iris-versicolor
+72,6.680973500650183,2.4920893423967474,5.854591057777768,1.779259736588386,Iris-virginica
+73,6.467065293955366,2.9428043621726365,4.336628180796692,1.3378318245631737,Iris-versicolor
+74,5.790852251326036,2.716647325031576,5.097904422805634,1.8966941284026964,Iris-virginica
+75,7.68136433749027,2.808782079355831,6.709329498380957,1.9950579135322362,Iris-virginica
+76,6.811153669505028,3.189742598635721,5.830972342943916,2.2927047658993915,Iris-virginica
+77,7.695166456852293,2.8058295113127842,6.691641076815878,2.0136139363838326,Iris-virginica
+78,5.354063884753086,3.3857912023997323,1.4737231545386191,0.29812386170098293,Iris-setosa
+79,5.903422873195961,3.0,5.091590192867214,1.7894761862572495,Iris-virginica
+80,6.026181434747439,2.202512907101971,4.106207966199566,1.0079371907775414,Iris-versicolor
+81,4.400000599916578,3.1897420956371967,1.2672043453031034,0.19755853867454018,Iris-setosa
+82,5.888049206973532,3.0,5.098078471937332,1.8017754472517824,Iris-virginica
+83,6.6992923351252,2.489908667318002,5.938126368816755,1.7991081023317967,Iris-virginica
+84,5.544069510594264,2.656350953433607,4.45508078956308,1.2507434795300745,Iris-versicolor
+85,5.620109939220048,2.9021739563406492,4.057617940336457,1.2905291102707648,Iris-versicolor
+86,4.6139166893566355,3.6537495955526462,1.0,0.19406629596719016,Iris-setosa
+87,6.461633208712467,3.1897518809808734,5.089457477243111,2.016936418132079,Iris-virginica
+88,6.7201703090491405,3.271548330335966,5.764709295072768,2.099603881531925,Iris-virginica
+89,4.981851871696513,3.0,1.6601557865918193,0.20014408162421005,Iris-setosa
+90,5.7477843150578565,2.641247898821051,3.996387191664797,1.025637626622095,Iris-versicolor
+91,5.7972540261725,2.722450501637273,4.169029870303956,1.0359799938153567,Iris-versicolor
+92,5.107119680572844,3.486428683205209,1.4051101007321718,0.1977316193945723,Iris-setosa
+93,4.807949622824964,3.403685742360428,1.6715892317629126,0.1958080966551392,Iris-setosa
+94,5.200917490925911,3.3982881527830395,1.4095135013468347,0.20457351904005097,Iris-setosa
+95,5.707411108241323,2.6653140341412973,4.199752164675593,1.1219680129468854,Iris-versicolor
+96,5.82280158921295,2.7324149647446543,4.162808130978384,0.9932319349038996,Iris-versicolor
+97,4.8196518353846605,3.0,1.3875496698974978,0.1,Iris-setosa
+98,5.708967513240497,3.0,4.200118207247186,1.1908591567299236,Iris-versicolor
+99,4.488052556655672,2.2689680179176666,1.2853841289509722,0.29097979199054685,Iris-setosa
+100,4.889396061166243,3.1030899543264585,1.4788392302438944,0.10000009957737976,Iris-setosa
+101,4.986895664839286,2.0,3.1932055885229804,0.9466645728547649,Iris-versicolor
+102,5.777006489909751,2.7902467475432413,5.0947128891443345,2.3886443337932253,Iris-virginica
+103,6.268253999595681,2.8945316694732206,5.591663714415887,1.8042644852813385,Iris-virginica
+104,6.482678937196989,3.0,5.780263015889824,2.206789341629666,Iris-virginica
+105,5.779258216537283,2.693150347984761,4.088262443301637,0.9576106159811426,Iris-versicolor
+106,5.668474689983269,3.0,4.1769464557382365,1.2003584196155646,Iris-versicolor
+107,5.819036915321874,2.7041647836965637,5.123724936735327,1.9127451893164216,Iris-virginica
+108,5.41358195984636,3.7756958123124504,1.5337989513643076,0.34606637478380337,Iris-setosa
+109,6.718669780899989,3.0,5.014088562618969,1.7120640774010318,Iris-versicolor
+110,4.4,3.224754293800586,1.2821460498051094,0.200702298166902,Iris-setosa
+111,5.79936658864975,2.6947693665983725,5.115745615302594,1.8904120481436748,Iris-virginica
+112,4.808150640364542,3.0,1.3799640387978847,0.1,Iris-setosa
+113,5.883953211337589,3.0,5.088323087950922,1.8030370198069234,Iris-virginica
+114,7.294804015590051,2.888941087178037,6.260162175990269,1.7968737868670326,Iris-virginica
+115,5.811371312875432,2.7091474624376652,5.100599054755684,1.899668324994146,Iris-virginica
+116,5.813370988693567,2.6939477291302363,4.184434241129398,1.0128267175009311,Iris-versicolor
+117,4.596637535286913,3.1780502743193444,1.4069005309006861,0.20070365830426232,Iris-setosa
+118,6.286174919291458,2.8921959696367643,5.601483264062071,1.807171901042839,Iris-virginica
+119,5.081419012233737,3.490979687009505,1.3988302151571466,0.19914980967797355,Iris-setosa
diff --git a/iris/tab_ddpm/7_4/18/test.csv b/iris/tab_ddpm/7_4/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/18/train.csv b/iris/tab_ddpm/7_4/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/18/val.csv b/iris/tab_ddpm/7_4/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/19/synth.csv b/iris/tab_ddpm/7_4/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5ae93f689daaf86563a9685f67ddfec94121142d
--- /dev/null
+++ b/iris/tab_ddpm/7_4/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.954483425951543,3.0,5.13953059777754,1.8016971850030388,Iris-virginica
+1,5.413891215051493,3.9118744238037975,1.2787677320929245,0.44547623193035624,Iris-setosa
+2,7.221089293700091,2.72341458273848,6.269480069527014,1.8193699093589661,Iris-virginica
+3,7.702980598224043,2.5816107733044595,6.9,2.2974129274360484,Iris-virginica
+4,6.499266444012757,3.0,5.785927368780235,2.2065038213226638,Iris-virginica
+5,6.456194296451708,3.0,5.500504287137033,1.8049657538831623,Iris-virginica
+6,4.910335828124205,3.0,1.4385992635049256,0.20382554187399746,Iris-setosa
+7,6.3109194116195475,2.912767320516186,5.5739998200716006,1.8085825356660603,Iris-virginica
+8,6.793157013184693,2.8070183576183503,4.843023514792525,1.4132821984280286,Iris-versicolor
+9,6.311594194969863,2.8987709257547554,5.621175609944041,1.799140311348624,Iris-virginica
+10,4.893257559468478,3.0722339982652747,1.5056104841119666,0.10000009635195113,Iris-setosa
+11,6.008085239230621,3.400427238937667,4.484931008595436,1.6034860130431479,Iris-versicolor
+12,4.824427233823728,3.0,1.388569128539432,0.10000011274108149,Iris-setosa
+13,6.7222237881070335,3.0,4.991250508470268,1.6830740396404356,Iris-versicolor
+14,7.724144215072965,2.8024018476166193,6.728803549104616,2.0190529706524702,Iris-virginica
+15,5.1404813531723335,3.5983108612375436,1.4252189191598212,0.2001730864151469,Iris-setosa
+16,6.119546609188532,3.0,4.605884637250989,1.4152153461434982,Iris-versicolor
+17,5.762055317839954,2.691502160762386,5.096738688798191,1.898812168472419,Iris-virginica
+18,6.427061981456915,2.911916574669641,4.323406544691402,1.3109973344644155,Iris-versicolor
+19,6.7046464582174385,3.2884085875515305,5.710148053126879,2.4999995879391705,Iris-virginica
+20,5.782485817289839,2.719008809057748,5.124017916869426,1.8947631771821398,Iris-virginica
+21,6.247641229881455,2.912435224740641,5.564069846272799,1.7969538702288879,Iris-virginica
+22,5.528867942058328,4.199999222060963,1.4089808844075729,0.19886897558368963,Iris-setosa
+23,4.912136979194332,3.0,1.4103380691060994,0.19698902820359215,Iris-setosa
+24,6.695319787946559,3.3098305165696833,5.73955100808454,2.499999474356109,Iris-virginica
+25,7.291367242517038,2.9073492080727816,6.236585348127707,1.8027542527122002,Iris-virginica
+26,6.698813867285327,3.312459672760986,5.68482369596057,2.5,Iris-virginica
+27,5.7055869224873454,2.999800369837258,4.214441093097954,1.2372778006479968,Iris-versicolor
+28,5.800341129813351,2.683783088833971,4.020021667123113,1.0075547950250583,Iris-versicolor
+29,6.690972573346625,3.3115540749243886,5.712772775298138,2.5,Iris-virginica
+30,5.406570333348941,3.0,4.4684677492700695,1.5251004686532046,Iris-versicolor
+31,7.674901326893615,2.6006418713189845,6.8999989380527476,2.285986323680871,Iris-virginica
+32,6.297258070218137,2.5315023073551024,4.980104699331055,1.8822653135994771,Iris-virginica
+33,4.602274091719197,3.6037962851489063,1.0,0.19879526334475717,Iris-setosa
+34,6.267058876277008,3.0,4.516424300849732,1.3929267060363895,Iris-versicolor
+35,5.511902353698734,2.430851713863139,3.728864882480787,1.021001317539008,Iris-versicolor
+36,6.833955659936821,3.0859841267170913,5.323094251062556,2.280291601646621,Iris-virginica
+37,5.044729593009361,3.5197829430296155,1.4017783854956172,0.20085604401015814,Iris-setosa
+38,6.466265869134487,3.0,5.537910671792578,1.8054050530998222,Iris-virginica
+39,5.4189701583136,3.8484742341718787,1.3554303520414137,0.3487160293363075,Iris-setosa
+40,5.7029506922074376,2.799453475001834,4.513193662552029,1.3078104144599667,Iris-versicolor
+41,6.1879653916909545,3.3946627971958647,5.433198921506089,2.2976470221389014,Iris-virginica
+42,5.173123105277358,3.702005847592069,1.4415512618054787,0.29235907143100637,Iris-setosa
+43,6.043109167828763,3.39517578835475,4.519874602989314,1.6122321224527185,Iris-versicolor
+44,5.655295312778337,3.0,4.524333742447093,1.5128649846971869,Iris-versicolor
+45,5.41102518376364,3.4119978012192806,1.7096301328236043,0.201340557665027,Iris-setosa
+46,5.1139184820930375,3.2979978741561964,1.812225341428632,0.43895571273459066,Iris-setosa
+47,5.221862241793479,3.4024358928305634,1.3996783330096965,0.1984984464675731,Iris-setosa
+48,4.608080813274533,3.2040061687515173,1.4073910103477192,0.20147496257242314,Iris-setosa
+49,5.740448276898778,2.88019826305689,4.137654663208043,1.2629517487004607,Iris-versicolor
+50,7.701431794372938,2.6102389173439953,6.899998618613486,2.345647986934899,Iris-virginica
+51,7.11034089903436,3.0,5.876409312185349,2.0956137282998637,Iris-virginica
+52,5.397125429025314,3.3889367854618326,1.5133471380042256,0.4445437063396183,Iris-setosa
+53,5.507990926752251,3.0,4.482393773697902,1.4898446051504122,Iris-versicolor
+54,6.818996020666924,2.7912077025211772,4.820715293880308,1.3988811289896999,Iris-versicolor
+55,6.710280613956625,2.502817976407459,5.804946284620064,1.7993645881282663,Iris-virginica
+56,4.4987263064095835,2.315662884303925,1.2898979573757006,0.33256856806553564,Iris-setosa
+57,6.013438489107839,3.0,4.572827878637956,1.382537585257205,Iris-versicolor
+58,5.532478673526742,2.6073245405970873,4.4086424102304616,1.2286577993646413,Iris-versicolor
+59,4.788129976633689,3.3845703250014214,1.9422530468445731,0.19730410587438113,Iris-setosa
+60,6.369171312901105,2.879399439441283,4.2978143363188135,1.284111614717799,Iris-versicolor
+61,7.9,3.8368457592469656,6.430803326597186,2.0277822184216316,Iris-virginica
+62,6.2726789417085245,3.3287424646593657,4.6877861598216874,1.6016434751440725,Iris-versicolor
+63,5.088714079091254,3.4881198217999394,1.391912976379356,0.19853052313817998,Iris-setosa
+64,7.113901086753068,3.0,5.9647437492063275,2.1019996384461668,Iris-virginica
+65,7.9,3.703927020451625,6.409934789383607,2.01644217585964,Iris-virginica
+66,4.897781454744925,2.3869007267733653,3.279878806183766,0.9407003976339843,Iris-versicolor
+67,5.136794443320814,3.437244575147054,1.400831246088826,0.2005198829206585,Iris-setosa
+68,6.680263029718808,3.0,4.988438179347833,1.7272145996862636,Iris-versicolor
+69,5.838806131581507,2.9185438032013034,4.4866726225934555,1.4503953674213732,Iris-versicolor
+70,6.906849287037222,3.105624015307498,5.083284356021559,2.30367091607769,Iris-virginica
+71,6.313007911054729,2.4543352054242265,5.007271435183623,1.9114425442640879,Iris-virginica
+72,5.486078994878074,4.2,1.4060222963439617,0.19789582369357722,Iris-setosa
+73,7.636593376262811,3.0,6.6326634963415545,2.0976100364735295,Iris-virginica
+74,7.705085645161618,2.8058363176449173,6.67992330231285,1.9936969634728012,Iris-virginica
+75,5.497341731563187,2.5446146849627844,4.241840667439516,1.1430467961998985,Iris-versicolor
+76,5.6775674159395395,3.0,4.209743327329682,1.2474615267889138,Iris-versicolor
+77,7.304956475916017,2.898002835434666,6.270285698248979,1.795390678614452,Iris-virginica
+78,5.586605247519598,3.0,4.089996031493532,1.296353796960945,Iris-versicolor
+79,5.709161949724829,2.88950275312464,4.219428904515241,1.292848460545411,Iris-versicolor
+80,6.201821560411571,2.1950817783057373,4.489403711721771,1.4966009822947226,Iris-versicolor
+81,6.2851048465016675,3.3128158522519646,4.691408070457805,1.6115738238083464,Iris-versicolor
+82,5.001727088092836,3.0,1.7139402870497218,0.20117705882406933,Iris-setosa
+83,5.360195061328469,2.394712657951831,3.579756170507147,0.9154309168656762,Iris-versicolor
+84,5.007184622990802,2.0,3.6050203075716447,0.9375110192563056,Iris-versicolor
+85,4.605700894089123,3.5843216113527947,1.0000004414176404,0.20287086411767175,Iris-setosa
+86,5.098019058781699,3.3340173394010124,1.742260564354317,0.4827108109642556,Iris-setosa
+87,5.499143813851872,3.0,4.517056303477643,1.4974961248843368,Iris-versicolor
+88,6.057850949618816,3.0,4.566993252081841,1.4605603539883865,Iris-versicolor
+89,5.6948073124281775,2.552306039704424,3.9712399429776815,1.0534553246338316,Iris-versicolor
+90,6.7092259253541515,3.3094571481998973,5.731662195442614,2.5,Iris-virginica
+91,4.998018727907829,3.4103575017171557,1.590945203950316,0.44562580986037253,Iris-setosa
+92,5.531615124555062,3.0,4.520038205560098,1.481016406260231,Iris-versicolor
+93,5.599079562551277,2.6124501115567793,4.3955436078642,1.208321292116618,Iris-versicolor
+94,6.8293207429082745,3.2109659466190283,5.804792207632688,2.306996169576847,Iris-virginica
+95,6.69047867058628,3.1028694435106075,4.668314830864953,1.4847078134516658,Iris-versicolor
+96,5.777002289593663,2.715267065501127,5.110707817445192,1.8935975619181233,Iris-virginica
+97,4.588610165168202,3.583492743843157,1.0,0.20235074852950935,Iris-setosa
+98,5.98244890875392,2.209984145309524,3.977942236716827,1.0082714226885778,Iris-versicolor
+99,4.870523800442122,3.050352108641492,1.4821094535497765,0.10000009028434581,Iris-setosa
+100,5.079537485300329,3.534860681076739,1.3954738228749646,0.1998033572798824,Iris-setosa
+101,6.183151296207406,2.195001321281447,4.508899205624142,1.5116579094685476,Iris-versicolor
+102,5.3077324841002484,3.7466296979116223,1.5160105518557656,0.2024093371474537,Iris-setosa
+103,5.548410233658066,2.4474447859892714,3.7726955640714666,1.0101840411745464,Iris-versicolor
+104,5.549371846547363,4.2,1.4009200232084096,0.20513789194718177,Iris-setosa
+105,5.975691756766368,3.4080647559515707,4.442864041894471,1.601343347219232,Iris-versicolor
+106,5.086662441365293,3.688031358564463,1.5001943203969814,0.390383437289897,Iris-setosa
+107,7.607155117432666,3.0,6.615973132130281,2.0871461027783993,Iris-virginica
+108,6.563910552892648,2.944023789245844,5.722255167235907,1.801457428717363,Iris-virginica
+109,6.193691913415977,2.210995917206586,4.472629622244972,1.461776815895958,Iris-versicolor
+110,4.9213213019412345,3.106437547558266,1.491051240383627,0.1000000988143087,Iris-setosa
+111,5.370318187902387,3.3961665411696744,1.6345011837937022,0.20019188252266001,Iris-setosa
+112,7.159540642976124,3.0,6.0054202170227855,2.1002898892834736,Iris-virginica
+113,6.301416254965168,2.2881243254994295,4.383934442544413,1.3069028693705338,Iris-versicolor
+114,5.047357661213205,3.575243320071694,1.404968092344703,0.20002551804536609,Iris-setosa
+115,7.9,3.7778967608765726,6.404422371873136,1.996079306418826,Iris-virginica
+116,5.962074561095169,2.9003577645932794,4.496787700471663,1.501355737685039,Iris-versicolor
+117,7.678099233331941,2.799644080974122,6.678429209972282,1.9801019107791165,Iris-virginica
+118,4.605391026192365,3.202699752296519,1.398527264151649,0.19938809226598356,Iris-setosa
+119,4.501627091420567,2.3282666779343635,1.295237203951999,0.2960011328228186,Iris-setosa
diff --git a/iris/tab_ddpm/7_4/19/test.csv b/iris/tab_ddpm/7_4/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/19/train.csv b/iris/tab_ddpm/7_4/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/19/val.csv b/iris/tab_ddpm/7_4/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/2/synth.csv b/iris/tab_ddpm/7_4/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..de93e9833dadd770761f5c4f252c61b281a67643
--- /dev/null
+++ b/iris/tab_ddpm/7_4/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3019003447111865,2.7108777199801173,4.887387014506742,1.8071320352218865,Iris-virginica
+1,4.5977765651747795,3.642946277238274,1.0,0.2037827761596419,Iris-setosa
+2,6.534691947791916,3.0,5.512723675513192,1.8082794735739303,Iris-virginica
+3,6.866844183480509,2.79593245517157,4.794154601718857,1.3913780298176703,Iris-versicolor
+4,6.201466896100726,3.3948324608398712,5.448265534823062,2.287631055588995,Iris-virginica
+5,5.014875448456548,2.0000006007525806,3.5496092632189216,1.0042065033218979,Iris-versicolor
+6,4.989340722298931,3.0,1.5674434956740793,0.19873354888515754,Iris-setosa
+7,4.789237845861502,3.3735167956341194,1.56212259501058,0.19927956225118504,Iris-setosa
+8,5.4970804666662,3.0,4.4782207688425135,1.4819856982193926,Iris-versicolor
+9,5.6305212242135605,3.0,4.525822162827973,1.5390624147746985,Iris-versicolor
+10,5.5536533542229005,4.199998966894823,1.4075023756190135,0.2044456308808742,Iris-setosa
+11,5.821723408302616,2.723426864098792,4.1856493910322286,0.9747868494010055,Iris-versicolor
+12,5.670613809402498,3.0,4.092455204992412,1.2716096636560155,Iris-versicolor
+13,6.348148709814344,2.9290594391656426,5.5523190684972406,1.799605811142162,Iris-virginica
+14,5.7933192626542365,2.6952230320779407,5.094373195376473,1.905412585662546,Iris-virginica
+15,5.706133548846762,2.890772293277342,4.204754583992138,1.3007769068189483,Iris-versicolor
+16,6.295555958108826,2.6874965177004033,4.916372854418379,1.8059439969235485,Iris-virginica
+17,5.284076793479964,3.6517323133817134,1.4857788356427397,0.20023554098016197,Iris-setosa
+18,7.721865009507224,2.600714476945969,6.9,2.2987227620740445,Iris-virginica
+19,5.043415480586672,3.358283007605685,1.7200163522559275,0.4711408530467292,Iris-setosa
+20,7.7338122029048995,2.59512565636289,6.9,2.3015782744062614,Iris-virginica
+21,5.796976605677975,2.708561003720713,5.094996922619961,1.909088933244748,Iris-virginica
+22,5.814964872006047,2.6941135890688925,5.094496790480606,1.9114333453198527,Iris-virginica
+23,6.205217952069201,3.388038008065975,5.396324857692376,2.3036942082900245,Iris-virginica
+24,5.593004125076332,2.552305019664051,3.9383630939396266,1.1191737446886172,Iris-versicolor
+25,4.9822153216174865,3.431635678545708,1.6217443513432137,0.31101885250689576,Iris-setosa
+26,7.703265634469945,2.7971597945032656,6.6990700726322165,2.0216282360914652,Iris-virginica
+27,4.809748811973221,3.395175964398017,2.0552201855057337,0.20162334207836938,Iris-setosa
+28,5.073991569826274,3.6386736682670353,1.4983163132843274,0.37216868656388746,Iris-setosa
+29,5.493027528719621,3.0,4.511409659446381,1.4988720700344473,Iris-versicolor
+30,4.400000447450517,3.2209698459908873,1.295907926367713,0.18852473448432033,Iris-setosa
+31,4.600613804073149,3.2072367237921053,1.3861753707945113,0.2005328189820308,Iris-setosa
+32,5.990663888567624,2.208994253512442,4.028689558513438,0.9825512678927821,Iris-versicolor
+33,4.892283438985984,2.429452952901014,3.354557438072394,1.0077318088519749,Iris-versicolor
+34,7.711049295046526,2.5755439668088784,6.9,2.290314014845351,Iris-virginica
+35,5.669517572573502,3.0,4.038815284915367,1.2937934020354969,Iris-versicolor
+36,4.902689028744262,2.4005637690559816,3.3153165195246554,0.9911324757268962,Iris-versicolor
+37,7.9,3.8001880049034518,6.396892719538028,2.0100589376576368,Iris-virginica
+38,6.704842623694328,3.108664772991971,4.699569444361065,1.482502220269587,Iris-versicolor
+39,4.603406183070401,3.595873221977032,1.0,0.19549512915007972,Iris-setosa
+40,5.522046042433733,3.0,4.49450744871222,1.490872501607517,Iris-versicolor
+41,5.503631432076709,4.2,1.4069899299062052,0.19499034719387404,Iris-setosa
+42,7.566970393036297,3.0,6.5619463467606876,2.084702379413863,Iris-virginica
+43,5.003057374536039,2.0000005576191477,3.5210273871076527,0.9337736243928636,Iris-versicolor
+44,5.660308741648718,2.8832199153699416,3.875040042369889,1.2998222427646304,Iris-versicolor
+45,4.908891991763606,2.4186690363713415,3.439410811278257,1.0211100987428783,Iris-versicolor
+46,5.99384778448504,2.8591953281619107,4.524918503115826,1.4735921094823567,Iris-versicolor
+47,6.225117744663195,3.312487016485252,4.684864646770988,1.672918623234954,Iris-versicolor
+48,6.213198257920974,3.39960243335578,5.434889610725893,2.2963650290983915,Iris-virginica
+49,4.7954922068863555,3.0,1.4015513835826128,0.298443551367482,Iris-setosa
+50,5.755509133146745,2.8307054356064913,4.365948725307019,1.319521609011166,Iris-versicolor
+51,5.3964191180831556,3.9104437077528793,1.290885799030459,0.3392027690625825,Iris-setosa
+52,4.788226491319399,3.405257934645174,1.7114733440219303,0.2015738663940762,Iris-setosa
+53,5.787971870731575,2.8326252103391867,4.519059284711368,1.3468039741232836,Iris-versicolor
+54,5.0095412333969795,3.0,1.5729427623372463,0.19704366725214972,Iris-setosa
+55,6.504482424784727,3.0,5.8271499489041325,2.2076365711600507,Iris-virginica
+56,5.432237678200592,3.396269349569899,1.7214995076887654,0.19733037353530145,Iris-setosa
+57,5.795690923523154,2.735761242592381,4.171517937398025,1.0612646939355495,Iris-versicolor
+58,5.5929535117319364,2.942471826083148,3.784705009079248,1.299913155915468,Iris-versicolor
+59,6.8131211294292084,3.221774645505703,5.910231247793145,2.307755999993741,Iris-virginica
+60,6.577427046868122,3.0,5.842886104761233,2.1797476173031645,Iris-virginica
+61,5.672084038618317,3.0,4.521319262575326,1.5117680631581774,Iris-versicolor
+62,6.338549317373195,3.283869448135626,4.724302680200302,1.5880287592692328,Iris-versicolor
+63,6.703679636064787,3.0,4.999859086541472,1.6967286847308904,Iris-versicolor
+64,5.171298945642796,3.5419020006569095,1.4382580716383502,0.20487458413025497,Iris-setosa
+65,4.4,3.2284118355625124,1.2985465652060015,0.19829784790458221,Iris-setosa
+66,5.498432353711681,3.0,4.495336296277591,1.4841592911089518,Iris-versicolor
+67,5.612792227669872,2.982076637040286,4.478677013656412,1.4593883905655047,Iris-versicolor
+68,5.910969264838949,3.2017072706390795,4.818856517260231,1.7825331151525563,Iris-versicolor
+69,6.799860301687064,3.1862002288894984,5.72346958050489,2.311804988469241,Iris-virginica
+70,5.196097294170167,3.393689039309542,1.402487666370362,0.1991505134081698,Iris-setosa
+71,5.992754487853848,3.3903915709008325,4.4841584253635265,1.6080227014786062,Iris-versicolor
+72,5.812962159098817,2.797372712019687,5.116919225889394,2.3971935446363934,Iris-virginica
+73,4.997630638111396,2.0,3.4594314460727107,1.0171304526859142,Iris-versicolor
+74,6.839669598537165,3.1752592141472094,5.670263005202511,2.2903407460386553,Iris-virginica
+75,5.783007986651006,2.6821351058180634,5.125936738020851,1.8952081707640993,Iris-virginica
+76,5.459822795710505,2.5754585846413907,4.353067633709835,1.1699461319809494,Iris-versicolor
+77,5.627837901247759,2.8821219391910233,3.6598059003521946,1.3040693035825652,Iris-versicolor
+78,4.817961007282844,3.0,1.3813369244562685,0.2790910988019131,Iris-setosa
+79,5.807987956291708,2.712403843445439,5.098636579557861,1.8898178408194903,Iris-virginica
+80,4.997468355028463,2.0000006435286757,3.47775370203881,0.990679539401595,Iris-versicolor
+81,6.687113936476402,3.0,4.995148477229486,1.6983809376712977,Iris-versicolor
+82,4.789423027877209,3.0,1.3999753194068472,0.31169001919853606,Iris-setosa
+83,4.996899390524232,2.0,3.491046617763262,1.0196404222048598,Iris-versicolor
+84,4.603508610475105,3.199675747666168,1.3826131933120063,0.20175743507474725,Iris-setosa
+85,6.491639588349088,3.1698631565343067,5.1031570622507685,2.001736093674394,Iris-virginica
+86,5.507859116081584,3.0,4.359286311332409,1.391072580457626,Iris-versicolor
+87,5.6455329563440975,2.905536975173541,3.841618020949471,1.3074493594531713,Iris-versicolor
+88,6.852489794744351,2.797281395833435,4.7913784272485245,1.3934150987832956,Iris-versicolor
+89,6.698173562713196,3.275692848182402,5.6520891804936735,2.101668638874212,Iris-virginica
+90,5.589513812463187,2.5382659009135886,3.881950319058782,1.099271025744323,Iris-versicolor
+91,4.910849733325928,2.3969547206233974,3.442578682668299,0.9999133223591046,Iris-versicolor
+92,5.209763319151507,3.392554103802313,1.392359646353705,0.2016929162228117,Iris-setosa
+93,5.629883827148357,2.744131392581177,4.479437135979171,1.2590601673370923,Iris-versicolor
+94,6.166965274274618,2.814065212258928,4.680779935871948,1.2252023715027427,Iris-versicolor
+95,6.703370120961424,3.0,4.975466352899514,1.685907062016897,Iris-versicolor
+96,6.672932515203125,3.0,4.961947301065769,1.6924115572687262,Iris-versicolor
+97,6.280243991419215,2.5085218509552853,5.019843221122265,1.8883937614257207,Iris-virginica
+98,4.597436165872379,3.608215185010243,1.0000003620389262,0.19123983869433314,Iris-setosa
+99,5.608142670120977,2.4664672830080643,3.911278575880979,1.0789024884399288,Iris-versicolor
+100,5.819577802228698,2.896903555055733,4.414681004482846,1.3733000256772603,Iris-versicolor
+101,5.6021890984924285,2.512374607954744,4.017731947574251,1.1091202971850826,Iris-versicolor
+102,5.455895608376556,3.0,4.488835975919111,1.4974858518901704,Iris-versicolor
+103,6.688376171800776,3.07398781163697,4.6329317219452895,1.4704151918744761,Iris-versicolor
+104,6.16298574806309,2.843441266385271,4.434015147037003,1.2469260606607797,Iris-versicolor
+105,5.788356240551148,2.818124591906653,5.102155971376435,2.3990187681452326,Iris-virginica
+106,4.400000448818845,3.234175902050135,1.2982354477073994,0.19569598596934135,Iris-setosa
+107,5.080712813932977,3.695905372712879,1.490176038017527,0.37469470146337586,Iris-setosa
+108,5.696902090629947,2.576106037323324,3.9343489525180835,1.1031944089747001,Iris-versicolor
+109,5.4022626847696245,3.4029863544565395,1.5051840648251371,0.45018405121275196,Iris-setosa
+110,5.703297167101726,3.8110129130796597,1.6463443532196649,0.31844529358984075,Iris-setosa
+111,6.712205247800654,3.312359813838556,5.7474536281666735,2.5,Iris-virginica
+112,6.026824104361328,2.912312046137228,4.517073636866445,1.4995754836490554,Iris-versicolor
+113,4.8001774406595725,3.397411452916015,1.9032026985008772,0.2018990611577346,Iris-setosa
+114,4.78628986658908,3.0,1.4004043555938714,0.3336308651676271,Iris-setosa
+115,4.4,3.1772202411849992,1.2954797096788837,0.19925954103597082,Iris-setosa
+116,5.208091332485266,3.4058713544326595,1.4029669927194592,0.20238344576051967,Iris-setosa
+117,6.704733038862305,2.5120113116914737,5.772403626949739,1.789086682568542,Iris-virginica
+118,6.280273611295318,2.899340595326634,5.586797875145032,1.8031101578773991,Iris-virginica
+119,5.225712332220958,3.5682130437284796,1.4529646947752106,0.20182531018386737,Iris-setosa
diff --git a/iris/tab_ddpm/7_4/2/test.csv b/iris/tab_ddpm/7_4/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/2/train.csv b/iris/tab_ddpm/7_4/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/2/val.csv b/iris/tab_ddpm/7_4/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/20/synth.csv b/iris/tab_ddpm/7_4/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..af512709fa0a54e34d97311dc9f83966fb53e59f
--- /dev/null
+++ b/iris/tab_ddpm/7_4/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.92662427298376,3.194423595135968,4.793854953014076,1.813148383050216,Iris-versicolor
+1,5.475574556537574,3.0,4.492588599147113,1.4954745582620943,Iris-versicolor
+2,6.527461774763497,3.231771206002101,5.322710383484596,2.01457319344104,Iris-virginica
+3,6.504859165699578,3.0,5.798956341520656,2.1941425984756626,Iris-virginica
+4,5.708776839712031,2.7988660043491747,4.501457879669435,1.2964043097731295,Iris-versicolor
+5,7.715010452481091,2.6196574333055866,6.9,2.3093365901965077,Iris-virginica
+6,5.658531227670543,3.0,4.1358005622087575,1.2615312447988893,Iris-versicolor
+7,6.690601510944359,3.3137644001952324,5.704047630965948,2.5,Iris-virginica
+8,5.684109539310005,3.0,4.19291210633681,1.2405488989666054,Iris-versicolor
+9,5.10950475980458,3.3063066532455827,1.7020479928390553,0.5092652087635902,Iris-setosa
+10,6.5193158521588455,3.2015727677582575,5.113980202644764,2.014742333636233,Iris-virginica
+11,6.509186370813236,3.2121001514578853,5.1531662917702965,1.9843377934102697,Iris-virginica
+12,4.990750067621192,2.000000503255802,3.493759935876652,1.0312117393329088,Iris-versicolor
+13,5.579447449413778,3.0,4.482362330110296,1.5084738130414086,Iris-versicolor
+14,5.898530353816423,3.0,5.131279895019213,1.799149153950695,Iris-virginica
+15,4.500252825901546,2.311856284279478,1.2882741250046459,0.3288369033482606,Iris-setosa
+16,6.315574844319806,2.5007961378229755,4.9852486019070295,1.8943960345925248,Iris-virginica
+17,5.867743909184103,3.2114971001063792,4.79630431157677,1.798997631244335,Iris-versicolor
+18,7.086137885179858,3.0,5.915851367029481,2.0991399182418897,Iris-virginica
+19,6.198497482284947,3.3861697039834233,5.425962935847856,2.3018111591084387,Iris-virginica
+20,5.696443547575856,2.8739394017899467,4.1036050965546735,1.2908293666775124,Iris-versicolor
+21,5.3800681525913046,3.9066032863292097,1.303134710203493,0.43967826697739726,Iris-setosa
+22,6.021043643181747,2.2046690629891152,3.995699604278855,0.9989115351698432,Iris-versicolor
+23,4.895737918934311,3.063077193953586,1.4729605934980121,0.10000009260521464,Iris-setosa
+24,4.898567984492789,2.441533501487249,3.4037002548282693,0.982179027515216,Iris-versicolor
+25,6.076562265469108,2.804347542013016,4.693862046580221,1.209165402119909,Iris-versicolor
+26,6.494208679381788,3.0,5.776659813050473,2.2237098452624613,Iris-virginica
+27,4.770333994335325,3.3936752289839265,1.5765315179418464,0.1994819657794482,Iris-setosa
+28,5.200375772340154,3.404000928835436,1.4046273704900782,0.2027453013898176,Iris-setosa
+29,6.005231440608027,3.0,5.134421491054656,1.8120526134518433,Iris-virginica
+30,6.264721436600279,3.2729365242398476,4.695423865206259,1.6152760361434872,Iris-versicolor
+31,6.309670037543718,2.7264344956575415,4.9101394172833785,1.8029104713086228,Iris-virginica
+32,6.192183716478031,2.189474345148306,4.510200633558653,1.503247754749604,Iris-versicolor
+33,6.362713358853794,3.3623898198853333,5.337301248878815,2.184300083021531,Iris-virginica
+34,7.611816559561885,3.0,6.602914360458667,2.096146814814154,Iris-virginica
+35,5.2317209131099025,3.6707540419288684,1.480128573141666,0.2031402484297563,Iris-setosa
+36,5.077485678205359,3.552069227991169,1.3955491065604848,0.20003258560965723,Iris-setosa
+37,7.684401262473812,2.598926694399398,6.89999872602964,2.3064286390562234,Iris-virginica
+38,6.051369210693718,3.0,5.080254069049717,1.779927469241349,Iris-virginica
+39,6.22610642872352,3.3925205889030288,5.379894247378465,2.3073328107036577,Iris-virginica
+40,6.694311016940771,3.2999522056085793,5.7616018322408635,2.4999996259238486,Iris-virginica
+41,5.551883019623849,2.4391121500938584,3.7813625009355007,1.032750263669639,Iris-versicolor
+42,6.054935395950659,3.0,4.5826092160317,1.3906857080327961,Iris-versicolor
+43,6.026282655957713,3.3573373145322156,4.517967803543801,1.559874075919062,Iris-versicolor
+44,6.680785532343852,2.778626902578387,4.696305678631186,1.3755963058629121,Iris-versicolor
+45,6.006980274703814,3.366060401150947,4.6349650642588305,1.6864712705601592,Iris-versicolor
+46,4.977024984870877,3.626275318929937,1.4032072614045938,0.20153577824739785,Iris-setosa
+47,5.813191520846641,2.69893534954859,5.093903138180576,1.8993713745638978,Iris-virginica
+48,4.586379458201054,3.2259495555172046,1.4026986442967346,0.1976238730416774,Iris-setosa
+49,5.116837324030655,3.3126882110135316,1.6877489058808428,0.4945479023302257,Iris-setosa
+50,5.911116120190934,3.0,5.137236219123316,1.8022721946043314,Iris-virginica
+51,7.696967422652532,2.5983448463586583,6.9,2.3020927226317993,Iris-virginica
+52,6.219723728180671,3.3945323717000253,5.425334566078864,2.3072386653277643,Iris-virginica
+53,5.899812363340743,3.199573031482737,4.782755743284112,1.7936473305805312,Iris-versicolor
+54,5.784052767258411,2.706600210920009,5.100129392319926,1.9020806180634362,Iris-virginica
+55,4.7819291257519625,3.3964032183245707,1.7407136024788326,0.1961565872085969,Iris-setosa
+56,5.808026201441863,2.7043774154886218,5.10734424362634,1.9105717667185584,Iris-virginica
+57,5.4416418776260285,3.3930922900682754,1.6926803914918982,0.20168105388053326,Iris-setosa
+58,6.743614208012788,3.2824273523899676,5.680826995312429,2.4999992372732,Iris-virginica
+59,6.779069103420112,3.224596346349586,5.852711230743202,2.2557813709059893,Iris-virginica
+60,6.607401079200964,3.0,4.431583355350589,1.4080229240597104,Iris-versicolor
+61,6.692370728821761,3.2970310477242606,5.7289935996910675,2.5,Iris-virginica
+62,5.09316238522672,3.3073688371083074,1.5847116422278373,0.4819098478199786,Iris-setosa
+63,6.6937445489709315,3.0,5.000125205926752,1.7033318033362401,Iris-versicolor
+64,6.415169810670345,2.9857712958842733,5.515829111291324,1.8020124987685586,Iris-virginica
+65,6.291117780409321,2.9006051930211014,5.579590678210076,1.798198614236382,Iris-virginica
+66,7.460065939207236,3.0,6.421353233505548,2.0892641807132817,Iris-virginica
+67,6.993761773852725,3.0,5.789216366048505,2.1315315562890547,Iris-virginica
+68,4.6037746740796655,3.1810603316067154,1.400783078370914,0.2009106306590556,Iris-setosa
+69,5.490135759060862,2.4002786251359964,3.7143134561464577,1.0244980493784366,Iris-versicolor
+70,7.70260182677198,2.5495955913175683,6.9,2.3021778221307767,Iris-virginica
+71,5.703357020777487,3.0,4.189431762263376,1.2078237248254466,Iris-versicolor
+72,4.890460982648898,3.0771610471112507,1.4695460209128854,0.1,Iris-setosa
+73,6.114186855852985,3.0,4.592431133259907,1.370589795043583,Iris-versicolor
+74,5.010726211343932,3.0,1.5704657778881177,0.1983433407600242,Iris-setosa
+75,6.253408064220869,2.9087475229928246,5.6202851456752585,1.811195735709023,Iris-virginica
+76,7.6647589161510945,2.913304067754667,6.67150310451792,2.0455764876467923,Iris-virginica
+77,4.7863650148790855,3.0,1.3604144559522249,0.1,Iris-setosa
+78,5.492774245949252,3.0,4.473322577762176,1.5047039330263443,Iris-versicolor
+79,6.900983295005283,3.1187915923175025,5.08967045679898,2.3121268410666076,Iris-virginica
+80,6.69593055846595,3.0886642100010104,4.678926638542824,1.4790038092359994,Iris-versicolor
+81,5.992872607692333,3.3975496966868293,4.470564344790216,1.5957019809663733,Iris-versicolor
+82,6.303316084354091,2.5130548542591042,4.992308088363892,1.9191877948024383,Iris-virginica
+83,5.682212474562672,3.7794530686943224,1.5716295674332537,0.29821629110781184,Iris-setosa
+84,5.010383130744983,2.0,3.584989450499287,1.0017090552480026,Iris-versicolor
+85,7.683722321032167,2.788805130183029,6.689422920995886,1.987024591328413,Iris-virginica
+86,5.496399101740475,4.2,1.3986925138899338,0.20096128454752726,Iris-setosa
+87,5.6136252266561035,3.0,4.079711529570083,1.286256673654629,Iris-versicolor
+88,4.8894860495194425,2.4166534776209314,3.429367820106555,0.979300418493589,Iris-versicolor
+89,5.768374365187683,2.7260291638580734,4.066548275249824,1.0391732529771807,Iris-versicolor
+90,4.593179897978387,3.618487127995453,1.000000369187995,0.20269085459293068,Iris-setosa
+91,5.440992845816222,3.412225167572375,1.7934980300621355,0.19337491717148278,Iris-setosa
+92,6.67693576619436,3.2732239066829383,5.7325117260460505,2.499999615031726,Iris-virginica
+93,7.137933300294363,2.924796009911011,6.135156968661347,1.8010937027222278,Iris-virginica
+94,7.002595165740842,3.0915386554757713,5.098923511072693,2.2967395820723993,Iris-virginica
+95,6.747018183766543,3.1798883671634366,5.222118392771621,2.1926720522052907,Iris-virginica
+96,4.843278137254129,3.395941010297209,1.5562080735333486,0.2009540675866756,Iris-setosa
+97,5.002081279579252,2.000000625945237,3.532403126349813,1.0106130459326637,Iris-versicolor
+98,5.79873844130993,2.7227635391264062,4.108915121914006,1.0249403425988377,Iris-versicolor
+99,5.908105097294448,3.163070373663584,4.780985062321488,1.78293220109045,Iris-versicolor
+100,5.607858666372335,3.0,4.0983352147440915,1.2950135376243446,Iris-versicolor
+101,5.012434916029282,3.3902486948151327,1.600333628897969,0.42759185382265075,Iris-setosa
+102,5.802549998023836,2.7945270543512217,5.09320351212993,2.3996953391208504,Iris-virginica
+103,6.338353969089316,2.8955736276315434,5.566840940414136,1.8110073882059492,Iris-virginica
+104,4.812982399773002,3.0,1.404575033339888,0.2891284051781859,Iris-setosa
+105,6.7107683621681105,2.458065524336919,5.824533529582633,1.801778910247941,Iris-virginica
+106,4.98919996610389,2.000000483866614,3.5221021564434083,1.0100381670399758,Iris-versicolor
+107,7.524285571213986,2.817529016601874,6.517922758038316,1.9266945335156938,Iris-virginica
+108,5.893580686576353,3.0,5.1064142333857045,1.8020912687973591,Iris-virginica
+109,5.093766050908485,2.3536442148032726,3.3792333117961117,0.8544433750310592,Iris-versicolor
+110,5.930850920352147,3.208032077694459,4.8064164046547955,1.8039487935211302,Iris-versicolor
+111,5.6760259511203435,2.5703723203338456,4.0657780981588285,1.1138614942725553,Iris-versicolor
+112,5.521819486584335,2.639023296947633,4.435453067254395,1.215684847529209,Iris-versicolor
+113,5.620297027659818,2.8969517391773127,3.8908392826631872,1.2870422068199008,Iris-versicolor
+114,5.844997643072739,2.903404747732187,4.385304396010503,1.3945910358782072,Iris-versicolor
+115,5.96657237927279,3.4094710940188038,4.509168422766985,1.5749782779201658,Iris-versicolor
+116,5.670872471206751,2.3229235309895566,3.768481168635179,0.969318804448253,Iris-versicolor
+117,5.132024091408774,3.685951730613097,1.512029367544165,0.40323183526173534,Iris-setosa
+118,5.935008641310923,2.8266896268715263,4.592468117494818,1.29838016116686,Iris-versicolor
+119,5.6855023121724635,3.0,4.1902439657596355,1.227044036985654,Iris-versicolor
diff --git a/iris/tab_ddpm/7_4/20/test.csv b/iris/tab_ddpm/7_4/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/20/train.csv b/iris/tab_ddpm/7_4/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/20/val.csv b/iris/tab_ddpm/7_4/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/21/synth.csv b/iris/tab_ddpm/7_4/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..417f732103068622122681c1ecda3250ed1517af
--- /dev/null
+++ b/iris/tab_ddpm/7_4/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.363915343351575,2.9536482945571403,5.472913632118094,1.817183261432446,Iris-virginica
+1,5.4642411559724335,3.398517359245368,1.4861435007444792,0.37281923007602386,Iris-setosa
+2,6.705821784047521,3.0,4.986900026452825,1.6954345421675683,Iris-versicolor
+3,4.4,3.198512350978419,1.2952621319760222,0.2001670573744994,Iris-setosa
+4,7.702837572225914,2.7859127970214717,6.725709011325974,2.0319318513911493,Iris-virginica
+5,7.316453449190386,2.908606433180489,6.324213731096018,1.8105804403182022,Iris-virginica
+6,4.789041971192651,3.357063217432686,1.566177606351632,0.19695568863398027,Iris-setosa
+7,4.9852868120927045,2.0,3.507806505352072,1.0170757105391,Iris-versicolor
+8,5.307045851306811,3.4124633400636917,1.4579207474196982,0.2010100106429449,Iris-setosa
+9,5.091930172491792,3.3261629443581384,1.7980125362999417,0.48304418702500096,Iris-setosa
+10,6.024658123256483,2.848505580165422,4.6399461401656446,1.2734602515857443,Iris-versicolor
+11,6.102225896509165,3.0,4.580643422398112,1.3844910226430511,Iris-versicolor
+12,6.703045653328829,3.3073383167962667,5.683201492206499,2.1541639070600986,Iris-virginica
+13,5.90151669580994,3.0,5.140660049356678,1.7884779679309395,Iris-virginica
+14,6.438685049383266,2.9105949780788793,4.297389041782722,1.312780829550516,Iris-versicolor
+15,6.518676418116337,3.0,5.527692253013756,1.8043793098416727,Iris-virginica
+16,5.42288057944244,3.401938211389568,1.6148289515735772,0.19994115051879624,Iris-setosa
+17,4.8959640005840415,2.3993340875838642,3.33456386312887,0.9465259595954898,Iris-versicolor
+18,5.169473883625719,3.3920137238647374,1.3861944790526666,0.19910383159292935,Iris-setosa
+19,7.588125702088919,3.0,6.593430985647023,2.0922880691426813,Iris-virginica
+20,4.891628476289877,3.0905267377235317,1.5023194438373908,0.10000010798903343,Iris-setosa
+21,6.307320229162161,3.295771800379569,5.273176901483717,2.153780125019681,Iris-virginica
+22,5.9714146642578445,2.907313637972434,4.5151348037600325,1.511883684182426,Iris-versicolor
+23,4.790453331380192,3.0,1.3876372580861245,0.29696974961500594,Iris-setosa
+24,5.5158648618380335,4.2,1.4040241990514473,0.19847474575953145,Iris-setosa
+25,5.100307300306176,3.6726566679873316,1.5174577280131565,0.4518241884502012,Iris-setosa
+26,4.900503410469909,3.106106821802808,1.4874010458212878,0.1,Iris-setosa
+27,5.797433512769924,2.6978052150978895,5.096633857775201,1.8755738037628613,Iris-virginica
+28,6.245468128713899,3.397966173684978,5.445257953457801,2.3016553984309556,Iris-virginica
+29,5.885316345549403,3.2142714017747402,4.777667694966922,1.8064400949698134,Iris-versicolor
+30,4.610048082816559,3.6137708181611914,1.0,0.2010546889137698,Iris-setosa
+31,5.33780980673593,3.0,4.5073720143215965,1.5018622245691935,Iris-versicolor
+32,6.231650323564061,3.3425301246402768,5.423493601819035,2.294928487628005,Iris-virginica
+33,4.794117696770185,3.3993964745864136,1.9480634246001491,0.1872071817043494,Iris-setosa
+34,5.075151039033402,3.35646331553988,1.7575958772828568,0.43379407873945325,Iris-setosa
+35,5.19378993975874,3.394528269852428,1.3764633557036254,0.19740438217477863,Iris-setosa
+36,6.09613019543291,2.797117018396917,4.6884533356173215,1.1909242054611298,Iris-versicolor
+37,5.79586242446927,2.6989888570716802,5.088833518449005,1.919645474427793,Iris-virginica
+38,5.334307792794782,3.7262070664405074,1.5114654520077415,0.2007960319582186,Iris-setosa
+39,6.723199714104789,3.2908114269388204,5.724019604285523,2.0994386567300354,Iris-virginica
+40,4.868012126438255,3.0538032657997616,1.4720643837979757,0.10000011018365525,Iris-setosa
+41,6.374044324977818,2.8902084316051293,4.317733935407321,1.2896846288233674,Iris-versicolor
+42,5.682617360808495,3.799467888001423,1.6331375899950031,0.2934030352591829,Iris-setosa
+43,5.5069329325765874,2.5800308350743495,4.353999122110257,1.1872581088284202,Iris-versicolor
+44,5.809168259119957,2.8024477598719164,5.1461817453490575,2.396569869063317,Iris-virginica
+45,6.435472473047585,2.925332737617703,4.2985823101951635,1.3291735327549843,Iris-versicolor
+46,5.5067672949140904,2.407162556693564,3.652862583279082,0.9520325066097668,Iris-versicolor
+47,5.257749682714497,3.644946314697612,1.485833307909769,0.19967686021829284,Iris-setosa
+48,7.6945587351563685,2.8033383264050373,6.699064158966917,2.026082200993042,Iris-virginica
+49,5.79364853074016,2.8033544453457435,5.101071391726943,2.4092453318363902,Iris-virginica
+50,4.87769416266006,3.0,1.4005310916942895,0.2032749452400639,Iris-setosa
+51,5.665498237336923,2.981029423518477,4.2600132945734295,1.3240230813539442,Iris-versicolor
+52,5.451627132143305,3.0,4.475154057414116,1.4831602397918529,Iris-versicolor
+53,6.3144012154439935,3.304189773725282,4.699866422766465,1.5728515272352754,Iris-versicolor
+54,4.59736306793331,3.5644071045752037,1.000000417798361,0.20384348938549435,Iris-setosa
+55,7.667293159108715,2.8182493126251362,6.6705004112975645,1.9522535894664126,Iris-virginica
+56,4.904764945882579,2.396713020331573,3.3090564519917023,1.009560206882418,Iris-versicolor
+57,4.502784484081613,2.2907865846335325,1.3119934030321838,0.3659878935555267,Iris-setosa
+58,4.4939151518993325,2.3240693325546804,1.2913670529788908,0.3049307400808871,Iris-setosa
+59,5.098500652948926,3.7193940504153686,1.4823028808903391,0.40943861333311965,Iris-setosa
+60,5.788681744734582,2.810218744123567,5.102253527052845,2.409930447348314,Iris-virginica
+61,4.9002817994975825,3.0,1.4084553191219171,0.20199656254899365,Iris-setosa
+62,4.914278522081507,2.4479766525016866,3.4945241188328864,1.0039423903417997,Iris-versicolor
+63,6.3021222016092775,2.699987765445147,4.867662188672021,1.807048287341763,Iris-virginica
+64,5.120317368650795,3.3089609293487743,1.6360229507770117,0.5147646706313085,Iris-setosa
+65,5.5396046665504945,2.415967908023552,3.711728181747582,1.0300980419125947,Iris-versicolor
+66,6.714784615304368,3.296906031675934,5.731080588269412,2.4999996276602023,Iris-virginica
+67,5.899625901258205,3.1984639576775766,4.7813356899430195,1.7932760202122966,Iris-versicolor
+68,5.921362132419796,3.2074247322566087,4.807679679046393,1.8079217375077994,Iris-versicolor
+69,4.883085043623359,3.044550437737468,1.4842643674376692,0.1,Iris-setosa
+70,5.065902367264496,3.512862134997904,1.4025603969172131,0.20330539730723804,Iris-setosa
+71,4.809726714976751,3.403492808505428,2.13168983690083,0.1986172489518751,Iris-setosa
+72,6.259425792248535,2.2779619985056603,4.4164849404463205,1.3458183149701017,Iris-versicolor
+73,6.179918092776917,3.377389682159048,5.376674375954204,2.282048592878087,Iris-virginica
+74,6.135675461000509,3.365496739268366,4.588151195607253,1.6017600230164275,Iris-versicolor
+75,6.14791450186133,3.2497632810639985,4.658440913644107,1.57498323275011,Iris-versicolor
+76,6.681538785390063,3.289228545130089,5.729921606316723,2.4999994872973055,Iris-virginica
+77,7.219838088707361,3.0079783598932055,6.016219312589563,2.1560836659657228,Iris-virginica
+78,7.2749571433605835,2.9159952656841885,6.22914007078051,1.8016125666122085,Iris-virginica
+79,6.738062597440774,3.2273501444352424,5.263723646819728,2.2290536838901054,Iris-virginica
+80,7.597543633665355,3.0,6.594208829484906,2.087779262436578,Iris-virginica
+81,5.794715290627203,2.7938693308405065,5.082862038586263,2.4140288754694255,Iris-virginica
+82,6.892183615447771,3.1104525351625933,5.098186992205082,2.2860636671848775,Iris-virginica
+83,7.705903372714467,2.5947858584145838,6.9,2.3049783852997683,Iris-virginica
+84,4.962506544890202,2.0,3.223992085104781,1.0037829062980383,Iris-versicolor
+85,5.8132514115799125,2.800035246502819,5.094701330793172,2.3978974992054933,Iris-virginica
+86,5.541474858357446,3.0,4.498656828180817,1.4852863834495946,Iris-versicolor
+87,5.989192966527963,2.203814000056412,3.973425380006436,0.9554998464782933,Iris-versicolor
+88,5.037285982928641,2.0000007521571637,3.51525405021578,1.0208927367436937,Iris-versicolor
+89,6.492455048327078,3.0,5.793892980260344,2.178056235941961,Iris-virginica
+90,6.402248584631735,2.898567808796405,4.316494659654163,1.296483804704122,Iris-versicolor
+91,4.840927796594144,3.0,1.40410075088278,0.2982832511842876,Iris-setosa
+92,5.743371680933277,2.8152526900398818,4.518695492072771,1.3228222928262205,Iris-versicolor
+93,4.896638241346629,3.1142053829302143,1.4898779314322952,0.1,Iris-setosa
+94,5.523014338889319,2.469425038499059,3.817191224639261,1.0407845548547867,Iris-versicolor
+95,4.904503725973068,3.10671843534824,1.519195669048509,0.10000011007588352,Iris-setosa
+96,5.000767558821115,3.4138478232532936,1.5770693547982126,0.37502222885485037,Iris-setosa
+97,6.743861762777621,3.158047998130585,5.941678397090741,2.3001412377750907,Iris-virginica
+98,5.950095262927928,2.174624408303388,3.9817696753984917,0.9733140854437083,Iris-versicolor
+99,6.108108143844377,3.0,4.603016569520822,1.3990977950900756,Iris-versicolor
+100,4.787389811004639,3.0,1.3748461365006106,0.32357765831880586,Iris-setosa
+101,6.70895324363187,2.4933312265379266,5.857640460728486,1.7989798805804225,Iris-virginica
+102,6.685222135823547,3.2811593124793257,5.690880935703391,2.5,Iris-virginica
+103,6.217222154476676,3.410823740936015,5.353027428770861,2.296349514525925,Iris-virginica
+104,7.719322837440863,2.5775225475835217,6.9,2.293530078523835,Iris-virginica
+105,6.338491540998638,2.7663224613957293,4.956726067390667,1.7928243879391832,Iris-virginica
+106,7.309598777523405,2.9012514201665485,6.363935712119476,1.803876793909382,Iris-virginica
+107,5.361673971631579,3.9026942062929435,1.32225256909464,0.37630844907974714,Iris-setosa
+108,7.9,3.8169112841390773,6.422840144033588,1.984853148017446,Iris-virginica
+109,5.625235358655371,2.512048233832276,3.9692315194485492,1.116337915530781,Iris-versicolor
+110,6.03488489119222,2.903594272774478,4.500361928445321,1.4916914009254234,Iris-versicolor
+111,6.211428096743131,2.179000190467684,4.530370028322975,1.499299928806548,Iris-versicolor
+112,5.4874983337936225,4.2,1.4071814050978433,0.20412224137458776,Iris-setosa
+113,5.810091208549292,2.7091972158458364,5.0916558032656685,1.8779876841556002,Iris-virginica
+114,6.042321244991512,2.9436612680462755,4.5142405239787875,1.4057675726318886,Iris-versicolor
+115,5.396949949536561,3.396551971503469,1.685701055592052,0.20066167794944323,Iris-setosa
+116,4.823682534034117,3.0,1.400162545633974,0.29577957901224483,Iris-setosa
+117,5.423320903920105,3.4133479669072346,1.5134843745554687,0.43663763380766535,Iris-setosa
+118,4.400000446659254,3.2203241732390016,1.285235809234649,0.20005960575527784,Iris-setosa
+119,4.897860889477436,3.0,1.392598197427115,0.2014514102409546,Iris-setosa
diff --git a/iris/tab_ddpm/7_4/21/test.csv b/iris/tab_ddpm/7_4/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/21/train.csv b/iris/tab_ddpm/7_4/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/21/val.csv b/iris/tab_ddpm/7_4/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/22/synth.csv b/iris/tab_ddpm/7_4/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d483e9e825dfb96176f322b46a1956900556bb71
--- /dev/null
+++ b/iris/tab_ddpm/7_4/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.295193780610168,2.7107044872020967,4.898739648761944,1.800725565361383,Iris-virginica
+1,5.953056098768353,2.8963412812705767,4.489762373507581,1.476886480829969,Iris-versicolor
+2,5.117056922712417,3.3007365993333058,1.6835958565206515,0.5732952381675551,Iris-setosa
+3,5.725293902642754,3.063186858567229,4.716773719865591,1.6620659551070462,Iris-versicolor
+4,4.979088963381345,2.0,3.3663470060447964,0.9468880605799721,Iris-versicolor
+5,7.291361913232892,2.900598966103124,6.280174776225572,1.801902141657906,Iris-virginica
+6,5.166166563749278,3.754728219257581,1.5026381029436877,0.44389946255457335,Iris-setosa
+7,5.669101601292812,3.7980535355325395,1.693969424066117,0.3024150836779,Iris-setosa
+8,6.1252357142599445,2.8079753755677017,4.668095091642038,1.1833249473295384,Iris-versicolor
+9,6.659174019374711,3.2917749937175325,5.681919725056633,2.0939065646537878,Iris-virginica
+10,6.007957052793053,2.886342456800756,4.512286249006499,1.4767571762815117,Iris-versicolor
+11,5.954995411948493,2.9110147724639677,4.513740073809362,1.5021328619858962,Iris-versicolor
+12,5.480339077256926,3.0,4.481317874811566,1.499050377747266,Iris-versicolor
+13,6.309870580137379,2.901359482792823,5.60333541563295,1.7888844764332337,Iris-virginica
+14,5.3647342305773895,3.4119683622808057,1.460242854187518,0.2995395090138536,Iris-setosa
+15,6.097599516647144,2.7966025360257514,4.738672800997255,1.1991304334386284,Iris-versicolor
+16,4.845861456752543,3.003752231614404,1.444943576743081,0.1,Iris-setosa
+17,6.708899008893096,3.0969968488450705,4.684973550211596,1.5057112353507682,Iris-versicolor
+18,6.565567157245687,3.0,4.380440295496634,1.3805607919699272,Iris-versicolor
+19,5.691268405537517,2.5282102025589386,3.9297877815984967,1.065531552070984,Iris-versicolor
+20,6.497404001697926,3.0,5.476598859394752,1.8047836434727593,Iris-virginica
+21,5.684908695491202,2.813400077520023,4.483127208860067,1.3122804856757444,Iris-versicolor
+22,7.606658262588095,3.0,6.591007914781889,2.121932274667472,Iris-virginica
+23,6.498288299870801,3.200994167722399,5.105293695323239,2.0031186660879077,Iris-virginica
+24,5.575137531367205,2.441750968625367,3.810055802358365,1.0505859913870998,Iris-versicolor
+25,6.098743948696643,3.0,4.585492636580164,1.3770918451679546,Iris-versicolor
+26,7.412319846529186,2.8796561442051236,6.418515383072437,1.8162098889549723,Iris-virginica
+27,4.791799503045857,3.0,1.3647730845650399,0.10000013378308671,Iris-setosa
+28,6.712356874482869,3.3023497569147353,5.7908597567473326,2.5,Iris-virginica
+29,4.583441681124108,3.207956898253478,1.3812397515262007,0.20057143306407446,Iris-setosa
+30,6.685365812272607,3.085228069770679,4.687843354344497,1.5018604964170787,Iris-versicolor
+31,5.528818658245096,3.0,4.51568960562636,1.5392604302374158,Iris-versicolor
+32,6.769086723730718,2.8079006119512506,4.807033397765316,1.4234077669317682,Iris-versicolor
+33,5.0122963821896755,3.0,1.577365897594904,0.20167400677472536,Iris-setosa
+34,6.756001622308428,3.243054752512085,5.778201105310547,2.125263324215069,Iris-virginica
+35,5.653187595204011,3.0,4.17593727121981,1.204450509848077,Iris-versicolor
+36,5.604762367470759,2.919207018109396,3.6593431946609387,1.3107898309558772,Iris-versicolor
+37,7.670323338231539,2.8158636137510618,6.663223420431915,2.011457820673762,Iris-virginica
+38,6.923137440336137,3.090412840445306,5.098052164844506,2.2987042241015256,Iris-virginica
+39,4.5977163004351755,3.610694294746518,1.0,0.19704029803193696,Iris-setosa
+40,5.681536337891187,2.5626496748266048,4.011217875596856,1.0809739841654706,Iris-versicolor
+41,5.507672105000858,3.0,4.502938239494959,1.495683845195396,Iris-versicolor
+42,6.6766514166340425,3.068293062667496,4.744969174262212,1.5515935579125928,Iris-versicolor
+43,6.016334228825737,2.9123418692007883,4.4915505264163,1.479952274194621,Iris-versicolor
+44,5.931307892930388,2.800645817036458,4.622197501932134,1.1998128890540978,Iris-versicolor
+45,5.51197198178969,3.0,4.492704951155539,1.5078459081102047,Iris-versicolor
+46,5.3846132476340705,3.405227510833083,1.570425452388922,0.20073736254089938,Iris-setosa
+47,5.994868378283948,2.206114543683528,4.064204102650152,0.9785246676845856,Iris-versicolor
+48,6.826827802084689,2.8063801604594727,4.814619366818695,1.4024054635892804,Iris-versicolor
+49,6.316527704936646,2.915425259988272,5.550619665610509,1.785784168578184,Iris-virginica
+50,5.913536744038853,3.2158456317459434,4.799809559249041,1.781499478334079,Iris-versicolor
+51,6.1727004230908875,3.3930169306814966,5.468361554332443,2.2963325127411287,Iris-virginica
+52,5.796470169366403,2.7028129461650163,5.1264247831902,1.8859967798685666,Iris-virginica
+53,4.976358772199265,3.406633551066706,1.833608188425329,0.34638241314142076,Iris-setosa
+54,4.6051458501395555,3.6099425804711087,1.0,0.195649471345028,Iris-setosa
+55,5.823423177052459,2.697632994284011,5.095377866160921,1.8985779407557544,Iris-virginica
+56,6.21550021296525,3.390293108705831,5.397442090047126,2.297128495224656,Iris-virginica
+57,4.893549669672782,3.0,1.3950249784887934,0.2004331344886501,Iris-setosa
+58,6.089788786759113,2.8878821621243556,4.536467897781719,1.383061361975349,Iris-versicolor
+59,6.676705769150781,3.3053587008429672,5.704320583827718,2.4999996114158893,Iris-virginica
+60,6.322233196819762,2.7133854032286275,4.898058942452429,1.8005925335699149,Iris-virginica
+61,5.6203596966202625,3.0,4.15099682206145,1.3117122447946363,Iris-versicolor
+62,5.046406547264857,3.554564734650278,1.3911347079878293,0.20121871800380842,Iris-setosa
+63,7.700228850065141,2.5903947239944434,6.9,2.3033968233013504,Iris-virginica
+64,6.017520451963138,3.0,4.538034335265503,1.3549174680249145,Iris-versicolor
+65,6.6939293100733455,3.2846765172448276,5.67739791041309,2.5,Iris-virginica
+66,6.683620782473082,2.492828421566937,5.810161575787658,1.7910379314528537,Iris-virginica
+67,5.791833310349137,2.8546476664499627,4.508196330287755,1.3715318166156107,Iris-versicolor
+68,5.1224116483495665,3.3185944711721245,1.6961916435688702,0.5541056115019958,Iris-setosa
+69,5.3454771923902475,3.724977432330013,1.5106085170389107,0.20358033811763668,Iris-setosa
+70,6.050335637396881,2.808744000708612,4.710741104368067,1.218285812749715,Iris-versicolor
+71,4.511765242060391,2.337707558849448,1.2958297399430418,0.3258097623965566,Iris-setosa
+72,7.693801625672249,2.590401400710053,6.9,2.294862407553138,Iris-virginica
+73,4.769550559086681,3.0,1.369863953114942,0.2983101478540573,Iris-setosa
+74,4.994664700002484,2.0,3.449832478407607,0.9700026739566927,Iris-versicolor
+75,4.812935364751031,3.0,1.3996129976792737,0.1000001014674811,Iris-setosa
+76,6.248625408501913,2.2556789337833085,4.449550798272893,1.3455785732362695,Iris-versicolor
+77,7.493385961836122,3.0,6.4891170284515125,2.1160137215398476,Iris-virginica
+78,5.362040199647156,3.401462152678843,1.7223261942243306,0.19984909103476575,Iris-setosa
+79,4.4,3.1942813009699242,1.2670352561097535,0.19525848242781318,Iris-setosa
+80,5.0117278072529245,3.5923791825020794,1.3982497105631326,0.20170059665661078,Iris-setosa
+81,5.671018563763526,2.927369786816443,4.223848204058461,1.3095712367150367,Iris-versicolor
+82,6.797183950179488,3.19862326443661,5.901484726644343,2.3151786896769813,Iris-virginica
+83,4.593977059310369,3.195822432564363,1.4013401126411549,0.19738072740150703,Iris-setosa
+84,6.310988810162553,2.2887087449600236,4.416459767431952,1.297662702716391,Iris-versicolor
+85,7.899998427103891,3.749632135223001,6.40445816639515,1.991684594890332,Iris-virginica
+86,5.8223408269858385,2.7114234062598137,4.136580861182365,1.007646921250095,Iris-versicolor
+87,6.925663921300389,3.13964398266592,5.450008876054573,2.287484745224695,Iris-virginica
+88,6.796950442158497,2.523596716681925,6.021779562963906,1.8150209101120562,Iris-virginica
+89,5.66037574699257,2.920827033810173,3.9794085755898547,1.3018792021843737,Iris-versicolor
+90,4.822769375362853,3.0,1.383398189976961,0.1,Iris-setosa
+91,6.70007503076378,3.117990807340825,4.698210896434517,1.497002883760536,Iris-versicolor
+92,6.010487912795883,3.0,4.561429853660023,1.3937510263260156,Iris-versicolor
+93,4.817175557648941,3.0,1.3925691966951441,0.3601736776424563,Iris-setosa
+94,6.480821794770708,3.0,5.498431399853173,1.8060682970902493,Iris-virginica
+95,5.74917072726794,2.8069626979389715,4.113352375333172,1.1522979789060868,Iris-versicolor
+96,4.889075497676455,3.0,1.4032621818235147,0.20176917669301453,Iris-setosa
+97,5.0192389143954115,3.5400416994350072,1.4028749452890241,0.20204764788614402,Iris-setosa
+98,5.689418953277959,2.981533443827413,4.197549110360091,1.258207839860744,Iris-versicolor
+99,6.114587913125355,3.0,4.597312161622683,1.3977183795427308,Iris-versicolor
+100,6.836930838981008,2.812196948904055,4.803079697563338,1.401260948930773,Iris-versicolor
+101,4.799802495377658,3.0,1.3934461342716546,0.1,Iris-setosa
+102,4.601675894435433,3.5584473421987397,1.000000377411721,0.20750199050016227,Iris-setosa
+103,5.582905020161325,3.0,4.17017998553643,1.3063494936052493,Iris-versicolor
+104,5.017028979778279,3.6035595015127955,1.4015919949310625,0.19497796186197813,Iris-setosa
+105,5.996044308646683,3.0,4.580591141275692,1.3962388975900868,Iris-versicolor
+106,6.853743634001361,2.79091332539831,4.80177686218883,1.3947955561367023,Iris-versicolor
+107,6.684519741522158,2.4771763443708714,5.801885158310444,1.8159010857861038,Iris-virginica
+108,5.57813625433007,3.0,4.118982576698309,1.2997662839146489,Iris-versicolor
+109,5.460531229437689,2.378752937914885,3.6643669087664414,1.0045675414352782,Iris-versicolor
+110,6.486173060308758,3.0,5.790917841364699,2.201938513090836,Iris-virginica
+111,5.484140282198023,4.2,1.3859032362169765,0.2022771945052121,Iris-setosa
+112,7.301709030774109,2.9025287296337012,6.315327071981171,1.8020296331886771,Iris-virginica
+113,5.003392773432071,2.0000005744687774,3.5962211828370165,0.9485107062453504,Iris-versicolor
+114,7.899998344715733,3.8149919228321982,6.334863498122013,2.0227640801957927,Iris-virginica
+115,6.873108636470246,3.107010544591198,5.515593682010283,2.273534981625368,Iris-virginica
+116,6.655595976970693,3.3408327780418756,5.661804221579017,2.110949082269675,Iris-virginica
+117,5.5097701730915825,2.6302953152604505,4.425117621267582,1.21984965013748,Iris-versicolor
+118,5.779395916901233,2.6965908913201764,5.116736366508581,1.8931892326222637,Iris-virginica
+119,4.882895671751914,3.0650903320043406,1.4736589657857717,0.10000009822197138,Iris-setosa
diff --git a/iris/tab_ddpm/7_4/22/test.csv b/iris/tab_ddpm/7_4/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/22/train.csv b/iris/tab_ddpm/7_4/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/22/val.csv b/iris/tab_ddpm/7_4/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/23/synth.csv b/iris/tab_ddpm/7_4/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..12be51ffcf128527c89665ed7f1ba4153e9e6d27
--- /dev/null
+++ b/iris/tab_ddpm/7_4/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.238694199617448,2.2341884672479226,4.472220158000761,1.4456490397495603,Iris-versicolor
+1,6.6160933020278545,3.0,4.397714024077956,1.400219636103043,Iris-versicolor
+2,6.134155325845263,3.3728763458279603,4.572560745079461,1.6102149584759884,Iris-versicolor
+3,5.701754826119668,2.8836793541005186,4.142106205537406,1.3049140848544425,Iris-versicolor
+4,7.618003571904981,3.0,6.619876859521664,2.0865186154377726,Iris-virginica
+5,5.910425469183356,3.2152951316630043,4.792566029263098,1.8143479885695184,Iris-versicolor
+6,5.406576984097334,3.885189920341752,1.3331942097303937,0.3622397845910656,Iris-setosa
+7,6.204497999274366,3.3877254368456686,5.394484977699278,2.2907568157958025,Iris-virginica
+8,5.805487499318159,2.691815960601392,5.172819408906113,1.8934923820282563,Iris-virginica
+9,4.972467052842014,2.0,3.5548599120254125,0.897459388169713,Iris-versicolor
+10,5.111552755761479,3.2817799730131663,1.6718580841712725,0.528827491427038,Iris-setosa
+11,5.447358752844849,3.0,4.542906507479862,1.4811948080908623,Iris-versicolor
+12,5.005275333729662,2.0,3.4191390141719733,0.9683166002669414,Iris-versicolor
+13,5.2130820385613115,3.424453679964571,1.425002047423762,0.20083305877908209,Iris-setosa
+14,6.7877662543736355,2.786929465049771,4.79946368368231,1.3984029759800949,Iris-versicolor
+15,7.713276133964079,2.812296989723239,6.712438435496432,2.0041183037035255,Iris-virginica
+16,6.6688156516136115,3.2757982511443378,5.616412759337292,2.0819700496066,Iris-virginica
+17,4.606478131539633,3.2148458232892008,1.4016135407365689,0.1987088209361172,Iris-setosa
+18,6.695030121812901,3.0,4.985110513622156,1.7111953764514096,Iris-versicolor
+19,6.029215971951487,2.2054902040312885,4.004612100784729,1.0192670743958203,Iris-versicolor
+20,6.795530278615077,2.8055039267705975,4.78422955572922,1.4057165127437186,Iris-versicolor
+21,5.9645542654561545,2.8902527751077014,4.499825423886185,1.4775504030779292,Iris-versicolor
+22,4.983315986993571,3.0,1.553077123263543,0.1992888446531466,Iris-setosa
+23,4.61149170841394,3.214696702143967,1.3933828541681983,0.1955104884767095,Iris-setosa
+24,5.551436820357815,2.512195282799499,3.9652263630070026,1.1218267698261055,Iris-versicolor
+25,7.8999987671821135,3.7848761148347805,6.4011836080112765,1.9848358332780587,Iris-virginica
+26,6.697957661423712,3.12172085738344,4.665280204498891,1.487388728675383,Iris-versicolor
+27,6.791129205000007,2.806964362155403,4.784163233109862,1.3879044920286217,Iris-versicolor
+28,5.006223492357548,2.00000049935385,3.346019811468299,1.0100388824026298,Iris-versicolor
+29,7.8999987564784755,3.78629453515929,6.408630063863784,1.9695280795549037,Iris-virginica
+30,4.4,3.1966225708490983,1.2885587548321926,0.20224356341918687,Iris-setosa
+31,5.197010069288078,3.409295292794272,1.3833397872418587,0.20018458462281302,Iris-setosa
+32,4.781303317819519,3.4006517985704163,1.9355229945398464,0.20079018519299557,Iris-setosa
+33,6.713932314917633,3.0833571638042256,4.642795199898143,1.4738418508432736,Iris-versicolor
+34,6.707520377012252,3.30087862124144,5.734818765763475,2.5,Iris-virginica
+35,6.889342902688184,3.1108886420284505,5.109162943142941,2.3065199845407847,Iris-virginica
+36,4.997832411963879,3.415431250967786,1.5774656407981373,0.3894959028547668,Iris-setosa
+37,4.5915868757838485,3.613451655975508,1.0000004091975574,0.1996248327741442,Iris-setosa
+38,7.605061892415482,3.0,6.592257559529201,2.1019933636513257,Iris-virginica
+39,4.876368007714643,3.0578930030012033,1.477511974348928,0.10000009853133132,Iris-setosa
+40,5.5019594615165515,4.2,1.377864256859939,0.1941782923829828,Iris-setosa
+41,5.712890796179486,2.7994848490792124,4.509798183254138,1.2998673066005255,Iris-versicolor
+42,5.096763560550734,3.5202762550407702,1.4024469546490637,0.2030841036513693,Iris-setosa
+43,4.807197940848656,3.394218587228062,1.7753331306591984,0.1992800444424168,Iris-setosa
+44,4.93778567365799,3.484656222025458,1.4576415749802272,0.20110991013609658,Iris-setosa
+45,7.703157374127248,2.5698920955060665,6.9,2.285824481582242,Iris-virginica
+46,5.882396329225872,3.1989416678810163,4.806171005808172,1.8082978982855848,Iris-versicolor
+47,5.593358952177457,2.8858668328942856,3.553171271492459,1.2937963195648063,Iris-versicolor
+48,4.501158446489652,2.312171368754848,1.310381685622091,0.32904039691562703,Iris-setosa
+49,6.689060381695145,3.073052220911718,4.674587036227583,1.4732908736682968,Iris-versicolor
+50,5.706989327310709,2.8735949329178996,4.12009566812676,1.2898384719711191,Iris-versicolor
+51,6.218728931351376,3.3936392131567996,5.3811540782484935,2.3034262007459887,Iris-virginica
+52,6.288322357060166,2.5439348627731233,4.981899071201854,1.8810869829393961,Iris-virginica
+53,4.500744258508533,2.29161135568474,1.283790272154849,0.2968634127995515,Iris-setosa
+54,6.7139705507934275,2.4583680809773534,5.8840976842738035,1.8042908289477324,Iris-virginica
+55,6.141835638250516,3.4036233661544486,5.369382358777678,2.296994636901843,Iris-virginica
+56,6.284982795546065,2.7000575446770654,4.922164456433464,1.7998289130833085,Iris-virginica
+57,4.6039652233276325,3.19809338016759,1.4002511618360844,0.20353333658686582,Iris-setosa
+58,4.503761696654875,2.32190505295625,1.2989920647455095,0.29392338908779025,Iris-setosa
+59,6.170893447988617,2.20067226943918,4.497927901863852,1.5136326406258358,Iris-versicolor
+60,6.022164637421504,3.0,5.1105537958119545,1.839808354527294,Iris-virginica
+61,6.707472337727067,3.0,5.010461640911403,1.7086416152045691,Iris-versicolor
+62,7.297671342297972,2.912113461049128,6.2363719808060045,1.7816243067817432,Iris-virginica
+63,6.692097511288387,2.5033050693649592,5.773468877443682,1.8005835650370374,Iris-virginica
+64,6.113533101124038,2.882127594704747,4.52357772334352,1.5223012570691994,Iris-versicolor
+65,6.302219234513101,3.0,5.16533508371857,1.7980108816196207,Iris-virginica
+66,5.5113083675004475,2.404164305550343,3.6636120244663646,0.9725620648122024,Iris-versicolor
+67,5.258518514310684,3.685655311202475,1.4928248397187407,0.20092538938485238,Iris-setosa
+68,7.709567126100003,2.6005918047295804,6.9,2.299910355292603,Iris-virginica
+69,5.4975426345572656,4.2,1.3840333697919176,0.20541372079143788,Iris-setosa
+70,7.741085155158784,2.567025644357473,6.9,2.3093388524856744,Iris-virginica
+71,5.7915457413791795,2.7158576135343457,5.106419186651538,1.9116582166645184,Iris-virginica
+72,6.033374060432656,2.8945910104818013,4.5150116449959405,1.5054698013859318,Iris-versicolor
+73,6.155797284304476,3.0,4.591173319576777,1.4052930362789238,Iris-versicolor
+74,4.895342944444439,2.377367946601475,3.3509141953601222,1.0261952645399453,Iris-versicolor
+75,6.088301759824787,2.813444204667364,4.663391338809064,1.2678519066302314,Iris-versicolor
+76,6.776649848973118,3.158051564246521,5.93534011301144,2.3006681779807434,Iris-virginica
+77,4.507025153541491,2.3190647665563695,1.2954311439506339,0.36118272123910233,Iris-setosa
+78,6.460082591259322,2.9291937224126796,4.325413818427805,1.3265253435957107,Iris-versicolor
+79,5.60094610589004,3.0,4.518760288190955,1.473321400934288,Iris-versicolor
+80,6.28365224645283,3.225244734609232,4.713718317223418,1.5627107488057976,Iris-versicolor
+81,5.8008948250889585,2.6975219253741147,5.091418524700269,1.9017086120200033,Iris-virginica
+82,7.287400213193168,2.9100214786522396,6.319904665143437,1.8030582209546815,Iris-virginica
+83,5.5498467695494105,2.661045446881109,4.4538489980011065,1.2600392314354572,Iris-versicolor
+84,5.583199036874711,3.0,4.185708536276811,1.2914813478852285,Iris-versicolor
+85,6.21604363182464,3.3902919485098653,5.354662702020883,2.2983144673985034,Iris-virginica
+86,4.78106144149113,3.0,1.401540776467839,0.2943302685316611,Iris-setosa
+87,4.8009779132154975,3.402728546944956,1.6325989165231858,0.19779848672959932,Iris-setosa
+88,5.892340931074626,3.198589603205308,4.823780200954141,1.8057747140073008,Iris-versicolor
+89,7.611616301306042,3.0,6.6249537435915045,2.0877655002619124,Iris-virginica
+90,6.705686468474694,2.5028361875428073,5.827060999038023,1.8047536360717624,Iris-virginica
+91,6.521139665718152,3.0,5.7728982477908275,2.143288770737906,Iris-virginica
+92,5.986221473402253,2.903851612332461,4.492688575394159,1.487200973467393,Iris-versicolor
+93,6.295842379615621,2.509627322602276,5.04110362515252,1.9040428643261362,Iris-virginica
+94,5.119056580006041,3.7266832126639966,1.5006120340550875,0.4938677433680435,Iris-setosa
+95,4.601506456047882,3.1906531182296214,1.3929384002799876,0.1977339254648935,Iris-setosa
+96,5.7085610359921715,3.0,4.198032853125021,1.1812415949959119,Iris-versicolor
+97,5.732444316539138,2.8009627564661534,4.521898837772024,1.3065844589636666,Iris-versicolor
+98,5.580103610037635,2.8938009647903438,3.626326981605645,1.3044634331449223,Iris-versicolor
+99,6.313168098974534,2.702513809680001,4.906850070328366,1.791239799674404,Iris-virginica
+100,7.7229704387177005,2.6191829913247773,6.9,2.2927464360429384,Iris-virginica
+101,7.134544522164005,3.0,5.9521340221724515,2.122134180958198,Iris-virginica
+102,7.6827425358751045,2.6040462630330206,6.899998654666488,2.297024950428962,Iris-virginica
+103,6.2491921910203,3.1780837918890286,4.706021702506622,1.570099437661033,Iris-versicolor
+104,5.629739569676367,3.823376984356163,1.5686576074132037,0.29215103336472986,Iris-setosa
+105,6.685174753986934,3.287359871729802,5.665851515346194,2.0893236568588742,Iris-virginica
+106,6.729532317055326,3.3550304116773733,5.7365827629557735,2.5,Iris-virginica
+107,4.400000563158352,3.198766320545877,1.3049507439675458,0.20272624908118306,Iris-setosa
+108,7.725203321631425,2.798377562698553,6.720765684904991,2.0058508213729254,Iris-virginica
+109,6.318631046599851,2.678836153426209,4.905747811836241,1.801347022289557,Iris-virginica
+110,4.832996635836128,3.0,1.4018660013464865,0.2193841137275631,Iris-setosa
+111,5.966888286265665,3.2232744554267563,4.796889566688163,1.7869647508141804,Iris-versicolor
+112,5.224803670084308,3.412351892629433,1.4037154334356423,0.20161482886495302,Iris-setosa
+113,6.121558454834631,3.0,4.608844767908693,1.4090365511165952,Iris-versicolor
+114,6.503444251967002,3.2115553284167087,5.123490994325725,2.0128565417467232,Iris-virginica
+115,5.35104278564228,3.398406986571791,1.7153328040440976,0.20071225949716742,Iris-setosa
+116,5.77359661946605,2.8069326111238233,5.052049199798653,2.4006239944151346,Iris-virginica
+117,5.692559558674865,3.7480943181114856,1.6641833178157655,0.2836083056355667,Iris-setosa
+118,4.9019158506072635,2.414177218367919,3.3652994418098015,1.0157725948263316,Iris-versicolor
+119,5.53073127913959,3.0,4.4805973099576075,1.4926767730366883,Iris-versicolor
diff --git a/iris/tab_ddpm/7_4/23/test.csv b/iris/tab_ddpm/7_4/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/23/train.csv b/iris/tab_ddpm/7_4/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/23/val.csv b/iris/tab_ddpm/7_4/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/24/synth.csv b/iris/tab_ddpm/7_4/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..65588856bb6b87d33ffc5af244e9b682e914eece
--- /dev/null
+++ b/iris/tab_ddpm/7_4/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.799191742945124,3.405568332154713,1.8201800221488278,0.1991429860259531,Iris-setosa
+1,5.453203730243515,3.0,4.504580133045389,1.4953666977411448,Iris-versicolor
+2,6.877968078301422,3.078814106431396,5.137288865691776,2.302944133151145,Iris-virginica
+3,7.689051039496485,2.5938334080598793,6.899998303781806,2.283824372222819,Iris-virginica
+4,5.37786062231437,3.0,4.4911935392808084,1.487792567597165,Iris-versicolor
+5,4.797510897743972,3.3770948040427027,1.6037042283218623,0.199001484880843,Iris-setosa
+6,5.806884794270469,2.691305411492897,5.097389005531388,1.8887936569179742,Iris-virginica
+7,7.89999892604993,3.823541124658112,6.432471294733526,2.004618696835629,Iris-virginica
+8,6.796483317950835,2.80928701390738,4.761660105157222,1.4070043114314543,Iris-versicolor
+9,5.748966882027749,2.9240519591512393,4.286954422220078,1.3237093523451213,Iris-versicolor
+10,5.5956704572366665,2.5145586965228968,3.8737722202837643,1.0794122812177684,Iris-versicolor
+11,5.660126625313809,3.0,4.126054832052554,1.2466385915543632,Iris-versicolor
+12,6.1026399901179325,2.7934815798373944,4.711898239655962,1.2113858467815648,Iris-versicolor
+13,5.725562959503076,3.0,4.192101347957918,1.2374329533268178,Iris-versicolor
+14,7.522131717401397,3.0,6.523929819312852,2.0844007567242038,Iris-virginica
+15,6.066708969721013,3.0,4.595422368118449,1.397720942113966,Iris-versicolor
+16,7.558358191528706,3.0,6.5531807817029035,2.079821821420366,Iris-virginica
+17,5.5855759712168265,2.507558110976415,3.8931643057532557,1.0511857904560789,Iris-versicolor
+18,5.380803635370287,3.403606372683043,1.6330768089624588,0.20175561222421123,Iris-setosa
+19,5.900386389085234,3.0,5.115166587714326,1.7935213453008316,Iris-virginica
+20,4.59686798811804,3.6298491794896623,1.0,0.1984721397144644,Iris-setosa
+21,5.782140169494748,2.7920262119688215,5.0915307973488595,2.3970621467069337,Iris-virginica
+22,6.690851941410888,3.095594293249939,4.684259964457516,1.4915976815716316,Iris-versicolor
+23,4.4,3.1174917578594723,1.3140307957492423,0.2027630304801352,Iris-setosa
+24,5.508919918697309,2.407041599809685,3.684562970661638,1.0251771019724076,Iris-versicolor
+25,5.204201163827203,3.4117521248533977,1.400450361856001,0.19966259085795596,Iris-setosa
+26,4.894845024411859,3.0,1.3834278211099373,0.19920396204955945,Iris-setosa
+27,5.22011809176346,3.5267191051137208,1.46550240585201,0.1973793852303592,Iris-setosa
+28,6.7878940551044655,3.204815672115256,5.845563658791594,2.257859902750168,Iris-virginica
+29,4.4,3.2146438519572094,1.2819233616537986,0.20056712719317418,Iris-setosa
+30,5.587701911447059,2.763941627879387,3.6732472501091418,1.2109527084283975,Iris-versicolor
+31,4.895605727192337,3.0741787372130647,1.4712101627181045,0.1,Iris-setosa
+32,6.5590848503150045,3.0428998015691686,5.414672383456965,1.902258863736248,Iris-virginica
+33,4.984190547696122,3.6005497962611313,1.391097756960577,0.20175320412311668,Iris-setosa
+34,6.71450797651979,3.303511175986991,5.775341033664876,2.5,Iris-virginica
+35,5.60773555204599,3.0,4.175134458717143,1.2844283459665282,Iris-versicolor
+36,5.690023051914389,2.556142057169103,3.9223056292194642,1.0540746507064496,Iris-versicolor
+37,5.480969493057954,4.199999307572787,1.3966920764338417,0.20205427711036852,Iris-setosa
+38,6.2112092860638635,3.0,4.581279388652855,1.4558884120559832,Iris-versicolor
+39,6.007862862469752,2.892197582190241,4.509955400391588,1.4945206421686819,Iris-versicolor
+40,7.470133611641548,3.0,6.418264763673281,2.0799244557991052,Iris-virginica
+41,5.838130265693783,2.7177243969026335,5.097745515718435,1.901918419200541,Iris-virginica
+42,6.310705497704631,2.713291929657688,4.885680833702942,1.8054236620514381,Iris-virginica
+43,5.618956741615407,2.4114443300389437,3.814384986767214,0.9819251014531687,Iris-versicolor
+44,5.021294195596103,2.0,3.488522220571908,1.03603404228845,Iris-versicolor
+45,6.468695612276294,2.962510990702838,4.33246598676816,1.360140093516228,Iris-versicolor
+46,5.094707732862544,3.3142963458116346,1.765272223981013,0.4552523074218145,Iris-setosa
+47,4.611896811386338,3.1971423824864416,1.3984975005582334,0.20150135045705642,Iris-setosa
+48,6.300288813980095,2.894805642662188,5.585773430047564,1.7967268622026928,Iris-virginica
+49,6.676257069873788,3.0790786692379335,4.6585811051463475,1.479939745463073,Iris-versicolor
+50,6.22755710927769,2.2206529723735047,4.517350848109383,1.448817676169935,Iris-versicolor
+51,5.425810952609619,3.416221850621088,1.4859391121425354,0.36302986719487723,Iris-setosa
+52,5.176520436517694,3.3469194410018788,1.5287989158369657,0.4579045124575192,Iris-setosa
+53,6.948649544026584,3.1183580114950056,5.088564679091337,2.3088008073958077,Iris-virginica
+54,6.277240773647564,3.2851894134425983,4.69408268833989,1.615824560328378,Iris-versicolor
+55,6.536573292135408,3.0,5.813586542550355,2.1823578801423866,Iris-virginica
+56,5.545391731821088,2.438176188221321,3.832723303093571,1.0316135761147824,Iris-versicolor
+57,5.8985967547147675,3.0,4.448054191679729,1.3352253355788717,Iris-versicolor
+58,5.955111677027464,2.7326426074961114,5.024039858609935,1.8618470137518388,Iris-virginica
+59,5.916980575181289,3.1968906029951576,4.797882196126827,1.785628979860438,Iris-versicolor
+60,5.107511195852286,3.4921084270107072,1.3879082171828083,0.20177328911094958,Iris-setosa
+61,6.690083348578738,3.1172117119784195,4.686187081708616,1.5103067776566486,Iris-versicolor
+62,5.512653386544477,2.405821369611788,3.7280910389232877,1.0170415605005245,Iris-versicolor
+63,6.474664991760665,3.229238507760891,4.761121241274783,1.5848874955126084,Iris-versicolor
+64,4.868535228017109,2.4383841292522046,3.1954549332913746,0.9983247583996779,Iris-versicolor
+65,6.1050211108155485,2.9577210449583826,4.525453636694102,1.3829076660297994,Iris-versicolor
+66,5.113107889153225,3.312765635901384,1.6549063749813522,0.5259083462288432,Iris-setosa
+67,5.648217672807052,2.5227577344192547,3.9777796939882997,1.1361319526713924,Iris-versicolor
+68,6.717033739187345,3.0848912676004616,4.723935022594502,1.5127853140385508,Iris-versicolor
+69,4.899096861222587,3.0,1.4004714659994866,0.19934231558041685,Iris-setosa
+70,5.59245158473022,2.4622988734801217,3.8613382194241925,1.0132797219942535,Iris-versicolor
+71,4.804447850208939,3.0,1.4081626140302654,0.3159624747756066,Iris-setosa
+72,5.368339108577969,3.8822347441334863,1.3063533078608613,0.4501805463099986,Iris-setosa
+73,6.689504072237207,3.300706387720808,5.664853445431059,2.5,Iris-virginica
+74,7.9,3.7846657876121097,6.438860951264656,1.9935200562515145,Iris-virginica
+75,5.77783756155997,2.699106755525089,5.092621948363084,1.90572427342292,Iris-virginica
+76,6.199357038341446,3.393060093756883,5.40012386148235,2.291586098923818,Iris-virginica
+77,6.013396560309853,3.4045285277388513,4.5093340215979465,1.6004401657754619,Iris-versicolor
+78,5.357549151104001,3.398137056664933,1.5107261059425579,0.44949468826669225,Iris-setosa
+79,7.693895904862754,2.5968552918750625,6.899998987132754,2.2957850521994763,Iris-virginica
+80,4.905082666138912,3.0,1.4000139998862307,0.19727449051667587,Iris-setosa
+81,7.321540472427552,3.0,6.342777908492684,2.170680219798526,Iris-virginica
+82,5.000764394799429,3.402699021588812,1.6421687181761921,0.37513892690899336,Iris-setosa
+83,5.6076268684176425,2.5134911174927232,3.806777467700414,1.1143742589622823,Iris-versicolor
+84,5.790593822169721,2.7079945842092785,5.109926451050445,1.8993327865847822,Iris-virginica
+85,5.586311491320273,2.4645859181307594,3.824057408412366,1.09332767601911,Iris-versicolor
+86,4.789895185133388,3.4028499151840648,1.568618187770123,0.19587766471379775,Iris-setosa
+87,5.679299561913309,2.9332376076046955,4.2825747363889874,1.3252787514452593,Iris-versicolor
+88,5.4833931243825775,3.0,4.453118590959915,1.4750670754160984,Iris-versicolor
+89,6.1974475115191465,2.2068367448239705,4.471146165902762,1.489632592153736,Iris-versicolor
+90,6.176235891127565,2.8087635637059702,4.717099528210098,1.213624897482842,Iris-versicolor
+91,5.383676315613179,3.869296074400695,1.3274239151934681,0.3742482385629356,Iris-setosa
+92,6.589106120452186,3.1918471897516687,5.232465746374918,2.0337449002048165,Iris-virginica
+93,5.25347933325312,3.3491910796994255,1.5418421332552934,0.3940886549830883,Iris-setosa
+94,6.212188397346373,3.3437607854389584,5.433100409649827,2.2593867090242585,Iris-virginica
+95,5.579071327738355,2.9014832641165023,3.244813148459243,1.3015269075822389,Iris-versicolor
+96,6.486194604622488,3.1807953352755205,5.11132819809127,2.0075185640643123,Iris-virginica
+97,5.110217735008873,3.2940759022043022,1.6198680753145105,0.4743661640572019,Iris-setosa
+98,5.637829190525049,2.896714491423349,3.821485614684189,1.2781168275912964,Iris-versicolor
+99,6.697885681404289,3.287779786481139,5.686204625992664,2.4999996071579638,Iris-virginica
+100,5.367641838639256,3.392997861279375,1.520798168855801,0.42297371516360044,Iris-setosa
+101,7.682573628321815,2.8068420956805715,6.72992328463028,1.9901824711317209,Iris-virginica
+102,4.793602658976832,3.390278871169163,1.647405296345978,0.1983734071608264,Iris-setosa
+103,6.293299823257221,2.5022562640532793,4.995410095200105,1.887014654369417,Iris-virginica
+104,6.708470152394705,3.309589294260602,5.738865342699106,2.5,Iris-virginica
+105,6.535888734391366,3.0,4.367315764998794,1.3639074881430084,Iris-versicolor
+106,5.783783170525544,2.7969946813844135,5.074625376952125,2.3995982503097038,Iris-virginica
+107,5.99176020108979,2.206152268227736,3.981002491389086,0.9721358205179103,Iris-versicolor
+108,6.712606737106433,2.504218834982389,5.81542877681105,1.8207892144376467,Iris-virginica
+109,4.872987928011249,3.4091624574929624,1.7085000042125678,0.2273154651957885,Iris-setosa
+110,5.768484259406517,2.6694962891662906,4.051267565128702,1.001901578820718,Iris-versicolor
+111,5.585887565003101,3.0,4.48606039299026,1.481699836092366,Iris-versicolor
+112,6.008938885696742,2.9185416287988786,4.496890019417135,1.4774490214037188,Iris-versicolor
+113,5.507767211352336,2.6153768229135714,4.397138981350578,1.2211746275616233,Iris-versicolor
+114,4.4,3.197882642410951,1.3215583163314224,0.19815672695396508,Iris-setosa
+115,5.658170266414027,2.7711910409889637,4.493212465830374,1.2670159159958096,Iris-versicolor
+116,5.993541177295782,3.40476879540313,4.505262710342065,1.5971176458555971,Iris-versicolor
+117,4.590890009888952,3.5867828515606988,1.0000004646383183,0.20448224653066782,Iris-setosa
+118,5.562070372668583,2.5290540254152076,3.8935369035204466,1.1369210740989646,Iris-versicolor
+119,5.652953139149774,2.7638834859099424,4.502895023579527,1.2687805964104182,Iris-versicolor
diff --git a/iris/tab_ddpm/7_4/24/test.csv b/iris/tab_ddpm/7_4/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/24/train.csv b/iris/tab_ddpm/7_4/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/24/val.csv b/iris/tab_ddpm/7_4/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/25/synth.csv b/iris/tab_ddpm/7_4/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..586df4c2d3cca600580096aa9e78ab247668ea0d
--- /dev/null
+++ b/iris/tab_ddpm/7_4/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.418439743757354,3.395996982088167,1.7251214468484437,0.19357535290191202,Iris-setosa
+1,6.256395020618626,2.1997942450183383,4.448445926621955,1.362011873375905,Iris-versicolor
+2,4.581542472330229,3.595280588907385,1.0,0.19690278259862654,Iris-setosa
+3,7.9,3.7808458354240377,6.390050473356072,1.989434692499006,Iris-virginica
+4,6.524891856088441,3.163992213445488,5.194322088371471,1.9790065440105593,Iris-virginica
+5,6.239640299610127,3.0,4.544752606904137,1.393058611887949,Iris-versicolor
+6,7.669564398042872,2.6201425709944672,6.899998514255519,2.2962373733600203,Iris-virginica
+7,5.006341820858231,3.0,1.5363316308852413,0.20148163596880925,Iris-setosa
+8,5.089798751748588,3.7131467279938075,1.5060926634296514,0.4246826142602306,Iris-setosa
+9,5.789058562354825,2.796250314066749,5.079003857939773,2.4034969316384958,Iris-virginica
+10,5.2079645389364195,3.409060730160351,1.407895250615967,0.19919469533503514,Iris-setosa
+11,6.283090288435646,2.292269165627138,4.402956748964449,1.2790420193045247,Iris-versicolor
+12,6.512160355641566,2.9866034865992517,4.34982599921279,1.3587251631320605,Iris-versicolor
+13,5.797807437142972,2.697246359292425,5.097307199403357,1.912780192177152,Iris-virginica
+14,6.739733312841517,3.138235406605932,5.892796961679554,2.2889055529350006,Iris-virginica
+15,6.687209769298518,3.0,4.978692097019492,1.7006247125253877,Iris-versicolor
+16,6.793850711508177,3.2022224388572607,5.870121236349025,2.3078445235303664,Iris-virginica
+17,6.910233781116594,3.152722054277418,5.936805081669295,2.3043211307105573,Iris-virginica
+18,6.81986870602218,2.8050512140848207,4.797112318522685,1.3868873223727032,Iris-versicolor
+19,6.880237505287353,3.0863251167683026,5.14174905754806,2.288245026495382,Iris-virginica
+20,7.597999341177415,3.0,6.614361489005303,2.1174031942965295,Iris-virginica
+21,6.792807417753405,3.231520316213027,5.857297252311153,2.26404298227044,Iris-virginica
+22,5.645912485691171,2.9117100720227973,4.00860002134162,1.2891075274054697,Iris-versicolor
+23,5.792949640272594,2.6963342109767447,5.146452053154612,1.9100042235508654,Iris-virginica
+24,4.567836613747169,3.160493069929829,1.3985941443328125,0.20094284728224385,Iris-setosa
+25,7.7175204596806815,2.615010595621073,6.9,2.307135896003344,Iris-virginica
+26,5.375866461588005,3.0,4.504329784737124,1.4962862926475475,Iris-versicolor
+27,5.511202072243756,2.4271673943675105,3.7601337950907787,1.0153540533692158,Iris-versicolor
+28,4.579564013860306,3.573007461583776,1.0,0.19720066033144543,Iris-setosa
+29,6.713344900318011,3.3022081109654073,5.695131395274943,2.5,Iris-virginica
+30,7.694566755987904,2.7923025516632394,6.686048115543078,1.9946682710242265,Iris-virginica
+31,6.4879985112590575,3.0,5.781125878298257,2.1988235693918834,Iris-virginica
+32,6.505051345537216,2.9951021735811003,4.337273817934532,1.367055373047074,Iris-versicolor
+33,5.078188414339486,3.4843050836723912,1.4033976724160746,0.20180045363825042,Iris-setosa
+34,5.999597546056567,2.1952133811041388,4.048627217611566,1.0199890354836307,Iris-versicolor
+35,6.779097808460223,3.0,5.789166734128449,2.160497931514068,Iris-virginica
+36,6.577128101608553,3.0,4.406070179729662,1.3919626224094133,Iris-versicolor
+37,6.159436119939107,2.799021965788156,4.716943605324414,1.1985417544063983,Iris-versicolor
+38,6.270110681021165,2.244716298962918,4.449413290571699,1.3879772855947747,Iris-versicolor
+39,5.790652485699346,2.7078352537783044,5.093345043075237,1.8829761352126222,Iris-virginica
+40,7.257096672617441,2.8897264226725405,6.306879013462916,1.8140047858674737,Iris-virginica
+41,6.1140220998730666,3.0,4.585716141430597,1.4007918534728685,Iris-versicolor
+42,5.736079075939937,2.854525233620059,4.45714380731426,1.3138164006114659,Iris-versicolor
+43,6.797061936592462,2.811377893201281,4.800510194858144,1.4223518289031731,Iris-versicolor
+44,5.154243804766613,3.510977600045945,1.407150046246232,0.19822353073780727,Iris-setosa
+45,5.797650948537212,2.7050421569072203,5.095383143010046,1.9103912932419864,Iris-virginica
+46,4.8567525646008445,3.0951321206416966,1.5192174379890935,0.10000015630951747,Iris-setosa
+47,5.799986828160817,2.692185432974838,4.078609265476317,0.9944715247042162,Iris-versicolor
+48,5.5379194635706375,2.6544477801803033,4.4263340130862066,1.2276159686613202,Iris-versicolor
+49,5.431944597144598,3.4160118325311246,1.514335630234856,0.412379259943287,Iris-setosa
+50,4.8963821791572935,3.4094896414530167,1.5703734638434501,0.23234334142407911,Iris-setosa
+51,6.696181513317126,2.502914169751734,5.791544555578026,1.804774052020092,Iris-virginica
+52,4.87960181538229,3.0611614669991067,1.4839637108254695,0.10000011474607018,Iris-setosa
+53,6.679167903080024,3.271543758129324,5.659209513533116,2.0967895492293147,Iris-virginica
+54,5.7642984692840304,2.646426674217004,4.032862045430144,1.0064259812872651,Iris-versicolor
+55,7.501567820832594,3.0,6.478482027724079,2.0860044458735825,Iris-virginica
+56,7.697772755099448,2.586529873260966,6.9,2.302743271527319,Iris-virginica
+57,5.407014230229831,3.924280876075408,1.287100314301711,0.3704912050513616,Iris-setosa
+58,6.628281624021509,3.0,4.431923256529439,1.4317317580706324,Iris-versicolor
+59,6.703010921416822,3.0785539050593558,4.669901522279339,1.4740790872842031,Iris-versicolor
+60,5.055524260791532,3.3576127739290107,1.5863944560700138,0.45019059086128044,Iris-setosa
+61,7.581226563277518,3.0,6.573704408364703,2.0854677820484837,Iris-virginica
+62,5.609476638561157,3.82144525926862,1.5012028303038514,0.298806022346695,Iris-setosa
+63,6.697398781829688,3.0,4.9894913623410595,1.7016342026448612,Iris-versicolor
+64,7.263663237744349,2.8969736940128956,6.242837528852252,1.7969599551089126,Iris-virginica
+65,6.714261850646307,3.3121415851711338,5.746767728497585,2.4999995827425527,Iris-virginica
+66,6.676046326185606,3.291168237584316,5.6534791336584425,2.093328544613081,Iris-virginica
+67,4.8350633312755225,3.0,1.3973520408090205,0.10000010122619268,Iris-setosa
+68,6.7238711815087395,3.289017592087209,5.699118746030599,2.4999995668755073,Iris-virginica
+69,7.046454213124373,3.0,5.879810412660406,2.090627661911196,Iris-virginica
+70,5.291960900597339,3.7002030357345497,1.4959469388196693,0.19925453402258922,Iris-setosa
+71,6.701490498333126,3.090523201383477,4.695756160823256,1.5087472395001327,Iris-versicolor
+72,4.899071313320156,3.0543365968398652,1.4872942231774293,0.10000012277721104,Iris-setosa
+73,5.370654583173039,3.394694638254877,1.5055063965390427,0.3818759996070943,Iris-setosa
+74,4.595631397904083,3.5591702143545803,1.0,0.20341121289751873,Iris-setosa
+75,6.186426977098731,2.1895489896534746,4.509347326188486,1.4944243169017077,Iris-versicolor
+76,5.220794238037515,3.4212614770975462,1.3899816564564453,0.19881064043025304,Iris-setosa
+77,6.669143119066558,3.2910044424150997,5.63612305568774,2.048210907002263,Iris-virginica
+78,6.317278380036932,2.75536779053271,4.9626176287216595,1.781128399582952,Iris-virginica
+79,5.020555240473126,2.0000004725839684,3.5797396557620518,1.0013401610867594,Iris-versicolor
+80,6.233265366273746,2.2577245689187406,4.457610252757537,1.3766198456691194,Iris-versicolor
+81,6.713653778355651,3.2862692754001785,5.732942142979781,2.5,Iris-virginica
+82,7.70991843724862,2.587913602225911,6.899998910206094,2.31447189424,Iris-virginica
+83,5.5193356437848475,2.4044381424277907,3.7325422447080054,1.023307642245885,Iris-versicolor
+84,6.298873531340257,2.89851487649962,5.624364342018159,1.789997001175462,Iris-virginica
+85,6.5634155779084145,3.0,4.375672920445154,1.3974731617100193,Iris-versicolor
+86,6.059317654293349,3.0,4.610988987753236,1.4293872232421714,Iris-versicolor
+87,4.856870151539549,3.0,1.410047332153818,0.2897412528133562,Iris-setosa
+88,6.501046666579283,3.2203835814610153,5.216875397529797,2.051886580950627,Iris-virginica
+89,6.9068704670640395,3.104912866187371,5.0759054184045125,2.2903666831031684,Iris-virginica
+90,6.167289524422969,3.3204914410478787,4.64405071304893,1.614105364410765,Iris-versicolor
+91,4.8112847197950055,3.3906734248774613,1.8074539624643007,0.20416602502066797,Iris-setosa
+92,6.718025753937477,3.308846753304215,5.7487592623525945,2.5,Iris-virginica
+93,5.69527409522046,3.789436595531476,1.725897646228024,0.29255245820644027,Iris-setosa
+94,7.706884587023005,2.6057763333165656,6.899998990051248,2.2966601590123665,Iris-virginica
+95,4.61138038759094,3.6879310121745448,1.0000004218683942,0.1916781791772257,Iris-setosa
+96,6.713745758376084,3.0,5.012818760943043,1.6803298280027608,Iris-versicolor
+97,4.79423715273464,3.0,1.3968689038673774,0.29864559733561885,Iris-setosa
+98,5.8848873940742195,3.0,5.12447938972287,1.8134253114897625,Iris-virginica
+99,5.167591732271111,3.494781866683147,1.408750770715074,0.19857783239172355,Iris-setosa
+100,6.988688797509707,3.0356509683206454,5.458798856029375,2.2074812519041025,Iris-virginica
+101,5.570108100112851,3.0,4.118242580976719,1.3310742649318397,Iris-versicolor
+102,5.751274530826018,2.6518499946900373,4.046781786823964,1.0408014716887715,Iris-versicolor
+103,6.6872904483352995,3.0,4.988265374226346,1.6910766955907888,Iris-versicolor
+104,5.642891626480311,3.7619199621817763,1.5642001763242193,0.28752854886966867,Iris-setosa
+105,7.260710153915966,2.910896001390699,6.2368903940007705,1.8010748484148587,Iris-virginica
+106,5.006889785251726,3.454666822746485,1.5487711335693892,0.29647641908794414,Iris-setosa
+107,5.080256084849876,3.280800173585332,1.6952300649294487,0.4371294316592102,Iris-setosa
+108,5.009143611115752,3.0,1.5821124248640712,0.19413910194445647,Iris-setosa
+109,5.288282914735444,3.7322222443035162,1.4908726357735438,0.20357670086764348,Iris-setosa
+110,6.302603532017333,2.3119377486008266,4.415105037421142,1.315888730019451,Iris-versicolor
+111,5.17232143379583,3.490507196842078,1.402993944086152,0.1995518412521683,Iris-setosa
+112,5.559968014618868,3.0,4.512178894754372,1.5002747546184707,Iris-versicolor
+113,5.797548670594407,2.6935324461798884,5.099725518433314,1.9044213578996698,Iris-virginica
+114,7.281412247474811,2.8896334280360385,6.307890392295056,1.8047157981381636,Iris-virginica
+115,6.815709362288227,2.793468852773094,4.79721319046765,1.4246529887206707,Iris-versicolor
+116,5.566856468249298,3.0,4.3386963828023255,1.3924660933544224,Iris-versicolor
+117,6.2106544033064965,2.217396807821027,4.5093620779847,1.475411768467817,Iris-versicolor
+118,5.548063375937591,3.0,4.483814935176088,1.49886364334262,Iris-versicolor
+119,6.690902171222735,3.3140171926614364,5.684083138499869,2.4999996194049037,Iris-virginica
diff --git a/iris/tab_ddpm/7_4/25/test.csv b/iris/tab_ddpm/7_4/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/25/train.csv b/iris/tab_ddpm/7_4/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/25/val.csv b/iris/tab_ddpm/7_4/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/26/synth.csv b/iris/tab_ddpm/7_4/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..826ba3ddec754a530146750033b72157d1c08938
--- /dev/null
+++ b/iris/tab_ddpm/7_4/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.51833713153703,2.409103380765005,3.6869017387051612,1.0289823417833583,Iris-versicolor
+1,6.688090256874083,3.306747495883283,5.716666946880888,2.5,Iris-virginica
+2,5.459600624114521,3.0,4.506218703134793,1.4961652424663487,Iris-versicolor
+3,5.53820524169655,2.4713405930529246,3.848700409046968,1.0766886070910988,Iris-versicolor
+4,6.317844255823974,3.3649701974760813,5.440038392793667,2.291079279957427,Iris-virginica
+5,6.857882294865515,3.097356085064747,5.141023605896167,2.283561961235418,Iris-virginica
+6,7.9,3.7962725404682183,6.399438702532306,1.9793117882323634,Iris-virginica
+7,4.808450429611109,3.3868251238533627,1.9435974244730176,0.2003224298133951,Iris-setosa
+8,6.210172363801614,3.401669243505295,5.470714665640855,2.293349497123853,Iris-virginica
+9,5.017055807406988,3.381401928610146,1.7384716386675647,0.38704085698770974,Iris-setosa
+10,4.796177599118442,3.387352791870292,1.6322627581529974,0.19893301070381897,Iris-setosa
+11,6.194288166809725,2.2004831992635907,4.496111982268849,1.522649493441293,Iris-versicolor
+12,4.99375330537475,3.3983431270514313,1.640948912558784,0.36421019848205105,Iris-setosa
+13,4.883843443066873,2.3971016636645346,3.342671345030258,1.0096308844327784,Iris-versicolor
+14,6.372962121905804,2.8861009458012514,4.303694640642788,1.3003378032280297,Iris-versicolor
+15,5.2633090715821425,3.6418224964778307,1.4550158222569072,0.1994866219133678,Iris-setosa
+16,5.29765195295852,3.3668916290407074,1.5114159168624928,0.407739746782763,Iris-setosa
+17,4.601903699447729,3.1774559563875777,1.4000389659796029,0.20510244663211497,Iris-setosa
+18,5.6030180784011225,3.0,4.033693747126012,1.3138015290871634,Iris-versicolor
+19,4.640893474751459,3.2328849265363853,1.4463460593173934,0.203901649631339,Iris-setosa
+20,6.505592367120136,3.196300555200115,5.059764277206815,2.0022153658622663,Iris-virginica
+21,4.789051722671162,3.3984893835505448,1.7714967446921333,0.20341880002173618,Iris-setosa
+22,5.114106793760166,3.488085153523764,1.3819306892666838,0.19898556945000517,Iris-setosa
+23,6.297892559067329,3.3660860758706286,5.3935767162984005,2.2730211929109734,Iris-virginica
+24,6.105023093626822,3.0,4.5782269131531,1.3831756886605127,Iris-versicolor
+25,7.9,3.835282432349715,6.411881084617165,2.0158236234348936,Iris-virginica
+26,5.966997454142324,2.2088870892729937,3.9775815738579183,1.0163229437108616,Iris-versicolor
+27,4.785842233020124,3.0,1.409657507837109,0.2920669249627964,Iris-setosa
+28,5.691681820456132,3.7843284388116323,1.57604318091494,0.2971321253596846,Iris-setosa
+29,4.601468838696387,3.612720853970465,1.0,0.2025606973334967,Iris-setosa
+30,6.131952116692649,2.931957527986662,4.4878780862551615,1.4369353804792495,Iris-versicolor
+31,6.3283954375152724,2.8933049477964667,5.589996287214843,1.809955273713127,Iris-virginica
+32,5.527569938316385,4.2,1.4032589314727089,0.20909200089070593,Iris-setosa
+33,4.61378787016321,3.612224078352445,1.0,0.19946576881267347,Iris-setosa
+34,6.351526230276211,2.87268299942057,4.320771651891089,1.2732637243067093,Iris-versicolor
+35,6.688832302479221,2.506471996311472,5.776263537344922,1.8087890673495484,Iris-virginica
+36,4.825217292190719,3.0,1.3946875201358322,0.2904491382699381,Iris-setosa
+37,5.8196107898156795,2.806029785554795,5.1232421715620795,2.4041023307459293,Iris-virginica
+38,5.389295478759698,3.893386083530616,1.2896409320580755,0.33667325008380705,Iris-setosa
+39,6.6850013977757365,3.3252236995614655,5.608492741472064,2.117191570528166,Iris-virginica
+40,6.720086873230319,3.276539704230645,5.7054629098991745,2.1481404302591702,Iris-virginica
+41,6.484991124233021,3.0,5.790354769582333,2.1774258513564244,Iris-virginica
+42,4.900615542069506,3.0913205691671517,1.4860991217730029,0.10000011647871425,Iris-setosa
+43,5.978445484067832,2.1794241405242785,3.875655120554322,0.8904622549033814,Iris-versicolor
+44,7.258853381425358,2.8984702009905248,6.284524515852338,1.7890526312061592,Iris-virginica
+45,4.985501028587717,3.5870317880900346,1.3954008007405858,0.20483076996467894,Iris-setosa
+46,5.805927263025904,2.6921958538174797,5.1046969732123735,1.872506500543635,Iris-virginica
+47,5.001289940310827,2.0,3.4722207080402443,0.9790498650645949,Iris-versicolor
+48,6.213609445521923,3.3540119041344694,4.654567423451832,1.6211787174272987,Iris-versicolor
+49,5.875557601537568,3.0,5.1506700881024114,1.8023252408912038,Iris-virginica
+50,6.721007636205917,3.3003003549772916,5.736817907352178,2.5,Iris-virginica
+51,5.528247991330737,2.4270581499736794,3.7598087792185337,1.035753824281112,Iris-versicolor
+52,6.186294968123835,2.194487812234285,4.505975822043753,1.513038894959896,Iris-versicolor
+53,6.603019685196628,3.0,4.417552411710111,1.3853423573803474,Iris-versicolor
+54,5.450118894127985,2.3907441518404475,3.6675314617867523,1.0239075978642593,Iris-versicolor
+55,4.76318741181436,3.40120168280414,1.669049344696105,0.19809744673374993,Iris-setosa
+56,4.772262324306239,3.0,1.421945238422035,0.100000100680475,Iris-setosa
+57,5.5710791815516965,2.674475527296823,4.403165559208354,1.2411873315483815,Iris-versicolor
+58,7.688202286518902,2.5528485742245723,6.9,2.312638599341507,Iris-virginica
+59,5.577994821076824,2.339530098207433,3.6803775977275497,0.9334768484915477,Iris-versicolor
+60,4.802939122639006,3.0,1.4017006063363144,0.1,Iris-setosa
+61,6.509454594136739,3.0,5.465613887689236,1.8014419100914665,Iris-virginica
+62,6.6313893246148,3.0,4.502041356837538,1.4525934855380924,Iris-versicolor
+63,7.687956265143255,2.819282289858188,6.674868135378079,2.0211813953649056,Iris-virginica
+64,4.891270397083329,2.410322084466541,3.1330967673304433,0.8969984272284057,Iris-versicolor
+65,7.124310951238958,3.0,5.959329421352814,2.091463836320485,Iris-virginica
+66,7.683911696645524,2.607601944781763,6.899998573538435,2.3081539022342006,Iris-virginica
+67,4.614692592549216,3.1737605719411093,1.400581882740799,0.20445636010240428,Iris-setosa
+68,4.840137270693508,2.3994018638926358,3.314132404373348,0.9767374523688039,Iris-versicolor
+69,7.326854370247409,3.0,6.2796113783592205,2.1000440666733766,Iris-virginica
+70,7.362333730501044,3.0,6.262523812697906,2.0838261469347565,Iris-virginica
+71,5.068982373981867,3.3085767656501957,1.5767391874502592,0.5619433761885022,Iris-setosa
+72,6.785005167752671,2.8145381259345132,4.812488613979024,1.44780870098711,Iris-versicolor
+73,6.276192774085489,3.3280153969906587,4.678054655057233,1.6043792811435098,Iris-versicolor
+74,4.59480652407093,3.6079127274743663,1.0000005185874514,0.19832272830090564,Iris-setosa
+75,4.9232897835166,3.0,1.404288882029535,0.19870196155980008,Iris-setosa
+76,5.104596086977859,3.316232621290463,1.7206458083425036,0.4319067782648358,Iris-setosa
+77,5.623816472170389,3.0,4.062990482034175,1.3012497567782215,Iris-versicolor
+78,4.773070872851149,3.0,1.4065674978646072,0.29505904930489013,Iris-setosa
+79,4.900038799684618,3.1177154739893695,1.5015906677209654,0.10000010786127668,Iris-setosa
+80,6.7184317858318625,3.307195176422726,5.7310545086575075,2.5,Iris-virginica
+81,5.502295126903969,4.2,1.4145604066566961,0.19807086330000445,Iris-setosa
+82,4.882472928245699,3.056228529509122,1.4665042477576695,0.10000012970703917,Iris-setosa
+83,6.620188798055679,3.0,4.914107535128174,1.6700017684909174,Iris-versicolor
+84,5.339904776673775,3.699976887919222,1.5001470747474746,0.19973826817873414,Iris-setosa
+85,6.48924332960316,3.0,5.491687264117213,1.813126291521552,Iris-virginica
+86,6.3198433113481975,2.703544362223837,4.902515421959692,1.7975612752750667,Iris-virginica
+87,6.296348541958116,2.2952960614692213,4.4076338598947595,1.2951586919438292,Iris-versicolor
+88,5.920361927637624,3.1919256081254415,4.8141417879814625,1.7932753807510526,Iris-versicolor
+89,5.790085967708001,2.7150891941680415,5.096045024631102,1.8919908157168246,Iris-virginica
+90,5.788564351010845,2.698627747913614,5.137980261656515,1.911242331635814,Iris-virginica
+91,4.79012811296392,3.0,1.373145517069053,0.1,Iris-setosa
+92,7.7161677049295285,2.5533845445309633,6.9,2.3094829160777817,Iris-virginica
+93,4.907346142966947,2.4109267422701084,3.2207466925037593,1.0025558314279157,Iris-versicolor
+94,6.570733596795003,3.1834711666229207,5.368554415935807,2.0297838494916305,Iris-virginica
+95,7.89999840695315,3.7389362982815992,6.4053530522397395,1.9987132836985462,Iris-virginica
+96,6.4200897446526675,3.0,5.520235289670193,1.8015849933696542,Iris-virginica
+97,5.710875950381295,3.0,4.211083322592799,1.2170401792113577,Iris-versicolor
+98,5.616481015026306,2.9013648634780527,3.7575270924111863,1.2985125819107846,Iris-versicolor
+99,6.2794516325908685,2.8817879664254407,5.619250827276002,1.811584964648417,Iris-virginica
+100,7.899998810831362,3.8134490258049465,6.381263986987134,1.9964286799538704,Iris-virginica
+101,5.988140742642719,2.2017710053889235,4.013439617041793,1.0032294391289553,Iris-versicolor
+102,7.660632877800255,2.590777666726788,6.9,2.2954814637603915,Iris-virginica
+103,6.2969828247379525,2.4944005142750347,4.985289849147908,1.9083213006323538,Iris-virginica
+104,6.302349452386348,2.286242156710039,4.406328000182073,1.2977107337877067,Iris-versicolor
+105,6.6746127479736055,2.5093502032636907,5.781567578353173,1.798475989325805,Iris-virginica
+106,6.293741102773508,3.1634134491922086,4.795415837338844,1.6637288853294117,Iris-versicolor
+107,5.79026773682478,2.717796907771517,4.247531322565905,1.0656428014293307,Iris-versicolor
+108,5.599093955374971,3.0,4.069857664585636,1.2875507431550974,Iris-versicolor
+109,5.406651983904796,3.401965577638418,1.7852866427623308,0.1998507792322014,Iris-setosa
+110,4.813243168799779,3.3916839840649766,1.9089471610445472,0.1989435401356382,Iris-setosa
+111,6.18328533013692,3.036613966084563,4.6204141975281185,1.4544619465256636,Iris-versicolor
+112,5.9717013871550435,2.212904000563171,4.048117456052792,0.9772100325558508,Iris-versicolor
+113,6.1065619147776165,3.363123532529585,4.5580038238496945,1.5982323547190165,Iris-versicolor
+114,6.721310186295943,3.313771095662334,5.755745919007619,2.5,Iris-virginica
+115,5.5666930901896245,2.4642059664807077,3.855967957562537,1.0664785347649237,Iris-versicolor
+116,7.899998179346676,3.7878252472313894,6.403288360356401,1.9829779875448523,Iris-virginica
+117,4.9220291781814165,2.4015941175974778,3.3672820217702863,1.0105097995790897,Iris-versicolor
+118,4.895720493686252,2.419292542692699,3.123376731769458,0.9655880033883633,Iris-versicolor
+119,4.4,3.1815243581771964,1.3054024031716454,0.20205965178622,Iris-setosa
diff --git a/iris/tab_ddpm/7_4/26/test.csv b/iris/tab_ddpm/7_4/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/26/train.csv b/iris/tab_ddpm/7_4/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/26/val.csv b/iris/tab_ddpm/7_4/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/27/synth.csv b/iris/tab_ddpm/7_4/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..360089420cd3e28cc0f924ddcbaa98225850ba44
--- /dev/null
+++ b/iris/tab_ddpm/7_4/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899997960442178,3.792779929300785,6.43916181305682,1.9875310204429188,Iris-virginica
+1,4.989783437709917,3.0,1.7723312658298374,0.19733466054557586,Iris-setosa
+2,5.187773910621694,3.3908764286816324,1.4040919114048043,0.1948580745475086,Iris-setosa
+3,5.693191043662256,3.0,4.166363495138657,1.2668809604653632,Iris-versicolor
+4,4.91236527516987,3.0897961378180896,1.4977139146555232,0.1,Iris-setosa
+5,7.693083191214818,2.8051603199513497,6.689655446464348,2.000551595648811,Iris-virginica
+6,4.794333634988943,3.0,1.3912231518673333,0.30897538661301555,Iris-setosa
+7,6.284206558953223,2.2952968498016144,4.434447961489706,1.3101250920196337,Iris-versicolor
+8,4.986236771608127,3.4028013172752063,1.7527159860588606,0.37198699697702525,Iris-setosa
+9,4.898526857510134,3.0867043651117068,1.4939720502043354,0.10000010536667119,Iris-setosa
+10,4.812340713999618,3.3994097245689825,1.7087586758368953,0.20342847181734897,Iris-setosa
+11,4.603956885174491,3.632055604760096,1.0000003909181991,0.19784581663161033,Iris-setosa
+12,5.551940386343022,3.0,4.512464792392814,1.4905979945629764,Iris-versicolor
+13,4.603007847427798,3.1928777857590958,1.4077168461391674,0.19900203682950846,Iris-setosa
+14,6.319970331094392,2.3046300200226346,4.380755979591567,1.2926946973952684,Iris-versicolor
+15,6.294787940674415,2.8938095582070633,5.6421156051127275,1.8143607979542435,Iris-virginica
+16,6.304366178699119,2.50429752244622,4.974880462037539,1.9107275935295598,Iris-virginica
+17,5.642497689891312,3.0,4.181592142336846,1.2981077052713692,Iris-versicolor
+18,4.884914531280702,2.387146521965116,3.450782385078784,1.0104683022487642,Iris-versicolor
+19,5.013429734595856,3.369883927293529,1.565543485116461,0.3760097232190973,Iris-setosa
+20,5.244833878865062,3.698741539268633,1.5016716916007213,0.20095139661627862,Iris-setosa
+21,6.712637151167119,2.4976561820723555,5.828843504473037,1.7999770029115933,Iris-virginica
+22,5.455150842373054,3.4017770747835936,1.8132247703606694,0.199822491407347,Iris-setosa
+23,5.90395817097987,3.2421121139087417,4.736185648898988,1.7571411597608626,Iris-versicolor
+24,5.901694359077179,3.2272753800813843,4.76881931855022,1.8023091924585128,Iris-versicolor
+25,6.305603236526873,2.532345120854462,4.988242725888576,1.8710143627404952,Iris-virginica
+26,5.967492275511156,2.9370875113368986,4.445706684120541,1.3798156060741367,Iris-versicolor
+27,4.879538946648174,2.4252764806645586,3.339437841330062,1.0088785758364336,Iris-versicolor
+28,5.681514340315355,3.0,4.210024058305626,1.225144811573065,Iris-versicolor
+29,6.711009573824221,3.2851770372899343,5.7323209324847975,2.5,Iris-virginica
+30,6.223300238744384,3.3983844809629646,5.390121659794423,2.2905570602580285,Iris-virginica
+31,6.807628361556986,3.20007152686121,5.86647473280334,2.3165556813008017,Iris-virginica
+32,5.61351693518871,2.9158774438377497,3.6058642594330825,1.3078407623732298,Iris-versicolor
+33,5.377349424697117,3.0,4.501435601498419,1.5066216641278136,Iris-versicolor
+34,5.000164630946645,3.608028150838295,1.4045471042443085,0.20057623322525908,Iris-setosa
+35,4.898027571053191,3.0853381673160865,1.4791762277869855,0.1,Iris-setosa
+36,5.5882459159298845,2.917286685870306,3.7966621357411205,1.3070997639836033,Iris-versicolor
+37,5.523124796254351,2.5409597880041708,4.2980019250404204,1.1244184082300994,Iris-versicolor
+38,7.721850668203524,2.602759407029137,6.89999898965045,2.290719764630905,Iris-virginica
+39,6.780462838698861,2.802295692733469,4.771732737774887,1.3986462365927477,Iris-versicolor
+40,5.790144004218708,2.7247472526665875,4.159703707946825,1.015120510101934,Iris-versicolor
+41,6.159514901027981,3.3565726210645774,4.622357312371516,1.59781633663088,Iris-versicolor
+42,4.988522901078194,3.6114291195344794,1.407273275907361,0.20081308791539906,Iris-setosa
+43,6.264284724247142,2.696447720992528,4.9269526601972045,1.8082927064573815,Iris-virginica
+44,4.575061410808352,3.1689756794515755,1.3689342765064665,0.19755191020551788,Iris-setosa
+45,5.99038766301534,3.4058969209875127,4.474986542074802,1.5801394117519008,Iris-versicolor
+46,6.704998930254305,3.282978731174445,5.689179982019949,2.124711861381304,Iris-virginica
+47,6.762142699108455,2.805127147442584,4.797666626146048,1.3979318817076445,Iris-versicolor
+48,5.094370886041135,3.6922610910463427,1.4873388711715025,0.42342313520551056,Iris-setosa
+49,7.6932663977525175,2.584100077636754,6.9,2.307198683986715,Iris-virginica
+50,4.823984471555648,3.0,1.3956844324780897,0.1,Iris-setosa
+51,7.500107609381922,3.0,6.463195298219791,2.098649589415154,Iris-virginica
+52,5.5300158397654835,2.6487901489071626,4.409173998327142,1.233904528758999,Iris-versicolor
+53,7.330806165751031,2.9002981976242066,6.348256200180882,1.807659189775376,Iris-virginica
+54,4.608870999356277,3.1881866856913894,1.403147360834851,0.20678943553266815,Iris-setosa
+55,6.677696164261021,3.3202131907703425,5.705657230829,2.5,Iris-virginica
+56,4.904301664770105,3.0,1.4064604125868607,0.19967013326294403,Iris-setosa
+57,4.900125535177404,3.0598959468033162,1.475802329502767,0.10000018491152668,Iris-setosa
+58,4.588903497029916,3.63988774324355,1.0,0.20228504777148182,Iris-setosa
+59,6.506977332899677,3.1513067831302655,5.1887781362895655,1.9833993004956298,Iris-virginica
+60,6.7449851017113955,3.2363858890192985,5.768885575067602,2.1890582912364076,Iris-virginica
+61,7.697735275333787,2.7967072060303506,6.703954824141142,1.9960517921151784,Iris-virginica
+62,6.676848946097914,3.0906610764718088,4.654482325940366,1.4885493314000984,Iris-versicolor
+63,5.464325569537921,4.2,1.401061241698056,0.19688239896707377,Iris-setosa
+64,5.43798395375637,3.3711859054992264,1.8032904046229299,0.2030254104574104,Iris-setosa
+65,5.896451399544425,3.0,5.109865537485428,1.8185790833229112,Iris-virginica
+66,6.696247621708752,2.5110536528954173,5.777863876026809,1.8004544061426797,Iris-virginica
+67,7.707354284487504,2.5887587007824173,6.9,2.2911664234794356,Iris-virginica
+68,4.9008707192152725,3.0,1.3981810948054472,0.201155860767314,Iris-setosa
+69,5.034156450680627,3.4355173054094936,1.549720283668004,0.3285819558137363,Iris-setosa
+70,6.691328906924114,3.111642477417875,4.726424131464045,1.5027565829086436,Iris-versicolor
+71,5.903686820290717,3.2057887146404034,4.7824314155780225,1.7915424725061537,Iris-versicolor
+72,5.582949088525567,2.507132465304007,3.9291572918354314,1.107867133433973,Iris-versicolor
+73,6.68402709218074,3.3068475796649777,5.69180959633933,2.5,Iris-virginica
+74,5.792250800074574,2.700486140990788,5.112499283967904,1.9033105057804223,Iris-virginica
+75,6.0304067011272915,3.3951248089234625,4.542487948923712,1.5718608920597101,Iris-versicolor
+76,6.515032677972366,3.0,5.544744995312895,1.8499365787702964,Iris-virginica
+77,5.690464665365974,3.798801793554019,1.8801178434626566,0.31625721038573745,Iris-setosa
+78,6.548590420811124,3.0,5.771359721346927,2.175496626947255,Iris-virginica
+79,4.400001353218143,3.1725952880521167,1.3209675111297445,0.20646246144053357,Iris-setosa
+80,5.360901032552911,3.379531840343107,1.5288081494311472,0.39023923514801245,Iris-setosa
+81,5.89694859739357,2.8620126594775557,4.58771605097795,1.2693989720624572,Iris-versicolor
+82,5.580114721851806,2.5471035735726377,4.245938953744194,1.155019783232438,Iris-versicolor
+83,5.003771595791681,3.602770376818172,1.4010675185077546,0.2001485085538677,Iris-setosa
+84,6.521726409606744,2.9880871952685073,4.344237095840161,1.3670685757697678,Iris-versicolor
+85,6.130603995056191,2.809952897871337,4.689280424081511,1.1971290287414766,Iris-versicolor
+86,5.924812039498609,3.0,5.220579220858595,1.7953352568703893,Iris-virginica
+87,4.905427160103118,3.0,1.4013441803314945,0.2012060597435344,Iris-setosa
+88,4.4,3.2277251256482224,1.3057565580424086,0.19358284077663956,Iris-setosa
+89,6.130420509941193,2.810975617980207,4.658647368958858,1.2426078723067537,Iris-versicolor
+90,6.854732037326237,3.1922978278954446,5.906736774381525,2.3058684925859954,Iris-virginica
+91,5.793007816050194,2.686202819463206,4.041818306407704,0.8455790079397194,Iris-versicolor
+92,6.708459478315162,2.7859251962289187,4.796727502698356,1.376644267875068,Iris-versicolor
+93,6.4583159891919255,3.2197172171187884,5.087159567854831,2.004606362989545,Iris-virginica
+94,4.587525492385182,3.509198048227845,1.0000006819927267,0.20477357523078696,Iris-setosa
+95,4.508297256612887,2.3038112282863725,1.3117454867467493,0.32380565005338896,Iris-setosa
+96,6.277437120692543,2.2827434880093653,4.412757125155331,1.3384456845397394,Iris-versicolor
+97,7.282143396460996,2.8980354446399303,6.256461369578237,1.7955436848305224,Iris-virginica
+98,6.200550733094197,2.191838714947302,4.5016540274736805,1.5253028977335483,Iris-versicolor
+99,5.412004628792983,3.409409857306231,1.7254811192717894,0.20277036611979352,Iris-setosa
+100,7.709226170520923,2.6044419024425998,6.9,2.2947367607397955,Iris-virginica
+101,5.679638366797126,3.0,4.086440642824839,1.200868888602404,Iris-versicolor
+102,6.782357447601063,2.8048822597769845,4.7861164838665005,1.3952296846076109,Iris-versicolor
+103,5.0690096308165336,3.521107082100505,1.3997737098241507,0.19719769762393116,Iris-setosa
+104,7.008847950910515,3.0,5.835980595883299,2.1139372187776067,Iris-virginica
+105,5.809302222498705,2.8050575070988524,5.108287251100469,2.402612627888276,Iris-virginica
+106,5.121376523685863,3.7297787444916173,1.5089369634068563,0.4230524915206602,Iris-setosa
+107,6.558647649329531,3.0,4.347020449321976,1.3749294435095825,Iris-versicolor
+108,6.235283311827338,2.224974709876825,4.485780400516693,1.4619774821416383,Iris-versicolor
+109,6.113028843360027,2.8003852661700286,4.712602472068829,1.2021973157225359,Iris-versicolor
+110,7.587678914607876,3.0,6.578032719933418,2.106016347122188,Iris-virginica
+111,6.7034775267729305,3.1313327645210784,4.701230496481123,1.5059461647950778,Iris-versicolor
+112,6.7241202992265405,3.265531634384241,5.7701768615639395,2.140721052390561,Iris-virginica
+113,5.5094461421022665,4.199999348922769,1.4011690653524966,0.1980612862923914,Iris-setosa
+114,4.605831634374117,3.189566241001709,1.4111681795991085,0.20219832832958623,Iris-setosa
+115,4.9976894726194425,2.0,3.5212426018559824,1.00814812209231,Iris-versicolor
+116,5.988869691215579,2.1973049486347818,4.002536061152665,0.9648740369619884,Iris-versicolor
+117,5.0076770881809445,3.0,1.5759376669304017,0.20134772385568728,Iris-setosa
+118,6.798232326612809,2.801196342688953,4.784846890294967,1.4072281248666256,Iris-versicolor
+119,5.452547197926386,3.0,4.501671430820454,1.511744263236322,Iris-versicolor
diff --git a/iris/tab_ddpm/7_4/27/test.csv b/iris/tab_ddpm/7_4/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/27/train.csv b/iris/tab_ddpm/7_4/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/27/val.csv b/iris/tab_ddpm/7_4/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/28/synth.csv b/iris/tab_ddpm/7_4/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4fa1a3ec4c598798e8308374f20ff079906587f6
--- /dev/null
+++ b/iris/tab_ddpm/7_4/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.434988849728873,3.9145989625765334,1.3102943260963302,0.401380850432845,Iris-setosa
+1,6.239674375213551,3.0,4.61714596383762,1.4578623883160635,Iris-versicolor
+2,5.903054216076771,3.0,5.087865368706948,1.8018012780226937,Iris-virginica
+3,5.2010902584112735,3.405304858650234,1.3991142257602318,0.2010410852311725,Iris-setosa
+4,5.428861939052747,3.400049741884173,1.4880681706586585,0.39646537489254186,Iris-setosa
+5,6.032374805989203,2.214841011917872,3.934180491265643,1.0024713035654718,Iris-versicolor
+6,5.21859426965547,3.3979363397445512,1.4066711574281756,0.19941964378750016,Iris-setosa
+7,6.526077892216049,3.0,5.472914545386477,1.7980617990919157,Iris-virginica
+8,6.067367438588837,3.363980703113768,4.559209008280882,1.6032852285669505,Iris-versicolor
+9,5.598755936504863,2.4931615231995243,3.871572285025255,1.072167840509134,Iris-versicolor
+10,5.925071821703307,3.1794061138727274,4.825084806527454,1.7944330523430234,Iris-versicolor
+11,5.683555591104323,3.7908533326554323,1.7193009376954398,0.2916634446310734,Iris-setosa
+12,6.26178697021845,3.393478738999096,5.387907808082205,2.2896663570860643,Iris-virginica
+13,6.718720096923391,3.318758058351812,5.701439624565533,2.5,Iris-virginica
+14,6.074029678317333,3.3815317192246668,4.539788954075618,1.6252505378719797,Iris-versicolor
+15,5.799237624127252,2.745818985231332,4.187790834418506,1.0235543104468745,Iris-versicolor
+16,4.909793136859599,3.1238928799287042,1.500021691034042,0.1,Iris-setosa
+17,5.518346886639605,2.61259607637269,4.446843947562492,1.2274758245834212,Iris-versicolor
+18,6.30498862772112,2.5691036639445257,4.953650265377441,1.850980755765626,Iris-virginica
+19,7.30573598746392,2.9125902360350895,6.338004057560145,1.8067602972328674,Iris-virginica
+20,7.717903413546017,2.6074127690954856,6.899998687875568,2.2782572155613225,Iris-virginica
+21,7.711471334570574,2.804759781053972,6.688240297713952,1.9813480327424444,Iris-virginica
+22,7.700828418676884,2.8079807432661403,6.690979836798757,2.0137924649459205,Iris-virginica
+23,7.9,3.7791889979625743,6.456303399575598,1.996744627733163,Iris-virginica
+24,6.085494143758797,3.0,4.624698447162629,1.399668695065936,Iris-versicolor
+25,6.86575297487923,3.101898469552907,5.091114932515106,2.289175605116293,Iris-virginica
+26,4.804428844521307,3.3961051395996877,1.6497648868146197,0.20313488301156887,Iris-setosa
+27,5.484015010348196,2.4096403465244336,3.7221558345029906,0.9474585024551925,Iris-versicolor
+28,7.736339890349471,2.6037963877782713,6.9,2.2987358392106176,Iris-virginica
+29,6.190621505310876,3.400404799869196,5.418551692514911,2.291805067518567,Iris-virginica
+30,6.319739128733226,2.307275163216581,4.418629035171355,1.310810924216567,Iris-versicolor
+31,4.400000556770146,3.1851541645919483,1.3323133033562427,0.2021112825359311,Iris-setosa
+32,7.377199723581636,3.0,6.317360844635325,2.0954737385266498,Iris-virginica
+33,6.705004382506139,3.3398574216402626,5.6931309417507014,2.499999500634891,Iris-virginica
+34,6.3230211603122894,2.304475640476666,4.378893305358678,1.2819037448732458,Iris-versicolor
+35,5.092440595270546,3.713999034646918,1.5002041353945645,0.41439704088767043,Iris-setosa
+36,5.040513622587091,3.572758814574804,1.4097527714614317,0.20580139231155284,Iris-setosa
+37,5.336034399857059,3.406147955545187,1.502177640955693,0.20273128251860473,Iris-setosa
+38,5.630577571972182,3.0,4.1970953166848535,1.2572927541498244,Iris-versicolor
+39,6.4920467342489205,3.0,5.4701108735411355,1.805597323517944,Iris-virginica
+40,6.197630705798669,2.1972927751813036,4.534840620475543,1.5209127701575909,Iris-versicolor
+41,5.953662734559207,2.8966149230757225,4.492505532389889,1.494256230227118,Iris-versicolor
+42,6.402971269107032,2.893268179849005,4.276710340310022,1.316060808164291,Iris-versicolor
+43,5.415213846238025,3.9208677950800235,1.2851493910352325,0.44995713763644946,Iris-setosa
+44,5.81204363988033,2.698649332511625,4.123810670955844,0.8886288386958343,Iris-versicolor
+45,4.615625664503617,3.579027493922336,1.0000004057989225,0.19466148766688407,Iris-setosa
+46,5.3720016335591545,3.866293534975539,1.324585946934861,0.3997192677817255,Iris-setosa
+47,5.599236456184996,2.5251489410141055,3.909078506646054,1.096012386766036,Iris-versicolor
+48,5.9398482559064965,3.1790546947630287,4.809367787071175,1.7632179734155244,Iris-versicolor
+49,5.914389242530854,3.302282259481293,4.610658571771132,1.7343646276978828,Iris-versicolor
+50,5.406486509940998,3.3887702385410234,1.5833584472061708,0.19975634986935495,Iris-setosa
+51,4.4,3.1987562694430403,1.3057464118369908,0.19691993542442787,Iris-setosa
+52,4.897604527313935,3.0539770362816485,1.4839552528882693,0.1,Iris-setosa
+53,4.785299950043604,3.0,1.3906960858884496,0.33858912459025714,Iris-setosa
+54,5.041188421679488,2.0000006272086455,3.5553933592412186,1.007756595455588,Iris-versicolor
+55,6.567161302858352,3.0,4.396790622779651,1.3811626389901237,Iris-versicolor
+56,5.475252206072457,3.0,4.48152531930689,1.5029318878180782,Iris-versicolor
+57,6.798008066128452,3.1849452467316555,5.8993643597355,2.2899106209155327,Iris-virginica
+58,6.297195257118346,2.6638380064346396,4.906863098459399,1.8116459283735475,Iris-virginica
+59,6.682867466944051,3.298793011228411,5.668486357183998,2.085408729335118,Iris-virginica
+60,6.254788562999772,3.3951180042960623,5.430671317286006,2.297718687958411,Iris-virginica
+61,6.488412072106891,3.0,5.398957666128452,1.8390336939819494,Iris-virginica
+62,5.097912823425857,3.6908303546098375,1.492878199322895,0.3574003362816695,Iris-setosa
+63,5.941455074192383,3.0,5.117107910205531,1.8037411194521724,Iris-virginica
+64,6.691684235449883,3.321663139588408,5.703972963558126,2.5,Iris-virginica
+65,5.548063731119072,4.1999992582902985,1.3694763809479722,0.20187939630347693,Iris-setosa
+66,5.0085444350541675,2.000000805174648,3.4875516632412733,1.0182247399395516,Iris-versicolor
+67,6.693180230343727,3.291609996846662,5.67491341639524,2.5,Iris-virginica
+68,7.694874550340779,2.802066003542577,6.700513356314039,2.015466594563452,Iris-virginica
+69,4.839762830354087,3.0,1.416612526116315,0.10000009348956394,Iris-setosa
+70,4.4,3.215460530750385,1.300937661339403,0.19765458667629038,Iris-setosa
+71,5.491562633798572,4.199999044138689,1.4037047339090032,0.19784121503486374,Iris-setosa
+72,7.589091918978587,3.0,6.608590746076196,2.1071798055132454,Iris-virginica
+73,5.407337912199228,3.89501538712459,1.3094531276184742,0.5001075459269622,Iris-setosa
+74,5.202337147009838,3.404919354095816,1.3949171676077619,0.20186836007659195,Iris-setosa
+75,4.802426644971008,3.0,1.4032248236395446,0.3233586757247583,Iris-setosa
+76,5.386435075936173,3.3968236147738597,1.5703482602462684,0.1946079702227772,Iris-setosa
+77,5.682643769213554,2.998650101028544,4.199882309781995,1.2690058201698617,Iris-versicolor
+78,5.744101513261443,3.0,4.261241226583592,1.2812114791736886,Iris-versicolor
+79,5.3681880567107205,3.8642953587931976,1.3316362778282764,0.39343125948000846,Iris-setosa
+80,4.907283208955628,2.440490927610485,3.4444737485067725,1.0206692971217157,Iris-versicolor
+81,4.799273486854778,3.3833863843151444,1.7674064192624885,0.20024823170856856,Iris-setosa
+82,5.805365092567147,2.699683617721191,5.105027241386788,1.889386958439005,Iris-virginica
+83,5.6643817934666405,3.0,4.129805693606834,1.220013931669378,Iris-versicolor
+84,5.3141938151229695,2.3653855177659144,3.601505479819856,0.918843484913779,Iris-versicolor
+85,5.707516748261264,2.901082206329018,4.201172047742822,1.2561044645891397,Iris-versicolor
+86,5.377456698402803,3.8564625505592622,1.3120257556280415,0.35095293557818485,Iris-setosa
+87,5.205940875576417,3.4138725591039942,1.3729414035876981,0.20184253477960093,Iris-setosa
+88,5.435171108394947,3.4049447581556973,1.6743258250681246,0.1985874729060565,Iris-setosa
+89,4.811960909402118,3.367620865764497,1.8951177143977564,0.19639332058557746,Iris-setosa
+90,6.153498474135802,3.353237080650507,4.605045905174779,1.5826112333618307,Iris-versicolor
+91,6.76244357048407,3.206119408444714,5.857917292830632,2.2764428389662412,Iris-virginica
+92,5.810325560662514,2.699693872866855,4.103768951170412,1.002557110631727,Iris-versicolor
+93,4.400000530119715,3.1870639156345213,1.3111681353347808,0.19610239541006508,Iris-setosa
+94,6.680064547918924,3.287540401251529,5.668811159919823,2.4999994915968147,Iris-virginica
+95,7.67020389898863,2.588502937627942,6.899998965547513,2.292008515072311,Iris-virginica
+96,5.481151804377041,3.0,4.458182482665633,1.4924955182294037,Iris-versicolor
+97,4.4,3.214346912054261,1.2889402103812222,0.20067182161818176,Iris-setosa
+98,5.590146239808415,3.0,4.112725268882466,1.3086878937999773,Iris-versicolor
+99,5.89854791840773,3.177760762279919,4.7715074658623555,1.8140504822603847,Iris-versicolor
+100,4.821445105205876,3.3999781739341333,1.5764654461384193,0.20156079083742118,Iris-setosa
+101,6.345845897943168,2.8887946568126046,4.312595871622617,1.2884936828522462,Iris-versicolor
+102,6.437612981634282,3.3546937675276682,5.509620541459811,2.2252106058898207,Iris-virginica
+103,4.513350025981653,2.322592615451283,1.3129284041213019,0.31464285848012136,Iris-setosa
+104,6.787522257061053,2.8016571975470677,4.79801906167821,1.4438533585340028,Iris-versicolor
+105,5.781289386563684,2.7131644157654966,5.090059121707423,1.894054571333058,Iris-virginica
+106,4.897231763520012,3.0,1.4004040953668961,0.19704125075218865,Iris-setosa
+107,5.008522236135674,3.0,1.637999853460551,0.19782374914237472,Iris-setosa
+108,4.6104541567445,3.618421898990709,1.0000004152988846,0.1951851232376206,Iris-setosa
+109,6.599682497761965,3.0,4.367763366052851,1.3963404721198598,Iris-versicolor
+110,4.585268236602935,3.6019614687275845,1.0,0.20211255718254076,Iris-setosa
+111,4.8966412594045305,2.375498235404005,3.195878115362463,0.9509964106838713,Iris-versicolor
+112,4.868739616877047,3.0,1.441336000339091,0.1,Iris-setosa
+113,5.898824894168029,3.0,5.103256387919683,1.7953948507384663,Iris-virginica
+114,5.788429617725461,2.798273104574224,5.138874120468349,2.4052852841395227,Iris-virginica
+115,7.9,3.806364732833396,6.401904285962824,2.0196197765817887,Iris-virginica
+116,6.789028809953969,3.209151478367108,5.897448206008185,2.2834728909526385,Iris-virginica
+117,5.02959336524462,2.0,3.5025032358080055,0.963457922365879,Iris-versicolor
+118,7.683156473152903,2.7990437901155567,6.701379021500475,1.995565921800256,Iris-virginica
+119,5.910934878166532,3.0,5.098743260296047,1.7971847517877184,Iris-virginica
diff --git a/iris/tab_ddpm/7_4/28/test.csv b/iris/tab_ddpm/7_4/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/28/train.csv b/iris/tab_ddpm/7_4/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/28/val.csv b/iris/tab_ddpm/7_4/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/29/synth.csv b/iris/tab_ddpm/7_4/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a90d6ec95df6c583518c0bb498fbaa26502002ba
--- /dev/null
+++ b/iris/tab_ddpm/7_4/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.503497341361198,3.0,5.446827770206116,1.834317607606492,Iris-virginica
+1,5.556485061941956,2.6389556617705923,4.4417861903713165,1.2310782005384355,Iris-versicolor
+2,5.018896508496334,3.0,1.5624081718646308,0.19968172821550073,Iris-setosa
+3,5.200178860149699,3.3905645572176106,1.4041023169182165,0.20261111219500252,Iris-setosa
+4,5.556612653626064,4.2,1.4012826445353466,0.20162708667714863,Iris-setosa
+5,5.771574216502361,2.779372453620932,4.249288671205018,1.1171042875826314,Iris-versicolor
+6,4.400000513156422,3.206923303092806,1.299574090346243,0.1906273234433704,Iris-setosa
+7,6.686124291470264,3.0,4.9902288996407576,1.706081758793681,Iris-versicolor
+8,4.581985506075981,3.625263461271787,1.0,0.19687366052304556,Iris-setosa
+9,6.307193348832384,2.334118693953253,4.402379101467365,1.2993909281161662,Iris-versicolor
+10,5.726670890478565,3.0,4.219673799700441,1.1743213863091644,Iris-versicolor
+11,5.079936252151622,3.4895847144762975,1.4127941827329262,0.19954707736800753,Iris-setosa
+12,5.499153153043172,3.0,4.482326263688336,1.4440609531851998,Iris-versicolor
+13,5.580862667057138,4.2,1.4166475504017266,0.2008329043899543,Iris-setosa
+14,6.212920717396474,2.207986329294313,4.510358280512919,1.5162287467829996,Iris-versicolor
+15,5.08813434237288,3.6790371035419334,1.4906084321894757,0.3980044259188204,Iris-setosa
+16,4.809779499538753,3.0,1.3544526234463532,0.1,Iris-setosa
+17,7.705146675117232,2.6015854664249383,6.9,2.2993321149603667,Iris-virginica
+18,5.015570232537394,3.3404603578330976,1.8348282166378402,0.2012060668126003,Iris-setosa
+19,4.4000004645725275,3.1775877318433006,1.3233494608238536,0.19902271817232814,Iris-setosa
+20,5.1072222118073265,3.5014432533892923,1.3913792477951146,0.20106148098948026,Iris-setosa
+21,5.919655033283257,3.215010926354296,4.8024236035795775,1.8102950895678243,Iris-versicolor
+22,5.680127968852338,2.9087937800795727,4.186283700653095,1.3027279716975362,Iris-versicolor
+23,6.193876136729482,3.383995246147832,5.3950957953726,2.2979232359759756,Iris-virginica
+24,6.9136829859071485,3.1003888864016123,5.123741865929356,2.3080227331631527,Iris-virginica
+25,7.9,3.8547584810231075,6.400718766572675,2.0321093850964567,Iris-virginica
+26,6.287268832053678,2.6880804820479316,4.869472442274174,1.7978174558417284,Iris-virginica
+27,5.487129776294722,3.0,4.465697055671855,1.4921521909563629,Iris-versicolor
+28,6.308192581682734,2.2863509347685125,4.4002599233146595,1.3085611509881918,Iris-versicolor
+29,6.518981535840811,3.0,5.78055343048191,2.193666479100872,Iris-virginica
+30,5.089177851518995,3.4903743931975995,1.3937649201552338,0.20114300851039318,Iris-setosa
+31,5.451701739777821,3.897902781565442,1.3378482660317284,0.3787695764283613,Iris-setosa
+32,5.097278357077465,3.4817617204533557,1.3525019230841142,0.1965886023445825,Iris-setosa
+33,7.687125263401071,2.8102122797361773,6.69121439526054,1.9934680902987107,Iris-virginica
+34,7.610609843683485,3.0,6.606446906871902,2.1051408055733427,Iris-virginica
+35,4.887882718900072,3.0737341461679377,1.488948758658357,0.1,Iris-setosa
+36,5.9438251268042395,3.2472436704297163,4.763205045930285,1.7680273506291084,Iris-versicolor
+37,6.779392210567279,3.1651528499578796,5.845625582833388,2.2809648489992815,Iris-virginica
+38,4.8655524996773,3.0,1.4043324491514546,0.20347673117731635,Iris-setosa
+39,6.045687938694396,2.2082845960241806,4.085743079632397,1.0415798978088744,Iris-versicolor
+40,5.969340700700406,3.3833890079561484,4.466860772619776,1.5693834011067516,Iris-versicolor
+41,4.794793008986482,3.0,1.3654189401951196,0.10000011752884197,Iris-setosa
+42,7.128340777145256,3.0,5.916811383839208,2.100416203692495,Iris-virginica
+43,5.1083824050068385,3.7087843292809612,1.4829485262318802,0.39723964755200586,Iris-setosa
+44,6.404952438399007,2.993122571780439,5.5571657353805834,1.7943968122421345,Iris-virginica
+45,6.61891585729207,3.0,4.4495123468634095,1.4287318264118718,Iris-versicolor
+46,5.559353549151183,3.0,4.4781314610515635,1.5018464282460424,Iris-versicolor
+47,7.33479076122708,2.9207599268766313,6.362341075819149,1.7973873426500853,Iris-virginica
+48,5.601144487046579,3.0,4.134056878669175,1.2656135014456296,Iris-versicolor
+49,5.552857538400114,4.199999369190573,1.384466874653703,0.2029651113317234,Iris-setosa
+50,6.310625887376677,3.3008580218420214,4.694365143794778,1.6014043674210565,Iris-versicolor
+51,5.881009866539255,3.0,5.1057621689238255,1.7910811550202987,Iris-virginica
+52,4.798606411076012,3.405561897126385,1.7458449076971831,0.19889238526286127,Iris-setosa
+53,6.47356038127519,2.949325407452287,4.334766663036352,1.3447384942112146,Iris-versicolor
+54,5.780980388542391,2.702060670240697,5.093051092808261,1.8903658298793924,Iris-virginica
+55,4.995832278998594,2.0,3.4920410712833037,1.0015190103696703,Iris-versicolor
+56,6.197990949659236,2.1953361883073237,4.484334171969649,1.5028496223243344,Iris-versicolor
+57,6.6966493062758845,3.0,5.007137178790206,1.6842706689222857,Iris-versicolor
+58,5.509142890653748,2.508167054872683,4.26003286943435,1.1664932873402616,Iris-versicolor
+59,5.387524044639181,3.410700652888075,1.4987324509544866,0.3739278022818977,Iris-setosa
+60,6.009715433556628,2.9004446393898435,4.5083254501645715,1.4609720791766008,Iris-versicolor
+61,4.785025408354314,3.3957333489844728,1.576499318451467,0.20166656189778467,Iris-setosa
+62,4.761752303174751,3.0,1.3788224168093832,0.1,Iris-setosa
+63,5.433433244653873,2.3720270215632966,3.676934397997084,0.9647908234233886,Iris-versicolor
+64,6.802842061548383,2.796451475183848,4.7787805910412535,1.3916086116745179,Iris-versicolor
+65,5.821017980859219,2.8033198958472956,5.093863061937375,2.402447969232393,Iris-virginica
+66,6.532869576839507,3.19309431673767,5.101019658798509,2.0226506092100567,Iris-virginica
+67,5.168272878228466,3.3039208270399247,1.742760031355415,0.568214097028057,Iris-setosa
+68,5.091561127228745,3.306479064536237,1.781660768618387,0.5122410864729334,Iris-setosa
+69,6.128614693060066,3.0,4.5999997696138255,1.4035791697757538,Iris-versicolor
+70,6.490983378566127,2.9627744201111974,4.3187758182991605,1.3669007810152434,Iris-versicolor
+71,5.500236516348546,4.199999278727941,1.4148038528198192,0.2030138997025766,Iris-setosa
+72,6.6971795864645065,3.3180282780758534,5.718993427284616,2.5,Iris-virginica
+73,6.797994421112017,2.801178047417505,4.81194293525822,1.3988951310694322,Iris-versicolor
+74,6.720080784887555,3.2934634768166626,5.753515162817796,2.5,Iris-virginica
+75,6.349111546972524,2.970078968387498,5.612156651401421,1.8020205163235827,Iris-virginica
+76,5.89387176438859,3.2023987157586546,4.812424353434552,1.7997683152240678,Iris-versicolor
+77,5.70611611768277,3.806696429048058,1.5766188081056691,0.2995165295114353,Iris-setosa
+78,6.0669273314951155,3.344066982361239,4.567026164110904,1.6181918072458876,Iris-versicolor
+79,6.328669257892245,2.866599611727523,4.284866047769069,1.2705469297744842,Iris-versicolor
+80,5.661339088963077,3.0,4.326177899428536,1.3523853610153185,Iris-versicolor
+81,6.3114736039678565,2.26984559205437,4.4266670792041936,1.323518502722239,Iris-versicolor
+82,6.912915051550004,3.101069107182987,5.129629147297895,2.288924232964616,Iris-virginica
+83,4.806377013661956,3.4032269476924206,2.000221444711069,0.20004209899167055,Iris-setosa
+84,5.711881582323035,2.81707379984074,4.229802947528863,1.214902354579834,Iris-versicolor
+85,6.560674040002312,3.0,4.376360763476933,1.3795489178570621,Iris-versicolor
+86,5.963644352728973,2.780092269166714,4.432554968715632,1.123694157138494,Iris-versicolor
+87,6.24759715262627,2.241074520006705,4.437739683306278,1.387068384210547,Iris-versicolor
+88,5.45188773242438,3.0,4.515955174549276,1.5086994403147522,Iris-versicolor
+89,6.363162887251444,2.9347071655202104,5.601423317358707,1.806073202792395,Iris-virginica
+90,6.215355615248402,2.204118366727764,4.4995982787185715,1.4871369766853688,Iris-versicolor
+91,6.30100362325436,2.299951328191,4.428810950017208,1.2926030869694793,Iris-versicolor
+92,5.429648761537314,2.416896566761647,3.6942663090146195,1.0157309443434877,Iris-versicolor
+93,4.8024865292357095,3.393934448004879,1.7524455457161427,0.19938305334422102,Iris-setosa
+94,6.006409449471919,2.8093371771394153,4.563142098396147,1.2038072108060018,Iris-versicolor
+95,6.72382918466992,3.310790222213623,5.729141220529366,2.098990032983501,Iris-virginica
+96,5.679633230067686,3.821210595841653,1.7308267922328338,0.29206769974704255,Iris-setosa
+97,6.074786733338472,2.690924850923167,4.99223673213979,1.8290657712953244,Iris-virginica
+98,4.989143738353363,2.0000005070422535,3.5399896120832657,0.9815754494496991,Iris-versicolor
+99,7.9,3.8211483288933126,6.396240588908986,1.986273592998264,Iris-virginica
+100,4.891468691467262,3.0,1.3826567220835018,0.2012101127122345,Iris-setosa
+101,5.012554874173807,3.0,1.5740038838817716,0.20129958950159263,Iris-setosa
+102,5.731052086983838,2.8892805361332354,4.295210480923241,1.3112216384811668,Iris-versicolor
+103,6.4894767374613656,3.1672248132934997,5.097936739083816,1.9969526177494905,Iris-virginica
+104,5.656866646897875,3.0,4.0357079804696925,1.2686749358059493,Iris-versicolor
+105,7.9,3.8120529796568947,6.420276757409365,1.9789368765022415,Iris-virginica
+106,6.293727223790061,2.301141333679248,4.456738600632809,1.3433043337180999,Iris-versicolor
+107,7.4123003735013615,3.0,6.409923224457167,2.094353131360923,Iris-virginica
+108,5.470330178041343,2.5683631876949993,4.360991667495588,1.164328136301766,Iris-versicolor
+109,5.78989653974315,2.801473132466191,5.130313364767589,2.4029886792693476,Iris-virginica
+110,4.808729327679473,3.0,1.4097481241114667,0.1,Iris-setosa
+111,6.222250148699943,2.2164974882363575,4.4693638648183365,1.446366722762422,Iris-versicolor
+112,5.476414950955786,3.0,4.4693232857491045,1.4821112653021686,Iris-versicolor
+113,5.026037008044981,3.5087646273321136,1.3962615899818842,0.2047137819444422,Iris-setosa
+114,5.689666800485414,2.9037931202491434,4.125856606803544,1.3111910694352222,Iris-versicolor
+115,5.975297596531632,2.2028175608371736,3.955804636157723,0.9790541144537463,Iris-versicolor
+116,6.2980380858345715,3.270337033570294,4.709952083509634,1.5946391291066369,Iris-versicolor
+117,6.303519293663695,2.708336385704126,4.904141962894476,1.8001618304659186,Iris-virginica
+118,5.7532890440512245,3.0,4.431011286322295,1.4574859454413056,Iris-versicolor
+119,4.816450383034907,3.0,1.4048308248424919,0.1000001025181153,Iris-setosa
diff --git a/iris/tab_ddpm/7_4/29/test.csv b/iris/tab_ddpm/7_4/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/29/train.csv b/iris/tab_ddpm/7_4/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/29/val.csv b/iris/tab_ddpm/7_4/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/3/synth.csv b/iris/tab_ddpm/7_4/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e47796b36a32aa984604d80100a0cb0f12c54d6d
--- /dev/null
+++ b/iris/tab_ddpm/7_4/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8169800661047235,3.403116827325562,1.800918162575314,0.20002614381955844,Iris-setosa
+1,4.502929842604496,2.318399310211194,1.296360220497717,0.3081190858551281,Iris-setosa
+2,6.710350344357143,3.286796758075261,5.6563397649364475,2.1093067003173487,Iris-virginica
+3,4.400000683746488,3.1972048675982068,1.2784923928698881,0.19748888248483154,Iris-setosa
+4,6.475618750262463,3.0,5.5750092771599125,1.7971277531421177,Iris-virginica
+5,6.271799087172994,2.310220699038159,4.369429049207161,1.2987257771286964,Iris-versicolor
+6,4.4,3.1934974855180607,1.2910926930742388,0.19795219233600947,Iris-setosa
+7,6.10537167030533,3.0,4.599942183310976,1.412288882225805,Iris-versicolor
+8,4.999298584065685,2.0,3.5674543081821506,0.9333923534902051,Iris-versicolor
+9,7.899998474696462,3.777095820522342,6.366423389296488,1.9742811608966044,Iris-virginica
+10,5.508627550472905,4.199999164869781,1.403043106976092,0.20259120079793203,Iris-setosa
+11,6.024838142239597,2.906822252942469,4.4948534572458465,1.5071557874359152,Iris-versicolor
+12,5.793788864512175,2.6734837814736903,4.071985933015009,0.9513756967737188,Iris-versicolor
+13,5.341711900283081,3.0,4.46743433975923,1.476500684357237,Iris-versicolor
+14,6.254483123842416,2.5762063994814963,4.987490624134791,1.8713735705828107,Iris-virginica
+15,4.585289833678909,3.6340230115241283,1.0,0.20323537850032175,Iris-setosa
+16,4.599439503137714,3.182316002805233,1.3950287242555373,0.2015945242522073,Iris-setosa
+17,5.641965397753161,2.9091795744395856,3.819209993354369,1.3115044097731592,Iris-versicolor
+18,6.446868760924702,3.275557357152209,5.287901460324153,2.0986622546735036,Iris-virginica
+19,5.316264549444148,3.717478162136059,1.512562031123858,0.20039356859279683,Iris-setosa
+20,6.103612525637562,2.840520000557553,4.639392857199319,1.2407319780638284,Iris-versicolor
+21,6.2021749980462415,2.1982306335321544,4.527292602965535,1.5372400164505642,Iris-versicolor
+22,4.595568553251533,3.596891430714108,1.0,0.20359045642192744,Iris-setosa
+23,5.444982553076497,3.408003313610203,1.6492779113267955,0.2028697189938184,Iris-setosa
+24,5.616001799410888,2.764723266078429,4.418955619412459,1.2676003667873854,Iris-versicolor
+25,5.687275926228759,3.7766324421652238,1.83101383772918,0.32369082249111314,Iris-setosa
+26,6.789694945649871,2.8094905440725033,4.793716370157993,1.3892247795052282,Iris-versicolor
+27,5.479968865734978,3.0,4.460442030189602,1.4861217447365833,Iris-versicolor
+28,4.985954729985621,2.0,3.5151365728941104,1.0265776705301402,Iris-versicolor
+29,6.885338516619301,3.1051972467424687,5.089247703759854,2.2966718760385305,Iris-virginica
+30,6.521399209829061,3.1853848296179375,5.660097653727958,2.267209024979109,Iris-virginica
+31,4.78794084585804,3.40173472722534,1.702064035891815,0.1985423549537512,Iris-setosa
+32,5.066645886356976,3.510634217964551,1.3970943466147054,0.20145351313844692,Iris-setosa
+33,5.332881929601691,3.3541739613198027,1.542110684699212,0.20052562472747845,Iris-setosa
+34,5.412742895751563,3.408993255430532,1.4924387341036627,0.35989766472661217,Iris-setosa
+35,6.764951598681429,2.5777534998744076,5.9411071933272135,1.8047103930509207,Iris-virginica
+36,4.6006672222283465,3.586297309753146,1.0000003629674388,0.1967792616874745,Iris-setosa
+37,5.761335705295685,3.0,4.206851088013124,1.255766395577005,Iris-versicolor
+38,6.200596047825854,2.222298498918659,4.495104759024199,1.4756866748322894,Iris-versicolor
+39,6.849332424327678,3.207904040207935,5.955157376777076,2.289826585881621,Iris-virginica
+40,5.561975593222371,3.0,4.504076507467819,1.507582427119842,Iris-versicolor
+41,6.096894100044606,3.0,4.604009655061427,1.392977852381556,Iris-versicolor
+42,5.60320573549817,3.0,4.082416548015567,1.3048455332846034,Iris-versicolor
+43,5.681126619927529,3.0,4.193727772261638,1.2267094269086574,Iris-versicolor
+44,5.62318056209957,3.0,4.08152847397355,1.2917453310066094,Iris-versicolor
+45,5.711482831359016,2.8467059847255967,4.205389180663696,1.2923140208336161,Iris-versicolor
+46,6.010858578453351,2.7823732332458273,4.624623185363494,1.1735302007064106,Iris-versicolor
+47,5.543040159590713,3.0,4.571463875312835,1.5391182226733027,Iris-versicolor
+48,5.3653284985076235,3.4019018404705457,1.4923185657518958,0.4009465033591142,Iris-setosa
+49,4.4,3.185755435794278,1.2854266537192913,0.20128431517625803,Iris-setosa
+50,6.026499033187488,3.395727756003793,4.518732526443076,1.5997699524688584,Iris-versicolor
+51,5.750732029914541,2.8659372336835296,4.380480139958814,1.2919297584694853,Iris-versicolor
+52,7.316189573277641,2.90195385607552,6.318982722201713,1.8137515557969113,Iris-virginica
+53,6.699844354402791,3.119487467052982,4.698988469391334,1.4978849295101975,Iris-versicolor
+54,5.836567813964309,2.7138232512531286,4.217013435238962,1.028650844950066,Iris-versicolor
+55,6.45725682409234,2.964097077777599,5.573808761395954,1.7998046839085187,Iris-virginica
+56,6.665756974171976,3.0768924199788987,4.674704816844394,1.4748409272782481,Iris-versicolor
+57,5.800138422712873,2.7124374053429587,4.164765262297907,1.0134088060077229,Iris-versicolor
+58,5.5826290238099965,3.0,4.225127149145164,1.3348910856878249,Iris-versicolor
+59,6.5900753391753195,3.0,4.407595631606498,1.3832136014085288,Iris-versicolor
+60,5.40377539903838,3.392165543196577,1.6309050141974635,0.19853048197283032,Iris-setosa
+61,6.785243374018094,2.8047427479211025,4.772582078971491,1.4509616406808559,Iris-versicolor
+62,4.806754463453638,3.392667641629556,1.710225296762835,0.19928598490742425,Iris-setosa
+63,5.08766520579152,3.7047559896046653,1.5025030202674907,0.39487717259385174,Iris-setosa
+64,5.2976006391503585,3.6944943758887745,1.5119651359808284,0.2003771779202673,Iris-setosa
+65,5.713613859898912,2.965654383111408,4.2778203998969735,1.3137850849594592,Iris-versicolor
+66,5.258801010535893,3.627044886715507,1.4849528496805937,0.19780587879308542,Iris-setosa
+67,6.677557779067605,3.3067343801119007,5.621747398662112,2.101732153538778,Iris-virginica
+68,6.65017894615571,3.229418673286593,5.573607584762538,2.057588598235008,Iris-virginica
+69,5.193739023274729,3.4844617897671837,1.4339273953947012,0.19828058339326188,Iris-setosa
+70,4.559301105504338,3.558546621466312,1.0,0.20394139583268367,Iris-setosa
+71,5.011674201147786,3.401495999134237,1.5859366594628814,0.38411625363263363,Iris-setosa
+72,6.301354239295678,2.3157992286959095,4.371970574365997,1.3062361946635999,Iris-versicolor
+73,6.387317748519432,3.0029105805931966,5.28765106281025,1.903755098829303,Iris-virginica
+74,7.691739742195524,2.7888579688926662,6.710953054094101,1.9778282888234862,Iris-virginica
+75,5.502640143445294,4.2,1.389227541800536,0.2000790465974198,Iris-setosa
+76,5.695994055884234,2.980899143776797,4.215708057195006,1.2581702213252146,Iris-versicolor
+77,6.678604856607806,3.120768316394046,4.67771874215004,1.5297888537091127,Iris-versicolor
+78,4.804064707083068,3.400745125899136,1.6324009022048402,0.20165098080610855,Iris-setosa
+79,4.93195684682964,3.0557499175974736,1.4006111626092967,0.19920496065252608,Iris-setosa
+80,7.162829676410409,3.0,5.989306315240826,2.080492386356441,Iris-virginica
+81,4.503255168489304,2.289075791018687,1.300962581459951,0.3094385953475253,Iris-setosa
+82,6.019837746591618,3.3935900701576056,4.512646040687865,1.6021450008813385,Iris-versicolor
+83,7.204448346324768,3.0,6.12889218844923,1.9584198677728042,Iris-virginica
+84,7.724071309646367,2.8108354451047752,6.684931926199035,2.016386691128714,Iris-virginica
+85,4.887888727388934,3.0500899447071643,1.4591129969282577,0.10000013159184624,Iris-setosa
+86,5.320730300230283,3.83439714170295,1.3843183267587935,0.39961534945793625,Iris-setosa
+87,4.980767454001133,2.0,3.4495293822990543,0.9356626044130543,Iris-versicolor
+88,7.698179882704251,2.617703648289284,6.899998121093278,2.3206485018533733,Iris-virginica
+89,6.0206396709152346,2.1964696658695053,4.1022232183628615,0.9359970243006375,Iris-versicolor
+90,6.2140745635835,2.1937430188532825,4.5088944774153275,1.4836754739714244,Iris-versicolor
+91,5.653195232626258,2.78467702614541,4.479122082944968,1.2790916280549427,Iris-versicolor
+92,5.637543070912554,2.7340298126950966,4.451526569858572,1.2817710364058075,Iris-versicolor
+93,4.807969694447573,3.0,1.389065002227191,0.1,Iris-setosa
+94,6.716016228648966,3.101519667484856,4.718881224062888,1.5216960824144468,Iris-versicolor
+95,5.810748201245272,2.702768410600425,5.095799239290861,1.892110966558608,Iris-virginica
+96,6.916079179597852,3.112901535959818,5.141603235170583,2.2927172250482997,Iris-virginica
+97,6.2817728465231895,3.310477584070206,4.693863909914365,1.6015147338594187,Iris-versicolor
+98,4.891142529880285,3.0,1.396939939637669,0.1982613087533634,Iris-setosa
+99,5.0093324319324015,3.0,1.5721774504873396,0.2002591140176671,Iris-setosa
+100,6.032002337854794,3.3890434067224993,4.5234174026523215,1.584619641635762,Iris-versicolor
+101,5.159876726256233,3.3282577993924085,1.5688092822897155,0.5036893824824269,Iris-setosa
+102,6.185692676748662,2.1948233665072943,4.500466219802998,1.5089249874539692,Iris-versicolor
+103,7.627471895430313,3.0,6.60000714333081,2.090449499637093,Iris-virginica
+104,6.906570631798006,3.088368380014592,5.072302258594397,2.2965438034963395,Iris-virginica
+105,4.783205541904672,3.0,1.3992362706823005,0.3273891478548354,Iris-setosa
+106,6.486704131522323,3.0,5.547464695572343,1.7954716536605042,Iris-virginica
+107,4.79563685881223,3.0,1.389220602293527,0.29589877787670354,Iris-setosa
+108,5.630869264789641,2.88449970884398,3.5540427555228695,1.3023615417508765,Iris-versicolor
+109,4.782542867950935,3.393181138555486,1.831890492559633,0.2000237125515873,Iris-setosa
+110,5.43602571490509,2.5531056798644878,4.340950819768728,1.1351169182143206,Iris-versicolor
+111,6.164674993178099,2.1880094911598893,4.5012235551338335,1.494128302039792,Iris-versicolor
+112,6.219408699849378,3.0,4.56731940819585,1.3864250108360905,Iris-versicolor
+113,6.666623089840107,3.3147468949888834,5.663836253970685,2.5,Iris-virginica
+114,7.2596210239957,3.0,6.178778930573044,2.104737423414686,Iris-virginica
+115,6.412967784729235,2.9226658655575797,4.268434421922891,1.2986363313453388,Iris-versicolor
+116,4.871695346901925,3.0078940317850384,1.4446938296589336,0.1,Iris-setosa
+117,4.981433354680779,2.0000004853652165,3.3918956939992535,0.929106152845558,Iris-versicolor
+118,4.4,3.2230544186366075,1.2930983202458532,0.20668624140050212,Iris-setosa
+119,6.204811290885449,2.2059664702177817,4.470342269762779,1.4517399826412178,Iris-versicolor
diff --git a/iris/tab_ddpm/7_4/3/test.csv b/iris/tab_ddpm/7_4/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/3/train.csv b/iris/tab_ddpm/7_4/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/3/val.csv b/iris/tab_ddpm/7_4/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/4/synth.csv b/iris/tab_ddpm/7_4/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..96d9e537b08b939937ce353a330b59bd57a1740f
--- /dev/null
+++ b/iris/tab_ddpm/7_4/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.574450749708909,3.0,4.516058250472283,1.4715736854943662,Iris-versicolor
+1,7.9,3.8228540504103945,6.425505223116361,1.9617756451852715,Iris-virginica
+2,4.609621679816921,3.581568980044352,1.0000004795816266,0.20425430189142216,Iris-setosa
+3,7.2703895474315,3.0,6.199868617956547,2.0868648128701652,Iris-virginica
+4,5.919472929177597,3.0,5.109321369842891,1.800216585140052,Iris-virginica
+5,6.1671135660968535,2.206137319373325,4.496824596678944,1.5053841478934538,Iris-versicolor
+6,6.287355399115516,2.2193154747448918,4.493979556890098,1.4551087120487838,Iris-versicolor
+7,5.7958420921997496,2.6919642086799964,5.087493151441978,1.9065302654225618,Iris-virginica
+8,4.609943554755602,3.208180595089132,1.3942877985838196,0.2055541536685015,Iris-setosa
+9,5.988371089143396,2.893399029821391,4.489847158636348,1.4830495429049926,Iris-versicolor
+10,5.141383543858099,3.692038572226154,1.4129911731067961,0.2108716237676651,Iris-setosa
+11,7.730339052106907,2.571297940884671,6.9,2.2639497013854877,Iris-virginica
+12,6.712815872016291,3.1231783160255477,4.711269533585278,1.4958409485727588,Iris-versicolor
+13,4.813425686264521,3.0,1.401000819698331,0.2961151801726606,Iris-setosa
+14,5.6549736814383325,3.0,4.158051555515469,1.2622385518229486,Iris-versicolor
+15,5.671880395716287,2.8685164381092187,4.339399289779493,1.3370308646674796,Iris-versicolor
+16,5.919189211341512,2.8760376807408723,4.483176428814763,1.4656926619640456,Iris-versicolor
+17,6.697509099725805,3.3016541428767656,5.725234481708469,2.1012058800315176,Iris-virginica
+18,5.658459341235158,2.886043887488599,3.7760705664109633,1.3027235544874551,Iris-versicolor
+19,4.907894749879309,3.0,1.3985333049484423,0.1990767062692877,Iris-setosa
+20,4.827802674893017,3.0,1.4173358436301378,0.1,Iris-setosa
+21,6.263872497809546,2.2719838567930255,4.36343910212372,1.2805396729223888,Iris-versicolor
+22,6.266742863739534,2.2669805246427455,4.436236347040603,1.3606255745792988,Iris-versicolor
+23,5.115287857977175,3.3163228739450417,1.6914225210889249,0.4833921407377913,Iris-setosa
+24,4.9691998083280655,2.0000006041339096,3.539361176990572,1.056075573955995,Iris-versicolor
+25,5.887195191158229,3.216270284262258,4.772234009791487,1.7802604770858081,Iris-versicolor
+26,5.818345029611447,2.6727956628876117,4.125313519180374,1.0283497273938962,Iris-versicolor
+27,4.588377433843253,3.6460142055150477,1.0000003919195108,0.1997599309179035,Iris-setosa
+28,7.693975187029952,2.796074110521788,6.704956038235358,2.017195932168251,Iris-virginica
+29,6.338567802302449,2.2883328442176145,4.42198656361461,1.303555260326557,Iris-versicolor
+30,4.810575952058274,3.0,1.4123348626363028,0.1,Iris-setosa
+31,4.500917976804477,2.3066637174876443,1.3249662554354997,0.2977378371612154,Iris-setosa
+32,6.52476169586005,2.9868029567681185,4.334492369798748,1.3704417162851597,Iris-versicolor
+33,6.2994841554023555,2.307595774964109,4.384480927337688,1.2949695245567285,Iris-versicolor
+34,4.88976538092403,3.0,1.4120149873021075,0.2006654228996588,Iris-setosa
+35,6.299796548118883,2.328489393925276,4.386184797914692,1.3003167870348695,Iris-versicolor
+36,6.9291489458766256,3.0803536535929203,5.290187735801179,2.2782896472402174,Iris-virginica
+37,6.244496306416083,3.413612842284282,5.4094209469669785,2.2989811498321027,Iris-virginica
+38,4.605127650820407,3.2019083073949752,1.4029971894260993,0.19840340551512617,Iris-setosa
+39,7.9,3.8261138017633716,6.435556097152158,1.9833394139448983,Iris-virginica
+40,7.227981276903966,3.0,6.106950243455378,2.074419411160177,Iris-virginica
+41,7.264434641603827,2.9114750613776916,6.231929749238126,1.7975794580781135,Iris-virginica
+42,4.9977312413381005,2.0,3.508967859220807,0.9999771581859478,Iris-versicolor
+43,5.635720822803365,2.903366308764873,3.904079109659028,1.2983761365877593,Iris-versicolor
+44,5.1623236750838455,3.6990706655444776,1.4689324310824439,0.20323336555381846,Iris-setosa
+45,4.794667593886659,3.4006129409308548,1.6105204072807178,0.19797114662164206,Iris-setosa
+46,4.621028058971305,3.15642056219608,1.4077252856539726,0.2146510266634914,Iris-setosa
+47,6.1074573894767035,3.394335837730134,4.549347035049386,1.570190643032561,Iris-versicolor
+48,5.421227013697358,3.413385546320255,1.6065862631450671,0.19464819849226075,Iris-setosa
+49,7.574645929654776,3.0,6.597641206301358,2.1064194104301555,Iris-virginica
+50,6.325085543311878,2.7004817620802064,4.920260789453618,1.8191481735579904,Iris-virginica
+51,5.704247346365438,3.7827933502603623,1.6786753313286662,0.33901382976016153,Iris-setosa
+52,6.5030316201585565,3.203133456736585,5.076592166909196,2.016258676609199,Iris-virginica
+53,4.909281408948071,3.0890334780879147,1.5016956878735241,0.10000010992648037,Iris-setosa
+54,6.291817885122044,2.2921765851338236,4.409181753069413,1.3136592182271487,Iris-versicolor
+55,5.612506702679234,3.0,4.104275875435038,1.304135552377288,Iris-versicolor
+56,6.2666542429657595,3.367753781190797,5.430607719992061,2.2714886351204715,Iris-virginica
+57,5.458009854371708,3.0,4.47683195797837,1.4876203162081925,Iris-versicolor
+58,4.8504262708412655,3.0,1.4403600133464365,0.10000009583596595,Iris-setosa
+59,6.020480244573912,2.206983442082241,3.939246416255617,1.0222334686377343,Iris-versicolor
+60,5.8038156682845505,2.7111782488479905,5.119161169868566,1.9021883342665629,Iris-virginica
+61,5.700651336421044,3.7899166743625177,1.640746319460125,0.2929516529223535,Iris-setosa
+62,4.634903146637487,3.205732072805909,1.3882390649513707,0.2047885650558048,Iris-setosa
+63,5.803195013791876,2.681972806948345,5.133562274671772,1.9211586495363915,Iris-virginica
+64,5.591048047742421,2.489042871810217,3.877972860210231,1.0902997509955208,Iris-versicolor
+65,6.822192510863963,2.794813470339457,4.851103725083551,1.4188661128613937,Iris-versicolor
+66,7.173293318602102,2.904653489360536,6.192969493024986,1.7996910596785358,Iris-virginica
+67,6.300164950561547,2.303225315784171,4.418046757544511,1.307919547261572,Iris-versicolor
+68,5.688110598267485,3.7852720976205583,1.7605818551113104,0.30373202727586596,Iris-setosa
+69,5.921303109594454,3.0,4.505430530351455,1.3960489689556648,Iris-versicolor
+70,6.490215242613211,3.1914983349213335,4.759997948401233,1.5642902572149215,Iris-versicolor
+71,5.566483559676426,4.2,1.4015690011003894,0.19627279807938075,Iris-setosa
+72,4.6354628553244055,3.1877041873700653,1.401909144259064,0.20139089061888826,Iris-setosa
+73,4.607815555450169,3.190009051252629,1.3954143177882325,0.19805424080586487,Iris-setosa
+74,5.404196009526269,3.3918958216951096,1.4946327966055506,0.37758604142956115,Iris-setosa
+75,5.104163180897766,3.6891965121449073,1.5153806387670798,0.39570418684635256,Iris-setosa
+76,6.556176101882929,3.0,4.33860751924313,1.379784190557474,Iris-versicolor
+77,5.6004228773080165,2.512714535367742,3.970189958260965,1.1184501194326613,Iris-versicolor
+78,6.712646441811125,3.310104745343981,5.689338347363915,2.080484767800774,Iris-virginica
+79,6.2848933246952905,2.2899496742956527,4.4170001151798335,1.3140236737161037,Iris-versicolor
+80,5.761046822362,2.988511027867282,4.499594255476353,1.440494045080637,Iris-versicolor
+81,7.604506127849163,3.0,6.600295794938878,2.0968940326073042,Iris-virginica
+82,6.176482087165961,3.402279166972434,5.378903870869993,2.2954490790702677,Iris-virginica
+83,5.4072815958390805,3.3986564110566895,1.5756837059340851,0.19920499056251795,Iris-setosa
+84,6.821137893846503,3.2019218760518164,5.926191933237017,2.310037272765023,Iris-virginica
+85,6.307039579065528,2.551881453122107,4.968560131882641,1.8649036101308587,Iris-virginica
+86,7.703469504965513,2.582781461643555,6.899999003761446,2.3035928602189144,Iris-virginica
+87,5.4810822962720644,4.2,1.3987753489284083,0.18740627901496293,Iris-setosa
+88,6.5834795512622355,3.0,5.842028893018449,2.2478334528649,Iris-virginica
+89,6.282775341623911,2.490304869073463,5.018828872574062,1.9079014813910498,Iris-virginica
+90,5.793411822870283,2.7005999835462395,5.129146910440669,1.9064048513109504,Iris-virginica
+91,5.492658898375954,2.4095969350400583,3.787709026353534,1.0325387539901907,Iris-versicolor
+92,6.211890028655907,2.8455951867009235,4.473308536442252,1.1816959467419352,Iris-versicolor
+93,5.296033184623006,3.7647517268026,1.4898849434111219,0.2026767204915725,Iris-setosa
+94,5.6249410448540536,2.5222744081610373,3.9655940766971676,1.1114424318364209,Iris-versicolor
+95,5.07913471783519,3.3081857221893247,1.5563969380436857,0.5505222931942921,Iris-setosa
+96,7.639703547584382,3.0,6.61230797947832,2.087853760307331,Iris-virginica
+97,5.600645830866076,3.0,4.492699902350402,1.5157179331223911,Iris-versicolor
+98,5.515998045270685,2.6022751707219247,4.386723885530548,1.2064675243625043,Iris-versicolor
+99,5.644441463673219,2.604274973603344,4.094144685341836,1.1191796340013873,Iris-versicolor
+100,5.751247288625217,2.817983454938902,4.305269401662046,1.2236236226502524,Iris-versicolor
+101,6.672172798844753,2.4820118912909375,5.765829882144253,1.8074700074025418,Iris-virginica
+102,4.770402881962665,3.0,1.3926485381579718,0.29152813333793814,Iris-setosa
+103,4.602349120751936,3.604545469653235,1.0000004543917382,0.19378857466057303,Iris-setosa
+104,5.377054334485877,3.9017188829270797,1.3056889092744677,0.35342131037655233,Iris-setosa
+105,4.4,3.1934566051820314,1.3051518165104803,0.2013381044732772,Iris-setosa
+106,5.699070249571178,2.881817923898627,4.090126167316826,1.31802081479931,Iris-versicolor
+107,4.9895396429926695,3.6032576037498556,1.401018265649693,0.20154151623280162,Iris-setosa
+108,5.796978475922842,2.706727189000706,5.096334314480635,1.9043098055702112,Iris-virginica
+109,6.705644001431141,3.2994945459786145,5.704286927832113,2.1118828223051254,Iris-virginica
+110,6.30072678743816,2.3023458126196594,4.4062215313087965,1.2818633511752593,Iris-versicolor
+111,6.689756080901762,3.0,4.97832797338592,1.6952771132611633,Iris-versicolor
+112,5.3544674632383895,3.381967195683755,1.7505715618669078,0.19839192693313626,Iris-setosa
+113,6.494552436343049,3.0,5.439427380119513,1.7994251510180883,Iris-virginica
+114,6.678399663459724,3.0,4.985940083484898,1.7144936150367462,Iris-versicolor
+115,5.814699303542836,2.6881799512178257,5.143094335986211,1.9090486299674607,Iris-virginica
+116,7.682183636118086,2.5931050012642514,6.9,2.2950113847615166,Iris-virginica
+117,7.092511158995908,3.0,5.899592280519283,2.095781078796497,Iris-virginica
+118,7.723653061337301,2.604096565090983,6.9,2.3102366688004468,Iris-virginica
+119,5.575361210366542,2.4778155663390358,3.869190162479909,1.0707277483656712,Iris-versicolor
diff --git a/iris/tab_ddpm/7_4/4/test.csv b/iris/tab_ddpm/7_4/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/4/train.csv b/iris/tab_ddpm/7_4/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/4/val.csv b/iris/tab_ddpm/7_4/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/5/synth.csv b/iris/tab_ddpm/7_4/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e23e231a72175c52806c0e6a5a55e240d4a37f3d
--- /dev/null
+++ b/iris/tab_ddpm/7_4/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.59960828610863,2.931130227102165,3.5495390703327536,1.3127123315518268,Iris-versicolor
+1,4.840557889904554,3.0,1.4395606195961441,0.10000009111940977,Iris-setosa
+2,6.219032041617133,2.210500952682891,4.513211511970874,1.511689962721001,Iris-versicolor
+3,4.793359987330379,3.4012546325063195,1.65354903422229,0.20319794310477904,Iris-setosa
+4,4.8023616552955195,3.3946170782628577,1.814983051333494,0.20279578498602788,Iris-setosa
+5,6.707456028091896,2.4938521641939664,5.800050453869974,1.7993577838235644,Iris-virginica
+6,5.668440441786666,2.7565802103505357,4.498929523442443,1.268170241606222,Iris-versicolor
+7,6.891270900355351,3.0982637020736807,5.121735047031727,2.307853333030592,Iris-virginica
+8,7.4741318856224055,3.0,6.44939946978862,2.0929899953437676,Iris-virginica
+9,5.942583212412817,3.416486317593043,4.4843118905592085,1.603032844201905,Iris-versicolor
+10,6.018368386878563,2.197227220204093,4.063843817967968,1.0266173094470497,Iris-versicolor
+11,4.911115079897563,2.411330215884614,3.282638848060884,0.9961015727623721,Iris-versicolor
+12,6.308817093685575,2.4697787442160055,5.018287163101889,1.9004656255982066,Iris-virginica
+13,5.406710095552776,3.4154607623246256,1.7097264615316743,0.19945101831336587,Iris-setosa
+14,5.4034884572892,3.4203902256738163,1.7491259319264407,0.20161659001443508,Iris-setosa
+15,5.469737455397778,3.0,4.4925193991654,1.5073837013212508,Iris-versicolor
+16,6.028823166496755,3.3948389015667635,4.522113023287699,1.595741617702508,Iris-versicolor
+17,5.537918933931196,3.0,4.522115799168041,1.4974511568530162,Iris-versicolor
+18,7.255725333100165,2.902199584339253,6.278107116524189,1.797094183388936,Iris-virginica
+19,6.704581527841506,3.1133552207775006,4.724491433318896,1.4882461282218595,Iris-versicolor
+20,6.694036351602574,3.0,4.990330385392749,1.711081391590046,Iris-versicolor
+21,5.866350747940668,2.862561363429441,4.375595039693201,1.2574334648326773,Iris-versicolor
+22,4.4,3.1839747789961077,1.3062796915647719,0.19884712742445185,Iris-setosa
+23,5.96187530209263,2.8958530350037726,4.4831319404954115,1.4817065868618826,Iris-versicolor
+24,6.534856594971166,3.2071461675704636,5.094230313862635,2.000591032358983,Iris-virginica
+25,5.124746153477174,3.504419038165895,1.3914006839470114,0.20073257852513857,Iris-setosa
+26,5.157202404447551,3.5892043193543373,1.4356930832985628,0.1975945732410583,Iris-setosa
+27,4.97982030649548,3.603714850710749,1.401117866458005,0.197640242468423,Iris-setosa
+28,6.674704211723647,3.0723490104214797,4.591789877635366,1.4862942506720886,Iris-versicolor
+29,5.812200180168886,2.7971855311665115,5.123001474963505,2.3958029417311217,Iris-virginica
+30,6.448760193830247,3.0,5.426183797098052,1.7938151489745808,Iris-virginica
+31,7.705463202646367,2.601296080870474,6.899998894957546,2.3031918603982087,Iris-virginica
+32,5.012340798319641,3.528277330790347,1.4038944005989782,0.20083820511540937,Iris-setosa
+33,5.989290512272519,3.396724077701607,4.459446523949493,1.5776871961334251,Iris-versicolor
+34,6.501160675653242,3.0,5.759837676431289,2.1871832789660406,Iris-virginica
+35,4.400000526103576,3.2004616418514034,1.3240532855686011,0.2012026616657342,Iris-setosa
+36,5.616497637416806,2.879163036097653,3.816916935276688,1.298926273133925,Iris-versicolor
+37,5.875815019275375,3.203318376487551,4.795998176369161,1.7765959141775785,Iris-versicolor
+38,4.608232611887686,3.2084745427850665,1.4105746583192587,0.19766122259694197,Iris-setosa
+39,5.54159795527089,2.387550560938388,3.758491342901686,1.032716954464707,Iris-versicolor
+40,5.797277137950128,2.7504320290227904,4.0573908644945575,0.9979237283515976,Iris-versicolor
+41,5.015617137103724,2.0000005186853205,3.5283695836570264,1.0151084273061302,Iris-versicolor
+42,6.663210520091739,2.5143836384638845,5.7701901250605525,1.7967444489566238,Iris-virginica
+43,6.195870673683119,3.387240134383139,5.4375749865390715,2.309268943741704,Iris-virginica
+44,4.990302860832378,2.0,3.563054057387245,1.0133163876315785,Iris-versicolor
+45,6.05305078168373,2.9203281869549373,4.5190782354303956,1.5270022737616817,Iris-versicolor
+46,5.375694018686929,3.398461998599897,1.5275298388497471,0.38383681414090803,Iris-setosa
+47,5.026363168855395,3.0,1.5695272829586058,0.19433151522824393,Iris-setosa
+48,5.584328738655644,2.5089043816362344,3.891434229029778,1.1144496527790568,Iris-versicolor
+49,4.572940494330595,3.5680405388747016,1.0,0.19667824766995334,Iris-setosa
+50,5.7969559532047406,2.686650633938341,5.100065910041785,1.8915713903133902,Iris-virginica
+51,5.535352416639638,3.7672119593054805,1.5411235402826755,0.2555453344905803,Iris-setosa
+52,5.472172892321422,3.0,4.454965240896818,1.5265780293950129,Iris-versicolor
+53,5.683590921552167,3.8022130433928627,1.5640541234006267,0.3793901249933199,Iris-setosa
+54,5.712597487485668,3.810154350952611,1.6352229774022484,0.2943102120567919,Iris-setosa
+55,6.710586490793629,3.0,5.004959476132943,1.7105194075429881,Iris-versicolor
+56,4.806243409212729,3.3997494590009114,1.8175488916186922,0.19927608311995798,Iris-setosa
+57,6.953069405946373,3.1073821102978045,5.078798904955381,2.307298748945706,Iris-virginica
+58,6.789094589186595,2.8080927712802413,4.808272127773416,1.4075599646981725,Iris-versicolor
+59,5.510008575266426,2.401289084551209,3.617427854336569,0.9407047736766441,Iris-versicolor
+60,5.208811186275379,3.395093759217852,1.4079273024533667,0.2020730552598274,Iris-setosa
+61,7.677113237367055,2.809928560723802,6.696331924803199,1.9880347847332043,Iris-virginica
+62,6.540095828429924,3.0,5.800758525321578,2.2161601532337065,Iris-virginica
+63,4.811859838948802,3.4063754835818303,1.7824067379793076,0.20448306522360382,Iris-setosa
+64,4.785396772654945,3.0,1.38259982423167,0.29999322811751566,Iris-setosa
+65,5.835288240262061,2.7231742644069454,5.092787826719609,1.8553289723936222,Iris-virginica
+66,6.090804167742488,2.9035660982112677,4.54198511933521,1.4938215683537224,Iris-versicolor
+67,6.158026530821616,3.108094138562759,5.210027088882091,1.9670097719413704,Iris-virginica
+68,6.212099911572977,3.0,5.2780295468370495,1.795938833629188,Iris-virginica
+69,6.391610790762781,2.891891939302739,4.290347332002271,1.2831798520993711,Iris-versicolor
+70,5.8004553105600545,2.808083810960309,5.0926099234414055,2.399874795171323,Iris-virginica
+71,5.86973575577673,3.208725896843086,4.799922170546609,1.7994246104998735,Iris-versicolor
+72,5.970872119615143,2.1856324498995527,4.02235039141893,1.0172431894195626,Iris-versicolor
+73,4.8070022209436924,3.0,1.3702225491955802,0.1,Iris-setosa
+74,6.4636678358824495,2.94010029288647,4.318388639749758,1.3331406142086186,Iris-versicolor
+75,4.400000671682809,3.183226317578685,1.2843108273134658,0.1989468826109712,Iris-setosa
+76,4.9905485470136615,2.00000048191946,3.5244285616993496,1.0185439056700676,Iris-versicolor
+77,6.702925891150892,3.091379943625277,4.7066835111979675,1.5010331193582576,Iris-versicolor
+78,4.9825434690653445,3.5865712362090747,1.4074389491719843,0.19984908604598478,Iris-setosa
+79,5.501620609238448,2.569981615951831,4.398048989880942,1.1650935483271776,Iris-versicolor
+80,6.086099898931043,2.7400937858822005,4.085536214651158,1.087237633813737,Iris-versicolor
+81,7.673407207389151,2.582943728373874,6.8999990041695245,2.301511120356826,Iris-virginica
+82,6.085618065988268,2.8071354741588785,4.697888482517528,1.2242074906079954,Iris-versicolor
+83,5.447576666824295,3.0,4.467344134047124,1.4969454767664103,Iris-versicolor
+84,5.711593596378511,3.0,4.21497559948924,1.197893587072971,Iris-versicolor
+85,4.962422115197135,3.0,1.5097211547534921,0.19646616240710463,Iris-setosa
+86,5.0993511747190885,3.304644712825322,1.8156445182896732,0.4923146818765486,Iris-setosa
+87,5.654745495769334,2.905976996333994,3.9374476335284485,1.2933702537436333,Iris-versicolor
+88,7.5526137862236125,3.0,6.546694868423493,2.104716380244047,Iris-virginica
+89,5.70716034250982,2.8726841544090056,4.070708800605649,1.272820539420748,Iris-versicolor
+90,5.638768510320558,2.7399306889265467,4.468300577104157,1.2871784020398065,Iris-versicolor
+91,6.639860180058344,3.0,4.478050931578384,1.4384851555740645,Iris-versicolor
+92,6.668402732783417,2.8111473304032915,4.7667194385309966,1.3635009561505556,Iris-versicolor
+93,5.797551831860569,2.694913808920668,5.085952529821106,1.8835766324523502,Iris-virginica
+94,4.806116568679459,3.0,1.3976864442534767,0.3355334390277782,Iris-setosa
+95,5.8569492814635735,2.4323134872264913,4.279455329139027,1.2655491425759304,Iris-versicolor
+96,5.734628193098471,2.8759788702424416,4.311324130660947,1.314156144599367,Iris-versicolor
+97,5.803207097681797,2.8057091988760727,5.122343757765382,2.4085563174975317,Iris-virginica
+98,6.631195302277924,3.2391256990230968,5.488301221449975,2.041325856872565,Iris-virginica
+99,5.739725584087206,3.0,4.223951310251026,1.1886961986125288,Iris-versicolor
+100,5.633019799173868,2.888391451049037,3.756450567608204,1.299245848266304,Iris-versicolor
+101,5.376099496558861,3.913241445993655,1.2922346088939143,0.392217746209263,Iris-setosa
+102,5.710440920094842,2.6102283604041587,3.988173005755795,1.0191971312679393,Iris-versicolor
+103,4.967115569031134,3.4060985156530776,1.7082540823148862,0.290205201298979,Iris-setosa
+104,6.241664470266004,2.2146572240511357,4.45016542119224,1.440602475516258,Iris-versicolor
+105,6.843540652481382,2.7969567637755435,4.790982319069504,1.3896093889265764,Iris-versicolor
+106,5.303819274172724,3.7286035390133825,1.4763911261061788,0.20414727860586207,Iris-setosa
+107,5.505917698352235,4.199999312015652,1.3677547409364066,0.19463511988745374,Iris-setosa
+108,4.400000601857668,3.182776983016887,1.3160200175576944,0.20716145487535859,Iris-setosa
+109,4.99821383357409,3.0,1.6126362206146825,0.19883609496627508,Iris-setosa
+110,6.498116381536671,3.1979803987400754,5.1310300263892215,2.0030942823232945,Iris-virginica
+111,5.080668331451276,3.3229489366687046,1.7171429304798311,0.44951758654920704,Iris-setosa
+112,6.57961292192907,3.0,4.39163141686507,1.3938241992650504,Iris-versicolor
+113,6.027643766522431,2.227145104691877,4.081536445925183,1.055329449498503,Iris-versicolor
+114,5.926726153228479,3.0,5.117978707771235,1.8060772940171455,Iris-virginica
+115,5.014416407073982,2.0,3.5150993639953825,1.0383938197190221,Iris-versicolor
+116,6.694645097533097,2.507144388363069,5.79363330101518,1.810160452965207,Iris-virginica
+117,6.229918114799711,3.3547413108693163,4.623243784930188,1.5856827912161902,Iris-versicolor
+118,7.689310687214183,2.7963247645432867,6.694204511572649,2.0003781971458814,Iris-virginica
+119,6.062770038281445,3.370820339209232,4.5503591984726315,1.6033615707357582,Iris-versicolor
diff --git a/iris/tab_ddpm/7_4/5/test.csv b/iris/tab_ddpm/7_4/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/5/train.csv b/iris/tab_ddpm/7_4/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/5/val.csv b/iris/tab_ddpm/7_4/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/6/synth.csv b/iris/tab_ddpm/7_4/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..158570c3ceb9442f57a7ec1e560bff0f94affc0b
--- /dev/null
+++ b/iris/tab_ddpm/7_4/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.782920196827493,2.6611974430954306,4.130530096484353,1.037680492408501,Iris-versicolor
+1,6.796880515861468,3.168565388231658,5.760336022562083,2.301119986505502,Iris-virginica
+2,6.2561605679835095,2.7043389904555193,4.930094786417536,1.7828384406214113,Iris-virginica
+3,5.498518012447325,3.0,4.494669042695581,1.4895008906723766,Iris-versicolor
+4,5.680515161494441,2.903470533141109,4.08790563447589,1.277174493944528,Iris-versicolor
+5,6.866870768121463,2.8076119346965918,4.803441811555337,1.418513109364708,Iris-versicolor
+6,5.066110009761179,3.5093386973845226,1.3999739903644155,0.19851424774345372,Iris-setosa
+7,7.704171950084319,2.59468213384882,6.899998983054868,2.3006666093016443,Iris-virginica
+8,6.481407853878139,3.0,5.493466939672656,1.800647155781801,Iris-virginica
+9,6.711465557900753,3.290640944575217,5.706758096721718,2.1026588596843374,Iris-virginica
+10,5.375343085951226,3.8853980026146178,1.3006633021477643,0.4372641463920919,Iris-setosa
+11,4.763321597214393,3.0,1.3838399220052575,0.1,Iris-setosa
+12,6.89393062903231,3.105620500476059,5.11911698428918,2.2985174394867967,Iris-virginica
+13,6.341009649867983,3.2974340501689925,4.7428082884008855,1.577751516512884,Iris-versicolor
+14,6.034452588837023,3.401876266151385,4.518091558866251,1.5980739552253382,Iris-versicolor
+15,6.302383532092262,2.9181090442182493,5.579367481735897,1.809680212678345,Iris-virginica
+16,5.122452068415037,3.315163273736664,1.574763820776086,0.5270105846701832,Iris-setosa
+17,4.910116202738365,3.1098462886590705,1.498644424283626,0.10000010703513383,Iris-setosa
+18,6.281719882094652,2.267122211209917,4.432058434896999,1.3451750973927772,Iris-versicolor
+19,5.706732728121977,3.822269733301041,1.756165688019353,0.2940005468789201,Iris-setosa
+20,6.688690641095765,3.0,4.999269610010997,1.6985485695006088,Iris-versicolor
+21,5.7981460364553845,2.796231997398346,5.110466231415181,2.3987838813540763,Iris-virginica
+22,6.71041582884715,3.3023959346878966,5.738084090615492,2.5,Iris-virginica
+23,5.0031750931466865,3.3949404579594455,1.6816738122138226,0.35721563073425705,Iris-setosa
+24,4.797953835796279,3.0,1.4010588838106541,0.29540463660790045,Iris-setosa
+25,7.436211902276478,2.906919464640798,6.441624307232401,1.7892414345002123,Iris-virginica
+26,6.817229558254554,2.8043087618921487,4.81808808456738,1.4094213071752864,Iris-versicolor
+27,4.792183305945416,3.0,1.3738477346755738,0.10000010131872733,Iris-setosa
+28,6.497783843480805,3.1878228640238064,5.0928083035308,1.9976221889786894,Iris-virginica
+29,4.974856736961566,3.40413403937161,1.6445034624093238,0.3126606190845184,Iris-setosa
+30,7.257343424222146,2.9070433929715658,6.326881513299545,1.8128919652482833,Iris-virginica
+31,4.4,3.1939704678700243,1.2890768739814331,0.19547607347970353,Iris-setosa
+32,5.609849698482785,3.0,4.529165168367966,1.5504705582633111,Iris-versicolor
+33,6.29389600733948,2.514620870961259,5.014067863405141,1.9000941602206378,Iris-virginica
+34,5.805562568476077,2.7968932478917474,5.1086616904502415,2.4076548996321527,Iris-virginica
+35,4.832942701394273,3.0,1.401109284868063,0.28289524227681995,Iris-setosa
+36,5.516986478817143,3.0,4.465043034437352,1.4945208542029877,Iris-versicolor
+37,6.7998890082937935,2.7987375911351626,4.7944228791011545,1.4021930040531638,Iris-versicolor
+38,6.523011484161383,2.9845259735857814,4.358601563025431,1.3675616570258282,Iris-versicolor
+39,4.8245820915204405,3.0,1.4044142813067515,0.3173880289601029,Iris-setosa
+40,6.5010292077970675,3.0,5.461510126243555,1.792682206700794,Iris-virginica
+41,6.708942182041819,3.3086312763795833,5.703313757979994,2.5,Iris-virginica
+42,6.308380190013566,2.8862340681172696,5.593294945042683,1.8119847465287784,Iris-virginica
+43,4.890822125944902,3.110235017007296,1.4904383657109856,0.10000009310478941,Iris-setosa
+44,6.695753415503145,3.0802664648667903,4.730038981549965,1.5618846301071574,Iris-versicolor
+45,5.583002323824668,3.0,4.474808139733754,1.50680937281,Iris-versicolor
+46,5.360587392282627,3.6817268426868357,1.5105944118572372,0.2098021315817936,Iris-setosa
+47,6.301952481967475,2.692842629929016,4.872473066576172,1.8226001984232858,Iris-virginica
+48,7.9,3.83732240999896,6.40841763204034,1.9666882614848191,Iris-virginica
+49,6.1958923928824765,3.397047937025081,5.395663911473117,2.2994899075121706,Iris-virginica
+50,4.4,3.2115872973007424,1.306994698785439,0.2038804597540752,Iris-setosa
+51,6.09323369368425,3.0,4.598260859261404,1.404214911394477,Iris-versicolor
+52,5.114310747612565,3.690807467063252,1.5101587144356456,0.41992233689305075,Iris-setosa
+53,5.343543185506495,3.4421615823526954,1.5117414656296053,0.19780969354246386,Iris-setosa
+54,5.481712459212223,3.0,4.475431251305635,1.4495957480056314,Iris-versicolor
+55,6.6995245536576125,3.265372918551952,5.703141738304885,2.499999560379757,Iris-virginica
+56,5.507666329439845,4.2,1.3905631667244531,0.20070194399651922,Iris-setosa
+57,4.806972286575675,3.407588470002087,1.6668705557896988,0.19725481065146022,Iris-setosa
+58,7.703802554327922,2.583905651815263,6.899999009942996,2.2988288859859773,Iris-virginica
+59,5.664843363589335,2.887271456894055,3.911902862818641,1.2927934989012726,Iris-versicolor
+60,5.393007686171476,3.383407224982652,1.5157383375677553,0.35489808427839825,Iris-setosa
+61,5.8024927388413525,2.7104689973318363,5.080489521080067,1.9084231789643993,Iris-virginica
+62,6.713669202856052,3.2684326751687447,5.740362424067232,2.166259072268776,Iris-virginica
+63,6.1252482405644955,2.7985332021490192,4.689722917864703,1.200702743296875,Iris-versicolor
+64,5.893026838001649,3.2042420802306872,4.790400054099898,1.7973793025659868,Iris-versicolor
+65,4.4,3.186433465253758,1.3125277251489287,0.19548217318988126,Iris-setosa
+66,6.497712244460859,3.0,5.450625976791742,1.8012066187915234,Iris-virginica
+67,5.603310019798032,3.0,4.15507921324842,1.2569162475405158,Iris-versicolor
+68,5.557543523606941,2.432472001886248,3.7907847901693055,1.055304471409343,Iris-versicolor
+69,5.675715181391557,3.7901524327328726,1.761164391497224,0.2997864201958615,Iris-setosa
+70,4.9948095335504155,3.0,1.5588279544636279,0.19418558265352476,Iris-setosa
+71,6.569615592588288,3.0798164493573905,4.861231594966587,1.6653425153265593,Iris-versicolor
+72,5.441870514598802,3.0,4.511182365298397,1.5009462114432848,Iris-versicolor
+73,5.008606754339969,2.000000684500961,3.494158852198674,0.9229253409234861,Iris-versicolor
+74,7.148156765586375,3.0,5.998240904405939,2.0940692089531177,Iris-virginica
+75,4.90569126274514,2.40545026761327,3.0918569532430524,0.9592791388806339,Iris-versicolor
+76,6.32532785598816,2.721657132796351,4.895281427777352,1.8123961768448107,Iris-virginica
+77,5.919954248730002,3.2378134125664926,4.843264695147666,1.8197323364230291,Iris-versicolor
+78,5.967203668036541,3.0,5.12465390837624,1.8048432380199837,Iris-virginica
+79,6.6952836538934255,3.0880270485084544,4.694423061587215,1.5070844569837594,Iris-versicolor
+80,5.086857048487324,3.294114286883927,1.9530664452194932,0.4894986277716812,Iris-setosa
+81,7.694245831182874,2.8062299898643244,6.706656369562714,2.00580374548549,Iris-virginica
+82,5.598253796025388,2.9057785839820105,3.6457542488923362,1.3034422556891865,Iris-versicolor
+83,6.044571261278703,3.388429740085123,4.49518488754172,1.5841167696466307,Iris-versicolor
+84,5.504232879011189,2.5911239483503943,4.3912611748667105,1.1805388590758823,Iris-versicolor
+85,5.813517892536071,2.747644366841045,5.1596043927947415,1.8719818648513578,Iris-virginica
+86,7.370902401406158,3.0,6.286608747598652,2.1169859414162273,Iris-virginica
+87,5.723849228662418,2.8094271067885055,4.502015328356476,1.3089189568719684,Iris-versicolor
+88,6.505910159719978,3.0,5.786009851169461,2.1869293742837463,Iris-virginica
+89,6.093998472884494,3.0,4.553023625420478,1.386709160590813,Iris-versicolor
+90,5.805913298864256,2.6836712920409975,4.139910664536123,1.0176659423809502,Iris-versicolor
+91,5.710750919408332,3.794378662525663,1.7996265519072028,0.29536864016267517,Iris-setosa
+92,5.808534133598944,2.8066993953349835,5.120276940344833,2.401770150763601,Iris-virginica
+93,4.806378941475121,3.0,1.4130155239634385,0.10000010661425646,Iris-setosa
+94,6.707818643771502,3.3030951989542325,5.730716003069567,2.071618914536747,Iris-virginica
+95,6.941959577057075,3.098252434369859,5.165190117686954,2.313451088667525,Iris-virginica
+96,6.109932967336208,3.0,4.589316024505198,1.4078550503968266,Iris-versicolor
+97,6.789292556122283,3.2174323592444702,5.883576407693912,2.290194179679702,Iris-virginica
+98,6.293562319022594,2.2851407606790666,4.395405612625458,1.2993875671971602,Iris-versicolor
+99,5.004193533134541,3.0,1.6827632506213073,0.20329082642308136,Iris-setosa
+100,5.028874786364526,3.0,1.7325587445889752,0.203175623828114,Iris-setosa
+101,7.384910708224659,2.8746022268002394,6.4370486210007725,1.8254104235840183,Iris-virginica
+102,6.1625866864204975,2.1776736068844484,4.490064281201485,1.4929389044110322,Iris-versicolor
+103,5.031535076726251,2.0000005897892033,3.5547953380950266,1.0160362152987434,Iris-versicolor
+104,6.014551170403996,2.9078721264155742,4.517438348235947,1.4990461928009795,Iris-versicolor
+105,5.496008108418081,4.2,1.4004366926926952,0.19587904462719138,Iris-setosa
+106,5.589079041853139,2.5041106515703553,3.906579423656415,1.0591083651442736,Iris-versicolor
+107,5.085970262149891,3.340103304624783,1.7746706489571735,0.40816453418712284,Iris-setosa
+108,5.300719224366621,3.680519404934062,1.4987445585206427,0.20086063065359075,Iris-setosa
+109,5.976055975252437,2.184035615145337,3.9473966160545038,0.9505050152018142,Iris-versicolor
+110,5.579616446845733,3.0,4.0567413237276915,1.2963379642655297,Iris-versicolor
+111,6.724787850697735,3.0,5.007457603522132,1.7009739174689198,Iris-versicolor
+112,7.705216466309925,2.5948500759593878,6.899998978916102,2.3020062938893266,Iris-virginica
+113,6.31519284247986,2.4925647809322395,5.019718070016965,1.887755049873591,Iris-virginica
+114,7.294987276779963,2.9022582201640055,6.272250826768764,1.801734438098959,Iris-virginica
+115,6.505792487902144,3.2095166837458677,5.122776109154916,1.997475968035532,Iris-virginica
+116,5.02631122394249,2.000000481759219,3.5554920461373354,1.0239072153949915,Iris-versicolor
+117,7.59775032607297,3.0,6.5475630243488805,2.1084218984291714,Iris-virginica
+118,7.287561144456367,2.918499186820956,6.349645797077578,1.8517831684005974,Iris-virginica
+119,6.694142312051819,3.0,5.004036962809125,1.6957316972672667,Iris-versicolor
diff --git a/iris/tab_ddpm/7_4/6/test.csv b/iris/tab_ddpm/7_4/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/6/train.csv b/iris/tab_ddpm/7_4/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/6/val.csv b/iris/tab_ddpm/7_4/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/7/synth.csv b/iris/tab_ddpm/7_4/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..865c2eba2636b4564635ee59794e05f5d085b6a5
--- /dev/null
+++ b/iris/tab_ddpm/7_4/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.50359892625145,2.2898211083378666,1.3005941182037388,0.2988865633802485,Iris-setosa
+1,4.890589114007688,3.0,1.4056069164230895,0.20814709168448967,Iris-setosa
+2,6.950281479602618,3.0952033070221483,5.083426948719095,2.302661038975966,Iris-virginica
+3,5.605562255904688,3.0,3.97190931100552,1.301840446097968,Iris-versicolor
+4,5.77685286913421,2.7986320452147107,5.097684790240253,2.404873165107331,Iris-virginica
+5,6.799749345824019,3.1878202875350032,5.87745338744404,2.3017560894192224,Iris-virginica
+6,5.060509230123692,3.3319980289566375,1.6301633042785584,0.4605145888464407,Iris-setosa
+7,5.707468177845391,2.8981019124727148,4.209890907364702,1.294135399527725,Iris-versicolor
+8,6.174844331708817,3.4052689243988334,5.387977499776547,2.3069485874098232,Iris-virginica
+9,7.899998730695511,3.831981486214097,6.41634378396025,1.9879299294441894,Iris-virginica
+10,4.512501873953787,2.332726744870655,1.3045217331038443,0.42366320456278916,Iris-setosa
+11,4.8841778429645615,3.06883007310918,1.4623521164143085,0.1,Iris-setosa
+12,4.8047600272826045,3.401217309377221,1.6852331880463414,0.20285287733724586,Iris-setosa
+13,4.6087393717743765,3.6083395477219704,1.0000003707375906,0.19570350105886486,Iris-setosa
+14,5.00780386546042,3.3810242397647485,1.5753225621000453,0.44304425049188734,Iris-setosa
+15,6.311108751772616,2.888196166957785,5.60286749491771,1.8037103393556044,Iris-virginica
+16,4.400000549556096,3.2189626821028785,1.3176602524550265,0.19935238006405115,Iris-setosa
+17,6.291266742277239,2.4724691749779533,5.015228325426311,1.8841524092070154,Iris-virginica
+18,5.401590846742282,3.902713940722938,1.3038891656881963,0.3522261297971352,Iris-setosa
+19,7.899998792899185,3.7966656058563326,6.428342731867911,1.9912370876873091,Iris-virginica
+20,7.9,3.7928392173851972,6.417496814861291,1.962092014744114,Iris-virginica
+21,6.894607411082968,3.102968589483237,5.108659876602564,2.31015669939289,Iris-virginica
+22,6.120874612453019,3.0,4.630882429469876,1.3951241461025798,Iris-versicolor
+23,4.7929562228353335,3.0,1.3784554258577701,0.1000001039553631,Iris-setosa
+24,6.716467313916667,2.4955345854793523,5.807271170180391,1.792931017643375,Iris-virginica
+25,5.801560062280459,2.704654108452604,5.141410514352293,1.88354816145286,Iris-virginica
+26,7.710346975318661,2.795673303651653,6.736342463986663,1.9987216471024012,Iris-virginica
+27,7.689679240524254,2.6011507279881143,6.899997457278182,2.2864388772502466,Iris-virginica
+28,5.036939248667954,3.3831063640590693,1.5823780532975324,0.49432660595607103,Iris-setosa
+29,5.7930830549868855,2.803583974866973,5.087922782364095,2.398979535591482,Iris-virginica
+30,6.301079241717991,3.2441294119223634,4.7242553572619235,1.5811120230377147,Iris-versicolor
+31,5.36325837905453,3.876668912753403,1.306157350876058,0.30909060314030773,Iris-setosa
+32,5.548775526297572,2.3998792490361,3.795306987095146,1.0312927053606928,Iris-versicolor
+33,5.813855757690241,2.6869876388392853,5.102670009092692,1.8949402742206167,Iris-virginica
+34,6.261094536905968,3.310603850160915,4.657212165911097,1.6118242474322972,Iris-versicolor
+35,4.803655601000768,3.0,1.4118298985849635,0.29731164792105924,Iris-setosa
+36,4.885379837944412,3.0,1.4012554498248326,0.19726665587110262,Iris-setosa
+37,5.393658733686341,3.392153250717043,1.7609862346026763,0.2001129508781603,Iris-setosa
+38,5.786252822463906,2.7560274003101135,5.088911684436259,1.889212127080772,Iris-virginica
+39,6.263568686766913,2.2989884879992544,4.3872010430079715,1.2808181408798502,Iris-versicolor
+40,6.704429958366541,3.0842899861980104,4.708047361743352,1.5142021375231178,Iris-versicolor
+41,7.9,3.8111757676993063,6.397784353068952,1.9905973625447053,Iris-virginica
+42,6.288950574922872,2.319974045432186,4.350547206162252,1.2817048108371052,Iris-versicolor
+43,5.574878186116403,3.0,4.491683616700986,1.4770696976649855,Iris-versicolor
+44,5.28876336994575,3.765876882224463,1.369798939776789,0.3725155424153618,Iris-setosa
+45,4.914503966437461,3.1391632332860153,1.5061279008299149,0.1000000985332403,Iris-setosa
+46,6.306339777008518,2.503887255621495,4.987739127569381,1.9077624888257594,Iris-virginica
+47,6.5469250157161945,2.985919104953915,4.342520845566162,1.3848506057435965,Iris-versicolor
+48,4.992394421391651,2.0000004626399854,3.5649230826079363,0.9721204058235957,Iris-versicolor
+49,6.505568861834231,3.0,5.784360341075551,2.218440070623122,Iris-virginica
+50,4.5750437586309225,3.5884878577335004,1.0000004240158966,0.20343575022882998,Iris-setosa
+51,6.144807684705557,2.811095880137043,4.713434636005088,1.1976072570573468,Iris-versicolor
+52,4.786818166079046,3.4047155186319937,1.6609593882644862,0.20153455931593978,Iris-setosa
+53,6.719515319937878,2.500550549383916,5.810186391511919,1.7999362467305522,Iris-virginica
+54,6.302021709081899,2.3103272123907246,4.373720207943622,1.2598837733610335,Iris-versicolor
+55,5.785473858455709,2.798310822108838,5.093546950929638,2.401617990813028,Iris-virginica
+56,6.363265082570597,2.9121971384256757,5.594393294306711,1.7929787497868848,Iris-virginica
+57,5.812360387303098,2.719587763727316,5.135608328617302,1.8788867757821293,Iris-virginica
+58,6.323621116130298,2.482059789364259,5.043096445454623,1.9107935164488303,Iris-virginica
+59,5.787489882539689,2.712042704413344,5.155215536559019,1.896323319054587,Iris-virginica
+60,7.700251795709491,2.6458987837579215,6.899998691126688,2.3123070229933997,Iris-virginica
+61,5.600341952410799,2.481113877045853,3.9022021282017,1.094954209077965,Iris-versicolor
+62,5.812844661283015,2.7241016461042995,5.112197980810339,1.9081016404225326,Iris-virginica
+63,5.564016187056699,2.45580118692284,3.9050599886055353,1.0616200665332172,Iris-versicolor
+64,5.637866827833577,2.909049737439693,3.8378237604863825,1.2911820402094,Iris-versicolor
+65,4.9042062067286425,2.407286622850394,3.102444861215706,1.0041705411421566,Iris-versicolor
+66,4.904064274217666,3.091053731040437,1.5005305259235815,0.10000010743012945,Iris-setosa
+67,6.7161380414305025,3.0,5.006406709823401,1.7006882061033073,Iris-versicolor
+68,5.66942985171624,2.8591137258768224,4.374806547049399,1.3058140253413826,Iris-versicolor
+69,5.637300557346669,3.0,4.175752880383989,1.2575938257766839,Iris-versicolor
+70,6.071946706236909,3.2231361514451757,4.607065703644942,1.5705254374593576,Iris-versicolor
+71,6.127961876216885,3.0,4.60998340469937,1.4448881819182788,Iris-versicolor
+72,5.7015294819315265,3.763850754327992,1.9489355172596565,0.3050543821383828,Iris-setosa
+73,5.533649999543121,4.2,1.4137891318849567,0.21189972397186474,Iris-setosa
+74,5.67693613156214,3.7760967722445646,1.5656065912266892,0.31453607809208717,Iris-setosa
+75,6.298183712084641,2.665597780824798,4.920668643285574,1.7999998788485756,Iris-virginica
+76,5.500985840306153,2.4128384269173995,3.7294396009786803,0.9942405514182464,Iris-versicolor
+77,6.269259821414466,2.2838164330825457,4.377156076016838,1.278149338919831,Iris-versicolor
+78,6.31238899495627,3.2729731608585046,4.689066295251116,1.5906051592308794,Iris-versicolor
+79,4.814843881940636,3.0,1.4229430216683479,0.1,Iris-setosa
+80,6.692464947449925,3.3109106321943855,5.639522320738087,2.499999574462432,Iris-virginica
+81,6.4992969106828955,3.0,5.777057018979136,2.1902178435279045,Iris-virginica
+82,6.275435652218124,2.8938697235311466,5.584503494717778,1.8067241178856621,Iris-virginica
+83,7.9,3.7953950561941414,6.440229677805483,1.97703013402948,Iris-virginica
+84,5.556484194882532,3.440354280921748,1.5372127298719032,0.3171028551452403,Iris-setosa
+85,5.791269465760198,2.805360760771906,5.14050066647648,2.376175986868743,Iris-virginica
+86,5.528887347160716,3.0,4.531590884005029,1.5126116237125962,Iris-versicolor
+87,7.616010247002029,2.8343641686235648,6.599730973376291,1.9563057319535198,Iris-virginica
+88,5.026845980008701,3.6451890694734983,1.4052553742686051,0.19410395689165047,Iris-setosa
+89,5.085268519382081,3.734559205196769,1.5155591455055,0.39257153648354004,Iris-setosa
+90,5.902446089714396,3.1824995531731117,4.817349636365616,1.7958518683322873,Iris-versicolor
+91,5.180526679134638,3.3431594387633865,1.4913253021152129,0.3405537389342437,Iris-setosa
+92,4.5999900240616585,3.619549650626029,1.0,0.20006467010737172,Iris-setosa
+93,6.105061863438101,2.793810138487818,4.714707073005244,1.2068702523118378,Iris-versicolor
+94,5.6597030714807985,2.9146817208117297,4.016787990188294,1.2988579883545914,Iris-versicolor
+95,6.011534032385373,3.312679821530571,4.507488341685041,1.5588727613652966,Iris-versicolor
+96,5.919789385480784,3.0,5.099934629725187,1.863464307397292,Iris-virginica
+97,6.713250858725289,3.312981269059283,5.695948281335113,2.5,Iris-virginica
+98,6.009532520277383,2.896078152026524,4.498399830389373,1.5015000501066835,Iris-versicolor
+99,5.1646612079940635,3.723828823894862,1.5071672011572665,0.40696712631618714,Iris-setosa
+100,6.30127689726543,2.4450311745372417,4.9953127157890975,1.8856534621855852,Iris-virginica
+101,5.1097901639425904,3.269387243445979,1.7012086826732693,0.5397098491378242,Iris-setosa
+102,5.523921405889611,3.0,4.476386060425924,1.501382434900021,Iris-versicolor
+103,7.709935618015617,2.8045352956421885,6.705229501595692,1.9924249090920396,Iris-virginica
+104,6.767266440795833,2.7933626499601947,4.798928246969631,1.399362200928871,Iris-versicolor
+105,4.800189357990969,3.406971085426116,1.5723728156006735,0.20069321378568836,Iris-setosa
+106,6.488872094243099,3.0,5.7755450962757395,2.1863135889101755,Iris-virginica
+107,5.976782448192479,3.407710007900094,4.498959230574284,1.6110476255554032,Iris-versicolor
+108,6.21255017858478,2.19122408414118,4.525654813042489,1.5309155352962007,Iris-versicolor
+109,6.362068749249059,2.8944478081259772,4.312953755212662,1.2982290897466204,Iris-versicolor
+110,5.895901431987082,3.1967205194381663,4.791588343674355,1.7911238474901336,Iris-versicolor
+111,5.054684277524827,2.4254809058750513,3.498874637000921,0.9852860468822748,Iris-versicolor
+112,6.689074660246156,3.2970699081696835,5.677513635443016,2.09266525691869,Iris-virginica
+113,7.9,3.7749367391461566,6.399180015640467,1.9751216432621101,Iris-virginica
+114,5.869689254094963,3.202115719296213,4.778448694319381,1.8032681663567134,Iris-versicolor
+115,7.71151967195248,2.589343295902434,6.9,2.3160078105976436,Iris-virginica
+116,5.993150026359559,3.4198377932572033,4.4950352866600705,1.6196093572785764,Iris-versicolor
+117,7.709261738570887,2.582687060278347,6.9,2.3030737749850965,Iris-virginica
+118,7.581204191507298,3.0,6.555312495041796,2.1100537908135735,Iris-virginica
+119,5.336620452202303,3.388122091008847,1.5108036897657349,0.37446997236640817,Iris-setosa
diff --git a/iris/tab_ddpm/7_4/7/test.csv b/iris/tab_ddpm/7_4/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/7/train.csv b/iris/tab_ddpm/7_4/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/7/val.csv b/iris/tab_ddpm/7_4/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/8/synth.csv b/iris/tab_ddpm/7_4/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..622ee8c8baae7a3861d02c6ffe29012d5ffa587a
--- /dev/null
+++ b/iris/tab_ddpm/7_4/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.673861750941557,3.172500274802501,5.604341134466838,2.087075576438495,Iris-virginica
+1,5.594167208175958,3.0,4.520489347218005,1.4774528204678152,Iris-versicolor
+2,5.379911332715037,3.388098112823849,1.505866362366394,0.381923000089776,Iris-setosa
+3,5.070732756093455,3.5861763817953216,1.4168811390838956,0.2005055202139378,Iris-setosa
+4,6.095810626140987,2.7985095567720495,4.68040662146963,1.1978520677126625,Iris-versicolor
+5,6.053816913110434,2.8030596370059864,4.680891054930105,1.2053053597663619,Iris-versicolor
+6,6.005454454164496,2.2057344518110633,4.051279389663422,1.0043233518094183,Iris-versicolor
+7,5.451872255396027,3.415746268201316,1.5141569172825782,0.4415721434287394,Iris-setosa
+8,5.680685754126245,2.7841600393846124,4.491914284503642,1.294528066033035,Iris-versicolor
+9,6.703158646084291,3.2842246195984486,5.700902354747681,2.0795329215653133,Iris-virginica
+10,4.889704954729153,2.408957177134948,3.330518981491954,0.9546688644804759,Iris-versicolor
+11,7.714348377207513,2.801796938418085,6.725980986054641,2.0060067623949096,Iris-virginica
+12,4.511992206990187,2.2956558298888576,1.3076731819775569,0.3011373065734514,Iris-setosa
+13,6.187498405200732,3.40904876741385,5.378893101185936,2.287516304814054,Iris-virginica
+14,5.097120178693534,3.5066494419795067,1.3889733693133102,0.1995984854171156,Iris-setosa
+15,6.259071994519175,2.2498504097807777,4.434339802385981,1.3513503420134827,Iris-versicolor
+16,4.817205282862887,3.4038099877187085,1.6824659153449828,0.20215549827457924,Iris-setosa
+17,5.446800974785409,2.415441017094455,3.7010021619605324,0.9722557960997438,Iris-versicolor
+18,5.518219672247731,3.0,4.475619658047281,1.511743593609799,Iris-versicolor
+19,4.893235336535098,3.0,1.3842421358323607,0.1977956215753614,Iris-setosa
+20,5.870687160084395,2.725354793830306,5.059509806823808,1.9043313038275627,Iris-virginica
+21,7.729200290695435,2.5800090655460863,6.9,2.3105828802114945,Iris-virginica
+22,5.782398109428749,2.68681007096588,5.102090555776684,1.8846795257201792,Iris-virginica
+23,7.899998216475511,3.7573841077165233,6.46915398558275,1.9976317025894013,Iris-virginica
+24,4.604426916686859,3.655575931126277,1.0,0.20006686876902582,Iris-setosa
+25,5.768225515318734,2.704518234301639,4.231482695971038,1.041728702297464,Iris-versicolor
+26,5.407921608106829,3.4083293050282295,1.7641908919242817,0.19947121671405738,Iris-setosa
+27,4.766091449235975,3.4036763253008444,1.5843206746145342,0.1990399985424282,Iris-setosa
+28,6.791076021754665,2.79885511996927,4.776273040903339,1.4036119974707635,Iris-versicolor
+29,6.294052267100398,2.6749331575601456,4.900835506029286,1.8101834096453266,Iris-virginica
+30,7.701792139796534,2.5981976693195623,6.9,2.303631207821124,Iris-virginica
+31,4.952553073867543,3.40068358907191,1.5669386201205076,0.29136224229909113,Iris-setosa
+32,4.812801816342474,3.3963707954858964,1.7260482907822243,0.2021557251807807,Iris-setosa
+33,5.793736899651528,2.7025766723862303,5.09164015716899,1.9670405669231972,Iris-virginica
+34,4.910575060341795,2.4261569144546242,3.341578280912734,1.0300930188617847,Iris-versicolor
+35,5.805383399115888,2.7031563280852575,5.146522970275309,1.8977710111212798,Iris-virginica
+36,7.71976558878934,2.8015396552795107,6.730318866983353,1.9867007657347806,Iris-virginica
+37,5.176913978804201,3.431172040732747,1.3821127051824509,0.20122556328001553,Iris-setosa
+38,6.813219219524365,2.798442060865701,4.826969371342964,1.4113039264214136,Iris-versicolor
+39,4.996079262033211,3.0,1.7269731384575233,0.20404254773874303,Iris-setosa
+40,6.010716279809521,2.914316392733561,4.52722687129588,1.4808528285068145,Iris-versicolor
+41,5.280733764043576,3.80466742168416,1.4464264179625854,0.40263591860646925,Iris-setosa
+42,5.3274378183557545,3.0,4.483857851024895,1.508990856795981,Iris-versicolor
+43,6.6836060272590085,3.0,4.995667983508316,1.709510874214448,Iris-versicolor
+44,6.465888872989511,3.1902219847805946,5.094811883065215,2.0099927863841462,Iris-virginica
+45,5.683072987712915,3.739679448678338,1.6466945510758275,0.28791520660153647,Iris-setosa
+46,5.531503068647037,2.4448569184156863,3.864232432029185,1.0296929793238443,Iris-versicolor
+47,7.700851262089629,2.577578411435466,6.9,2.2996246828297564,Iris-virginica
+48,5.787593606170861,2.7709645316281954,4.141457284105095,1.0330545802595548,Iris-versicolor
+49,4.400000517594313,3.2117229388933897,1.336687429622706,0.2027862562763038,Iris-setosa
+50,5.876680168358497,3.205505982476873,4.791898602584934,1.8101340029653068,Iris-versicolor
+51,4.818561324708103,3.0,1.4032673168212617,0.10000010074363938,Iris-setosa
+52,6.196151679976653,3.4034556968180305,5.441872087598944,2.2777691397539006,Iris-virginica
+53,4.8252035626184675,3.3999241044818946,1.7032529984095914,0.20098386682850652,Iris-setosa
+54,5.4040523277878485,3.403702224909248,1.8179123327686129,0.1989351569905306,Iris-setosa
+55,6.283216045834196,2.2848163023178985,4.386396081096959,1.2757059902245675,Iris-versicolor
+56,6.248944287756966,2.9408517627505533,4.631501343194835,1.5399057739878108,Iris-versicolor
+57,5.54560712390327,2.6440140211581658,4.402335723774274,1.221909888436881,Iris-versicolor
+58,7.605402513188882,3.0,6.5822162130801285,2.1202375084685565,Iris-virginica
+59,5.896576844675587,3.223886377476132,4.804699601784964,1.8130263067809584,Iris-versicolor
+60,4.847297364857674,3.3816270644390705,1.8748363273489574,0.20248654335913624,Iris-setosa
+61,6.472435074105459,3.0,5.813142765447883,2.2069856836951005,Iris-virginica
+62,5.657485494224051,3.0,4.041394838871543,1.2842883353026127,Iris-versicolor
+63,6.697238462163726,3.105413385553033,4.710801764824859,1.5027876563342404,Iris-versicolor
+64,5.177258316890482,3.404909341863813,1.4023905024262344,0.20295824263415083,Iris-setosa
+65,5.095820207619916,3.29835758089158,1.73606699183919,0.46438119253135235,Iris-setosa
+66,5.495182714344002,3.0,4.4375063720938845,1.5035762082981428,Iris-versicolor
+67,5.892089992969574,3.0,5.112189701213419,1.7971081371544861,Iris-virginica
+68,6.088796968832067,2.212398378646891,4.093006521955022,1.0360084353520267,Iris-versicolor
+69,7.684327368896181,2.5831734476117654,6.89999899066829,2.2903847076194515,Iris-virginica
+70,6.268904965891627,3.4004147455252953,5.387489781407089,2.2834961968505345,Iris-virginica
+71,5.616883439095384,3.0,4.522760173083296,1.5219193454040936,Iris-versicolor
+72,5.689207017173831,3.0,4.216282232060732,1.1962196249957282,Iris-versicolor
+73,4.892782499684944,3.0589913600567527,1.4937038735096035,0.1000000996061244,Iris-setosa
+74,4.704469823723901,3.2868218803685285,1.4957041723453892,0.20038659675831072,Iris-setosa
+75,4.995293720045216,2.0,3.5567387353368445,1.018478501250175,Iris-versicolor
+76,6.486897704968145,3.1971948201825806,5.085370081573698,1.987169398867307,Iris-virginica
+77,5.472302149305413,3.0,4.487468567107641,1.4932820868403418,Iris-versicolor
+78,5.801421154167281,2.8012599167663885,5.132770371175393,2.3902569641349354,Iris-virginica
+79,7.134794409292952,3.0,5.978627221685031,2.1196921640449196,Iris-virginica
+80,4.871361686002393,3.0,1.404725506170938,0.21066844111775013,Iris-setosa
+81,6.027188045260337,2.7964256653054864,4.687017552547296,1.163057125895978,Iris-versicolor
+82,5.956143693064234,3.344331411062331,4.6092987943789465,1.6636914423576892,Iris-versicolor
+83,5.65170176256495,3.0,4.211226999529236,1.2580215698571628,Iris-versicolor
+84,7.21656603931068,3.0805461513809274,6.245053140757649,2.2488965501358673,Iris-virginica
+85,6.014279072510902,3.400307710225691,4.53177872145187,1.5873360494333242,Iris-versicolor
+86,4.891598663244612,3.0,1.4063281356083168,0.19817078956808115,Iris-setosa
+87,7.690843781719938,2.804050990011084,6.709175315439459,2.0116960067795757,Iris-virginica
+88,5.953765951150464,2.908560334777733,4.505326069722293,1.4881041901793228,Iris-versicolor
+89,4.994597225176074,2.0000004839358336,3.5439017215829653,0.9714674752444468,Iris-versicolor
+90,5.149161171470513,3.3148043513626755,1.665396472075195,0.479905045825082,Iris-setosa
+91,4.815168662907296,3.0,1.3930456982186228,0.3708189463935733,Iris-setosa
+92,6.436691327748723,3.199439673517718,4.738318368424276,1.5643258054338638,Iris-versicolor
+93,6.592555901892212,3.0,4.419543030805892,1.3893397589649181,Iris-versicolor
+94,4.900805485061096,3.0,1.3901596036974868,0.2033605985335618,Iris-setosa
+95,6.019506621389583,2.2019554860232717,4.023112280664601,1.0006066038674242,Iris-versicolor
+96,6.235145690308145,3.316189688998534,4.660197915808208,1.6208675792925948,Iris-versicolor
+97,5.383222232463171,3.404807583697604,1.6112585235314159,0.19888250964304421,Iris-setosa
+98,5.087850245797646,3.5068637670033183,1.4204617890188416,0.20262778845168528,Iris-setosa
+99,5.0350714373968675,3.3564214434432307,1.588129611035648,0.3848134124153785,Iris-setosa
+100,4.496641537338494,2.28381029177918,1.2967345802294439,0.32489877910462805,Iris-setosa
+101,5.64251566094311,3.791684419326673,1.653061637722364,0.340062668830274,Iris-setosa
+102,4.783445328003722,3.0,1.3996140493734013,0.3017754148307231,Iris-setosa
+103,5.48661060572424,4.199999188495534,1.4100694726276537,0.19526137459177728,Iris-setosa
+104,5.816452925517005,2.7996830152107024,5.086728953148211,2.3901654665247443,Iris-virginica
+105,6.696677618944131,3.0763270774362526,4.717412093592122,1.5288332762463994,Iris-versicolor
+106,6.69879777273277,3.0,4.989739739189053,1.7067681281871687,Iris-versicolor
+107,4.888263630311591,3.110467567105619,1.4998356870852794,0.1,Iris-setosa
+108,4.801772364114143,3.405385663940719,1.7863367030770325,0.19620714143517193,Iris-setosa
+109,4.802425934690347,3.0,1.4024457845607443,0.10000009303538789,Iris-setosa
+110,6.307755083116878,2.8974274141865046,5.603380948977624,1.7946018249390914,Iris-virginica
+111,5.042178434320996,3.5387820741741316,1.3876284213449075,0.19585235279471225,Iris-setosa
+112,7.603705777779684,3.0,6.614463142559113,2.080668597076553,Iris-virginica
+113,6.507237213161147,2.9865495007413934,4.357432776260706,1.3537714321168308,Iris-versicolor
+114,5.680791901625269,2.889856428411245,4.092742894242861,1.3040919776070734,Iris-versicolor
+115,6.227153029036915,2.2014336684252047,4.523755928836745,1.4878039121215778,Iris-versicolor
+116,7.47037898758228,3.0,6.416267001876137,2.0957794464331156,Iris-virginica
+117,6.892800533117196,3.0752978199502894,5.093164447638863,2.3097378128529455,Iris-virginica
+118,6.24042647092292,2.2438097894382314,4.465989473457118,1.3990120620040296,Iris-versicolor
+119,6.373369705504898,2.8864913385061386,4.308267044774517,1.2925756585616248,Iris-versicolor
diff --git a/iris/tab_ddpm/7_4/8/test.csv b/iris/tab_ddpm/7_4/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/8/train.csv b/iris/tab_ddpm/7_4/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/8/val.csv b/iris/tab_ddpm/7_4/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/9/synth.csv b/iris/tab_ddpm/7_4/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c03660efbdf55df9cc57ab3e94cbaa360c83683d
--- /dev/null
+++ b/iris/tab_ddpm/7_4/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.39862092368733,3.382942302045496,1.6855936223897476,0.20482844078333465,Iris-setosa
+1,6.878675285994854,3.082522714766558,5.094282503360187,2.294341386584905,Iris-virginica
+2,5.518743653233678,2.611189804700394,4.405731337831089,1.207294451584867,Iris-versicolor
+3,5.274644403170054,3.331246767787631,1.8212080069386294,0.20421631246904048,Iris-setosa
+4,5.3745166210035205,3.3965889873417536,1.660572170514894,0.1996572504910596,Iris-setosa
+5,5.677072809956677,3.0,4.200807159709863,1.2152098815785155,Iris-versicolor
+6,4.897559908229018,3.105570136694677,1.4957101060652391,0.10000010797662212,Iris-setosa
+7,5.07880018846192,3.6210262980804275,1.4087460493566666,0.20270383605038006,Iris-setosa
+8,5.400991795390514,3.8458499148362426,1.4402656175789632,0.3250441293495323,Iris-setosa
+9,5.641254487263461,2.8134631737350118,4.47565228351018,1.2969750409840357,Iris-versicolor
+10,5.964185704391126,2.1974352278408,4.044550064217337,0.9181046089139449,Iris-versicolor
+11,5.201186942505836,3.405216398293432,1.4011575533890719,0.20188266082681378,Iris-setosa
+12,5.887783689571262,3.2026326912978096,4.8004432533781465,1.801565926031024,Iris-versicolor
+13,5.987728527287809,3.4144469201921033,4.502812956391066,1.6167878542779945,Iris-versicolor
+14,7.71061627119551,2.7085231759121804,6.899867862032444,2.150126172902272,Iris-virginica
+15,5.401610913449203,3.881128889514142,1.3263150153945167,0.4217061422030818,Iris-setosa
+16,4.96172240051998,3.557357738787375,1.398306497181971,0.19725404743869307,Iris-setosa
+17,6.729091285263,3.2118529447649586,5.881348958458623,2.294338658980006,Iris-virginica
+18,6.670087844176178,3.3131615928592644,5.6314412130024385,2.0956796797705266,Iris-virginica
+19,6.465774358088261,2.9563139845735216,4.314732007675696,1.3437634960268523,Iris-versicolor
+20,5.737146143498226,2.864320586995236,4.482734436076859,1.3587454320036847,Iris-versicolor
+21,4.815182367300726,3.398699779974364,1.778004808674035,0.20400671842184798,Iris-setosa
+22,6.064487500542504,2.888438236071632,4.498603443381252,1.490407115085075,Iris-versicolor
+23,5.60272831478752,2.897223942287098,3.6416176017696413,1.2954103392540004,Iris-versicolor
+24,4.789777391777608,3.4005960035622382,1.6790162563145443,0.20222474980415261,Iris-setosa
+25,4.895873810594151,3.0898422773433296,1.5026909089751952,0.10000011668267927,Iris-setosa
+26,7.71555017253662,2.7975690133451887,6.718611633385013,1.9968049748719165,Iris-virginica
+27,6.7044015856022625,3.0,5.022072393477961,1.7013257749251953,Iris-versicolor
+28,4.997292038567408,3.4068483709707644,1.5986782036901803,0.37330613620899805,Iris-setosa
+29,6.120823423571271,2.8072819196805674,4.687030360329754,1.2280485041510811,Iris-versicolor
+30,4.805704827086549,3.0,1.4023234185947024,0.29773612891958057,Iris-setosa
+31,6.916836751535212,3.101611098397904,5.094208693900816,2.31422437681179,Iris-virginica
+32,4.807500268447592,3.0,1.410831282491301,0.10000010642747677,Iris-setosa
+33,6.497209778798741,3.221622638145892,5.232131060564791,2.0252965771670555,Iris-virginica
+34,7.899998750002209,3.8218897402283467,6.407354546508358,2.0111267546921017,Iris-virginica
+35,6.368599210946227,3.2505174986516376,5.171736221188132,2.047005936519406,Iris-virginica
+36,5.277225315833063,3.689635946603273,1.476222659114174,0.19820395473430447,Iris-setosa
+37,6.51705948109357,3.1783459885565506,5.094118311773201,2.008099829118381,Iris-virginica
+38,5.758413088791884,2.66051489822516,3.989578837493108,1.0339009454822103,Iris-versicolor
+39,5.165908109244608,3.733650764942195,1.5093461798795604,0.35884669340612657,Iris-setosa
+40,6.3567889100159265,2.861562479531423,4.409886163416163,1.2630167172349054,Iris-versicolor
+41,5.7342372242280195,3.0,4.580995697953345,1.51681443058207,Iris-versicolor
+42,5.833064479517609,2.6979453062750447,5.097337804390728,1.9080598112875713,Iris-virginica
+43,4.506020063899689,2.299545528634613,1.3066973711747762,0.3172472611043941,Iris-setosa
+44,5.596321917966941,3.0,4.48816079635275,1.4782333815606836,Iris-versicolor
+45,5.81127085161807,2.702855789127405,5.101269223766097,1.883703021183531,Iris-virginica
+46,5.911533974911355,3.1806145342359358,4.813986314190559,1.8032549775090294,Iris-versicolor
+47,6.699200470363342,2.5038721714333576,5.811159550710051,1.80672206210233,Iris-virginica
+48,6.474556947960806,3.24516572796802,5.158158555235386,2.0396052352639655,Iris-virginica
+49,7.699083492691772,2.802201178307225,6.696569587082836,2.000664693249158,Iris-virginica
+50,5.06763526216763,3.662519214657639,1.4290632396181373,0.2019505981727275,Iris-setosa
+51,7.334546819995531,3.0282620449494027,6.275552534518608,2.2098704264018387,Iris-virginica
+52,6.332536151630114,2.289246306656961,4.419023934518502,1.3205209292441247,Iris-versicolor
+53,6.126237171858462,2.822588750814626,4.626425723848576,1.2235959356747312,Iris-versicolor
+54,6.351540137286029,3.3267294683935518,5.2261324952824,2.19092140484209,Iris-virginica
+55,5.121630560017026,3.3142444895275687,1.7396407590771206,0.5189575591587982,Iris-setosa
+56,5.409404333317882,3.4164250688376105,1.5188776900120455,0.2031913131322087,Iris-setosa
+57,4.604485049668343,3.1999767511399573,1.4103035494111071,0.20202082227684923,Iris-setosa
+58,5.404519596997963,3.4082651897732106,1.6561871982125338,0.19765846942488957,Iris-setosa
+59,7.899998493842803,3.7606154860170102,6.427672102314492,1.9958961049044994,Iris-virginica
+60,5.304080738716446,3.6658233461289136,1.4860926739148776,0.19427456519282293,Iris-setosa
+61,5.794199750271854,2.697946995934309,5.114101172910153,1.903487571655194,Iris-virginica
+62,6.484435085837146,3.0,5.795750360066473,2.1872126368066644,Iris-virginica
+63,5.516442598215378,2.413946780668841,3.7013874575485497,0.9757485238421189,Iris-versicolor
+64,5.51689325854283,2.6063717746583235,4.403285472706226,1.1892420392503393,Iris-versicolor
+65,7.9,3.8155065654613916,6.374524094340891,1.9923564627920003,Iris-virginica
+66,4.601004899619464,3.5884577408109783,1.0000003652176952,0.2089129051901225,Iris-setosa
+67,5.828187732786524,2.693236761936713,5.096861377981802,1.9058753210928019,Iris-virginica
+68,4.4,3.194210805946681,1.3001918606664067,0.20048650804622165,Iris-setosa
+69,4.890144784327549,2.3985989242904333,3.2139767299949886,1.0183389664266647,Iris-versicolor
+70,5.202012677768461,3.4089481296429756,1.4114183575609789,0.19563206009627315,Iris-setosa
+71,6.038611281834011,2.2267091703935944,4.0813183755212785,1.0231545801104538,Iris-versicolor
+72,6.532841690765709,3.0,5.8566929783762705,2.1904699752406938,Iris-virginica
+73,6.126315632071031,3.0,4.598530069478779,1.3793472956747643,Iris-versicolor
+74,6.687506331979758,3.2788998078355123,5.708775767430644,2.4999992810258176,Iris-virginica
+75,5.023562822908718,3.663341255642089,1.393128912230985,0.20485748942999385,Iris-setosa
+76,6.344064393297302,2.879361646265101,5.310871387630411,1.8037765856364834,Iris-virginica
+77,5.799640759515939,2.6971591274386664,5.093698687390947,1.9010105962410462,Iris-virginica
+78,4.991823182314683,2.0000005129415843,3.4845306863133803,0.9273525191877026,Iris-versicolor
+79,6.79869934445991,3.200194514611107,5.890515985941736,2.295880641301805,Iris-virginica
+80,6.723398615676683,3.2898043842158304,5.7474590007045805,2.4999996013240477,Iris-virginica
+81,4.808108198482328,3.400199003250559,1.8889883146267146,0.20253355191791064,Iris-setosa
+82,6.683458046598798,2.507501371150639,5.812347534402214,1.806325914128017,Iris-virginica
+83,5.310676624805972,3.716945689688145,1.4988941873347614,0.19819474499541245,Iris-setosa
+84,5.639051870664342,2.896909211574118,3.7124961492995427,1.295899175913557,Iris-versicolor
+85,5.109956272432579,3.495323531429797,1.3951853202451028,0.19928323726518093,Iris-setosa
+86,6.465256440114198,2.9564138888063525,4.317711074288032,1.3364161416474325,Iris-versicolor
+87,5.672357112404779,3.0,4.189447118473311,1.2085395255276723,Iris-versicolor
+88,4.806855868178848,3.0,1.432651495713604,0.1,Iris-setosa
+89,6.905377130652821,3.1583184520314314,5.58626172099407,2.3064727753278293,Iris-virginica
+90,4.856174424476625,3.064184716111907,1.4635650451131244,0.10000009064463802,Iris-setosa
+91,5.675518436729977,3.0,4.53597278821737,1.5233298697194946,Iris-versicolor
+92,4.595359763233107,3.608000367556737,1.0,0.2038816671356348,Iris-setosa
+93,5.808271560140656,2.7050048605773824,5.103307329201997,1.8963953089105825,Iris-virginica
+94,6.201816376844505,2.8095211225447256,4.680829008901686,1.2502476610152775,Iris-versicolor
+95,7.06271701003985,3.0,5.7462293158511475,2.123460735887846,Iris-virginica
+96,5.036893046345799,3.5750150025814342,1.4002222781456208,0.19843018536075696,Iris-setosa
+97,5.02216411626176,3.6159595002390503,1.403655238733415,0.20336558940317628,Iris-setosa
+98,5.735724821312334,2.35552684662444,3.917299125508398,1.027587824717155,Iris-versicolor
+99,6.219890689364152,3.3257522315785124,4.628895522616281,1.6283285457615453,Iris-versicolor
+100,5.128152305873181,3.3039344894068567,1.7993010368025049,0.49768137534890317,Iris-setosa
+101,5.912962362566694,3.1796757017803845,4.776034961731265,1.8113814191391628,Iris-versicolor
+102,6.084562434611297,2.803122429332871,4.697126470115423,1.1830520066488264,Iris-versicolor
+103,6.685084857196253,3.2934820880069333,5.62343696114768,2.1123830058157296,Iris-virginica
+104,6.682910968009049,3.0,5.0209093973217,1.7022033410340125,Iris-versicolor
+105,6.791819102551392,2.8003590099933593,4.796600541895667,1.389015250690351,Iris-versicolor
+106,6.016647145864053,2.8981611178058673,4.5086333496121815,1.5050420436173324,Iris-versicolor
+107,5.767589582051504,2.753984659458031,4.217868347294486,1.0882033451879236,Iris-versicolor
+108,6.702517035943261,3.0,5.022197260803401,1.7094005242299364,Iris-versicolor
+109,4.832028753873357,3.0,1.3823145809036093,0.3156743193389639,Iris-setosa
+110,6.302426042484539,2.481759280790418,5.017278362888691,1.9157859118103693,Iris-virginica
+111,5.432908898200235,3.3797785707550525,1.8787706527574422,0.20120018111275967,Iris-setosa
+112,7.6926793851154605,2.601430952472358,6.9,2.2871494718724246,Iris-virginica
+113,5.5893029384739625,2.5032728500945116,3.9024900355961787,1.1197305649640408,Iris-versicolor
+114,6.705268901173789,3.0,4.96718470509487,1.6746927351237932,Iris-versicolor
+115,6.0140900668066095,2.8963938482180462,4.479190575235187,1.4905507061873244,Iris-versicolor
+116,6.617517471125216,3.0,4.421024844532977,1.4130459666663868,Iris-versicolor
+117,5.004826470139073,3.615267754304002,1.404573888727013,0.20164901328072515,Iris-setosa
+118,6.297671688912041,2.5248883526764976,4.977554315424348,1.8884393595779074,Iris-virginica
+119,5.080681911218787,3.6656674512362195,1.5008886394859344,0.3775436433156515,Iris-setosa
diff --git a/iris/tab_ddpm/7_4/9/test.csv b/iris/tab_ddpm/7_4/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/9/train.csv b/iris/tab_ddpm/7_4/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/9/val.csv b/iris/tab_ddpm/7_4/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/7_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/7_4/params.json b/iris/tab_ddpm/7_4/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..79233dce9fe016c65b3b0147e3d2ee185d8d6405
--- /dev/null
+++ b/iris/tab_ddpm/7_4/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1bfe4b0c9e385b27ce5d0aa5716dcd79871d7b18774226c8b89fa25e446ff8d1
+size 331
diff --git a/iris/tab_ddpm/7_4/tab_ddpm_eval.ipynb b/iris/tab_ddpm/7_4/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..01bd9b0cc28bc3977904bb040baacf83c03f55e3
--- /dev/null
+++ b/iris/tab_ddpm/7_4/tab_ddpm_eval.ipynb
@@ -0,0 +1,2187 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "c44ba4f2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:15.038429Z",
+     "iopub.status.busy": "2024-07-22T02:09:15.037450Z",
+     "iopub.status.idle": "2024-07-22T02:09:28.171328Z",
+     "shell.execute_reply": "2024-07-22T02:09:28.170325Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 13.146961,
+     "end_time": "2024-07-22T02:09:28.174040",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:15.027079",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 43%\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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "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... 57%\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": "f0f619b0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:28.198917Z",
+     "iopub.status.busy": "2024-07-22T02:09:28.198532Z",
+     "iopub.status.idle": "2024-07-22T02:09:28.206684Z",
+     "shell.execute_reply": "2024-07-22T02:09:28.205884Z"
+    },
+    "papermill": {
+     "duration": 0.02361,
+     "end_time": "2024-07-22T02:09:28.208708",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:28.185098",
+     "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": "6e552330",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009888,
+     "end_time": "2024-07-22T02:09:28.228421",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:28.218533",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "48b18341",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:28.249981Z",
+     "iopub.status.busy": "2024-07-22T02:09:28.249646Z",
+     "iopub.status.idle": "2024-07-22T02:09:28.257247Z",
+     "shell.execute_reply": "2024-07-22T02:09:28.256337Z"
+    },
+    "papermill": {
+     "duration": 0.020816,
+     "end_time": "2024-07-22T02:09:28.259210",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:28.238394",
+     "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": "bd7a7137",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:28.281132Z",
+     "iopub.status.busy": "2024-07-22T02:09:28.280834Z",
+     "iopub.status.idle": "2024-07-22T02:09:28.286359Z",
+     "shell.execute_reply": "2024-07-22T02:09:28.285454Z"
+    },
+    "papermill": {
+     "duration": 0.018897,
+     "end_time": "2024-07-22T02:09:28.288319",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:28.269422",
+     "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/7_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 = 0.8\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "0fdc2376",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:28.311390Z",
+     "iopub.status.busy": "2024-07-22T02:09:28.311010Z",
+     "iopub.status.idle": "2024-07-22T02:09:28.317838Z",
+     "shell.execute_reply": "2024-07-22T02:09:28.316951Z"
+    },
+    "papermill": {
+     "duration": 0.020973,
+     "end_time": "2024-07-22T02:09:28.319936",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:28.298963",
+     "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": "4f2af9ee",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:28.342825Z",
+     "iopub.status.busy": "2024-07-22T02:09:28.341998Z",
+     "iopub.status.idle": "2024-07-22T02:09:29.599440Z",
+     "shell.execute_reply": "2024-07-22T02:09:29.598286Z"
+    },
+    "papermill": {
+     "duration": 1.271601,
+     "end_time": "2024-07-22T02:09:29.601990",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:28.330389",
+     "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": "55e9ad25",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:29.626565Z",
+     "iopub.status.busy": "2024-07-22T02:09:29.625839Z",
+     "iopub.status.idle": "2024-07-22T02:09:30.660495Z",
+     "shell.execute_reply": "2024-07-22T02:09:30.659211Z"
+    },
+    "papermill": {
+     "duration": 1.049799,
+     "end_time": "2024-07-22T02:09:30.662861",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:29.613062",
+     "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": "9b1a4dc5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:30.688343Z",
+     "iopub.status.busy": "2024-07-22T02:09:30.687263Z",
+     "iopub.status.idle": "2024-07-22T02:09:30.699874Z",
+     "shell.execute_reply": "2024-07-22T02:09:30.698908Z"
+    },
+    "papermill": {
+     "duration": 0.027882,
+     "end_time": "2024-07-22T02:09:30.702065",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:30.674183",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/7_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": "168c4c57",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:30.732760Z",
+     "iopub.status.busy": "2024-07-22T02:09:30.731869Z",
+     "iopub.status.idle": "2024-07-22T02:09:31.155536Z",
+     "shell.execute_reply": "2024-07-22T02:09:31.154748Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.441898,
+     "end_time": "2024-07-22T02:09:31.158107",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:30.716209",
+     "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": "0ebb230b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:31.183762Z",
+     "iopub.status.busy": "2024-07-22T02:09:31.182952Z",
+     "iopub.status.idle": "2024-07-22T02:09:32.911278Z",
+     "shell.execute_reply": "2024-07-22T02:09:32.910419Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.7439,
+     "end_time": "2024-07-22T02:09:32.913664",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:31.169764",
+     "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": "a403dd7a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:32.940554Z",
+     "iopub.status.busy": "2024-07-22T02:09:32.940048Z",
+     "iopub.status.idle": "2024-07-22T02:09:32.948904Z",
+     "shell.execute_reply": "2024-07-22T02:09:32.947966Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.024832,
+     "end_time": "2024-07-22T02:09:32.951095",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:32.926263",
+     "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": "2a719f43",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:32.976207Z",
+     "iopub.status.busy": "2024-07-22T02:09:32.975358Z",
+     "iopub.status.idle": "2024-07-22T02:09:32.980482Z",
+     "shell.execute_reply": "2024-07-22T02:09:32.979518Z"
+    },
+    "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": 0.01986,
+     "end_time": "2024-07-22T02:09:32.982446",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:32.962586",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "6bd1403d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:33.007382Z",
+     "iopub.status.busy": "2024-07-22T02:09:33.007043Z",
+     "iopub.status.idle": "2024-07-22T02:09:33.126432Z",
+     "shell.execute_reply": "2024-07-22T02:09:33.125576Z"
+    },
+    "papermill": {
+     "duration": 0.134804,
+     "end_time": "2024-07-22T02:09:33.129011",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:32.994207",
+     "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": "f562d429",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:33.156136Z",
+     "iopub.status.busy": "2024-07-22T02:09:33.155779Z",
+     "iopub.status.idle": "2024-07-22T02:09:37.771482Z",
+     "shell.execute_reply": "2024-07-22T02:09:37.770652Z"
+    },
+    "papermill": {
+     "duration": 4.631873,
+     "end_time": "2024-07-22T02:09:37.774028",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:33.142155",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:09:35.010076: 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 02:09:35.010140: 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 02:09:35.011669: 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": "1d6e8c0a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:37.800050Z",
+     "iopub.status.busy": "2024-07-22T02:09:37.799166Z",
+     "iopub.status.idle": "2024-07-22T02:09:37.805489Z",
+     "shell.execute_reply": "2024-07-22T02:09:37.804635Z"
+    },
+    "papermill": {
+     "duration": 0.021443,
+     "end_time": "2024-07-22T02:09:37.807695",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:37.786252",
+     "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": "fcdaa7c5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:37.834803Z",
+     "iopub.status.busy": "2024-07-22T02:09:37.834393Z",
+     "iopub.status.idle": "2024-07-22T02:09:40.640251Z",
+     "shell.execute_reply": "2024-07-22T02:09:40.639420Z"
+    },
+    "papermill": {
+     "duration": 2.822587,
+     "end_time": "2024-07-22T02:09:40.642721",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:37.820134",
+     "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": "3d4a7b2d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:40.670669Z",
+     "iopub.status.busy": "2024-07-22T02:09:40.670279Z",
+     "iopub.status.idle": "2024-07-22T02:09:40.676847Z",
+     "shell.execute_reply": "2024-07-22T02:09:40.675921Z"
+    },
+    "papermill": {
+     "duration": 0.022919,
+     "end_time": "2024-07-22T02:09:40.678855",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:40.655936",
+     "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": "3777f29f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:40.705692Z",
+     "iopub.status.busy": "2024-07-22T02:09:40.704777Z",
+     "iopub.status.idle": "2024-07-22T02:09:41.236244Z",
+     "shell.execute_reply": "2024-07-22T02:09:41.235115Z"
+    },
+    "papermill": {
+     "duration": 0.548494,
+     "end_time": "2024-07-22T02:09:41.239544",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:40.691050",
+     "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": "de6edf87",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:41.268309Z",
+     "iopub.status.busy": "2024-07-22T02:09:41.267927Z",
+     "iopub.status.idle": "2024-07-22T02:09:41.274330Z",
+     "shell.execute_reply": "2024-07-22T02:09:41.273428Z"
+    },
+    "papermill": {
+     "duration": 0.023154,
+     "end_time": "2024-07-22T02:09:41.276437",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:41.253283",
+     "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": "a6892f67",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:41.303570Z",
+     "iopub.status.busy": "2024-07-22T02:09:41.303191Z",
+     "iopub.status.idle": "2024-07-22T02:09:41.353440Z",
+     "shell.execute_reply": "2024-07-22T02:09:41.352619Z"
+    },
+    "papermill": {
+     "duration": 0.066586,
+     "end_time": "2024-07-22T02:09:41.355922",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:41.289336",
+     "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": "a37c8785",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:41.384440Z",
+     "iopub.status.busy": "2024-07-22T02:09:41.384058Z",
+     "iopub.status.idle": "2024-07-22T02:09:41.390242Z",
+     "shell.execute_reply": "2024-07-22T02:09:41.389296Z"
+    },
+    "papermill": {
+     "duration": 0.022914,
+     "end_time": "2024-07-22T02:09:41.392262",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:41.369348",
+     "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": "bad68996",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:41.419981Z",
+     "iopub.status.busy": "2024-07-22T02:09:41.419172Z",
+     "iopub.status.idle": "2024-07-22T02:09:41.423806Z",
+     "shell.execute_reply": "2024-07-22T02:09:41.422839Z"
+    },
+    "papermill": {
+     "duration": 0.021157,
+     "end_time": "2024-07-22T02:09:41.425998",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:41.404841",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "b1551b66",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:41.454131Z",
+     "iopub.status.busy": "2024-07-22T02:09:41.453399Z",
+     "iopub.status.idle": "2024-07-22T02:09:41.460012Z",
+     "shell.execute_reply": "2024-07-22T02:09:41.459013Z"
+    },
+    "papermill": {
+     "duration": 0.023405,
+     "end_time": "2024-07-22T02:09:41.462180",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:41.438775",
+     "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": "7d4b40f2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:41.492389Z",
+     "iopub.status.busy": "2024-07-22T02:09:41.492008Z",
+     "iopub.status.idle": "2024-07-22T02:09:41.499321Z",
+     "shell.execute_reply": "2024-07-22T02:09:41.498543Z"
+    },
+    "papermill": {
+     "duration": 0.025423,
+     "end_time": "2024-07-22T02:09:41.501371",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:41.475948",
+     "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": "3a887539",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:41.529005Z",
+     "iopub.status.busy": "2024-07-22T02:09:41.528653Z",
+     "iopub.status.idle": "2024-07-22T02:09:41.537667Z",
+     "shell.execute_reply": "2024-07-22T02:09:41.536695Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.025539,
+     "end_time": "2024-07-22T02:09:41.539794",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:41.514255",
+     "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": "259e16ff",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:09:41.568678Z",
+     "iopub.status.busy": "2024-07-22T02:09:41.567954Z",
+     "iopub.status.idle": "2024-07-22T02:15:00.138100Z",
+     "shell.execute_reply": "2024-07-22T02:15:00.137268Z"
+    },
+    "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": 318.587839,
+     "end_time": "2024-07-22T02:15:00.140678",
+     "exception": false,
+     "start_time": "2024-07-22T02:09:41.552839",
+     "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 1000/67864 MLoss: 0.0 GLoss: 0.3483 Sum: 0.3483\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/67864 MLoss: 0.0 GLoss: 0.3008 Sum: 0.3008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/67864 MLoss: 0.0 GLoss: 0.2852 Sum: 0.2852\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/67864 MLoss: 0.0 GLoss: 0.2769 Sum: 0.2769\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/67864 MLoss: 0.0 GLoss: 0.2691 Sum: 0.2691\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/67864 MLoss: 0.0 GLoss: 0.2612 Sum: 0.2612\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/67864 MLoss: 0.0 GLoss: 0.2577 Sum: 0.2577\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/67864 MLoss: 0.0 GLoss: 0.2526 Sum: 0.2526\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/67864 MLoss: 0.0 GLoss: 0.248 Sum: 0.248\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/67864 MLoss: 0.0 GLoss: 0.2466 Sum: 0.2466\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/67864 MLoss: 0.0 GLoss: 0.2402 Sum: 0.2402\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/67864 MLoss: 0.0 GLoss: 0.239 Sum: 0.239\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/67864 MLoss: 0.0 GLoss: 0.2358 Sum: 0.2358\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/67864 MLoss: 0.0 GLoss: 0.2317 Sum: 0.2317\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/67864 MLoss: 0.0 GLoss: 0.2309 Sum: 0.2309\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/67864 MLoss: 0.0 GLoss: 0.2296 Sum: 0.2296\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/67864 MLoss: 0.0 GLoss: 0.23 Sum: 0.23\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/67864 MLoss: 0.0 GLoss: 0.2253 Sum: 0.2253\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/67864 MLoss: 0.0 GLoss: 0.224 Sum: 0.224\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/67864 MLoss: 0.0 GLoss: 0.2255 Sum: 0.2255\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/67864 MLoss: 0.0 GLoss: 0.2201 Sum: 0.2201\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/67864 MLoss: 0.0 GLoss: 0.2192 Sum: 0.2192\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/67864 MLoss: 0.0 GLoss: 0.2197 Sum: 0.2197\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/67864 MLoss: 0.0 GLoss: 0.2164 Sum: 0.2164\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/67864 MLoss: 0.0 GLoss: 0.2163 Sum: 0.2163\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/67864 MLoss: 0.0 GLoss: 0.216 Sum: 0.216\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/67864 MLoss: 0.0 GLoss: 0.2171 Sum: 0.2171\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/67864 MLoss: 0.0 GLoss: 0.2161 Sum: 0.2161\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/67864 MLoss: 0.0 GLoss: 0.2157 Sum: 0.2157\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/67864 MLoss: 0.0 GLoss: 0.2141 Sum: 0.2141\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/67864 MLoss: 0.0 GLoss: 0.2115 Sum: 0.2115\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/67864 MLoss: 0.0 GLoss: 0.214 Sum: 0.214\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/67864 MLoss: 0.0 GLoss: 0.2109 Sum: 0.2109\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/67864 MLoss: 0.0 GLoss: 0.2125 Sum: 0.2125\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/67864 MLoss: 0.0 GLoss: 0.2091 Sum: 0.2091\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/67864 MLoss: 0.0 GLoss: 0.2071 Sum: 0.2071\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/67864 MLoss: 0.0 GLoss: 0.2088 Sum: 0.2088\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/67864 MLoss: 0.0 GLoss: 0.2093 Sum: 0.2093\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/67864 MLoss: 0.0 GLoss: 0.2078 Sum: 0.2078\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/67864 MLoss: 0.0 GLoss: 0.204 Sum: 0.204\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/67864 MLoss: 0.0 GLoss: 0.2058 Sum: 0.2058\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/67864 MLoss: 0.0 GLoss: 0.2039 Sum: 0.2039\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/67864 MLoss: 0.0 GLoss: 0.2019 Sum: 0.2019\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/67864 MLoss: 0.0 GLoss: 0.2031 Sum: 0.2031\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/67864 MLoss: 0.0 GLoss: 0.2024 Sum: 0.2024\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/67864 MLoss: 0.0 GLoss: 0.2032 Sum: 0.2032\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/67864 MLoss: 0.0 GLoss: 0.1991 Sum: 0.1991\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/67864 MLoss: 0.0 GLoss: 0.2006 Sum: 0.2006\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/67864 MLoss: 0.0 GLoss: 0.1994 Sum: 0.1994\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/67864 MLoss: 0.0 GLoss: 0.1989 Sum: 0.1989\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/67864 MLoss: 0.0 GLoss: 0.2 Sum: 0.2\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/67864 MLoss: 0.0 GLoss: 0.1978 Sum: 0.1978\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/67864 MLoss: 0.0 GLoss: 0.1968 Sum: 0.1968\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/67864 MLoss: 0.0 GLoss: 0.1984 Sum: 0.1984\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/67864 MLoss: 0.0 GLoss: 0.1962 Sum: 0.1962\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/67864 MLoss: 0.0 GLoss: 0.1979 Sum: 0.1979\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/67864 MLoss: 0.0 GLoss: 0.1941 Sum: 0.1941\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/67864 MLoss: 0.0 GLoss: 0.197 Sum: 0.197\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/67864 MLoss: 0.0 GLoss: 0.1932 Sum: 0.1932\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/67864 MLoss: 0.0 GLoss: 0.1922 Sum: 0.1922\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/67864 MLoss: 0.0 GLoss: 0.1952 Sum: 0.1952\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/67864 MLoss: 0.0 GLoss: 0.192 Sum: 0.192\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/67864 MLoss: 0.0 GLoss: 0.1928 Sum: 0.1928\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/67864 MLoss: 0.0 GLoss: 0.1944 Sum: 0.1944\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/67864 MLoss: 0.0 GLoss: 0.1935 Sum: 0.1935\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/67864 MLoss: 0.0 GLoss: 0.1911 Sum: 0.1911\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/67864 MLoss: 0.0 GLoss: 0.1919 Sum: 0.1919\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": "e1fa8e5e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018911,
+     "end_time": "2024-07-22T02:15:00.178463",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:00.159552",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "cff3cd60",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:00.215602Z",
+     "iopub.status.busy": "2024-07-22T02:15:00.215003Z",
+     "iopub.status.idle": "2024-07-22T02:15:00.223272Z",
+     "shell.execute_reply": "2024-07-22T02:15:00.222353Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.028622,
+     "end_time": "2024-07-22T02:15:00.225162",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:00.196540",
+     "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": "ed07b68a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:00.261963Z",
+     "iopub.status.busy": "2024-07-22T02:15:00.261624Z",
+     "iopub.status.idle": "2024-07-22T02:15:16.597575Z",
+     "shell.execute_reply": "2024-07-22T02:15:16.596772Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.357066,
+     "end_time": "2024-07-22T02:15:16.600019",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:00.242953",
+     "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": "1219f4bd",
+   "metadata": {
+    "papermill": {
+     "duration": 0.017912,
+     "end_time": "2024-07-22T02:15:16.636984",
+     "exception": false,
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