diff --git a/iris/tab_ddpm/7_1/0/synth.csv b/iris/tab_ddpm/7_1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ff5fa5a588f1b03e15085762d7590d3e8d8b9756
--- /dev/null
+++ b/iris/tab_ddpm/7_1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.8546801450565322,6.699998972290431,1.9923878507191466,Iris-virginica
+1,5.791711460077816,2.6959969897715452,5.102691667110311,1.8851918502972396,Iris-virginica
+2,6.315960421233739,2.5036278222112305,4.8725984673978875,1.497006478419023,Iris-versicolor
+3,5.824086587583928,2.7615673832241905,5.0983348410312255,2.281059074575739,Iris-virginica
+4,5.405190002061808,2.999135864850852,4.512061679983133,1.4972457368323917,Iris-versicolor
+5,5.7896032209462325,2.7088319036800237,5.080854018504781,1.8879533773372887,Iris-virginica
+6,5.0564885378263105,3.6032342281062117,1.4481729762502666,0.2,Iris-setosa
+7,5.031966213638932,3.2725718153053522,1.2689359824485307,0.2,Iris-setosa
+8,6.650390249615974,3.0084540977720775,4.411192113215032,1.40055415512141,Iris-versicolor
+9,5.044810860435667,3.485891209433776,1.3641144769055624,0.28715764498287416,Iris-setosa
+10,5.342631566094028,2.998871803551975,4.47698732546522,1.5110607323645773,Iris-versicolor
+11,5.503758490876586,4.206499108454572,1.3973413267805457,0.2,Iris-setosa
+12,4.899161293949805,3.3958731652777776,1.6076040260649456,0.2,Iris-setosa
+13,5.095031152634286,2.493703748650694,3.097414902448658,1.0541885464773098,Iris-versicolor
+14,5.510704495482078,2.3864646832452396,3.4834948956060092,0.9783414259161162,Iris-versicolor
+15,6.44088392505877,3.18532734073949,4.532489604929765,1.4896337838014895,Iris-versicolor
+16,5.547307912333401,2.6535137352378175,4.31116149257369,1.278416457079409,Iris-versicolor
+17,5.707258154394578,4.4,1.5384697867653092,0.3893060399471474,Iris-setosa
+18,4.9263790188816206,2.407794220352539,3.1802873792528255,0.9827202298976687,Iris-versicolor
+19,6.843939042592958,2.9991512020807156,5.532991653216674,2.098410988762271,Iris-virginica
+20,5.01627655604664,3.4963264124528064,1.2999463263506499,0.29623756994750877,Iris-setosa
+21,5.2085709359214345,2.6863071189860888,3.6987085373148245,1.3945749903719462,Iris-versicolor
+22,5.051761469699013,3.5728474124695753,1.4112432404370614,0.32862837239888354,Iris-setosa
+23,5.42231064223851,2.4243574104251837,3.6904521051874104,1.1150722912232092,Iris-versicolor
+24,5.2201385280773325,3.4827949324221783,1.528858022329624,0.2,Iris-setosa
+25,5.894440235969041,3.197596906761252,4.811276055739895,1.787962321039189,Iris-versicolor
+26,5.884356918665307,3.182881051839678,4.722310682381673,1.7357132006883633,Iris-versicolor
+27,6.009402833376664,2.9929367808031726,4.83849098310802,1.7980873902363597,Iris-virginica
+28,6.2665268420821905,3.39426650587014,5.5771290025265285,2.408407093110869,Iris-virginica
+29,5.154825569545796,3.4468319717161253,1.496000629084996,0.2,Iris-setosa
+30,6.391382059088554,2.8047130486301532,5.400585898022536,1.8792012053321219,Iris-virginica
+31,5.546275174565484,2.6221863493328783,4.31275949474162,1.274021346746804,Iris-versicolor
+32,4.956396416961434,3.1175856395322237,1.2318106978750327,0.2,Iris-setosa
+33,5.196754135848369,3.4993512096648662,1.5035382344756545,0.2,Iris-setosa
+34,5.5051204650478525,2.4061593482523445,3.838376323293658,0.9549591898008196,Iris-versicolor
+35,7.699998701316138,2.815870850319515,6.6999982095486965,1.9911581954878188,Iris-virginica
+36,6.742463944155283,2.9953538131797286,5.000565701189335,1.6980793020434473,Iris-versicolor
+37,6.678196665936911,3.048951677971932,4.473206148805127,1.413447482558481,Iris-versicolor
+38,6.399765158667604,3.100393581996234,5.473006426460959,1.8035939379675843,Iris-virginica
+39,5.0991821439379255,3.8330631152893755,1.6547507009698326,0.4431362696100753,Iris-setosa
+40,4.624836263257787,3.429233278323662,1.396158832933737,0.30509931362542053,Iris-setosa
+41,5.357380713443501,3.401431362534431,1.6666839317913342,0.2,Iris-setosa
+42,6.792988783960433,2.9852143878905615,5.49728354001422,2.085493782308997,Iris-virginica
+43,5.50896774238797,4.2150963180452,1.3884383546373669,0.2,Iris-setosa
+44,6.015288518868656,3.366284458443611,4.5018503858722365,1.5845558446366308,Iris-versicolor
+45,6.350517654264323,2.8733497908269454,4.294405328557235,1.2960107600472859,Iris-versicolor
+46,6.293782915424187,2.684853773181371,4.917445066975244,1.7978046725072052,Iris-virginica
+47,4.492346083561002,2.2985533709077486,1.290666991378967,0.2981242452615015,Iris-setosa
+48,6.012499010380876,2.9906802119377427,4.837416590028035,1.8029849484492395,Iris-virginica
+49,6.413145443796842,3.0996495988273995,5.496099327484429,1.7944460076530426,Iris-virginica
+50,7.699998643039096,2.754492432221425,6.7,1.9960413684238731,Iris-virginica
+51,4.631561307020797,3.4065750310827285,1.41618650857902,0.2964767024570711,Iris-setosa
+52,4.400000551608736,3.188319620277933,1.3041777102387115,0.2,Iris-setosa
+53,6.304378044458785,3.3863396899798826,5.594583487061575,2.3938288027812846,Iris-virginica
+54,7.228798316944896,2.928157039532514,6.2308200363041095,1.8230261521479652,Iris-virginica
+55,4.400000457694288,3.2018987227860296,1.3101997126769873,0.2,Iris-setosa
+56,4.836812410016924,2.384770440198835,3.2533162375878493,0.9944675328444137,Iris-versicolor
+57,6.916745682969472,3.208751642948028,5.689909028622445,2.272670431329435,Iris-virginica
+58,5.105042336005714,3.614645563220057,1.4711932800531649,0.39698243601262173,Iris-setosa
+59,5.225384156094815,2.7352906296251307,4.066392623911275,1.414423632469728,Iris-versicolor
+60,5.018783697967034,2.4570625156171495,2.9477265403939374,1.1000561744152249,Iris-versicolor
+61,5.166111073914185,3.4677470355689444,1.4994648193675986,0.2,Iris-setosa
+62,5.103751177690378,3.3134382740791852,1.6903239395044825,0.4288485653751552,Iris-setosa
+63,7.699999081574352,2.813719941839866,6.699998946881232,1.9965020005179843,Iris-virginica
+64,6.395697841519926,2.8614469462143277,4.278580381938243,1.2944886244050808,Iris-versicolor
+65,4.787865212308069,3.3994153736593513,1.5816741665216463,0.2,Iris-setosa
+66,5.494184637677911,2.401822755206035,3.8744016392806673,1.0573950063633326,Iris-versicolor
+67,6.005938394701258,3.0198507648929778,5.2136072477237505,1.803212155258687,Iris-virginica
+68,4.500530480524268,2.3017560430756254,1.293670378297747,0.3037627228521373,Iris-setosa
+69,6.29641841671987,2.478923159632485,5.003939559151546,1.9055211141083106,Iris-virginica
+70,6.409657541745269,3.0972839436645994,5.523718372438979,1.8094308934464036,Iris-virginica
+71,6.690210748698952,3.3069183477915223,5.689648889021523,2.1028792452445755,Iris-virginica
+72,5.876768236236684,3.2070356577936137,4.810188131095688,1.8186812956723457,Iris-versicolor
+73,6.320257232100705,2.7807507711711392,5.08951898064218,1.4823982807652372,Iris-virginica
+74,4.5957024575462775,3.5886433129148876,1.0000005226716597,0.2,Iris-setosa
+75,4.966220207180983,3.4861602337908493,1.2787252279014432,0.30087998666650434,Iris-setosa
+76,5.1630411584591736,3.4841734085604927,1.4050404984115483,0.2,Iris-setosa
+77,4.4915988199776935,2.2965206678973953,1.2892891258854449,0.2932735282378884,Iris-setosa
+78,5.485012559405449,2.3930235974690635,3.781563913988138,0.9483374327804821,Iris-versicolor
+79,5.099151341486283,3.309040875546957,1.7416849220907447,0.5345177671941843,Iris-setosa
+80,4.882994886073092,2.987428638330533,1.4051464403281844,0.2,Iris-setosa
+81,5.9476345966589435,3.3521396683670104,4.60546782532716,1.6925334890581862,Iris-versicolor
+82,4.829451390082786,3.0210656929594055,1.4005613952410165,0.2,Iris-setosa
+83,5.176632729461061,3.4177173507138723,1.4078747358464647,0.2,Iris-setosa
+84,5.910886170774864,3.1911613437528628,4.7659140724140014,1.7747046718723816,Iris-versicolor
+85,5.610945212932445,3.0136977294230296,4.133222250046143,1.3102954059447534,Iris-versicolor
+86,5.087229568423701,2.4834840000375036,3.000094096126321,1.0896546301489967,Iris-versicolor
+87,5.9992813676692975,2.702144251762915,5.120151486821236,1.6166841637653613,Iris-versicolor
+88,6.699792295763515,3.0966281977882075,4.436103540811997,1.403206832542637,Iris-versicolor
+89,5.391181940904618,3.433674582722823,1.6982989615514594,0.2,Iris-setosa
+90,6.013575794238147,3.374608988278864,4.486723486815403,1.5729057093288348,Iris-versicolor
+91,5.897032876899643,2.994569609217613,5.098002891162307,1.8027707180055021,Iris-virginica
+92,7.0254274244614,3.01115951150049,5.839883664630417,2.0985991054432698,Iris-virginica
+93,5.3433850770030515,3.404616247099098,1.6829000826247775,0.2,Iris-setosa
+94,6.4348183749644985,2.987638831088123,5.541743211358341,1.7787541648147849,Iris-virginica
+95,4.400000632235703,2.916143293181266,1.3936592806824608,0.2,Iris-setosa
+96,4.499491609588129,2.301573147081781,1.3085839830421186,0.30424241858676554,Iris-setosa
+97,4.983192519312247,3.588032659616996,1.3943347548269478,0.2,Iris-setosa
+98,6.4074858047838505,2.9014624844067507,4.290654103315277,1.314352307656305,Iris-versicolor
+99,5.9974684021934435,2.6997948363183495,5.091742308785296,1.5771023767197718,Iris-versicolor
+100,5.090198320791076,3.7420993701774696,1.5105190815260083,0.4578939871168916,Iris-setosa
+101,5.7989664273073345,2.6922404753619884,5.100540258596864,1.8929686792212725,Iris-virginica
+102,5.534347478353591,2.995787623575365,4.48113807208638,1.500711581935494,Iris-versicolor
+103,4.922080237876099,2.4246150214212814,3.2113716742262763,1.0709357266394561,Iris-versicolor
+104,6.589138240631345,3.1260796545829015,4.441362585123791,1.4477785703128763,Iris-versicolor
+105,6.0099106329443535,2.2,4.999998794730572,1.500687099512846,Iris-virginica
+106,5.9125553387169,3.2143284286760703,4.7873684655730395,1.7806787607355417,Iris-versicolor
+107,7.07507950566554,3.0023445593134936,5.837439140262434,2.0969353811905926,Iris-virginica
+108,6.376770755672351,3.050622769244412,5.501172476061439,1.788903970367205,Iris-virginica
+109,4.40000068974135,3.18256639158325,1.3277962578335978,0.2,Iris-setosa
+110,7.6999989314754735,2.7869003853258016,6.699998921960403,1.9921708759918295,Iris-virginica
+111,6.096628521624123,3.007085028413442,4.6281601398274494,1.3941467287265217,Iris-versicolor
+112,6.3323810696022615,3.2105387725055303,4.529281466649631,1.509019420140314,Iris-versicolor
+113,5.1071755042291365,3.8147790288230174,1.6046780162839702,0.2,Iris-setosa
+114,6.419732925585057,3.1859505581075758,4.499443248354364,1.4914115314400662,Iris-versicolor
+115,5.226287792894856,3.414684783560842,1.5794044341491353,0.2,Iris-setosa
+116,5.21349093651655,2.73083716527776,4.035783420743155,1.4120853486602356,Iris-versicolor
+117,6.30221906145894,2.5175706512677047,4.905363716756495,1.521956597520321,Iris-versicolor
+118,6.36860877958796,2.662908765002965,5.266582195557543,1.8919421914817285,Iris-virginica
+119,4.984567295714806,3.510835909411131,1.2583758427723948,0.3077027384101508,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/0/test.csv b/iris/tab_ddpm/7_1/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/0/train.csv b/iris/tab_ddpm/7_1/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/0/val.csv b/iris/tab_ddpm/7_1/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/1/synth.csv b/iris/tab_ddpm/7_1/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d368f9a2187bc5266b2a8d623b88afb12bbe30aa
--- /dev/null
+++ b/iris/tab_ddpm/7_1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.982910322831795,3.1672690422402225,1.2297441922423475,0.2,Iris-setosa
+1,4.610410600263813,3.3983374428934985,1.4002025565628897,0.29636275876162993,Iris-setosa
+2,5.377253713801969,3.917157223921,1.317214025709008,0.43017153123373547,Iris-setosa
+3,5.688247716374003,4.399998981712265,1.4965376646271848,0.3900882308547554,Iris-setosa
+4,5.597051291530713,2.6969172039209024,4.209843863300085,1.300826460336443,Iris-versicolor
+5,5.044277846008517,3.303484137755127,1.3133563934954402,0.2,Iris-setosa
+6,5.53556218512133,2.592374801677328,4.364886167751671,1.265902671908225,Iris-versicolor
+7,5.798639518804198,2.7023748809086245,5.10256793553557,1.8967551816320942,Iris-virginica
+8,6.013392201387136,3.4060181426835903,4.480449687239904,1.5977480758233493,Iris-versicolor
+9,4.845899357474027,2.4031474673378663,3.2633796769106773,0.9378640076025354,Iris-versicolor
+10,6.6204444252614945,3.0518106986069253,4.396512851482594,1.3967594646457635,Iris-versicolor
+11,4.869551586569261,3.115807983372048,1.493955838236477,0.1,Iris-setosa
+12,6.476257546558455,2.9620462002032713,5.521252565654206,1.8059552702015007,Iris-virginica
+13,6.6908448707171315,2.9998668323311115,5.009505628670771,1.7177415288275542,Iris-versicolor
+14,4.896345059314138,3.0165338339922205,1.3824064522898416,0.2,Iris-setosa
+15,4.400000520110746,2.8957877060169377,1.3928713906223233,0.2,Iris-setosa
+16,5.079385395374716,2.492891499675265,2.9022353642121463,1.122572042592186,Iris-versicolor
+17,5.4511098035873164,3.403895359434155,2.0242263209486047,0.2,Iris-setosa
+18,6.024492702008136,2.7088090379220784,5.099762847543613,1.6014739333874315,Iris-versicolor
+19,5.9966459143426,3.0047476364684695,4.870784071483805,1.8057531942815561,Iris-virginica
+20,6.713102932047012,3.3048156624158422,5.704391297922192,2.1001296157985387,Iris-virginica
+21,6.741812337671318,3.2736266802110494,5.655061150763412,2.5,Iris-virginica
+22,6.293526524583052,3.3865721486561347,5.599005671910947,2.402471455774504,Iris-virginica
+23,6.517850508112838,2.988377951905962,5.508703798622433,1.7976174482337162,Iris-virginica
+24,7.7,2.7911431543513308,6.7,1.9948939235940986,Iris-virginica
+25,5.00282683110955,3.3066801132344157,1.4076268745560792,0.2,Iris-setosa
+26,5.17363264406376,3.4246824766625723,1.4014333179406457,0.2,Iris-setosa
+27,7.233410978834525,2.9775070334545326,6.0463220889142875,2.033423045553169,Iris-virginica
+28,6.683979520937852,3.3133697851859916,5.735726842841626,2.0955843654182353,Iris-virginica
+29,5.887732777208593,3.20245399657942,4.823612616393146,1.8249874309347816,Iris-versicolor
+30,6.1064919632848955,2.9975539105784277,4.579402024144127,1.386416980760548,Iris-versicolor
+31,5.559585817940474,2.6704203327563234,4.184045767255842,1.2837468868093722,Iris-versicolor
+32,6.337379499821557,2.7239178379307227,4.906166681580523,1.8003733784795222,Iris-virginica
+33,7.295975857157495,2.9068341754600926,6.314021341501848,1.7803478752881534,Iris-virginica
+34,6.728972483092591,3.313016536251367,5.744940375528566,2.1090807697851433,Iris-virginica
+35,5.3987547369689395,3.884050419657419,1.3128241784639543,0.3908528360285801,Iris-setosa
+36,5.99480471009326,2.974046506603988,4.7552503571949565,1.7914826294166153,Iris-virginica
+37,5.400923887884639,3.91494597363683,1.2767283248181234,0.5085791395119841,Iris-setosa
+38,6.225680221975045,3.271342280126761,4.517896066512531,1.525252948972374,Iris-versicolor
+39,4.583738928159356,3.6049230848281963,1.0,0.2,Iris-setosa
+40,5.025201160666934,3.4996757721034104,1.3018370772294543,0.28292419248626904,Iris-setosa
+41,4.857614409928399,3.0801148812105605,1.49631731991513,0.10000015854780343,Iris-setosa
+42,5.104619297782963,3.304711487511814,1.7139391488584952,0.4632038207848546,Iris-setosa
+43,6.552005994863439,2.9673416057255024,4.381653732105527,1.3875918105024296,Iris-versicolor
+44,5.792627968792665,2.8912862225344114,4.211357672756425,1.3095485860056713,Iris-versicolor
+45,5.396224112191501,3.8930667739271745,1.8577169198913013,0.41704550872413526,Iris-setosa
+46,6.335243214005075,3.393572929598149,5.63311618280419,2.401784556818858,Iris-virginica
+47,4.913417889271904,3.0035313232384966,1.4023621125112828,0.2,Iris-setosa
+48,5.473968670752033,4.208799209541743,1.4003971930839445,0.2,Iris-setosa
+49,5.1767651750988115,3.4712843364722232,1.4941987692080465,0.2,Iris-setosa
+50,5.8877920703609306,3.1904387417523057,4.814375768436664,1.8052704650859854,Iris-versicolor
+51,4.90172668801372,3.016754072459095,1.3948925798875118,0.2,Iris-setosa
+52,5.526540861868824,2.6182925401662818,4.28003579307019,1.2653044558262425,Iris-versicolor
+53,6.30628977872398,2.7990313465411027,5.091582477029682,1.515344214718263,Iris-virginica
+54,5.775759637668659,2.676758413821431,5.084742766939469,1.9205435090851217,Iris-virginica
+55,5.083893955896409,3.5056684893199366,1.3922228901919629,0.2988976216853281,Iris-setosa
+56,6.383246334676906,3.0991019528329717,5.487403292093168,1.8063154454947676,Iris-virginica
+57,5.601804468251852,3.0030898967971096,4.119652229700612,1.3023672249742835,Iris-versicolor
+58,6.333916919409572,2.9237447155450598,5.563226297365858,1.8075088529069443,Iris-virginica
+59,5.199756309345073,3.402900666218455,1.4001818144985665,0.2,Iris-setosa
+60,6.069154930171468,3.0035808728405837,4.548904560049813,1.3992514871678274,Iris-versicolor
+61,5.9962481586707295,2.9858592158223773,4.790836613981752,1.8022794707443193,Iris-virginica
+62,5.109618813806222,3.7880474791505248,1.655253496396167,0.2126092798069279,Iris-setosa
+63,4.627931496050784,3.396713725073526,1.434555126856711,0.3022666989130206,Iris-setosa
+64,4.4,2.8990371091085305,1.4029845701307542,0.2,Iris-setosa
+65,5.459275510578815,2.9962146654219683,4.546331583225557,1.500963235364614,Iris-versicolor
+66,5.096509083952949,2.486050314767668,3.0868321437063146,1.092660694909849,Iris-versicolor
+67,4.837246187223528,2.3850418711953663,3.2273362747882617,0.9724969732141174,Iris-versicolor
+68,5.118534796558112,2.4994342452132026,2.9541254813661895,1.0426045376796873,Iris-versicolor
+69,4.987092116406653,3.1893944238813794,1.2142819178638407,0.2,Iris-setosa
+70,5.197782350891142,3.4002180995129194,1.4086341509167142,0.2,Iris-setosa
+71,5.483601549071269,2.4097223971734767,3.9248252173107163,1.1477618508735739,Iris-versicolor
+72,5.108553392936324,3.2986704623455805,1.6944814310692184,0.48156912749177355,Iris-setosa
+73,5.454934862490191,2.998564974881492,4.519267805230225,1.5007941648150287,Iris-versicolor
+74,5.4954540295567,2.3957184420700326,3.6578772362577143,0.9933683817338518,Iris-versicolor
+75,5.499205882382308,3.0053614367667327,4.52491220995628,1.500136562171094,Iris-versicolor
+76,4.913753000659235,2.412397026552322,3.1738823106770004,1.019551552163694,Iris-versicolor
+77,4.4,2.942880723382421,1.38598137803359,0.2,Iris-setosa
+78,4.8795836712911935,2.403025678108775,3.2200587438632327,1.011658506507958,Iris-versicolor
+79,6.310350012490995,2.704212724410707,4.918076009726841,1.8155348628753651,Iris-virginica
+80,5.062007973313362,3.507676825464611,1.3915772966245221,0.3136326749362429,Iris-setosa
+81,5.119478617886319,3.3567235492696263,1.3841806590957626,0.2,Iris-setosa
+82,6.0869484770125615,2.6021681799136345,5.584561694498367,1.398464914919259,Iris-virginica
+83,5.99103504142585,3.3855960525289586,4.481836429392849,1.5546975808745902,Iris-versicolor
+84,6.594314577146157,2.884091252884366,5.411081292209031,1.9985635545603349,Iris-virginica
+85,7.699998186091831,2.83000655151543,6.699997745266809,1.9844906407439764,Iris-virginica
+86,6.314285062122834,3.40787556463897,5.5915533221750495,2.395420595693849,Iris-virginica
+87,7.281782127409282,2.899979573727376,6.3102961493508785,1.7994719933002494,Iris-virginica
+88,5.818689961221452,2.754935059019906,5.1117799922497635,1.8849030094923445,Iris-virginica
+89,4.4,2.9143378045359576,1.378810996725283,0.2,Iris-setosa
+90,6.093344570366616,2.5960088017011373,5.622192229298988,1.3983018257973896,Iris-virginica
+91,6.254520560403901,3.266206687320499,4.510107889396096,1.5220456454415765,Iris-versicolor
+92,6.283104544289016,2.5240526592979573,4.912913552895317,1.5160174665649693,Iris-versicolor
+93,6.608203959880918,2.992476609171508,4.375299098213219,1.3987606442940748,Iris-versicolor
+94,6.288857892235983,2.50296777011921,4.9978602871045394,1.8970373302687908,Iris-virginica
+95,5.423978414030642,2.987165745199837,4.484239921636706,1.4942579870008568,Iris-versicolor
+96,5.068412991691758,3.4984912043932224,1.3456403868646658,0.2865141618322419,Iris-setosa
+97,5.81376673493205,2.707956469957351,5.105161107297604,1.9117853568538687,Iris-virginica
+98,6.279542079764956,2.7332215145830423,4.952852725691289,1.7404568436586951,Iris-virginica
+99,6.390633202525919,2.7468498485785373,5.374774472524729,1.8733997917479146,Iris-virginica
+100,7.7,2.8097226670789546,6.7,1.9963028935797364,Iris-virginica
+101,5.995318071179785,3.393215295033047,4.536892452029426,1.5862680939213387,Iris-versicolor
+102,5.557373439889064,3.0018786685868486,4.507918464027931,1.4952904577459005,Iris-versicolor
+103,6.263968554225544,2.7585289437190594,4.879362809039044,1.7839805837992482,Iris-virginica
+104,6.613443725864186,3.0036760069810176,4.392370229887693,1.405097449855688,Iris-versicolor
+105,6.002955529524877,3.3866467761657053,4.491523030553576,1.5769423266307594,Iris-versicolor
+106,5.563369179131165,2.728064572517071,4.149756173575529,1.2910046299935565,Iris-versicolor
+107,5.5904835853973,3.0174606098018546,4.075216547683047,1.3142858178585077,Iris-versicolor
+108,6.450911450900792,3.076919035195554,5.498058355378219,1.8152359619731429,Iris-virginica
+109,5.49531289445508,2.617160506467094,4.434970506322114,1.2155566897582486,Iris-versicolor
+110,7.699998643701741,2.7918165071010717,6.699998813668735,1.9937706696291557,Iris-virginica
+111,6.904314453411465,3.197014246963858,5.7019857171247725,2.292975259187842,Iris-virginica
+112,5.683966855246162,2.500040353775506,4.992923663959961,1.9881396245617662,Iris-virginica
+113,4.585129262097179,3.1977170798464227,1.3751998884116683,0.2,Iris-setosa
+114,4.603662200472932,3.3902282696146973,1.387854873979332,0.299662154198991,Iris-setosa
+115,4.876448838712116,3.103790168805272,1.509875131698021,0.1,Iris-setosa
+116,6.3066414480614,2.700182752157685,4.9128615748478195,1.7963165968752306,Iris-virginica
+117,5.205248016873059,3.404216611199336,1.3936759210479388,0.2,Iris-setosa
+118,5.359758585505433,3.8629118022160167,1.4749196900161992,0.2,Iris-setosa
+119,6.0751795301821785,3.3323823270211994,4.506490399057442,1.5521761912941276,Iris-versicolor
diff --git a/iris/tab_ddpm/7_1/1/test.csv b/iris/tab_ddpm/7_1/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/1/train.csv b/iris/tab_ddpm/7_1/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/1/val.csv b/iris/tab_ddpm/7_1/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/10/synth.csv b/iris/tab_ddpm/7_1/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5ef183ef04399a6eadeef3432343af070b684889
--- /dev/null
+++ b/iris/tab_ddpm/7_1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.518944772096001,2.3945625661408463,3.7448729059839785,1.0562822709244895,Iris-versicolor
+1,6.024431909324863,2.7050874465033754,5.168442911737638,1.6080563749986558,Iris-versicolor
+2,5.993411875908467,2.990838646926582,4.8049872776566565,1.8077054363485534,Iris-virginica
+3,6.002619008289215,3.398501577733367,4.48163101122657,1.5896960635546915,Iris-versicolor
+4,6.718363651092323,3.2989179260862076,5.706777745272356,2.4999995277487375,Iris-virginica
+5,5.918913297056865,2.989241282432807,4.2053525930417015,1.487638575642236,Iris-versicolor
+6,4.855675489658093,2.4068202823699156,3.1161855765193605,0.8928946742227626,Iris-versicolor
+7,6.6851193942587575,3.100544514110039,4.416533661729441,1.4042657962308802,Iris-versicolor
+8,5.335990350920604,3.4413297660360094,1.629731995939392,0.2,Iris-setosa
+9,6.565168528448291,3.2261307321331096,5.591539803283697,1.989844259339903,Iris-virginica
+10,6.3180445377192695,2.2952533138863664,4.469535203324524,1.3015336123959107,Iris-versicolor
+11,5.920595515748555,3.1976237496195674,4.7727410824157825,1.812018677905161,Iris-versicolor
+12,4.995295351998625,3.276327065567446,1.396639928715875,0.2,Iris-setosa
+13,6.349657477606596,2.5777372187341197,5.094982478642426,1.9076022691484211,Iris-virginica
+14,5.085173320853231,3.6102587655729113,1.4512094845462118,0.378391651483887,Iris-setosa
+15,5.504795366972527,2.393337506480375,3.770550430001337,1.0986272150084666,Iris-versicolor
+16,5.087247111301384,3.75501729239213,1.6130499602824389,0.2,Iris-setosa
+17,5.983947393425734,2.2,5.014622659803875,1.4928755908408977,Iris-virginica
+18,5.72124214157129,3.002877427490303,4.347022677345894,1.495385613583963,Iris-versicolor
+19,6.014229274754916,3.383202272223559,4.494843479030381,1.5791600016398184,Iris-versicolor
+20,5.112269451744803,3.740398122350128,1.5804386009731841,0.2,Iris-setosa
+21,5.11319632756221,3.3028350219578817,1.8286396734900265,0.42648172748271596,Iris-setosa
+22,6.101999700779293,2.9900358285688764,4.596121224827543,1.4145080384568482,Iris-versicolor
+23,5.892773106456634,3.202970602198896,4.817731326624756,1.796086958308315,Iris-versicolor
+24,5.810847624926911,2.831390991719921,5.102860025106302,2.39708214275517,Iris-virginica
+25,6.316210995901087,3.3851495328534678,5.594046547091281,2.393441792035278,Iris-virginica
+26,5.105180931939733,3.494438003681769,1.3909040742820336,0.29514946186566776,Iris-setosa
+27,7.699998961923059,2.778278510047513,6.699998193669892,1.962437178183328,Iris-virginica
+28,5.369650925080463,3.934366622969041,1.2945989069565438,0.49374526094347126,Iris-setosa
+29,5.990487857908432,2.200000271566497,4.9568932878087315,1.4965079940332284,Iris-virginica
+30,4.490795645003475,2.295683860750916,1.2959986906097245,0.29195777040181425,Iris-setosa
+31,5.399356680740818,3.9163490186785723,1.7047462865975203,0.3960124244721855,Iris-setosa
+32,7.699998910005655,2.815835501599666,6.699998882096484,1.9751678841107196,Iris-virginica
+33,7.118850195665347,2.9891678408723656,5.898110818262786,2.094534862974451,Iris-virginica
+34,5.49170224719791,4.2011287949816,1.4007957610628636,0.2,Iris-setosa
+35,6.299479329573363,3.4094090153537215,5.622599295608684,2.4086628839040896,Iris-virginica
+36,5.975149412512315,3.4116394096088585,4.509785753973055,1.624192632316971,Iris-versicolor
+37,5.095165199412306,3.760214978984401,1.9105514504679413,0.4143565886807108,Iris-setosa
+38,5.199065707789914,3.4804399859753854,1.5088809533352847,0.2,Iris-setosa
+39,5.953201305034514,2.690159633155261,5.052993124320559,1.5195069576641693,Iris-versicolor
+40,6.124658810309515,2.994529479304878,4.6097755679259285,1.3927607711975618,Iris-versicolor
+41,6.684419914509311,3.2980693626781177,5.6685003858574055,2.0939832326253973,Iris-virginica
+42,6.714126037184299,2.987783103073002,4.997779863513482,1.7099310759500561,Iris-versicolor
+43,5.777091659144863,2.6749888263033466,5.085942681875526,1.9197768096287982,Iris-virginica
+44,5.504989017149655,4.2001460545761224,1.4069300507143874,0.2,Iris-setosa
+45,5.494132741594331,2.412667984379123,3.6698563630060725,1.0642147033585472,Iris-versicolor
+46,5.110248941599156,3.7919846271947137,1.928690700921961,0.47153319461408694,Iris-setosa
+47,5.316867289664503,3.79774475671205,1.4988648136627973,0.2,Iris-setosa
+48,5.499418727622438,2.592505723732183,4.396828327096009,1.1616882484292346,Iris-versicolor
+49,6.000781265095852,3.0049089028055165,4.761899512180973,1.8029656657732271,Iris-virginica
+50,6.694620954521227,3.2931606211645725,5.761845939823401,2.49999935457124,Iris-virginica
+51,6.345863270031456,2.4601785239220817,4.822622649640945,1.4910350163709034,Iris-versicolor
+52,5.371601021489092,2.992677544513394,4.452822406232658,1.480347253862658,Iris-versicolor
+53,6.334259418050869,2.470124790023345,4.875323659891999,1.487221887647127,Iris-versicolor
+54,5.524008510596346,2.618087816380347,4.396194914039807,1.259212145503071,Iris-versicolor
+55,5.8008526374763045,2.697012766145171,5.096259614745171,1.899318635653556,Iris-virginica
+56,5.874657434711701,3.1923257448326434,4.7868232316731785,1.7876778359239427,Iris-versicolor
+57,5.895789421781263,3.2067951246140196,4.793982386063606,1.786981715967705,Iris-versicolor
+58,5.72791016742454,2.543619321042713,5.031012116627949,1.9796511014779679,Iris-virginica
+59,6.349920143299044,2.908097878452035,5.528284288769682,1.8179867684364985,Iris-virginica
+60,6.288693978174375,2.499612921704736,4.876827488847546,1.5028071135279597,Iris-versicolor
+61,5.752039523205151,2.5301707423592132,5.039338480789884,1.9786512973218544,Iris-virginica
+62,5.880256734119781,3.0017943490504986,5.103989938218636,1.8095094992634806,Iris-virginica
+63,6.291837980372615,2.717742915636271,4.87855888746538,1.7889825669584707,Iris-virginica
+64,5.496092879031205,3.003988738654293,4.528950223360453,1.4986647058759475,Iris-versicolor
+65,5.121591912603564,2.553972844580749,3.11576964605997,1.2953415095682221,Iris-versicolor
+66,5.327825723386709,3.907585456596709,1.69490808519537,0.3705175981287431,Iris-setosa
+67,5.496979263889469,2.4051499101463674,3.9964695842232763,1.1091288291907633,Iris-versicolor
+68,5.0874448836068025,3.399526501774826,1.4998710239562631,0.2,Iris-setosa
+69,7.7,2.7978285030384775,6.7,2.0056082877493826,Iris-virginica
+70,7.279106470441991,2.886708538584797,6.272222362312722,1.8181816580265542,Iris-virginica
+71,6.686896039482056,3.1122208014488573,4.415921987164172,1.4073132944344913,Iris-versicolor
+72,6.294544167679796,2.865244984923943,5.675875247290481,1.7912042867751032,Iris-virginica
+73,5.4841914871141135,3.007648132783387,4.435181772236848,1.4786267441630694,Iris-versicolor
+74,4.957378353478393,3.581587881986031,1.4007047348000063,0.2,Iris-setosa
+75,4.606850724998948,3.211643898284188,1.404197996110664,0.2,Iris-setosa
+76,5.2017283812628285,3.445808390307112,1.4204129382951023,0.2,Iris-setosa
+77,4.4,2.9095043703953856,1.4102527557859543,0.2,Iris-setosa
+78,5.282588071599124,3.671701761697302,1.5065140412826916,0.2,Iris-setosa
+79,4.400000478185755,2.9022698534634492,1.3650545979425104,0.2,Iris-setosa
+80,5.074403022097906,3.3937082401004446,1.497654184981589,0.2,Iris-setosa
+81,5.570341984580064,3.0024008586163977,4.034530369656431,1.302653680854423,Iris-versicolor
+82,5.113700174338769,3.8326428476053715,1.9050894232151736,0.3961677092058027,Iris-setosa
+83,4.599647033060665,3.6075201430234185,1.0000003926205165,0.2,Iris-setosa
+84,4.9141121371211165,3.0258376942976386,1.3860588997064223,0.2,Iris-setosa
+85,5.010040228790516,3.602939441138188,1.3788013914774953,0.2,Iris-setosa
+86,6.6185377860059695,2.9848067494608737,4.372430553426624,1.3990410528901274,Iris-versicolor
+87,5.917676448154722,3.0167179389455288,5.151135214193557,1.8173023363274106,Iris-virginica
+88,5.841537742546467,2.763745201349043,5.054272384958122,1.8630528298659725,Iris-virginica
+89,5.088368893137404,3.711595561860482,1.484495368780976,0.40597650505754207,Iris-setosa
+90,5.0096476036894275,3.3685542079020494,1.4051570776027225,0.2,Iris-setosa
+91,6.278979741745788,2.2996620946760946,4.431384129781086,1.2980544611159934,Iris-versicolor
+92,6.008798653721198,2.704338683718428,5.098630462662054,1.6307107178819393,Iris-versicolor
+93,5.20945178462187,2.714897765301833,3.977604296381327,1.406086485327633,Iris-versicolor
+94,5.789687550120755,2.6994292751360183,5.1145654427135785,1.8944257514339709,Iris-virginica
+95,7.20012951366376,2.9778057998085625,6.028914785358645,2.045539246110987,Iris-virginica
+96,5.104155542378579,3.707257283226534,1.5930370531847735,0.2,Iris-setosa
+97,7.7,2.8473535776821493,6.7,2.0240700227995636,Iris-virginica
+98,6.750732252806142,3.002699889773422,5.49683905477462,2.086441995280144,Iris-virginica
+99,5.501114809620074,2.4058525462912907,3.701481738630439,1.074893326207968,Iris-versicolor
+100,5.402836330516136,3.8547400206060627,1.3011508813239259,0.391844252616241,Iris-setosa
+101,7.087650814991776,3.00164233784889,5.859144037762905,2.0978897939501318,Iris-virginica
+102,5.994124793280095,3.4168730227660773,4.442069051546318,1.5903687415203656,Iris-versicolor
+103,5.383002923130603,3.879111229929649,1.671292854277442,0.39370739569515867,Iris-setosa
+104,5.053586660297541,2.480958743915596,3.2443638717297087,1.1308222911243024,Iris-versicolor
+105,5.711662121380952,2.660109698589891,5.083450676630256,2.3055328424800248,Iris-virginica
+106,4.40000070822407,2.907905181899428,1.4024176279936849,0.2,Iris-setosa
+107,7.186875170374135,3.0054942050584637,5.967856860696952,2.0985887272496084,Iris-virginica
+108,4.58437177232252,3.610136092223289,1.0000003901734356,0.2,Iris-setosa
+109,5.5120366793884985,2.599883441308598,4.399752176740427,1.2028326739964266,Iris-versicolor
+110,6.476705752822322,2.985504438887992,5.568727101484417,1.7782717992309942,Iris-virginica
+111,5.006192771699824,3.5093112884381616,1.322806490229403,0.2955856791624623,Iris-setosa
+112,5.2251576710873175,3.5099294079296874,1.5165772658744738,0.2,Iris-setosa
+113,5.008529457629064,3.307256335468375,1.4106783664786604,0.2,Iris-setosa
+114,6.6802818912952215,3.0935328410296394,4.4165447970375675,1.4097333049919816,Iris-versicolor
+115,5.79822551046046,2.702287902133449,5.099823607300029,1.9047691868151262,Iris-virginica
+116,5.182427033802112,3.420935279649903,1.5553281423687773,0.2,Iris-setosa
+117,6.704197374533577,3.1134926553793596,4.41957947410785,1.4083934700241523,Iris-versicolor
+118,5.092072637140918,3.3345829314240745,1.3521746683069853,0.2,Iris-setosa
+119,5.0302012718407125,3.326282620614289,1.4191119185607524,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/10/test.csv b/iris/tab_ddpm/7_1/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/10/train.csv b/iris/tab_ddpm/7_1/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/10/val.csv b/iris/tab_ddpm/7_1/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/11/synth.csv b/iris/tab_ddpm/7_1/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cc1dbc2e7c96faf04e0e94c4e98e77509e62bfa3
--- /dev/null
+++ b/iris/tab_ddpm/7_1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.110961251685758,3.5964308710316146,1.4719089601725177,0.3830903396969644,Iris-setosa
+1,6.293502845024794,3.394746204842063,5.606627820758194,2.3972647922033765,Iris-virginica
+2,6.455892684235969,2.9228811189974455,4.334149097591136,1.332556213601493,Iris-versicolor
+3,5.556374027682721,2.6947639415771323,4.200858919579488,1.3110209629799503,Iris-versicolor
+4,5.069330077348106,2.4907996227896767,2.8142207868556475,1.1257361322366195,Iris-versicolor
+5,4.603545921258997,3.6044156555272755,1.0000004185925673,0.2,Iris-setosa
+6,4.848907356989393,3.074950334960102,1.5112298858400537,0.10000011426962725,Iris-setosa
+7,5.003183891929596,3.1873752421042174,1.1903058432586802,0.2,Iris-setosa
+8,5.789205678638822,2.7101638876123415,5.1078879049979005,1.8946265390596926,Iris-virginica
+9,5.424747627264648,2.9953069651872024,4.5308415185517115,1.5032960684773788,Iris-versicolor
+10,6.9364040875332496,3.1802930763150665,5.752330090079722,2.2797808439905447,Iris-virginica
+11,7.7,2.832274594316308,6.699998747243615,1.993014445312015,Iris-virginica
+12,6.391814829857541,2.697294580335169,5.25516685877584,1.891187433184439,Iris-virginica
+13,5.026570769551738,2.4717542953077714,3.0274919158741964,1.0491821031198463,Iris-versicolor
+14,5.106324914732505,3.8031538981148048,1.9525866695357217,0.4555188444582522,Iris-setosa
+15,5.306691853703181,3.7951365428989905,1.547459326147992,0.2,Iris-setosa
+16,6.848189853382159,3.1619937818663293,5.642483728384845,2.261454994532556,Iris-virginica
+17,4.883240705555814,3.109068279817452,1.4938684007450242,0.10000009980878408,Iris-setosa
+18,5.697720099322372,2.500082064141283,5.006455872311803,1.9981621232040196,Iris-virginica
+19,5.98024232323052,3.3681702422241324,4.501638730344398,1.6030828920830174,Iris-versicolor
+20,6.102454903469853,3.01394320426199,4.5468303362977185,1.4035232333938268,Iris-versicolor
+21,6.310078924523177,3.413112033395189,5.595200805112102,2.403482367118149,Iris-virginica
+22,6.683734373099765,3.2955300002110497,5.633210258731078,2.4999994207150773,Iris-virginica
+23,7.7,2.8320367395145682,6.7,2.0424375157669727,Iris-virginica
+24,5.7943759510225865,2.808630910284911,5.106065193590295,2.4050163317677242,Iris-virginica
+25,6.909696666964008,3.0067927089585997,5.61723044919412,2.1038698554631665,Iris-virginica
+26,5.486443006991507,2.409978871099163,3.852528374705501,1.173531023133263,Iris-versicolor
+27,7.287144473212557,2.9119918751500813,6.278608699458013,1.810520206478451,Iris-virginica
+28,4.977523591104809,3.2678791682626946,1.3687815696666332,0.2,Iris-setosa
+29,6.7224645903603495,3.086189308101416,4.431970880468151,1.3846894752115564,Iris-versicolor
+30,6.289767450219918,2.2992636367563226,4.418692413212002,1.2903686065343627,Iris-versicolor
+31,5.992223677177224,2.6981597267690947,5.126948026903841,1.6115453383066554,Iris-versicolor
+32,5.494268679019845,4.201239036233115,1.3741361924104052,0.2,Iris-setosa
+33,5.3633834940002485,3.4156867098227015,1.6735307932194832,0.2,Iris-setosa
+34,5.076151540124999,3.3008089392576805,1.6974294669857821,0.530942570113971,Iris-setosa
+35,6.372852855589682,2.907507113762226,5.308100974959243,1.7519532402979379,Iris-virginica
+36,6.262457796231204,2.8070971054970695,5.210039655021802,1.5200597189109004,Iris-virginica
+37,5.11337177628639,3.4212362514045354,1.4973027028316248,0.2,Iris-setosa
+38,5.000316254912932,3.5452141379425006,1.361320694654132,0.2945093762938745,Iris-setosa
+39,5.091224378355128,3.3869628243865693,1.4964194221327123,0.2,Iris-setosa
+40,5.185382514237943,2.691619773229412,3.9375126497743054,1.3960698635825004,Iris-versicolor
+41,6.682584311346084,3.3071264459288017,5.640520073817634,2.5,Iris-virginica
+42,5.511252066476638,2.403689835912696,3.8243782757929203,1.0432817727334829,Iris-versicolor
+43,4.995583040966951,3.6024711754209076,1.4022045922155049,0.2,Iris-setosa
+44,5.299190379258209,3.6894427352772596,1.49918535698996,0.2,Iris-setosa
+45,5.198806202188216,2.458440310892531,3.2170701561971935,0.9317340445043417,Iris-versicolor
+46,5.08865884072828,3.797198145712302,1.6221674496051817,0.34891697341168304,Iris-setosa
+47,4.885489563479017,3.1113401815683863,1.503667508663142,0.1,Iris-setosa
+48,4.4,3.204185067607721,1.290444211044988,0.2,Iris-setosa
+49,5.496007107721605,2.393595184471387,3.665141793367098,1.0108202643926218,Iris-versicolor
+50,6.009047793471694,3.378229400851673,4.529281859646887,1.6063286295713797,Iris-versicolor
+51,5.066508789469947,3.4806324150985195,1.4015729805207109,0.2922810187420128,Iris-setosa
+52,6.784967633167136,3.0004570017751084,5.472251406594669,2.0906433392677304,Iris-virginica
+53,6.365889856394591,2.897950783905693,4.316560763817598,1.3018571741316547,Iris-versicolor
+54,6.680176966662768,3.299279683932059,5.727881088784178,2.5,Iris-virginica
+55,6.306414253441248,2.518167723498638,5.03164094477967,1.9050762000063344,Iris-virginica
+56,6.002366753950212,3.420000213457384,4.487369826044851,1.6018310655424812,Iris-versicolor
+57,4.4,3.0798197537018392,1.3265854581823735,0.2,Iris-setosa
+58,5.104617795385232,3.8508868800582743,2.088505513025905,0.39273948793271074,Iris-setosa
+59,5.830662776204196,2.706491630751593,5.100552696508606,1.893621416743263,Iris-virginica
+60,6.024969431785036,3.3780673480255397,4.469431317414185,1.592927919229321,Iris-versicolor
+61,6.287892649354304,2.3055845905766716,4.39692928856799,1.2925287629225044,Iris-versicolor
+62,6.807913469527285,2.9918096838108985,5.467496792510092,2.0955060802687067,Iris-virginica
+63,4.691277129963243,3.3537502724104624,1.4066039539176534,0.2,Iris-setosa
+64,6.352292867239322,2.879787362373633,5.54500056199687,1.82467833549952,Iris-virginica
+65,5.561001220430466,2.673730058851023,4.2551561648573495,1.2766741694479906,Iris-versicolor
+66,6.718257142739765,3.0033632384460915,5.0129595103641265,1.70247588485543,Iris-versicolor
+67,6.691900403920991,3.297318521904172,5.674023628333867,2.095154287945882,Iris-virginica
+68,5.0781212207108295,3.5077523024793638,1.3862793986929436,0.3032660721050744,Iris-setosa
+69,7.6999982873364905,2.7896412544180564,6.7,1.9822402546356082,Iris-virginica
+70,6.353796491597016,2.577721851807416,5.086887683361822,1.9045646041882844,Iris-virginica
+71,6.301180385641274,2.6373152445114845,4.902450410605614,1.7989706005111161,Iris-virginica
+72,4.588266736944473,3.1877057585216146,1.3875788611409978,0.2,Iris-setosa
+73,6.780368185858979,3.018529678898582,5.515531519984671,2.101055349759338,Iris-virginica
+74,6.112711482535188,3.0056463176402115,4.659730488849805,1.3998036594701382,Iris-versicolor
+75,5.807312621348324,2.782252691783609,5.090783493978203,2.401230681220934,Iris-virginica
+76,5.43387870921325,3.9932507346334036,1.290909701059716,0.38665659999172597,Iris-setosa
+77,6.550948347092632,2.967230333030574,4.369711512204349,1.3660662190440833,Iris-versicolor
+78,5.998337217281271,2.6937885090317435,5.0980281383748425,1.6028444502497803,Iris-versicolor
+79,5.690487529729569,2.522037062876976,5.010241929804102,1.9853944403740131,Iris-virginica
+80,5.254724658303807,3.4160195266683897,1.5947216818596357,0.2,Iris-setosa
+81,6.490648977767116,3.1490510152436078,4.498957536503592,1.4755526433036414,Iris-versicolor
+82,5.223986284900381,2.7293718027255944,4.012677185809782,1.4195614791521636,Iris-versicolor
+83,6.015080725017571,2.7048149058506565,5.111824698336491,1.589488809915937,Iris-versicolor
+84,5.7919580409390425,2.7009249397623694,5.104675164983754,1.9027834956107843,Iris-virginica
+85,5.0010805872797395,3.224993118576529,1.2365450673357363,0.2,Iris-setosa
+86,5.791796742965374,2.7151616064360664,5.096530557911492,1.8899231814074702,Iris-virginica
+87,5.096326649682933,3.7605844982958656,1.7955142735691014,0.3991460650946006,Iris-setosa
+88,5.478708053929631,2.3973473686616167,3.6136678160441784,0.997961768531928,Iris-versicolor
+89,5.890319121905163,3.2045545543627885,4.821052382690522,1.7776597836550314,Iris-versicolor
+90,5.7185751408906995,4.4,1.5034517442043425,0.5077385192558,Iris-setosa
+91,5.61134141938983,2.9907853949323533,4.139781309919224,1.2970070436454952,Iris-versicolor
+92,5.071039629812157,3.7596818323946994,1.6091429638132835,0.2,Iris-setosa
+93,5.100292896239948,3.8082681159134992,1.900159236807501,0.39088196668474917,Iris-setosa
+94,5.003176048711884,3.511141941242507,1.2860077033284452,0.2891853499594935,Iris-setosa
+95,5.825572429182703,2.8096830339796846,5.133891802764923,2.4040281396015324,Iris-virginica
+96,5.093281588278638,3.2992994828581095,1.6964152984222214,0.5092605118109653,Iris-setosa
+97,5.7167622164247,2.502867383689405,5.003592383283024,1.9974184745812742,Iris-virginica
+98,5.383525323636044,3.3996445321176876,1.6648374282714709,0.2,Iris-setosa
+99,5.805338494703617,2.8091203895488177,5.165286212282083,2.40186985550002,Iris-virginica
+100,6.6814662725160865,3.0031533638608416,4.988945525381106,1.6700575034001448,Iris-versicolor
+101,5.390003243052792,2.7967177645898036,4.105383621936082,1.3579097874660164,Iris-versicolor
+102,5.115548885992551,2.606538902926065,3.5537694656408627,1.355887422897658,Iris-versicolor
+103,5.807455732666098,2.7172135794467107,5.121537679368149,1.8924307435469956,Iris-virginica
+104,5.497645158281595,2.427896231602639,3.7620355945389816,1.1295916856656598,Iris-versicolor
+105,5.090269661679633,3.300811707235837,1.8159787152788143,0.5088350589519758,Iris-setosa
+106,5.910825842884645,3.0098767572463365,4.215080019272151,1.4933428984281836,Iris-versicolor
+107,5.402969813635855,2.9984348385976864,4.452904935549771,1.4982763137578092,Iris-versicolor
+108,6.41404253618091,2.712250107879401,5.326811813505561,1.90645349101661,Iris-virginica
+109,6.684793783043664,3.054489310739519,4.4252845444565745,1.4053674618785243,Iris-versicolor
+110,6.686387112879977,3.293203130347619,5.6925530083390345,2.4999992868602523,Iris-virginica
+111,6.686988492757189,3.07425170084649,4.444545750897842,1.4054209525824861,Iris-versicolor
+112,5.883875147614426,3.003591536331149,4.203123300712103,1.4882934264026624,Iris-versicolor
+113,6.246710916513236,2.7821814224865373,5.571420038940977,1.6789537947302566,Iris-virginica
+114,4.591518446220035,3.6338982672316615,1.0,0.2,Iris-setosa
+115,7.2128316637938745,2.9597660662318925,6.126013668892667,1.9518293769950155,Iris-virginica
+116,5.111388898796232,3.711862758404993,1.5316726306015507,0.45211357277892433,Iris-setosa
+117,6.09500100226194,2.601167843054441,5.61891753892472,1.3986020109541997,Iris-virginica
+118,6.2799773003736785,2.5378110239442275,5.01726430467501,1.898996614746759,Iris-virginica
+119,6.879558229219938,3.1947348435306693,5.669202700954441,2.2998390754485833,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/11/test.csv b/iris/tab_ddpm/7_1/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/11/train.csv b/iris/tab_ddpm/7_1/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/11/val.csv b/iris/tab_ddpm/7_1/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/12/synth.csv b/iris/tab_ddpm/7_1/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ce256c00d0653cf3346cd26f8805423a5cc9161d
--- /dev/null
+++ b/iris/tab_ddpm/7_1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.001643905287944,2.9899258285704526,4.933561853825482,1.8095422661265066,Iris-virginica
+1,6.703011671366457,3.086617007186652,4.420033306421879,1.3917136747431595,Iris-versicolor
+2,5.640899064110302,4.4,1.498130955873861,0.39304652378283966,Iris-setosa
+3,5.06092748529338,3.3491637107780865,1.4118706660226472,0.2,Iris-setosa
+4,5.810183056842991,2.7270414844401083,5.094772835701248,1.8941694212733369,Iris-virginica
+5,6.289899482395205,2.512577043179004,4.8901255233558025,1.4957343268943457,Iris-versicolor
+6,5.900558832469614,3.0062365870864705,4.222903133569022,1.5041930731096644,Iris-versicolor
+7,6.361196287206532,2.893920265485307,4.302498010127757,1.2832373701514885,Iris-versicolor
+8,6.281398943305601,3.360842501885635,5.582122227491484,2.3855565098152955,Iris-virginica
+9,4.811627845559471,3.4037051908703093,1.5800004901009548,0.2,Iris-setosa
+10,5.0768544048662605,3.3932188106436745,1.5005020503916338,0.2,Iris-setosa
+11,5.382880738848938,3.8719179585390373,1.2976734688804772,0.4295792127173026,Iris-setosa
+12,7.315229368179925,2.9112313688174574,6.317528128299116,1.8094900954855413,Iris-virginica
+13,5.510072281783519,2.4017528585121695,3.8315069433264304,1.1665559603520956,Iris-versicolor
+14,5.398130054450478,2.999703061953218,4.496815106738968,1.4935413314247836,Iris-versicolor
+15,5.500320706151377,2.4026111792897678,3.737151659697523,0.9781900083638652,Iris-versicolor
+16,5.9003808346635,3.19837451609595,4.817285907250984,1.7853147504148503,Iris-versicolor
+17,5.105855577186897,3.300410758242052,1.7610817777310956,0.5249910205626461,Iris-setosa
+18,5.106486072804078,3.7572509758863206,1.601515067573112,0.2,Iris-setosa
+19,5.316568200544074,3.822628613964947,1.4999259339344015,0.2,Iris-setosa
+20,6.8470944780727745,3.1002368950164936,5.585207980062181,2.202732005721124,Iris-virginica
+21,6.115805514378444,3.0077339695071137,4.613720788686424,1.406261358023895,Iris-versicolor
+22,6.310561486853188,2.4858179177974176,5.004454024390535,1.8940100569468288,Iris-virginica
+23,5.002941927626297,3.196032125287629,1.2302998787375763,0.2,Iris-setosa
+24,5.971013048971806,2.694349021602306,5.085529128774985,1.5671029932444862,Iris-versicolor
+25,4.610843550863355,3.216932275379956,1.3930429128700115,0.2,Iris-setosa
+26,4.577796094300506,3.408823225688138,1.3780541953259224,0.2974706842523692,Iris-setosa
+27,6.625166181002005,3.0175612183381477,4.395869797011743,1.4042022679083046,Iris-versicolor
+28,4.40000057525929,3.207994353380553,1.2980319580617297,0.2,Iris-setosa
+29,5.629300527771992,2.707165257605387,4.20193610712603,1.3053293908670907,Iris-versicolor
+30,5.733821476497416,2.559403781379845,5.0106506441159695,2.0202364037003755,Iris-virginica
+31,6.271049918211041,2.7115489653395235,4.967437037844701,1.7931725729384467,Iris-virginica
+32,5.003833131258873,3.5953218736481403,1.3895990083512548,0.2,Iris-setosa
+33,5.102435438412671,3.308864739740596,1.681744155306709,0.530703403199288,Iris-setosa
+34,5.1453019208702475,3.3494446947919405,1.3335603076019988,0.2,Iris-setosa
+35,5.398169311596968,3.3921621582318724,1.7754774723923252,0.2,Iris-setosa
+36,6.673990962699365,3.2890440413658513,5.679238406181808,2.064320156438455,Iris-virginica
+37,6.471134756017626,2.905547758285162,4.307736784709609,1.305456996509321,Iris-versicolor
+38,7.699998991727422,2.7987090047157435,6.7,1.9951038556814555,Iris-virginica
+39,5.5045215266551,4.174713842595435,1.4009684031100644,0.2,Iris-setosa
+40,5.996406528062874,2.7013302623128923,5.096066557700109,1.6078019370383267,Iris-versicolor
+41,5.144410774797457,3.435704445059523,1.5045443661443432,0.2,Iris-setosa
+42,5.612625510262408,2.990102479065777,4.120724857347167,1.3150506264399997,Iris-versicolor
+43,5.330055978623451,2.9884778047764287,4.408960000168705,1.492852473557628,Iris-versicolor
+44,6.4509786018921895,2.9110514788804562,4.268368712962611,1.3319478159560638,Iris-versicolor
+45,5.048225895663782,2.478385693847587,2.8759694230596278,1.0912160841814984,Iris-versicolor
+46,6.579883612595717,2.983833432957977,4.414396485155452,1.4006671548481169,Iris-versicolor
+47,5.584428586063407,2.9966337608384426,4.128328798101236,1.2977722624420611,Iris-versicolor
+48,5.1166878063533385,3.500552018733611,1.5387102997483142,0.2,Iris-setosa
+49,5.075304563880015,3.765895926986496,1.5883207879386094,0.41931924356795086,Iris-setosa
+50,5.521152096589907,2.784305215786617,4.116992705728396,1.2986199914687298,Iris-versicolor
+51,5.035404581224226,3.3090535368111067,1.3697624008846914,0.2,Iris-setosa
+52,7.699998413786201,2.8058874911500724,6.6999983880741905,2.0098299604926,Iris-virginica
+53,4.840349334163075,3.4006619579766246,1.588262023361861,0.2,Iris-setosa
+54,6.216820795034571,2.7272176998458746,5.302921470634298,1.4431993429486054,Iris-virginica
+55,5.461576334680612,4.048480902935169,1.352641962239926,0.26836785564495047,Iris-setosa
+56,6.798980113148551,3.000941149451258,5.50621106944667,2.0884813282743178,Iris-virginica
+57,6.688297026167572,3.117059539533896,4.410853086127134,1.4029210087146708,Iris-versicolor
+58,6.3001363049743375,3.416049051774078,5.630280882986804,2.3978809903846265,Iris-virginica
+59,7.134027972976032,2.984625750127915,5.970480515730321,2.0582935783008818,Iris-virginica
+60,4.910329157569399,3.102748956082171,1.492829884591178,0.1,Iris-setosa
+61,5.162661179127381,2.4972093563085895,3.1091920838117924,1.0703036646440034,Iris-versicolor
+62,6.418598030214732,2.9081454005155765,4.283079063988966,1.29350549985181,Iris-versicolor
+63,5.471795187444799,3.0157838109701345,4.5472657377063435,1.5016463388083297,Iris-versicolor
+64,4.594182226257991,3.5957632381475815,1.0000004381319132,0.2,Iris-setosa
+65,5.187060374231615,3.4695997966054994,1.5032785012302323,0.2,Iris-setosa
+66,6.277900494965232,2.4897332733046857,4.8849373187347025,1.486383469095708,Iris-versicolor
+67,5.200601545532905,3.511560903327811,1.493836599888712,0.2,Iris-setosa
+68,5.499712553587306,2.593984548533,4.446641510142573,1.2088787570140274,Iris-versicolor
+69,5.910488054320872,3.2051052448058877,4.817155299647857,1.7968456691931807,Iris-versicolor
+70,6.7445003801917895,3.0048038838023707,5.011853886255571,1.7060077009308474,Iris-versicolor
+71,5.47448640150728,4.178913489323839,1.3964032640669877,0.2,Iris-setosa
+72,5.49615601175425,4.192134198881744,1.3912539092650393,0.2,Iris-setosa
+73,5.195979641585584,2.6902805731932724,3.8991955944108305,1.3988533858577297,Iris-versicolor
+74,5.20166361696329,3.4114515085783785,1.4007749987269082,0.2,Iris-setosa
+75,6.138951777540445,3.0029041470202964,4.627813427602269,1.3928064324085758,Iris-versicolor
+76,5.548773684831473,2.687713842134541,4.176595700537713,1.2982662241429137,Iris-versicolor
+77,6.309964103358444,2.7201397212504252,4.920763647161282,1.8054083046548064,Iris-virginica
+78,5.753331988298805,2.5980075229694584,5.060052335802359,1.9360838887423126,Iris-virginica
+79,5.376154302690272,2.9989954322058736,4.47803676262857,1.4998571156206524,Iris-versicolor
+80,5.30513893588022,3.45230806728583,1.6192635724234,0.2,Iris-setosa
+81,4.400000713428824,2.9180434567584035,1.377410491317613,0.2,Iris-setosa
+82,4.899040825243856,2.39619498252146,3.2221730908498287,1.0455644349864261,Iris-versicolor
+83,5.105777996886908,2.4893460535414436,2.8888859466023193,1.0406635462366616,Iris-versicolor
+84,5.145596764487384,3.430446330138973,1.5131909754751642,0.2,Iris-setosa
+85,4.60188737069094,3.189629715277008,1.3873092528934683,0.2,Iris-setosa
+86,5.933002375240951,3.247707631630526,4.732738362200182,1.7426055334314,Iris-versicolor
+87,6.310599027977917,2.302314405155333,4.366742334725021,1.2900627343658475,Iris-versicolor
+88,5.066836672154738,3.499415557784484,1.3502295063506922,0.3000575253828281,Iris-setosa
+89,6.469128056130237,2.9961147748178165,5.480685080732369,1.7950010866132007,Iris-virginica
+90,6.006348512378586,2.997171862662512,4.754273199532839,1.7935873085465768,Iris-virginica
+91,5.899770035262639,3.1991458942660893,4.783258849544328,1.798466984959231,Iris-versicolor
+92,5.502441658200019,2.6071013818443056,4.414329131606262,1.2252185812529905,Iris-versicolor
+93,4.897026504478236,2.4071882801582696,3.1811944314951264,1.0030807869861724,Iris-versicolor
+94,7.164857364132515,2.9996544115935992,5.963780836612575,2.075651327310745,Iris-virginica
+95,6.696041952682169,3.2865732662374305,5.668663030161916,2.124898984902461,Iris-virginica
+96,6.712719673355428,3.0158926873056657,4.98759552399385,1.697255633170264,Iris-versicolor
+97,6.3125537753961645,3.382476509743908,5.643101134422843,2.3991363876833187,Iris-virginica
+98,4.49339422643762,2.2995892617365716,1.29121253163486,0.2944615630879651,Iris-setosa
+99,5.951941194615172,2.2,4.960611353737834,1.4732578078415286,Iris-virginica
+100,7.699998561197619,2.8174835971208214,6.6999989060422225,2.0206534684893103,Iris-virginica
+101,4.618243607743531,3.39078636616721,1.4017458106340293,0.2790571299890513,Iris-setosa
+102,7.7,2.750199388158485,6.7,1.9980105891261446,Iris-virginica
+103,5.287572385562957,3.647359263684865,1.5054167784513477,0.2,Iris-setosa
+104,5.101735678037399,2.5069849280556338,2.972431005847877,1.1450280353032039,Iris-versicolor
+105,5.4246649284350745,3.914624379017511,1.3047612723425723,0.40086576128082546,Iris-setosa
+106,6.332609875500539,2.900106998938067,5.56495033015326,1.79426863167869,Iris-virginica
+107,5.612075543581921,3.0009580783016836,4.533498607161974,1.5030352069356026,Iris-versicolor
+108,7.3213049408388455,2.8984777929239094,6.325280322735989,1.8027406999522255,Iris-virginica
+109,4.942311891074923,3.0696128596418224,1.3367036853204404,0.2,Iris-setosa
+110,6.661985370946402,3.282745694679145,5.634074373998674,2.49999951495829,Iris-virginica
+111,5.1603376434748895,3.5251126867431486,1.408025340776976,0.2,Iris-setosa
+112,5.812026314167582,2.7282176038547643,5.144481064182216,1.9388946586060305,Iris-virginica
+113,5.07178980664536,3.3878532073504863,1.4980910660063422,0.2,Iris-setosa
+114,4.998104920439096,3.21910707316626,1.2261592857012538,0.2,Iris-setosa
+115,5.006777555520315,3.60501454373544,1.402406825257978,0.2,Iris-setosa
+116,7.300399238973597,2.893232835884992,6.3128450105828815,1.7924249398574266,Iris-virginica
+117,7.6999990624354515,2.8005386252102444,6.7,2.0079619462680967,Iris-virginica
+118,5.38578180943867,3.394859806936083,1.678349956331666,0.2,Iris-setosa
+119,5.729859197323471,4.399999259151874,1.4992062148054282,0.3874409763448001,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/12/test.csv b/iris/tab_ddpm/7_1/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/12/train.csv b/iris/tab_ddpm/7_1/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/12/val.csv b/iris/tab_ddpm/7_1/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/13/synth.csv b/iris/tab_ddpm/7_1/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5c29afb953b94611181ddf861600dc2f0aeb1f31
--- /dev/null
+++ b/iris/tab_ddpm/7_1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.69078444710619,2.476345442785652,4.977287116292202,1.9949075086110306,Iris-virginica
+1,5.989061678636708,3.363344298955011,4.492554919188064,1.5502185433890008,Iris-versicolor
+2,4.615694137493051,3.190656142832818,1.3967536573516894,0.2,Iris-setosa
+3,5.789259272823315,2.7096751251316578,5.1141626210488305,1.896042859792145,Iris-virginica
+4,5.977687433242995,2.2,5.022633909118389,1.5263305158852958,Iris-virginica
+5,6.310703700703053,2.4877525408563983,4.871121433084754,1.4855471304184817,Iris-versicolor
+6,4.992462967386039,3.596292801662729,1.3916574836361906,0.2,Iris-setosa
+7,5.45132939071065,3.891004640703791,1.3104243035185008,0.3976708114712053,Iris-setosa
+8,4.503794275273091,2.295567915044221,1.2847279598003143,0.28086912211874376,Iris-setosa
+9,6.000524189181273,2.2000003274051334,5.019512145738145,1.4903774598109196,Iris-virginica
+10,6.4181441504328705,3.06527868622884,5.49049623293233,1.8027698465714792,Iris-virginica
+11,4.904856408166146,3.0945237657773723,1.4997311380076472,0.10000010946462642,Iris-setosa
+12,7.699999066489172,2.7898156891367574,6.7,1.9888944997400089,Iris-virginica
+13,5.214905295087601,3.5462724147955775,1.4978326381041644,0.2,Iris-setosa
+14,6.295880997955457,2.29756686301691,4.40245695395768,1.2915675834865756,Iris-versicolor
+15,5.1855246424216865,3.390853388894712,1.4006420097976022,0.2,Iris-setosa
+16,5.971982790467291,2.200000272461707,4.981970953563836,1.5010282586719632,Iris-virginica
+17,5.974717969990499,3.001750664853863,4.769136194544069,1.787999592109522,Iris-virginica
+18,4.4,3.1947775659948263,1.2897840549736637,0.2,Iris-setosa
+19,7.699999039629676,2.815401402732361,6.699998722076533,1.9910143065241992,Iris-virginica
+20,6.852114561534074,3.2141322403105725,5.667738265895942,2.284766327006498,Iris-virginica
+21,5.209155272312316,3.407211278379593,1.3855838952338868,0.2,Iris-setosa
+22,4.611034172557742,3.1850029823762354,1.399046897795126,0.2,Iris-setosa
+23,6.680908231310302,3.1278732435116243,4.4446398225269625,1.4063426007307533,Iris-versicolor
+24,5.119695553668184,3.5037424805056525,1.385696041630567,0.283707596147255,Iris-setosa
+25,5.097532207136529,3.3048723091629304,1.6930325052583801,0.5160974178650625,Iris-setosa
+26,5.7929557954993784,2.7921559275930483,5.100740838713639,2.398321201492802,Iris-virginica
+27,5.194619913164673,2.6830390748221773,3.5629546479101535,1.3993782346687589,Iris-versicolor
+28,5.801639725786915,2.6954645347190778,5.089723813432182,1.907745394707959,Iris-virginica
+29,7.360629221212005,2.901937358600562,6.326712858049843,1.802613918602784,Iris-virginica
+30,6.27326546764153,2.697664310227239,4.908708766293854,1.8068447373393055,Iris-virginica
+31,5.377234182307209,3.935161185092932,1.3029122864836906,0.4618779846897588,Iris-setosa
+32,6.712289840175185,3.0017680124832253,5.008209470720188,1.7185992815843016,Iris-versicolor
+33,7.7,2.7937649978231884,6.69999893387708,1.9872277732339516,Iris-virginica
+34,7.699998527281166,2.8248131476518736,6.699998919419336,2.009872286762231,Iris-virginica
+35,5.047883789221376,3.3660726205305322,1.5226356704279846,0.2,Iris-setosa
+36,5.31440402944516,3.7389551600852937,1.5057289557824802,0.2,Iris-setosa
+37,6.675029821831602,3.2954937314573036,5.651314326597486,2.4999989752480336,Iris-virginica
+38,6.009846054246208,3.3780685247659736,4.502821847922704,1.6152892266296857,Iris-versicolor
+39,7.699998941529432,2.8323343402626495,6.699998971273821,1.9946512299493742,Iris-virginica
+40,4.6367565682174385,3.423233164975295,1.385440821960123,0.2889005382438159,Iris-setosa
+41,5.105267947966549,3.730371514937753,1.5465266649395426,0.449797634503522,Iris-setosa
+42,5.058872941411628,3.3159991560346262,1.404198030373421,0.2,Iris-setosa
+43,6.3213269283070925,2.906658052700974,5.627897830312978,1.7955534170653682,Iris-virginica
+44,4.493418679430628,2.2987167293956547,1.2863988588179547,0.29710549054308205,Iris-setosa
+45,4.4000005763194885,3.181124012493263,1.309949366462906,0.2,Iris-setosa
+46,6.2691189531614615,2.7991758303914485,5.385726246208717,1.5753204379945107,Iris-virginica
+47,5.1999214655767805,3.389700040528267,1.3886981081738483,0.2,Iris-setosa
+48,6.406990991285378,3.098448125378292,5.488225645993835,1.804702472370556,Iris-virginica
+49,4.601985504370871,3.3264955374365166,1.4019987355868868,0.2,Iris-setosa
+50,5.703099357072478,4.4,1.509765545577944,0.5707341578637553,Iris-setosa
+51,5.896343039636415,3.0135862975462246,5.094841940087788,1.7872966330230013,Iris-virginica
+52,4.871005653793344,2.3880614396926823,3.305031729747729,0.9820154413597444,Iris-versicolor
+53,5.239065959489756,3.5501840573461583,1.5301174634964196,0.2,Iris-setosa
+54,6.394424636728419,2.6998066221387784,5.316941159519013,1.9055789976271513,Iris-virginica
+55,6.728430330746266,3.317870905763602,5.682367109177345,2.0943339500972877,Iris-virginica
+56,5.902417659482159,3.0007830987498885,4.20328518199406,1.4953174540388563,Iris-versicolor
+57,7.699998727326409,2.7719901728442036,6.7,2.0019676856609454,Iris-virginica
+58,6.418413002125341,3.093678953097281,5.487316561690943,1.794836157282638,Iris-virginica
+59,5.1043975221074565,3.3095140965528405,1.80647781986001,0.49805323325271067,Iris-setosa
+60,5.79747754110599,2.6935686728591755,5.098100427934452,1.899853760171384,Iris-virginica
+61,6.407984880569094,3.0961106332111545,5.508586704455465,1.800885530871854,Iris-virginica
+62,5.97898863316134,2.200000313599665,4.982805430784763,1.4994985731394594,Iris-virginica
+63,5.020349588581346,3.602495491865939,1.4161143336228212,0.2,Iris-setosa
+64,7.263095536323574,2.8904538896330285,6.277817679235656,1.788415836152476,Iris-virginica
+65,5.108532327005149,3.79318592396232,1.604051851793117,0.2,Iris-setosa
+66,6.936654879386985,2.998105746752073,5.603411930010315,2.1348573570520935,Iris-virginica
+67,4.4,2.9023911251776653,1.4015143297009234,0.2,Iris-setosa
+68,5.702018479713582,4.4,1.5268247401633712,0.5932996270934052,Iris-setosa
+69,5.525673993193043,2.6452265728908855,4.241233836885717,1.2760770818656506,Iris-versicolor
+70,4.499528167673324,2.3090235266649852,1.300652027075764,0.3153441097493347,Iris-setosa
+71,5.697825897690995,2.5020246166680766,4.996501340191292,2.0004577862190556,Iris-virginica
+72,5.004640680003983,3.2983861238601007,1.400922096751578,0.2,Iris-setosa
+73,5.101577913284211,3.799783525438727,1.5944049778347766,0.2,Iris-setosa
+74,4.880680386583265,2.9740023030095677,1.3900281844720743,0.2,Iris-setosa
+75,7.288664318638726,2.90002173420736,6.2215600157285005,1.8034562803575835,Iris-virginica
+76,4.580276455846086,3.3956348547695154,1.3936946710557452,0.3001148117867814,Iris-setosa
+77,4.598265849671508,3.2062056344488896,1.4026941731583122,0.2,Iris-setosa
+78,6.303376328906649,2.4976810383801773,4.912721846718906,1.5018790289260844,Iris-versicolor
+79,6.3313139451659195,3.430064269616363,5.6006349253947985,2.3957612914384234,Iris-virginica
+80,6.016865442052178,2.200000284352592,4.983881717768845,1.5077620294445206,Iris-virginica
+81,5.183839710820592,3.4039405213790572,1.4034071297291222,0.2,Iris-setosa
+82,4.98842298976283,3.199591979259607,1.198288808950079,0.2,Iris-setosa
+83,5.191486625888698,2.675771690428659,3.9648635858913464,1.3925142023870776,Iris-versicolor
+84,6.693545325506976,3.298155448970497,5.684159146864139,2.1043096997784594,Iris-virginica
+85,6.835030180397526,2.993486726134719,5.534137241837237,2.097366303042118,Iris-virginica
+86,5.00084624436595,3.4981927181254973,1.3435392157678863,0.27782187345293563,Iris-setosa
+87,6.293835861646032,2.822313547087782,5.1321278690286904,1.5118017602802467,Iris-virginica
+88,6.792509730278119,3.002416864561862,5.503659213817858,2.124223316279966,Iris-virginica
+89,5.808607155301908,2.8129757344723094,5.098876047916625,2.412187247912504,Iris-virginica
+90,6.107651499822154,3.0022046930677626,4.6247285271218725,1.3919472911111483,Iris-versicolor
+91,6.308903612331334,2.6986174050868343,4.929730209924049,1.788367463280107,Iris-virginica
+92,6.435599234001727,3.016305709075789,5.485302410648573,1.7990209226034,Iris-virginica
+93,6.778488420597966,3.345508161633374,5.70506916528629,2.5,Iris-virginica
+94,4.901478687246024,3.1315852144680885,1.4960347025522844,0.1,Iris-setosa
+95,7.7,2.8197156257602507,6.7,2.019500694729311,Iris-virginica
+96,7.7,2.8171554296053327,6.7,2.0557432303057634,Iris-virginica
+97,6.4382916483904395,3.081609226750335,5.507461343121314,1.8058553801888668,Iris-virginica
+98,4.903885712701468,2.4050627935549387,3.1748393593629425,1.0395221187177528,Iris-versicolor
+99,7.317801314981914,2.9509346884244834,6.277923848041819,1.8739601160110482,Iris-virginica
+100,5.804039777833597,2.831939229736738,5.108930926210116,2.4026917062515003,Iris-virginica
+101,5.995256996895887,3.399812096698443,4.508055042475635,1.5962959675199453,Iris-versicolor
+102,6.886687951049173,3.199698129358783,5.668733442393318,2.2960728723520187,Iris-virginica
+103,5.996631056255266,3.405091065919454,4.494571232688009,1.6025699974281122,Iris-versicolor
+104,7.2183401150977495,2.980295624278421,6.040423863852685,1.9949618403041276,Iris-virginica
+105,4.995815308908254,3.2036614728726653,1.1997163289889525,0.2,Iris-setosa
+106,7.7,2.8073919036346293,6.7,2.0242428188084935,Iris-virginica
+107,4.619286764375499,3.395243909731202,1.4046117701553578,0.30153150665301665,Iris-setosa
+108,6.424672501739157,2.686088181602038,5.339763476658932,1.9028339334427462,Iris-virginica
+109,5.912148402783348,2.998952198594647,4.156310968532893,1.5122213227169279,Iris-versicolor
+110,5.777132027826237,2.800185459388558,5.142706802920833,2.41235496932155,Iris-virginica
+111,6.348184087170736,2.597318649956115,5.081142482651679,1.9064435371096127,Iris-virginica
+112,5.613985219725304,3.0031999204916167,4.076904704296428,1.3108766887253984,Iris-versicolor
+113,5.58886090194189,2.9949634812999233,4.093994497555289,1.274194511209678,Iris-versicolor
+114,4.872316958512224,3.4563033084778563,1.6227919550829641,0.2,Iris-setosa
+115,5.099232801016655,3.508477390439578,1.39384760111597,0.3034095234177653,Iris-setosa
+116,5.4258133264512,3.4156966709209042,1.9481851672079729,0.2,Iris-setosa
+117,7.7,2.805307866676964,6.7,1.9953774349861446,Iris-virginica
+118,5.04838654668628,3.509771568629205,1.3718523149589361,0.30290052324060335,Iris-setosa
+119,6.338891075068054,2.783939777159024,5.105021591580723,1.4947239353925645,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/13/test.csv b/iris/tab_ddpm/7_1/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/13/train.csv b/iris/tab_ddpm/7_1/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/13/val.csv b/iris/tab_ddpm/7_1/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/14/synth.csv b/iris/tab_ddpm/7_1/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..99d17d13026814eab34dbfe3b87d9475d36f38f9
--- /dev/null
+++ b/iris/tab_ddpm/7_1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.498203561271195,2.4012040277964903,3.705091939509911,1.0335112045012433,Iris-versicolor
+1,6.40999322680733,2.908482931087587,4.316771278855674,1.2987367196912372,Iris-versicolor
+2,6.235462980180365,2.5102061401236493,4.911129563587,1.4951255357568551,Iris-versicolor
+3,4.926972650088399,2.405206810270325,3.1042629083834394,1.0260623184553412,Iris-versicolor
+4,4.596265160016839,3.394601945394668,1.3699408130403814,0.3027959274725136,Iris-setosa
+5,4.60283098814706,3.6107488527952936,1.0,0.2,Iris-setosa
+6,6.4632032778218935,3.0407192425999616,5.509577528658362,1.8041571444842968,Iris-virginica
+7,6.323349584738929,2.7973351691905197,5.102325796606123,1.512039540273353,Iris-virginica
+8,4.858051706640866,3.3944743541777056,1.39369494182325,0.2,Iris-setosa
+9,5.007619900940428,3.326543262464957,1.4000902603794994,0.2,Iris-setosa
+10,5.809520161429986,2.6955821199446586,4.89729464959073,1.4521606058278225,Iris-versicolor
+11,6.30895228606574,2.7261522301397205,4.912447081936909,1.7730048216426701,Iris-virginica
+12,6.047737428434762,2.9923607496799653,4.545673429174887,1.386167372854297,Iris-versicolor
+13,5.196503809149315,3.500937336219393,1.4993893198260742,0.2,Iris-setosa
+14,5.487830547800303,2.572516662427174,4.349202401286163,1.0573044776533256,Iris-versicolor
+15,4.4,2.897423701423765,1.3990970360104504,0.2,Iris-setosa
+16,6.32780254341649,2.9107587665991583,5.585482906567258,1.7907828447398515,Iris-virginica
+17,5.986392608737967,3.4016318638601866,4.4722870443074925,1.587041090256308,Iris-versicolor
+18,6.012918218275563,3.007362031190048,4.755054807271266,1.8014872974176483,Iris-virginica
+19,7.7,2.811607811562858,6.7,1.994607265284336,Iris-virginica
+20,6.7091044183285,3.3020173537174586,5.702120574878034,2.0914591575911428,Iris-virginica
+21,4.876350475452827,2.3925624914890293,3.216287049871002,0.9858260390333367,Iris-versicolor
+22,5.985203014084341,2.9816454390771066,4.478661184570355,1.3778816924341886,Iris-versicolor
+23,6.786837944669762,3.113394936945622,4.416761548937018,1.3993453616360996,Iris-versicolor
+24,5.216048758468783,3.8450782305089146,1.9411242038541277,0.4564643706614966,Iris-setosa
+25,6.2887105284848355,2.306784189166874,4.420227468497956,1.3030116715007782,Iris-versicolor
+26,6.465078895797372,3.0326793141954647,5.4925693275682,1.8048328216559515,Iris-virginica
+27,6.007419812036861,2.709230208687305,5.116842563353627,1.6006478210680435,Iris-versicolor
+28,6.690823196522796,3.3003002879269423,5.7693417349189735,2.0841083956648294,Iris-virginica
+29,6.0986815194874175,3.001069688761346,4.604371120639804,1.395981737198638,Iris-versicolor
+30,5.8779770583252064,3.004674017753447,4.223269661150797,1.4991096365198975,Iris-versicolor
+31,6.043396857610057,2.2000002971232937,5.025492418803807,1.502403566859024,Iris-virginica
+32,5.78179528348095,2.668949545575075,5.086342528803837,1.9103923878846545,Iris-virginica
+33,6.53679913291518,2.988761783731115,5.439741607867362,1.8001119334667655,Iris-virginica
+34,4.677649251544276,3.2464800351963574,1.4018470467786137,0.2,Iris-setosa
+35,6.3211919848034,2.293586215563441,4.390249007710173,1.295991839365993,Iris-versicolor
+36,6.217392733053218,3.2847843913218213,4.51319495047438,1.533052038877097,Iris-versicolor
+37,5.12112557597105,3.565322882770571,1.4376589779650903,0.3552600170094259,Iris-setosa
+38,6.726452450787384,3.298326341285095,5.690365559372961,2.1349095980223654,Iris-virginica
+39,6.716382374203033,2.9951806958995766,5.492829281370099,2.1189512461030247,Iris-virginica
+40,5.189781301423623,3.40591103348785,1.4009095341003723,0.2,Iris-setosa
+41,6.098803659459522,2.606457211803891,5.601163555768304,1.4092909272817649,Iris-virginica
+42,5.08192541320325,3.7415861174079192,1.6240516535627163,0.2,Iris-setosa
+43,5.951104041054894,2.2,5.010263382538757,1.4978660467623,Iris-virginica
+44,5.3929168040059094,3.8918508049898444,1.7146351826325332,0.39136455835751116,Iris-setosa
+45,5.5099762435428135,2.6053573264564793,4.42358337381423,1.1877069614025269,Iris-versicolor
+46,5.539548701962082,2.6226395655595227,4.37956993600136,1.2597238934470514,Iris-versicolor
+47,6.328480627786761,2.9081757908927144,5.596224690580979,1.7840405001895023,Iris-virginica
+48,6.287529746882487,2.5023939875684795,5.0058868365875595,1.8902395498820528,Iris-virginica
+49,6.292081933669919,2.2983062651801647,4.3806293611630505,1.306066850021849,Iris-versicolor
+50,4.983029096130694,3.5792856990508666,1.3884224114190848,0.2,Iris-setosa
+51,4.6203426161360595,3.4437772843454044,1.4006218855527106,0.2977850058956803,Iris-setosa
+52,4.4,2.9053281787558687,1.4098109638536165,0.2,Iris-setosa
+53,6.625455866298367,3.01111829274983,4.386725343311579,1.3948337458057467,Iris-versicolor
+54,4.996197812303235,3.596586996527249,1.3754177280030218,0.2,Iris-setosa
+55,5.050344904382988,3.5423703767568053,1.4097264479767089,0.3215052194882884,Iris-setosa
+56,5.474738391605031,2.603637617442606,4.384835289921755,1.1398853855111968,Iris-versicolor
+57,5.731359388932528,2.5435028551811705,5.031292668609928,1.995179836079023,Iris-virginica
+58,4.992088009131785,3.299525563363408,1.400530454077545,0.2,Iris-setosa
+59,5.38079938904628,3.9009575872445894,1.8988167227603687,0.39179313503970825,Iris-setosa
+60,7.699998215554503,2.7861872050521233,6.699998105514507,1.9773687512506066,Iris-virginica
+61,6.02205700851675,2.9866857207440667,4.823233133099302,1.8048226622142682,Iris-virginica
+62,6.678378574118694,3.0987445773911007,4.411707658589369,1.3964024537921018,Iris-versicolor
+63,5.4389798226826125,2.9758570399831195,4.440856352721189,1.4944427994211604,Iris-versicolor
+64,5.8967105194436265,3.207137865015209,4.76778718447528,1.804778036214776,Iris-versicolor
+65,5.5170867721193355,2.6063823611680803,4.326928310102456,1.2104518119578174,Iris-versicolor
+66,5.782872596359338,2.711438825817804,5.08373997435612,1.900989290676454,Iris-virginica
+67,6.701861071381426,3.2978650858560945,5.739929627478535,2.080855631811193,Iris-virginica
+68,5.47956270399356,2.4004413820586423,3.746053008332442,1.0798261098535027,Iris-versicolor
+69,5.62848278765616,2.689053119883245,4.196281301681902,1.3010137874871202,Iris-versicolor
+70,6.689851257509088,3.296631699610575,5.660985567203829,2.0977026485417385,Iris-virginica
+71,5.503228970460354,2.391576290566017,3.712401933924152,1.072527890954884,Iris-versicolor
+72,4.929776105128186,2.427835415446684,3.2835274204952754,1.0358851464693863,Iris-versicolor
+73,5.180566207390429,3.4837793502374064,1.5010158131651818,0.2,Iris-setosa
+74,6.923311027636852,3.202967345415598,5.691148781745067,2.2900600728329583,Iris-virginica
+75,4.606208919922256,3.2050401928950727,1.3809397012060731,0.2,Iris-setosa
+76,4.8673238230260925,2.973402879890734,1.4041300500916538,0.2,Iris-setosa
+77,4.997755441638687,3.499241316533141,1.3064448532351642,0.3011220679882025,Iris-setosa
+78,4.4,2.907951981550407,1.4009461460921677,0.2,Iris-setosa
+79,7.699998976969923,2.7844560070531084,6.7,1.9976841773862357,Iris-virginica
+80,5.098460178546388,3.845653811061354,1.5999227668213074,0.2,Iris-setosa
+81,4.588747960947403,3.603496479568374,1.0,0.2,Iris-setosa
+82,5.002985643538824,3.499084001504759,1.2967451038511335,0.29834305601088573,Iris-setosa
+83,5.909217608156266,2.9937651538033707,5.090260514085011,1.7976671543678364,Iris-virginica
+84,5.109744463938421,3.793264176699687,2.0508010944974897,0.4131869016322147,Iris-setosa
+85,6.075243644569704,3.3603529710967743,4.49466798107253,1.585501063650954,Iris-versicolor
+86,5.984637507631334,2.7055815286849625,5.087430833004536,1.6025916897512191,Iris-versicolor
+87,5.217728360199517,3.422367729294824,1.398370235335467,0.2,Iris-setosa
+88,4.4,2.8859314548860024,1.4077750983531347,0.2,Iris-setosa
+89,5.082078839552593,3.5057966072196947,1.3712567447340795,0.323933380329288,Iris-setosa
+90,5.795500283452495,2.644836122506792,5.0538931501386894,1.9236372659524088,Iris-virginica
+91,6.261360741269914,3.404308853449284,5.589339035879228,2.3948671818508878,Iris-virginica
+92,5.443027713368145,2.5234345353074867,4.013685916909051,1.1822675728244212,Iris-versicolor
+93,4.9818126953861,3.501485396139227,1.3028607776259755,0.2869449331128536,Iris-setosa
+94,6.046368277288474,3.016460809126796,4.439802334070599,1.4682606635920838,Iris-versicolor
+95,5.13050675303551,3.8230176780334433,1.6144220818911683,0.2808676946766344,Iris-setosa
+96,6.32985255069981,2.29558741206189,4.414025950207874,1.2880265185348936,Iris-versicolor
+97,5.905231613375404,3.0090988395094524,5.107262304376891,1.7957858462050045,Iris-virginica
+98,5.99887410632945,2.699877789318254,5.146179746787319,1.6081366242367607,Iris-versicolor
+99,6.3127852260792015,2.797942503893546,5.101762240379063,1.4953640308094922,Iris-virginica
+100,4.905467255223539,3.1150320589991605,1.5197998209757277,0.1,Iris-setosa
+101,5.102813108885571,3.7960334261729507,2.052247674042711,0.3991448065574641,Iris-setosa
+102,5.178439042275647,3.381047344313276,1.4004431520684597,0.2,Iris-setosa
+103,6.008413646723081,3.3785386831776365,4.511760544843817,1.5887353735789325,Iris-versicolor
+104,6.001246583892121,2.9970712525085226,4.786602345855424,1.806300930482437,Iris-virginica
+105,6.76694470027266,2.998686390167318,5.467037305542601,2.084581943434299,Iris-virginica
+106,4.61224728030424,3.188403437798183,1.375900419861258,0.2,Iris-setosa
+107,5.102957626365112,3.443064633374059,1.4663699491328481,0.2,Iris-setosa
+108,5.2087829789478945,2.6772697564332395,3.8582683493436125,1.3927694777122313,Iris-versicolor
+109,5.981028929618688,3.3709589304942686,4.510171912421347,1.6081017914330726,Iris-versicolor
+110,5.698226047759463,2.8791731299411323,4.164094623880861,1.3075209100357559,Iris-versicolor
+111,6.29828266320457,2.8860179514251616,5.68386319932032,1.814802212342956,Iris-virginica
+112,6.427669299955705,2.7154726676977385,5.3052879814088385,1.8960130157970108,Iris-virginica
+113,4.646232184777681,3.4337893939617077,1.388729326930802,0.2800016634785735,Iris-setosa
+114,5.106896029462929,3.5255957434618614,1.4090087367793631,0.2,Iris-setosa
+115,5.1640066709323165,2.6692908313992416,3.8144659184169587,1.4004559475017562,Iris-versicolor
+116,4.62682055579878,3.403507625755644,1.4015710918755089,0.3033928186534931,Iris-setosa
+117,4.974533470296279,3.596093720538814,1.3811628403881075,0.2,Iris-setosa
+118,6.451913745225412,3.037073484561465,5.480228168037771,1.8115223109556247,Iris-virginica
+119,6.6851567050725915,3.259357695974167,5.58341826575431,2.5,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/14/test.csv b/iris/tab_ddpm/7_1/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/14/train.csv b/iris/tab_ddpm/7_1/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/14/val.csv b/iris/tab_ddpm/7_1/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/15/synth.csv b/iris/tab_ddpm/7_1/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..550561fcff54ff28bd46050e4a05c445376ad9dc
--- /dev/null
+++ b/iris/tab_ddpm/7_1/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.614027794890426,2.9906551537354384,4.131300154957107,1.3048091674830278,Iris-versicolor
+1,6.369084709458116,2.88328974683343,4.270600540996279,1.2901041521718841,Iris-versicolor
+2,4.809556827543436,3.3956351624255015,1.5970503540243888,0.2,Iris-setosa
+3,4.898749366095223,2.4073785713796996,3.4183173249155314,0.9424330708112619,Iris-versicolor
+4,4.886190788578189,3.094168587020764,1.4893435893050746,0.1000001184754112,Iris-setosa
+5,5.5534232233688225,2.652624633101879,4.265397169359266,1.282608158568972,Iris-versicolor
+6,5.866482453181387,3.0074965625050174,4.215277583669017,1.5094336126014414,Iris-versicolor
+7,6.280508153750993,2.300916007406248,4.3833742094659955,1.3050372483997037,Iris-versicolor
+8,7.7,2.80697028562893,6.7,1.990548436183667,Iris-virginica
+9,7.301588786718948,2.9001621306260654,6.3189490044572665,1.7970586363048078,Iris-virginica
+10,5.112336192097412,3.766865973136182,1.633898144712515,0.4798543516302144,Iris-setosa
+11,6.2760644554140175,2.7096756424532664,4.871172689094603,1.7950567052811472,Iris-virginica
+12,4.878643518490232,3.094246632832661,1.4913743185172332,0.1,Iris-setosa
+13,6.881215275953978,3.203021864872862,5.74417821622927,2.25641020832001,Iris-virginica
+14,7.6999988971229545,2.784005586949509,6.699998951236701,1.987526019284089,Iris-virginica
+15,5.001236099089538,3.602045175851003,1.3744211802955553,0.2,Iris-setosa
+16,5.127405661510995,2.5009601620896778,2.9570277094218884,1.0619117954822874,Iris-versicolor
+17,5.608105789925941,2.9278843588077352,4.085672660978663,1.3126227550538716,Iris-versicolor
+18,6.203790287839342,2.647165924478122,5.501524630762978,1.4642699522988645,Iris-virginica
+19,5.411473162620153,3.8930869183964165,1.305926581722094,0.4094451382579427,Iris-setosa
+20,5.3801010751366345,3.891646295759469,1.9537908868513052,0.46785730693710514,Iris-setosa
+21,5.991475113767066,2.7069279164246955,5.095633741392807,1.596732460399232,Iris-versicolor
+22,5.535704469701734,2.4148257251788734,3.6247977933545896,1.1301743257078707,Iris-versicolor
+23,6.698733793063623,2.9959194187706153,5.011565707668665,1.7039888584320646,Iris-versicolor
+24,6.305879449579469,2.6698750801575613,4.90912922787363,1.799002660252901,Iris-virginica
+25,5.499791950577713,2.3901453600436957,3.6059042155107672,1.1046366315540004,Iris-versicolor
+26,4.79219546020541,3.4004404419764596,1.6063638850514157,0.2,Iris-setosa
+27,5.922858605694064,3.263167228910199,4.700399379822913,1.7293059574098737,Iris-versicolor
+28,6.9126964156683774,3.177573958483057,5.709146514564165,2.2797233773155554,Iris-virginica
+29,5.878321059412195,3.2090384787736292,4.760240391058527,1.809803179697484,Iris-versicolor
+30,5.378411800558448,3.8839714926996187,1.686599666879728,0.3699790099212311,Iris-setosa
+31,4.503472055151873,2.3039793005300298,1.3084845672807437,0.3143245632132268,Iris-setosa
+32,5.483535351922002,4.211964520066107,1.3879106226752296,0.2,Iris-setosa
+33,4.885241270185269,3.110477723161845,1.4886244670251658,0.10000019894766071,Iris-setosa
+34,6.110454565707707,2.601632913707456,5.588093779463728,1.433954145822438,Iris-virginica
+35,4.606688587309489,3.599572069626218,1.0000005264306522,0.2,Iris-setosa
+36,5.044153890281452,3.494248754100492,1.3405131258026486,0.28644553094564057,Iris-setosa
+37,6.505885228700746,3.0127808709000075,5.524766897107941,1.786136789447179,Iris-virginica
+38,5.060020262455122,2.488479067712599,3.067243648357583,1.2130951507405197,Iris-versicolor
+39,6.4809124409192735,3.0014991301741474,5.489717351210799,1.8056160264877361,Iris-virginica
+40,4.905600166106567,3.009050133094727,1.3761045631579316,0.2,Iris-setosa
+41,4.8827256006525905,2.3950823456707,3.7107061158541574,1.0268013928527528,Iris-versicolor
+42,5.995881760371174,3.3700484259196273,4.538658892670626,1.6090179566813931,Iris-versicolor
+43,5.823130365287754,2.727639418720343,5.097214249494837,1.8966480676099104,Iris-virginica
+44,6.410482367873649,2.7467138049815203,5.402456869930215,1.889195247470455,Iris-virginica
+45,7.699998550002213,2.7839635783038257,6.699998435157082,2.0101733582935024,Iris-virginica
+46,6.475933853160331,2.9287631558766587,4.342405055449054,1.3389940583115474,Iris-versicolor
+47,5.803485182792367,2.8068814236277766,5.1159436223136066,2.400275947519126,Iris-virginica
+48,6.3839187176334855,3.2132180115989537,4.501198003448045,1.5050564511646538,Iris-versicolor
+49,5.063868793855922,2.4873158748418494,3.01920410264019,0.993568579770701,Iris-versicolor
+50,7.69999852650158,2.8209113057520168,6.699998645057268,1.998891356817743,Iris-virginica
+51,4.4000005791767185,2.9026531024346416,1.4035515000855343,0.2,Iris-setosa
+52,5.224074575655387,3.4112969849417882,1.3960304413763533,0.2,Iris-setosa
+53,7.699998606492629,2.8112361158145274,6.699998964880343,2.0116777889401405,Iris-virginica
+54,5.658228654724182,4.4,1.4907915534647687,0.3825125670500228,Iris-setosa
+55,5.019671101262143,3.4982425246126927,1.315632666266926,0.29759956158885653,Iris-setosa
+56,6.463647956876687,3.1896459322178092,4.4643143721805725,1.4886428547727815,Iris-versicolor
+57,5.408429212473672,3.3938372110385964,1.7029562159020482,0.2,Iris-setosa
+58,6.255728026374636,2.3398345048324587,4.481168949173412,1.3426268950986915,Iris-versicolor
+59,5.787380287224028,2.799882449614533,5.097454333467771,2.4091295892281996,Iris-virginica
+60,6.288232797536824,2.489617184553774,4.863930964769438,1.4940205655262366,Iris-versicolor
+61,4.994363853895767,3.5890343886503566,1.4004543239617766,0.2,Iris-setosa
+62,5.80632876645835,2.758578249864695,5.13228224907848,1.8881816397124134,Iris-virginica
+63,6.403632740004081,3.0861888987478117,5.502834979644356,1.8033140676741208,Iris-virginica
+64,5.7031439204661325,2.4911111064151576,5.008881762554131,2.0150605078963917,Iris-virginica
+65,6.297968265395091,2.783476833985025,5.083790119323762,1.5077457317457332,Iris-virginica
+66,7.7,2.7963881365887424,6.7,1.9934900922253802,Iris-virginica
+67,7.699998592490227,2.7712314492037313,6.6999985904422505,1.993672550520628,Iris-virginica
+68,5.4238429745329615,3.3921315921041324,1.842174663163432,0.2,Iris-setosa
+69,6.114917124588699,3.284173822647258,4.570093651625954,1.5924132298162932,Iris-versicolor
+70,6.131252244386429,3.0097816909970465,4.539287476639266,1.4064448315541784,Iris-versicolor
+71,6.020476856286434,2.7032713186296555,5.132112518600681,1.6104168154146925,Iris-versicolor
+72,6.563198701419063,3.3514385248077576,5.693260736675544,2.280412154896359,Iris-virginica
+73,6.289102285923909,2.484136167207396,4.852969074581889,1.488882186873898,Iris-versicolor
+74,6.72858144659788,3.305141175034759,5.648245421691834,2.5,Iris-virginica
+75,6.742849817787208,3.321849658303591,5.674127026577966,2.5,Iris-virginica
+76,4.4,3.218941817948922,1.2907968028106869,0.2,Iris-setosa
+77,6.00454547069495,3.399001805639002,4.5244686864879355,1.6150915888324986,Iris-versicolor
+78,7.247917026680582,2.8907399250165233,6.265623723753464,1.8117307689868247,Iris-virginica
+79,5.665504771579067,4.39999919547426,1.491760946756473,0.44890065190455103,Iris-setosa
+80,5.500309330484195,4.204757962496428,1.4012281555969996,0.2,Iris-setosa
+81,6.096096648001246,2.765528174802018,5.347706908922389,1.8567485560973538,Iris-virginica
+82,6.466633439341536,3.0075291690932437,5.460482514889464,1.807417958423229,Iris-virginica
+83,6.3009148146738925,2.46915921926738,4.840216439848909,1.4893289746873388,Iris-versicolor
+84,5.4641361049585795,3.0055013817469574,4.530206141640078,1.5042791297249196,Iris-versicolor
+85,6.337959392800086,3.3919622505407125,5.637008201576092,2.388203394221527,Iris-virginica
+86,7.7,2.7915996534865735,6.699998960591219,2.009432675161909,Iris-virginica
+87,5.65354059137709,4.399999092138152,1.4885962307820577,0.38302931961066855,Iris-setosa
+88,6.769806472616034,3.306359686159808,5.722730700947338,2.5,Iris-virginica
+89,6.006768761105117,2.69238949969064,5.134297018271059,1.6067425238241215,Iris-versicolor
+90,5.09775669108863,3.771512478266053,1.6454267233943352,0.3971699271605369,Iris-setosa
+91,6.488152609739647,2.9996275670001706,5.4953953513202585,1.7876727200398492,Iris-virginica
+92,5.41529084956464,3.921875489536341,1.300143219184392,0.4311741383115634,Iris-setosa
+93,6.324871540255856,2.9522382633694195,5.5133278587401024,1.8222964686250653,Iris-virginica
+94,4.601888949236088,3.6292748781433453,1.0000004919103573,0.2,Iris-setosa
+95,5.703408145266219,4.399999173383859,1.51360784484664,0.39029312981623315,Iris-setosa
+96,4.983735661685667,3.457061030855715,1.3028536350680282,0.2889548828368023,Iris-setosa
+97,5.497751670539937,2.4065001349924624,3.8279414635731195,1.152314795939175,Iris-versicolor
+98,5.705612814557597,4.4,1.4989444568848262,0.46289476627319937,Iris-setosa
+99,4.604898889724988,3.170832338181865,1.4069702244775315,0.2,Iris-setosa
+100,6.310637800826278,2.519128518859903,5.019689577492446,1.8925026208224245,Iris-virginica
+101,5.604837731110577,2.6817411911536326,4.180112704879433,1.2974337879296542,Iris-versicolor
+102,5.117116915396509,3.2969133989761437,1.8233223759503576,0.444943044828013,Iris-setosa
+103,5.978115750209912,2.7053018144698586,5.0826342673244955,1.588153684860985,Iris-versicolor
+104,5.67026327968749,4.399999094012644,1.5001122962709192,0.3736422292270086,Iris-setosa
+105,6.716649052968076,2.9952837488785815,5.017301128791497,1.7145713735572201,Iris-versicolor
+106,6.642731226069693,3.302689895838743,5.674693427341906,2.2135633985445855,Iris-virginica
+107,4.5781021569437925,3.6533602432396273,1.0,0.2,Iris-setosa
+108,5.204927732900379,3.5115275198619464,1.5025679578208593,0.2,Iris-setosa
+109,6.766222817767793,3.2372675028117337,5.76615924596632,2.2318386688479106,Iris-virginica
+110,6.385257551050787,2.8735470356963475,4.279154948227947,1.2883287726019448,Iris-versicolor
+111,5.805313210899935,2.820570116639374,5.096015763083742,2.4031961783527436,Iris-virginica
+112,6.282286274997617,2.4930172034136917,4.9043197264271745,1.5089979468069188,Iris-versicolor
+113,6.007444154317684,3.4175145137090053,4.532920484121117,1.6145975902798468,Iris-versicolor
+114,5.498870558031703,2.410880996783912,4.03649788617949,0.9490345605411615,Iris-versicolor
+115,5.494114900197138,2.3859423454406095,3.716780885854601,1.0184938880993282,Iris-versicolor
+116,7.7,2.7573332918437217,6.7,2.0518244737820535,Iris-virginica
+117,6.100574423155327,2.5973318580071383,5.649472131698072,1.393110471342514,Iris-virginica
+118,5.11589100008111,3.8211338620892463,1.9018021234232019,0.4376510513531014,Iris-setosa
+119,4.498980698978232,2.304279160714467,1.3070763117267217,0.30330391404860735,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/15/test.csv b/iris/tab_ddpm/7_1/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/15/train.csv b/iris/tab_ddpm/7_1/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/15/val.csv b/iris/tab_ddpm/7_1/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/16/synth.csv b/iris/tab_ddpm/7_1/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6012ad4b83baced98eb823846227113acfe8b314
--- /dev/null
+++ b/iris/tab_ddpm/7_1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.88767940760661,2.9957033525557546,1.3796040324495853,0.2,Iris-setosa
+1,5.467769033844211,3.0025215877022924,4.491048879000457,1.5113690626862375,Iris-versicolor
+2,6.8381224452567135,3.0097241685079914,5.520920972885317,2.116758032967541,Iris-virginica
+3,6.692479326968109,3.0544314296962987,4.820617847013242,1.5697891937747774,Iris-versicolor
+4,6.662895904394477,3.2550495098623515,5.671139094233966,2.499999341268394,Iris-virginica
+5,5.785484960266981,2.719002933156727,5.117661679895112,1.8966719106653724,Iris-virginica
+6,6.682050294797857,3.1067446024702625,4.426773244837695,1.400496448368285,Iris-versicolor
+7,4.892109824064792,3.028731978366549,1.403709563984547,0.2,Iris-setosa
+8,4.635794459161698,3.4264773373692834,1.3941549587966489,0.32742416228287263,Iris-setosa
+9,5.150486345340675,3.436603255175808,1.4883989324891902,0.2,Iris-setosa
+10,4.99418013462562,2.455004742181884,2.9317495381995835,0.9849331606481583,Iris-versicolor
+11,6.696082376957986,3.2967607988947427,5.687950316160522,2.499999468391246,Iris-virginica
+12,5.999872795424193,2.200000313587048,4.966111312181339,1.50026931394765,Iris-virginica
+13,5.417986774399332,2.997608262398359,4.482674103916148,1.497322651811479,Iris-versicolor
+14,4.967870525408861,2.4274719491079852,3.124450586124904,0.986032027906974,Iris-versicolor
+15,5.037231495728572,3.313647139612097,1.4026706073367734,0.2,Iris-setosa
+16,5.575537653953744,3.0015033465455097,4.179337078193488,1.3448572971860027,Iris-versicolor
+17,5.7874858509652425,2.700982221676315,5.099084527765806,1.8973575968153902,Iris-virginica
+18,5.564756044235348,2.676136671166937,4.253844475967032,1.2875375235386934,Iris-versicolor
+19,4.4,3.1825800601547374,1.2983400576203121,0.2,Iris-setosa
+20,5.504538211007683,2.3973357036857763,3.606292208644272,1.0828245988368579,Iris-versicolor
+21,4.949378494126883,2.4365374780397433,3.2651948746594397,1.0150322377499998,Iris-versicolor
+22,5.104950613248551,3.7754762482171182,1.6909516961569369,0.402954369402368,Iris-setosa
+23,5.8052772079250525,2.7054403052659635,5.102691910747334,1.9000774939938618,Iris-virginica
+24,5.310027670529996,3.756071859026516,1.4967898192614588,0.2,Iris-setosa
+25,5.889228085390744,3.0033016773631256,4.172610552256045,1.4949209457636659,Iris-versicolor
+26,4.4,3.2088722427998904,1.2852795106544708,0.2,Iris-setosa
+27,6.695736373729901,3.0887675188789845,4.395763761465763,1.3968983076619708,Iris-versicolor
+28,5.2900686243718775,3.6006602450657508,1.4981671223867887,0.2,Iris-setosa
+29,6.4136465945286805,3.0583124928186574,5.502624611668666,1.8184207709276845,Iris-virginica
+30,5.803707952407267,2.727000828251507,5.099169407268307,1.9034422547670462,Iris-virginica
+31,5.086920465680644,3.7790716482871627,1.6114283653811126,0.2,Iris-setosa
+32,4.4,2.9157673396634363,1.393055873284928,0.2,Iris-setosa
+33,6.75316188606859,3.2447757525527035,5.685526366627978,2.198463157018447,Iris-virginica
+34,6.404123034658191,3.013626743603963,5.494146932957592,1.7884684323174271,Iris-virginica
+35,5.487007524759866,2.605612567734302,4.371980376541373,1.2331137923468116,Iris-versicolor
+36,6.2959558694682825,2.7854833390446467,5.111568701760687,1.484476849808882,Iris-virginica
+37,4.5863424192070505,3.6034759633719076,1.0000003823433208,0.2,Iris-setosa
+38,4.6120476908356,3.2120435057087997,1.3848821854266984,0.2,Iris-setosa
+39,5.117154532676627,2.4888955132654518,3.3280645399544193,1.147818829589057,Iris-versicolor
+40,5.105350137343272,2.49474931220461,3.0418314142316163,1.0850302679619888,Iris-versicolor
+41,5.919552263825734,2.998649337722678,4.187658615120551,1.4973587308016387,Iris-versicolor
+42,6.800937575765722,3.0018571615696445,5.479064922487245,2.078803888616586,Iris-virginica
+43,5.8098472509615915,2.7958212225450056,5.109817461713111,2.3463535474460326,Iris-virginica
+44,7.7,2.7334411784410433,6.7,2.08652903969121,Iris-virginica
+45,5.901407966375832,3.217426408704502,4.8006113575349865,1.793052548961151,Iris-versicolor
+46,7.6999990734630845,2.8290546642163665,6.7,1.9867580166325067,Iris-virginica
+47,4.817815616883908,3.4061053691298677,1.6004239386968573,0.2,Iris-setosa
+48,5.495320041630229,2.39871377314707,3.8295733257536657,1.0654013915134108,Iris-versicolor
+49,5.107071573667222,3.302035593686888,1.8170431415675532,0.5371576891656678,Iris-setosa
+50,7.699998720308185,2.810506229953287,6.7,1.9898582642030762,Iris-virginica
+51,5.993413373696062,2.200000321541271,4.991710980333338,1.4857748484896611,Iris-virginica
+52,4.728985568395537,3.3364972328527256,1.4741754979301969,0.2,Iris-setosa
+53,5.792363056717973,2.7068079943566365,5.097819587115054,1.8952522781071712,Iris-virginica
+54,5.00119799401676,3.4346206218416215,1.384110403406768,0.2,Iris-setosa
+55,6.731874787911968,2.9936759004776192,5.012970708633446,1.7030400074684977,Iris-versicolor
+56,5.139520209932708,3.36801910959962,1.4034207426137517,0.2,Iris-setosa
+57,5.985340345620368,3.4266621652844904,4.52844010239996,1.5802173647670392,Iris-versicolor
+58,6.00235944128469,2.2,4.992865288210183,1.5069118236179115,Iris-virginica
+59,5.888962253610815,2.991413059730152,5.091328445839976,1.797491644259523,Iris-virginica
+60,6.040167437299686,2.9694079811450864,4.90403881825931,1.788398305090005,Iris-virginica
+61,5.48017680530458,2.408360972127005,3.6737399070087013,1.0374892653552688,Iris-versicolor
+62,6.717082703831631,3.2989466248679604,5.660314415916452,2.5,Iris-virginica
+63,5.799182879754776,2.709710782877051,5.097773352077132,1.8884737416373663,Iris-virginica
+64,5.889024887602535,2.993193660232058,5.09730909352517,1.811245813675721,Iris-virginica
+65,4.590497633537744,3.6043620994940113,1.0000003910872972,0.2,Iris-setosa
+66,5.1179551536015095,3.451410056819499,1.400519194070377,0.2,Iris-setosa
+67,6.303392078520405,3.215791497395904,4.517119868109621,1.4979760448942923,Iris-versicolor
+68,6.309725597187409,2.7269992643572625,4.850394011284761,1.7679598208053433,Iris-virginica
+69,6.09003580225306,2.599325412082964,5.616386692878297,1.390845773718606,Iris-virginica
+70,5.070543777044067,3.3905261201919425,1.4994483330285129,0.2,Iris-setosa
+71,6.226847934339963,3.429272617272755,5.645303650348473,2.4006335583618146,Iris-virginica
+72,5.103218038319546,3.793233659586748,1.6193360749918502,0.2,Iris-setosa
+73,5.475618304438505,2.411890933815645,3.631440985490899,1.1000292270112046,Iris-versicolor
+74,5.477967941308807,2.395543393542857,3.8064839871966907,1.0563292169783085,Iris-versicolor
+75,5.109820166257068,3.398101289845167,1.5034902658071472,0.2,Iris-setosa
+76,5.875961151075379,2.811046850811862,5.106469550892203,2.401561203004086,Iris-virginica
+77,5.323313013789343,3.618583015412011,1.5207117391111764,0.2,Iris-setosa
+78,5.821988224173942,2.805680152877952,5.107145588500964,2.3985089278728964,Iris-virginica
+79,5.8009788305088,2.7113922836911986,5.088972245313645,1.880098044232146,Iris-virginica
+80,4.893237074908889,2.408435661589924,3.192199539414257,1.0187128711985323,Iris-versicolor
+81,6.634119530533992,3.106971249372051,4.4137668449360525,1.4242213286038523,Iris-versicolor
+82,7.240752996382902,2.9241376744797734,6.196210938702273,1.848477047376764,Iris-virginica
+83,5.025016388442668,3.3249324180152837,1.4018485366666888,0.2,Iris-setosa
+84,5.417082707425766,3.9181459429546788,1.288468188717727,0.4199467489289335,Iris-setosa
+85,6.068466762253415,2.995372088481685,4.580096207838996,1.3974350030563878,Iris-versicolor
+86,5.10127390789332,3.806272690751681,1.600658621704826,0.2,Iris-setosa
+87,5.310653447888259,3.707067777254494,1.5113716347092843,0.2,Iris-setosa
+88,5.899932680157841,3.0008331562924444,5.108488814769529,1.8189925698941622,Iris-virginica
+89,4.635109127532082,3.5760808445820387,1.0000004660448811,0.2,Iris-setosa
+90,6.6934144446335,3.099490133880567,4.394567815209697,1.3852281860077849,Iris-versicolor
+91,4.591542620792369,3.20200082189801,1.3773636672477614,0.2,Iris-setosa
+92,5.629309932824365,4.399999249691093,1.5055064296388494,0.36678327716105524,Iris-setosa
+93,5.5801243586595115,2.994033383026782,4.119771373872856,1.295323234435375,Iris-versicolor
+94,7.068625847273988,3.0094905685322018,5.843442805399876,2.1142326847021327,Iris-virginica
+95,5.991242955684617,3.4304869548835373,4.538324780228573,1.6481153405154605,Iris-versicolor
+96,7.6999987988611265,2.787772726795198,6.699998612425965,1.999616625693713,Iris-virginica
+97,5.661436735553298,2.7872091035025566,4.187134742073432,1.3391287971665324,Iris-versicolor
+98,4.91203036681171,3.0111906843563747,1.3999197921105708,0.2,Iris-setosa
+99,5.003382735471086,3.307023408299564,1.376583088876145,0.2,Iris-setosa
+100,5.796990303672809,2.6856109247228432,5.090660666540712,1.9004701664867416,Iris-virginica
+101,5.09800937285534,3.383267990132431,1.4825483865257836,0.2,Iris-setosa
+102,4.496391986173338,2.298045611871582,1.3023375303846216,0.27532904694312044,Iris-setosa
+103,5.218786964907321,3.4214554524315157,1.5825761052753453,0.2,Iris-setosa
+104,5.409935697772875,3.415512753781909,1.6613015499190613,0.2,Iris-setosa
+105,6.699378956372246,3.0040649848767664,4.998365833136428,1.707012306937383,Iris-versicolor
+106,5.591258832216228,2.7227751035333285,4.223768072640365,1.2845495625501069,Iris-versicolor
+107,5.581455491076777,3.0010935419115543,4.498798288168667,1.4991399911496803,Iris-versicolor
+108,6.641741774969643,3.0337649683716807,4.396179424970429,1.406707825370141,Iris-versicolor
+109,4.400000515583823,3.1968931235641094,1.3037467299688479,0.2,Iris-setosa
+110,6.284559655461745,2.88650191814245,5.608745632342053,1.8090550333657605,Iris-virginica
+111,5.33757107658148,2.9812260049733275,4.456106243888483,1.4931274927832465,Iris-versicolor
+112,6.67873291454969,3.3053045706274067,5.698329395927606,2.5,Iris-virginica
+113,6.271407332126272,3.415801186456943,5.641700388205759,2.404736706640678,Iris-virginica
+114,4.4,2.890812636132503,1.40373805913605,0.2,Iris-setosa
+115,5.147431309527551,3.803145005719608,2.029615657012202,0.4269045236593672,Iris-setosa
+116,4.609649527422284,3.2593554527671293,1.4032355161560421,0.2,Iris-setosa
+117,6.934715887780016,3.190458062245861,5.753559195392348,2.2859193646394087,Iris-virginica
+118,5.24166984469434,2.8690580155194563,4.161086064609519,1.4424787047591372,Iris-versicolor
+119,6.569807168587403,3.1524160133843617,4.453129140601458,1.4618833639648994,Iris-versicolor
diff --git a/iris/tab_ddpm/7_1/16/test.csv b/iris/tab_ddpm/7_1/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/16/train.csv b/iris/tab_ddpm/7_1/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/16/val.csv b/iris/tab_ddpm/7_1/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/17/synth.csv b/iris/tab_ddpm/7_1/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8dfcf80f5431dbc1b065ed9d75ea2c3931b0a398
--- /dev/null
+++ b/iris/tab_ddpm/7_1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.090261265087999,2.504061970818336,3.159591691687944,1.1234474339100489,Iris-versicolor
+1,6.425965737877135,3.1930688651494075,4.537246952252695,1.491401927632244,Iris-versicolor
+2,5.369011504543715,3.881684414745064,1.682840930574017,0.3914607472374676,Iris-setosa
+3,5.193398453590404,3.451508924060641,1.465577735318387,0.2,Iris-setosa
+4,6.422923355751792,3.086172808817992,5.503772849217392,1.8123034497060835,Iris-virginica
+5,4.597457680081494,3.5933764607707355,1.0000007039989822,0.2,Iris-setosa
+6,5.204474524933611,2.492732255255244,3.1121635331226662,1.1266548075511,Iris-versicolor
+7,5.912142645097051,2.8047751998471293,5.271846947264102,1.876181200331132,Iris-virginica
+8,5.092036946294379,3.746539253580426,1.5951006655105409,0.418771951211408,Iris-setosa
+9,6.286295358695453,2.879248484080416,5.607432312627394,1.7912169198388788,Iris-virginica
+10,5.999683635643408,2.200000281316872,5.0005139622517385,1.50785897090751,Iris-virginica
+11,6.292673033890126,2.880959708060056,5.6498698258369195,1.8079775153946358,Iris-virginica
+12,6.444256015862524,3.191654471032619,4.496632103595703,1.482674988343464,Iris-versicolor
+13,6.429617955147792,3.0731851111999386,5.492461534647077,1.7834072791900044,Iris-virginica
+14,6.466954973552373,3.014226217716139,5.502570738376729,1.793367037715771,Iris-virginica
+15,4.582958499648801,3.2092431108640542,1.3941799992970494,0.2,Iris-setosa
+16,6.288906310331924,2.708599113325589,4.9219095166527875,1.8063088112697947,Iris-virginica
+17,7.699998663864243,2.7801486999603218,6.699998927151584,2.0657832089069683,Iris-virginica
+18,5.705363113652849,4.4,1.5184247256091192,0.503612794491072,Iris-setosa
+19,5.236558838474443,2.7402222662099756,4.032165732586739,1.4069390078721074,Iris-versicolor
+20,6.013594209474637,3.0040293826409483,4.746759414124188,1.8069479967237099,Iris-virginica
+21,6.686875504986129,3.3088081192713177,5.674773302025686,2.49999920115609,Iris-virginica
+22,5.093946814754528,3.753093818428183,1.5859370661896097,0.49439696192265636,Iris-setosa
+23,4.593082661943443,3.6090990457492174,1.0000003688696053,0.2,Iris-setosa
+24,5.657767171105712,4.399998858633264,1.498963193936069,0.39423916719407026,Iris-setosa
+25,5.820796709704824,2.720995347457149,5.107053117063612,1.8882268787226442,Iris-virginica
+26,4.98427655326863,3.566559166734639,1.4000558187738499,0.2,Iris-setosa
+27,5.254291879989554,3.494999476253083,1.5605257294092278,0.2,Iris-setosa
+28,5.990164135719157,3.3974881007713695,4.433589858655209,1.5559864017054628,Iris-versicolor
+29,6.43538570200151,2.907692916210184,4.340536172454862,1.3180086033754517,Iris-versicolor
+30,5.400156776495804,3.918124465566215,1.711922971019593,0.39066730091626184,Iris-setosa
+31,6.660605257297108,2.9985500972856984,5.015628089495233,1.6890441822352256,Iris-versicolor
+32,5.204820036189227,3.405368646457121,1.4052553046229264,0.2,Iris-setosa
+33,5.912088803016074,3.007433394409624,4.209428712153258,1.5031017078376463,Iris-versicolor
+34,5.0821523934950905,3.381696443867818,1.4042267211063708,0.2,Iris-setosa
+35,5.47636964517743,3.0021712542774317,4.534594276889363,1.504179239383543,Iris-versicolor
+36,5.488293770284759,4.192998632552623,1.3944172505253607,0.2,Iris-setosa
+37,6.693499478071836,3.108975710747127,4.395868228332792,1.4012111483507386,Iris-versicolor
+38,5.696680390427381,4.399998934045225,1.4876415763955033,0.3547869647822065,Iris-setosa
+39,6.009158364817791,2.7197281208090973,5.120886191989303,1.6111703214694064,Iris-versicolor
+40,7.015072167681047,3.0325687169373037,5.778757227581607,2.1434956345782177,Iris-virginica
+41,5.099141474604544,3.292428466072861,1.8490097931678904,0.46119537678620265,Iris-setosa
+42,7.7,2.779085702703911,6.7,2.0615938489112513,Iris-virginica
+43,5.250299417027158,3.574538047543731,1.4948974595161204,0.2,Iris-setosa
+44,5.147907738781144,3.4486690807765066,1.4973537695755716,0.2,Iris-setosa
+45,7.306634621266374,2.9058473517249266,6.326427969184262,1.7906685206803152,Iris-virginica
+46,4.591429792326472,3.403002547276615,1.3841454279875718,0.27669318170319496,Iris-setosa
+47,5.1442288277292745,3.4688349601525927,1.5064550355797455,0.2,Iris-setosa
+48,4.994595059991503,3.595270961173109,1.4014466725245391,0.2,Iris-setosa
+49,4.598341389031553,3.5859744075766264,1.0000004010722183,0.2,Iris-setosa
+50,6.477692458613789,3.1701011735252362,4.443524404762478,1.4866309488315064,Iris-versicolor
+51,5.98457851852979,2.2,4.983231256678741,1.509641564983681,Iris-virginica
+52,4.976608260466029,2.445206229740797,3.108203474230322,1.0660209495766892,Iris-versicolor
+53,5.507698883604283,2.404628484724399,3.4374309141373818,0.9247439399436788,Iris-versicolor
+54,5.681784828563847,4.4,1.5101325534545686,0.39026683215263247,Iris-setosa
+55,5.827098705915118,2.9975009218296482,4.371062252674594,1.500080894690722,Iris-versicolor
+56,4.400000719601629,3.201818978476279,1.3021895933772811,0.2,Iris-setosa
+57,5.496091350861258,4.1870842402124016,1.4026157631241698,0.2,Iris-setosa
+58,5.4655028923415845,2.9971211845878436,4.50928556219632,1.484677882652798,Iris-versicolor
+59,5.104250103265354,3.314237790595264,1.6894655494271869,0.522986283174443,Iris-setosa
+60,6.470580336683619,3.193133957533685,4.478001449659534,1.5086096390766108,Iris-versicolor
+61,6.4622534935503575,2.933731325451388,4.321876834595759,1.3272816457189356,Iris-versicolor
+62,4.588875228413603,3.646370212514543,1.0,0.2,Iris-setosa
+63,6.447626484410165,3.158533797721911,4.50078784899453,1.4820376083403162,Iris-versicolor
+64,5.0960677899321825,3.3126863401142645,1.6909947023119325,0.5783425413464177,Iris-setosa
+65,5.398649542459158,3.398434845667325,1.6939172752281986,0.2,Iris-setosa
+66,5.497001106802488,2.392341262335127,3.6903079926540623,1.11710781307286,Iris-versicolor
+67,4.599278330064813,3.6018917220824895,1.0000004383212004,0.2,Iris-setosa
+68,6.8036991046968085,3.2030410992763327,5.596349387354381,2.2421907570890505,Iris-virginica
+69,4.65970936335562,3.4385820267078833,1.3985152676548178,0.3209321880954397,Iris-setosa
+70,6.018238535565065,2.978179956696798,4.857657570064124,1.8062132217515066,Iris-virginica
+71,5.320821996124712,3.71810393162583,1.4975246226188328,0.2,Iris-setosa
+72,6.684948234172446,3.278616172839907,5.7507611829971,2.100205549373083,Iris-virginica
+73,5.653129598842962,3.0244531294334296,4.555377960256743,1.5140893571234268,Iris-versicolor
+74,6.3141510969487165,2.2976784608907748,4.4056334650138576,1.3000121436222183,Iris-versicolor
+75,5.521046175491977,2.405286759269512,3.6593364501010814,0.9381040854165271,Iris-versicolor
+76,5.0413169092481525,3.2853364685404305,1.377681381881705,0.2,Iris-setosa
+77,4.914449390507687,3.0118140866228695,1.400630856534298,0.2,Iris-setosa
+78,6.09116427882041,2.602756053775161,5.6036757312781775,1.3825877800975372,Iris-virginica
+79,5.495310333216327,2.9900205826665083,4.4522071984796225,1.4959842156640597,Iris-versicolor
+80,6.895731699117506,3.2066118197462403,5.644158427305515,2.2725933900672706,Iris-virginica
+81,5.413868982910645,3.003075690394011,4.514014770803383,1.5044222839713919,Iris-versicolor
+82,5.695839247918245,2.522869036908904,4.99812198433114,1.9856766244899502,Iris-virginica
+83,5.374826402131292,3.8930678374378807,1.3170177448190832,0.39478111209043343,Iris-setosa
+84,5.099707939616249,3.3918009533445974,1.497326735285941,0.2,Iris-setosa
+85,5.775550791810446,2.683844440964622,5.1149702483226545,1.9089532915118903,Iris-virginica
+86,5.385343003580466,2.988739730315778,4.464802571237494,1.4967864042692616,Iris-versicolor
+87,6.002137983952897,2.720418475808388,5.103043806580247,1.6129247783853145,Iris-versicolor
+88,7.7,2.758989903505229,6.7,2.0196397908575525,Iris-virginica
+89,7.695882871690308,2.8444951693344116,6.695529068500755,1.9076526246138057,Iris-virginica
+90,4.597293913383552,3.2085985912108064,1.4037940316151964,0.2,Iris-setosa
+91,5.108004933737093,3.652875652808545,1.5518184881168056,0.2,Iris-setosa
+92,5.587569350038192,2.9970123012424827,4.091037474031484,1.2962656329342526,Iris-versicolor
+93,6.303190545518659,2.6413891790764326,4.991325283556512,1.852437099792608,Iris-virginica
+94,5.367244405468315,3.408068268437485,1.6760742539174254,0.2,Iris-setosa
+95,5.104460624096439,3.8128922342839098,1.5756952145492433,0.2,Iris-setosa
+96,6.34691884543307,2.7946808694925176,5.091745333849316,1.4997663928029563,Iris-virginica
+97,6.3760626750944525,2.8826823951170875,4.3074794572483865,1.2887877844977116,Iris-versicolor
+98,4.4,2.8986385471672675,1.3958666699457178,0.2,Iris-setosa
+99,5.708285301702786,2.4910325769834487,5.008080631066674,2.00147713669921,Iris-virginica
+100,7.6999989012737995,2.848762755429858,6.7,2.0200494141108227,Iris-virginica
+101,6.121963585737658,2.5985494177255353,5.639392727823204,1.3908905729952235,Iris-virginica
+102,5.69644602471997,4.399998500675185,1.4930388947062168,0.3999011667393384,Iris-setosa
+103,7.353329865280283,2.877974754874215,6.351631576481887,1.802767058123816,Iris-virginica
+104,6.694582457475447,2.9879371101646814,5.5051925787802976,1.9952939908625484,Iris-virginica
+105,5.791712160577481,2.8123250804359308,5.0898271162659245,2.4017690073826636,Iris-virginica
+106,5.430315410341663,2.9913370912179706,4.537710802353645,1.5114889039863877,Iris-versicolor
+107,7.699998561855087,2.8171821461585798,6.6999983509029555,2.022502158755266,Iris-virginica
+108,5.464404662874931,3.0036628239817853,4.54452255558089,1.5048138701181983,Iris-versicolor
+109,4.911030672390484,2.3932234180459213,3.314737784832794,1.0369141409668985,Iris-versicolor
+110,5.706097292215853,2.489774797606755,4.996188284593293,2.0101295796536647,Iris-virginica
+111,4.576430863956808,3.3965382292518282,1.3944227151456696,0.2932970699368626,Iris-setosa
+112,6.680572556093102,3.303430871974385,5.7095837087282595,2.107187492504423,Iris-virginica
+113,5.40324021834291,3.002098228120753,4.495059130650632,1.5040153071586324,Iris-versicolor
+114,5.67932776757516,4.399999159334318,1.5167077500041382,0.408492592659353,Iris-setosa
+115,5.1175847188351655,3.7174467607537753,1.543355563539217,0.40136298747500176,Iris-setosa
+116,5.799123075541067,2.714165261386689,5.094894153550348,1.886734366527316,Iris-virginica
+117,5.146900651735386,3.800893232775177,1.5506491067353505,0.2,Iris-setosa
+118,6.906916042143113,3.1992985168589416,5.677367067458854,2.3045496040963886,Iris-virginica
+119,5.986179247746162,3.3366304796045085,4.5750275160321925,1.6209351844976096,Iris-versicolor
diff --git a/iris/tab_ddpm/7_1/17/test.csv b/iris/tab_ddpm/7_1/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/17/train.csv b/iris/tab_ddpm/7_1/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/17/val.csv b/iris/tab_ddpm/7_1/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/18/synth.csv b/iris/tab_ddpm/7_1/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b3adf7c56100be700a0eb233ceb0a8e4e5e6f1b5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.7826864954347537,6.699998807923773,2.0100968403704615,Iris-virginica
+1,4.8188490348311745,3.394314841962928,1.5908694964479482,0.2,Iris-setosa
+2,5.210757922418331,2.7084532005650934,4.021291044483462,1.394515267721559,Iris-versicolor
+3,6.746574370454386,3.104981275564395,4.391660515642201,1.3785088480676688,Iris-versicolor
+4,4.5969411210208815,3.2114942520602803,1.3967422132494562,0.2,Iris-setosa
+5,5.1282919406932,3.3446556099324685,1.3466372127210324,0.2,Iris-setosa
+6,5.478200539259349,4.202410391574697,1.3988862022303856,0.2,Iris-setosa
+7,5.1954646567083635,3.4024532728471804,1.407671962692623,0.2,Iris-setosa
+8,5.000943397311568,3.307869545869252,1.4002175840366917,0.2,Iris-setosa
+9,6.431657365235719,3.091233030278284,5.507648528937139,1.7949113202286902,Iris-virginica
+10,6.966677546055369,3.2118859959811723,5.7209728614468425,2.3095196536648337,Iris-virginica
+11,5.3875354322867075,3.956174475852729,1.4549763309147026,0.2,Iris-setosa
+12,7.699997807085337,2.794404162731468,6.699997633238414,1.9907547454879049,Iris-virginica
+13,5.569625342514467,2.9988805438993253,4.096359774692276,1.3010277518474012,Iris-versicolor
+14,5.491532962113124,2.3868712050352667,3.64354999239006,1.042705131856116,Iris-versicolor
+15,6.319070429206972,2.9151972108640267,5.5854670364920445,1.8111869299613816,Iris-virginica
+16,7.313168944539033,2.9101659557149544,6.33978280563549,1.7852835626751857,Iris-virginica
+17,6.283020392021013,2.509726470978377,4.858845119602751,1.4974809119900536,Iris-versicolor
+18,6.292051084159533,3.399251621012243,5.598789037786839,2.389613734853475,Iris-virginica
+19,7.047606565021353,2.9917523805381734,5.68415374510387,2.1407149248632136,Iris-virginica
+20,5.716389934109788,2.4940280433670887,4.993378212143532,1.993408563070796,Iris-virginica
+21,6.685933852895416,3.3085593515805267,5.677189847760211,2.1870228547803485,Iris-virginica
+22,6.697545108681661,3.2821654633776665,5.623601907742908,2.4999992325765885,Iris-virginica
+23,5.424228734274949,3.8975994292430354,1.2986977846437175,0.3939224646708417,Iris-setosa
+24,4.9998596061368925,3.215120148385818,1.2043385269294924,0.2,Iris-setosa
+25,6.542784202601923,2.962883533409612,4.332852102229884,1.365748984379984,Iris-versicolor
+26,5.15464642553769,3.4448829234569804,1.4939538182897127,0.2,Iris-setosa
+27,5.151109042633364,3.4641746058092404,1.504972343783277,0.2,Iris-setosa
+28,6.668049414689256,3.295074552918018,5.667462259475415,2.5,Iris-virginica
+29,7.7,2.855067712736511,6.7,2.044310525866067,Iris-virginica
+30,6.338030855017131,3.4114418854104813,5.595901959747583,2.391512379302009,Iris-virginica
+31,6.66723746656983,3.3203059848627077,5.739535224553496,2.5,Iris-virginica
+32,5.1136229811652285,3.7987214490375396,1.9697630114729645,0.43739955769800576,Iris-setosa
+33,6.320026433447142,2.504487612412879,4.910760347993067,1.5158729400628252,Iris-versicolor
+34,5.855822064576636,3.0021820957843977,4.214110590350377,1.4901539227420404,Iris-versicolor
+35,5.104805361854264,2.5033167957464246,3.1476980891619224,1.1088670575623432,Iris-versicolor
+36,6.7049328025547785,3.2936173556633026,5.675074466793405,2.1236358382717495,Iris-virginica
+37,6.685665667244755,3.080378611628396,4.550454588753839,1.457362974156315,Iris-versicolor
+38,4.7902575625917825,3.4021244638644705,1.6028168715180224,0.2,Iris-setosa
+39,5.203943616713889,2.710410074676996,3.98917589654301,1.3998675827159444,Iris-versicolor
+40,4.815420298067564,3.3890643373609417,1.6241348440454395,0.2,Iris-setosa
+41,5.800472447434375,2.703537238604983,5.099527424634493,1.9041837042516248,Iris-virginica
+42,6.346830678985591,3.380111507756128,5.618417582962446,2.3893481953211437,Iris-virginica
+43,4.783786884364204,3.264126997443125,1.4039360701920784,0.2,Iris-setosa
+44,6.461347721871431,3.017678089087347,5.48832657716485,1.792815350781045,Iris-virginica
+45,5.103106798856226,3.799847313890596,1.817296106783047,0.39136565227546755,Iris-setosa
+46,5.558424311150869,2.9963312805492053,4.078519872122406,1.282792233580077,Iris-versicolor
+47,4.969359194644437,3.1666714376318343,1.2230159509904301,0.2,Iris-setosa
+48,4.607713893832779,3.2036070677903457,1.4042025726552518,0.2,Iris-setosa
+49,6.540564174748868,3.1416102590547763,4.453329339582164,1.4622176134011349,Iris-versicolor
+50,5.519505423024852,2.4022787072236373,3.858738112299375,0.9945566272432027,Iris-versicolor
+51,5.036737073504895,3.3591628420164046,1.499577106715296,0.2,Iris-setosa
+52,5.115864260665926,3.795224042364971,2.2223800374697333,0.4204169027373658,Iris-setosa
+53,4.604264352001282,3.60019377214229,1.0,0.2,Iris-setosa
+54,5.432000505199092,2.4169055841047453,3.7874473163815408,1.0917310163092402,Iris-versicolor
+55,5.184016121155736,2.6987137516622983,3.770526052038562,1.4029324312274878,Iris-versicolor
+56,6.607844044663472,3.0084871382057634,4.3990944505559755,1.4037160006903326,Iris-versicolor
+57,6.418510586196672,2.900984898414044,4.3058857252540985,1.3150049484394848,Iris-versicolor
+58,4.594013570806046,3.635510831426119,1.0,0.2,Iris-setosa
+59,5.095999532171936,3.832604324245239,1.6164431173192224,0.2,Iris-setosa
+60,6.718244760166009,3.001030537508386,5.0033625227190965,1.6821573369745146,Iris-versicolor
+61,6.080976205419258,3.001221263037223,4.571003166088712,1.4006866893612562,Iris-versicolor
+62,5.520065171088913,4.1686919603078625,1.4025978512781907,0.2,Iris-setosa
+63,7.7,2.8095152591844776,6.7,2.0144976389064433,Iris-virginica
+64,5.032700956910297,3.3156894810945245,1.4011507719033538,0.2,Iris-setosa
+65,4.400000484583161,2.8886559145044126,1.4048512068586176,0.2,Iris-setosa
+66,4.4,2.9091838994080943,1.3896592731800004,0.2,Iris-setosa
+67,6.5975402402598915,2.9950609142481204,4.428902604187972,1.413114618555153,Iris-versicolor
+68,6.91621550803364,3.1760716838710215,5.721548992627877,2.2975749406893016,Iris-virginica
+69,5.09910114530603,3.686403133763857,1.4840173000132342,0.39286797315658784,Iris-setosa
+70,6.413679745918563,2.740102624361712,5.337916322210594,1.8875668548422702,Iris-virginica
+71,6.692553818867227,2.9939509489621976,4.997841815391367,1.7056776082347538,Iris-versicolor
+72,6.0727622125650464,2.6037538953750246,5.624413638182343,1.3920810128533778,Iris-virginica
+73,6.549423243276981,2.9607075180978453,4.375615905297332,1.371023842100047,Iris-versicolor
+74,5.7882507552928635,2.7011722102755,5.089794606827344,1.9095370665464337,Iris-virginica
+75,5.977448547692669,2.2000003171647826,5.0197789412368055,1.4989781214709001,Iris-virginica
+76,7.7,2.7985291909656183,6.7,1.998475537645886,Iris-virginica
+77,7.318487649179393,2.897071114389889,6.30144426751799,1.8171524896696245,Iris-virginica
+78,4.997451400935838,3.474752219586205,1.2908777940037695,0.28810383473326195,Iris-setosa
+79,5.785535176784046,2.6931376040872,5.091498674551657,1.8920483311955874,Iris-virginica
+80,6.298502272160482,2.2955407537602754,4.423880449448973,1.289644041322583,Iris-versicolor
+81,4.400000685211711,3.193748740167388,1.264065430587051,0.2,Iris-setosa
+82,5.98878152256729,3.006584637127972,4.7975723842675695,1.7992179240293702,Iris-virginica
+83,7.7,2.7924418754623845,6.7,2.04749809241414,Iris-virginica
+84,4.921445637014664,2.409635681381558,3.376800790479482,1.038269016680093,Iris-versicolor
+85,4.574781447600898,3.2103819475993047,1.403206870940546,0.2,Iris-setosa
+86,4.61532845525655,3.617069930486599,1.0,0.2,Iris-setosa
+87,5.890752758622706,2.9995787462048704,5.091819774700281,1.8190445705573748,Iris-virginica
+88,6.39700486997092,3.0244042000477585,5.496239434624321,1.7957891938277701,Iris-virginica
+89,4.491059909537519,2.297089188445038,1.2986541030602217,0.2958000839052525,Iris-setosa
+90,5.492539117418829,2.6014460158426234,4.34835732260174,1.2576149968485741,Iris-versicolor
+91,5.17608813900858,3.399715924581974,1.400494005015237,0.2,Iris-setosa
+92,5.198480288091545,3.41462907849343,1.4149232776183518,0.2,Iris-setosa
+93,4.4000005367399595,2.915461652475346,1.3901310478531788,0.2,Iris-setosa
+94,5.081562766991397,3.50240558058226,1.401453509861939,0.3011017002938001,Iris-setosa
+95,5.071106093366468,2.483825843091009,3.02345603623756,1.0491989853042332,Iris-versicolor
+96,6.359166997694405,2.8857528410765765,4.286190100055308,1.2851930206486706,Iris-versicolor
+97,4.5077505997890706,2.292396834189145,1.2959088318371446,0.29270024754006774,Iris-setosa
+98,5.239859540848704,2.738882479236106,4.0231175914530315,1.4015436223058535,Iris-versicolor
+99,4.4900347388581014,2.2898049569564365,1.2871108812936025,0.2811603788084058,Iris-setosa
+100,4.634792074713183,3.2776409519877476,1.4101868120269445,0.2,Iris-setosa
+101,4.925804523392742,2.421582456953495,3.090803325507478,1.0293180822278445,Iris-versicolor
+102,7.699998301583198,2.794456351695424,6.6999981929110355,1.9880071808734667,Iris-virginica
+103,5.7756538272370275,2.6969560791793583,5.095503944932061,1.8993103500623734,Iris-virginica
+104,5.7775820110791445,2.7002589599930835,5.09102446212735,1.8956782826342795,Iris-virginica
+105,5.484043536401092,2.5990600053813253,4.37127272876776,1.1756073694041802,Iris-versicolor
+106,4.993051704639559,3.5975887888972267,1.4013198276137626,0.2,Iris-setosa
+107,6.246812914510432,2.760565491529106,4.951071365442004,1.8359029507297684,Iris-virginica
+108,5.165906592991093,3.719275159259352,1.4840649003137791,0.39583121215876166,Iris-setosa
+109,6.971241700072217,3.1785548047382566,5.754848389046947,2.3013080397872714,Iris-virginica
+110,4.4,2.922413045133625,1.393599847307899,0.2,Iris-setosa
+111,5.802606268725562,2.6892727380783485,5.097514997614673,1.8999884782379564,Iris-virginica
+112,5.17720587643602,3.3726552685813753,1.3781419641240285,0.2,Iris-setosa
+113,5.9741054445127455,3.0079317823016853,4.863578405316985,1.8030497319246606,Iris-virginica
+114,7.699998677561072,2.778004216834376,6.699998194411178,1.9818587686720055,Iris-virginica
+115,5.803622476753807,2.6996583571044677,5.09895468770559,1.89742114187599,Iris-virginica
+116,5.582752719312805,2.6560284601617505,4.329367507889314,1.280589891905116,Iris-versicolor
+117,4.586884245617469,3.384452254026683,1.4024365398986145,0.30345334831707327,Iris-setosa
+118,7.7,2.776107775174739,6.7,2.0180688390166135,Iris-virginica
+119,5.0915912877509015,3.397325740689065,1.4007349519366796,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/18/test.csv b/iris/tab_ddpm/7_1/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/18/train.csv b/iris/tab_ddpm/7_1/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/18/val.csv b/iris/tab_ddpm/7_1/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/19/synth.csv b/iris/tab_ddpm/7_1/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..943570fd5baf96da4274b6c53a12e2f82592b74f
--- /dev/null
+++ b/iris/tab_ddpm/7_1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.010518140657066,2.994440921364504,4.857650763466326,1.7936441941524561,Iris-virginica
+1,5.405248322747491,3.910069856657499,1.275854589095879,0.43271315694537416,Iris-setosa
+2,6.1042976008088345,2.5880554515658676,5.607370101271947,1.3882358818898761,Iris-virginica
+3,5.903784585453821,2.9975695089717274,5.097706088522149,1.7893633721945064,Iris-virginica
+4,7.6999986698042795,2.8322992202527213,6.699998966438361,2.009509026617392,Iris-virginica
+5,6.290704212335612,2.8124449603006756,5.1082488282019565,1.517161059087597,Iris-virginica
+6,5.0204199294201,3.3196753698733006,1.4197251720428805,0.2,Iris-setosa
+7,6.276858831143411,2.8946746762890196,5.583844864910067,1.806315765353034,Iris-virginica
+8,6.621296135165687,3.034231248540502,4.449670977664772,1.4120271880240969,Iris-versicolor
+9,6.41162416838336,2.6920321297757037,5.3028622241791465,1.9008508190919908,Iris-virginica
+10,4.903640513537247,3.098396369623391,1.529525682643581,0.10000009306646042,Iris-setosa
+11,6.013750172437099,3.393737800597928,4.466951522147293,1.6098521465422102,Iris-versicolor
+12,4.9121098386010145,3.0950268916422115,1.4909797375827374,0.10000013668983819,Iris-setosa
+13,6.035401175515778,2.6902161984495416,5.09937235835354,1.5802676336146935,Iris-versicolor
+14,7.7,2.8086032187257923,6.7,2.052769457125976,Iris-virginica
+15,5.090693839211353,3.5027606662069672,1.3875983909295773,0.3013837260761788,Iris-setosa
+16,6.119028042692644,3.004952077012818,4.597795694990297,1.408711174688038,Iris-versicolor
+17,5.6419385029472835,2.505494282495729,4.994080648383476,2.0011746151351097,Iris-virginica
+18,6.6045953528392385,2.997840401140255,4.4299738047872586,1.4012276243840338,Iris-versicolor
+19,6.7169917835411175,3.2916411984576412,5.693503423648808,2.4999993938051235,Iris-virginica
+20,5.760828265599096,2.7066989255457656,5.099920347038739,1.8994618635935168,Iris-virginica
+21,6.0915471491396485,2.6017187629257665,5.629733932530216,1.401667572136623,Iris-virginica
+22,5.725436208082266,4.3999989671402915,1.516469230947814,0.3977883011768103,Iris-setosa
+23,4.985812247599217,3.291846475705998,1.3865833571386688,0.2,Iris-setosa
+24,7.699998885990528,2.8111416346454683,6.7,1.9876774712044187,Iris-virginica
+25,6.0129613689196235,2.2000003470749,4.965922710026203,1.5051864375099127,Iris-virginica
+26,5.803828540460107,2.809985231258688,5.092637869321159,2.402402566517938,Iris-virginica
+27,4.400000644597257,3.2127284238197147,1.3125034809366676,0.2,Iris-setosa
+28,5.555471948960682,2.6154889285130882,4.3464420277846845,1.2559716775806535,Iris-versicolor
+29,6.682720249693984,3.3313089203808235,5.746003236746692,2.5,Iris-virginica
+30,6.353856328308314,3.111166706605833,5.4679777695410605,1.829613277821903,Iris-virginica
+31,6.670504907033029,3.296380911215106,5.695010302823816,2.0702714187490967,Iris-virginica
+32,6.2858470358891125,2.516566605932649,4.991644976098181,1.8949742417377524,Iris-virginica
+33,4.6054651699409614,3.5982303030846414,1.0,0.2,Iris-setosa
+34,7.7,2.815733312670539,6.7,2.01249135310862,Iris-virginica
+35,5.059785460049603,2.4927936338240264,2.9216041695448145,1.0763912835724536,Iris-versicolor
+36,6.893362887996836,3.0307455786115187,5.578670226047494,2.152032880738709,Iris-virginica
+37,4.998238861256877,3.5021891095184823,1.2994990522175123,0.2950530670019921,Iris-setosa
+38,5.901156489310457,2.955898054963143,5.139651516562868,1.8275640140813918,Iris-virginica
+39,5.40087982461118,3.8620620811649773,1.690212507741756,0.39001598255871417,Iris-setosa
+40,5.539939069655297,2.78516170501112,4.692776355571414,1.477610449473622,Iris-versicolor
+41,6.285686544259401,3.386910493214517,5.651378796548759,2.3974669722959874,Iris-virginica
+42,5.043336311773102,3.5026049877904564,1.342211803037984,0.29244665003127773,Iris-setosa
+43,5.11275386824178,3.57996683632889,1.4313956184312784,0.34543010193945023,Iris-setosa
+44,5.84685034845351,3.0022126823468045,4.345223046547134,1.5028508341125393,Iris-versicolor
+45,5.122149923025721,3.4391075453982216,1.5028590684463299,0.2,Iris-setosa
+46,5.10491206618489,3.3048371550092748,1.8812579424677698,0.45040946449349,Iris-setosa
+47,5.214626616757469,3.4023264042823644,1.3999720886383897,0.2,Iris-setosa
+48,4.607984473334566,3.3948272598179963,1.40389981727991,0.3017253491316091,Iris-setosa
+49,5.211310496645393,3.3918853124468744,1.3773065246291392,0.2,Iris-setosa
+50,5.727471651648745,2.5525944367530733,5.020097777441334,2.1648353156855893,Iris-virginica
+51,6.340697467407398,2.50564584106812,5.006721467183475,1.8918797143004937,Iris-virginica
+52,5.203249264350547,3.4755498309445767,1.5180372405560316,0.2,Iris-setosa
+53,5.4924244879777735,3.0003214066787947,4.463738746663004,1.4924381858067384,Iris-versicolor
+54,6.724011201358848,2.9908964172950365,5.017687691585493,1.7048703977029236,Iris-versicolor
+55,6.300399786220787,2.5188424858923377,5.003951846190743,1.8938528102196601,Iris-virginica
+56,4.595402730570915,3.3778349789824955,1.394695972537174,0.2768848953193122,Iris-setosa
+57,5.693573517070619,2.9955328231489236,4.4804760254280875,1.496109881015462,Iris-versicolor
+58,5.525525266007372,2.611229832369053,4.3824847250790215,1.2616239602567378,Iris-versicolor
+59,4.784598985003608,3.382725801961849,1.6116791333558618,0.2,Iris-setosa
+60,6.395165622755485,2.8932577446931456,4.317180568173217,1.3004556959421194,Iris-versicolor
+61,7.7,2.787422557593637,6.7,2.069645348665871,Iris-virginica
+62,6.002710835936477,3.400168952276432,4.5292285995986585,1.597988479871915,Iris-versicolor
+63,5.072928757796259,3.5020338180211295,1.3772410732541518,0.292623310374649,Iris-setosa
+64,6.39768431898143,2.706672454954503,5.326004077476961,1.9057161685504946,Iris-virginica
+65,7.7,2.724260099180754,6.7,2.0243939284816252,Iris-virginica
+66,4.4,3.1777283959413154,1.296552035725755,0.2,Iris-setosa
+67,4.998984681205638,3.481382193915267,1.3175536516444075,0.28995348310132274,Iris-setosa
+68,6.628532480400991,3.0101384698123477,5.002675346923648,1.7285429014589027,Iris-versicolor
+69,6.084785549960846,2.997662879575761,4.617055753197694,1.4079672266498677,Iris-versicolor
+70,6.804058955173999,3.007723044417882,5.480665206635898,2.1028147322818462,Iris-virginica
+71,5.716991016658518,2.4715024650601287,4.997533696519343,1.9998223574039145,Iris-virginica
+72,5.687078138161804,4.4,1.5099444746530222,0.40201497606628284,Iris-setosa
+73,7.353418246881673,2.9060994906190136,6.353948767210292,1.7956263219659747,Iris-virginica
+74,6.38754969927457,2.637677235040337,5.161843895498103,1.9017270066112406,Iris-virginica
+75,4.87866253236642,2.3977460110638296,3.243190144964244,0.9906317248608036,Iris-versicolor
+76,6.289146243423532,3.1358552417217442,4.578680212106681,1.4797181296433557,Iris-versicolor
+77,6.288665725873848,2.848659977483933,5.592001672214781,1.7436616140553887,Iris-virginica
+78,5.994852007231536,3.3891226870802282,4.48144131749342,1.6035532145877467,Iris-versicolor
+79,5.841959191427176,2.99090625082263,4.196076449224438,1.4701901071703511,Iris-versicolor
+80,5.80542574889558,2.7949925234277186,5.09553684199105,2.398543961397376,Iris-virginica
+81,6.3697742421021735,3.20326571572325,4.50725979913347,1.5053250715314745,Iris-versicolor
+82,4.9002743941651214,2.998944228455743,1.403354694082201,0.2,Iris-setosa
+83,5.141538766228641,2.622910879892482,3.3479283288459545,1.3494592819768862,Iris-versicolor
+84,5.631402942164788,2.9993892313963992,4.530214122929763,1.4868017916450056,Iris-versicolor
+85,4.61046000985264,3.5971920293452975,1.0000004498884507,0.2,Iris-setosa
+86,5.112918534943791,3.8414328636478525,1.9539451368732188,0.41665015504619524,Iris-setosa
+87,5.241449461625322,2.7797933176357748,4.103584895056973,1.4194975357684596,Iris-versicolor
+88,5.097448736920508,3.7912805063898745,1.6589645446848094,0.5680094737315652,Iris-setosa
+89,5.524876000801722,2.390774430340427,3.798021626853597,1.0633918426361317,Iris-versicolor
+90,6.727731038618388,3.316579034494619,5.725437683102621,2.5,Iris-virginica
+91,5.186618323193835,3.525173337544103,1.5013415573774014,0.2,Iris-setosa
+92,5.488236391263021,2.9986788934435613,4.514926117484978,1.4925912288624874,Iris-versicolor
+93,5.540095331601479,2.5811598818014283,4.335789003724602,1.1701644100985824,Iris-versicolor
+94,6.323316456706991,3.419451797072059,5.589785640333639,2.4030935867622953,Iris-virginica
+95,6.478775564784908,3.1842911458506347,4.4556776087017775,1.4731929885862882,Iris-versicolor
+96,5.7705636077881755,2.7110379606604043,5.1075618840412025,1.8968644339321317,Iris-virginica
+97,4.883051070991522,3.0004551980116876,1.3944301754991577,0.2,Iris-setosa
+98,5.479429224274752,2.403306826323039,3.666304237651947,1.0728663707200385,Iris-versicolor
+99,4.883408012046257,3.095508223423748,1.504290185631196,0.10000010368307476,Iris-setosa
+100,5.003880478541982,3.518743113608311,1.2989711756791649,0.29637345496768464,Iris-setosa
+101,5.997930386440787,2.6950274240879772,5.111635020042668,1.6031374375174123,Iris-versicolor
+102,5.254675369911733,3.799814456683324,1.5431833873843845,0.2,Iris-setosa
+103,6.092175860051596,2.608833236538114,5.592493481089704,1.3894632953128776,Iris-virginica
+104,5.775222723898328,4.4,1.5053597324708219,0.5268859573339707,Iris-setosa
+105,5.995459224816109,3.403151184453815,4.455434317486777,1.604573639191305,Iris-versicolor
+106,5.093571612632347,3.718462757651978,1.520347685304127,0.4126738665435254,Iris-setosa
+107,7.331204206889848,2.918264879036549,6.327064626115492,1.7849096023035722,Iris-virginica
+108,6.292291272457244,2.8948603693833412,5.599869633749827,1.797057079434135,Iris-virginica
+109,5.47978726934008,2.4056728677871426,3.617567741835137,0.9970008896832527,Iris-versicolor
+110,4.400000750212192,3.212808270516445,1.2932684910988101,0.2,Iris-setosa
+111,5.1320029352859935,3.445449264852891,1.4984355586091043,0.2,Iris-setosa
+112,6.403294465422219,2.778292653771897,5.434025269113402,1.8724342363940576,Iris-virginica
+113,4.902320905248328,2.997844144969725,1.3869695846087173,0.2,Iris-setosa
+114,5.29052579369112,3.701600281277604,1.50244996128509,0.2,Iris-setosa
+115,6.34649368135597,2.9059625044036688,5.584696464916026,1.804073068685114,Iris-virginica
+116,5.557789341708369,2.9951033311586204,4.495424280788741,1.4989842474031139,Iris-versicolor
+117,6.379018945147402,2.67784873080175,5.272638096091771,1.8941847876882716,Iris-virginica
+118,4.603215446058302,3.4000496941838256,1.4015064091725815,0.2960281554571332,Iris-setosa
+119,4.8922980991402785,3.010062675582673,1.3930205171701828,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/19/test.csv b/iris/tab_ddpm/7_1/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/19/train.csv b/iris/tab_ddpm/7_1/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/19/val.csv b/iris/tab_ddpm/7_1/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/2/synth.csv b/iris/tab_ddpm/7_1/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4ec81decf0fd3096b58bd65e250dd6a0a68b0d90
--- /dev/null
+++ b/iris/tab_ddpm/7_1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.989896200058566,2.2000003964077184,4.969894636669257,1.512821387226311,Iris-virginica
+1,4.593822419416136,3.6188498712539694,1.0000003853638708,0.2,Iris-setosa
+2,6.326101311999579,2.7921390479992527,5.109124955105623,1.4961646019560781,Iris-virginica
+3,6.746146229227499,2.9948236052649935,4.9972292915954935,1.6800534123563908,Iris-versicolor
+4,6.2984907215422234,3.396162288549511,5.664887738487151,2.3899224489107156,Iris-virginica
+5,6.423731169424236,3.2082131047413243,4.497048487163566,1.5058097886792121,Iris-versicolor
+6,4.982221471918018,3.2681779904751402,1.3792044354111743,0.2,Iris-setosa
+7,5.108503263330707,3.396284282359747,1.4930867977614901,0.2,Iris-setosa
+8,6.699824923295229,3.2950582800285204,5.6463361514867465,2.4999994215432806,Iris-virginica
+9,5.502745784520746,3.0133514031159234,4.517435708442497,1.5239033414102412,Iris-versicolor
+10,5.747183355790449,4.399998847624252,1.5165164397360533,0.45231857047914004,Iris-setosa
+11,6.321191279581569,2.8086000267561793,5.118286312563238,1.4894792748383845,Iris-virginica
+12,5.906855724414375,3.005279715099094,4.171843189542853,1.502050424327531,Iris-versicolor
+13,6.303333170900568,2.798176515349811,5.082828228990028,1.506478826272422,Iris-virginica
+14,5.784966404107486,2.6902245673995653,5.094045015943681,1.909484796902158,Iris-virginica
+15,5.033231049959657,3.493544435919997,1.3329577709491789,0.30159785103616227,Iris-setosa
+16,6.265681848362837,2.760777824610694,5.1731802607872615,1.4867441156496404,Iris-virginica
+17,5.514209019411644,4.184175764250851,1.401377063291407,0.2,Iris-setosa
+18,7.7,2.8049113424095573,6.7,2.012934005512977,Iris-virginica
+19,5.092886054699663,3.702631381213544,1.496979823229668,0.4257720089433374,Iris-setosa
+20,6.79814814121172,3.3226693979056403,5.832004876027295,2.5,Iris-virginica
+21,5.831126015030447,2.782094575651649,5.088942781861937,1.8778393653112548,Iris-virginica
+22,7.6999988783639,2.7838981968353864,6.699998561119371,2.0353384273446196,Iris-virginica
+23,5.784142481718185,2.79119610188179,5.099281231181774,2.4080955189858604,Iris-virginica
+24,5.541296002505147,2.6606995102267046,4.25109038664487,1.2753010703815608,Iris-versicolor
+25,5.0980324452103964,3.8519641275789978,2.0842890038369926,0.39286834607097243,Iris-setosa
+26,7.319491639413809,2.900425735374904,6.2843787892725995,1.8164596615297557,Iris-virginica
+27,5.108893248592065,3.409984509337975,1.5241480677640418,0.2,Iris-setosa
+28,5.100982510070187,3.779681108578977,1.7496660948412304,0.39232068123929753,Iris-setosa
+29,5.445589591527127,2.9996998244294666,4.4960216355649,1.496035988646981,Iris-versicolor
+30,4.400000519629164,3.136114863278678,1.3178586726949337,0.2,Iris-setosa
+31,4.593032834687176,3.2043254725687147,1.3844910078977335,0.2,Iris-setosa
+32,5.507290940658566,2.39564381079622,3.912708105995282,1.0207267294178983,Iris-versicolor
+33,4.601369067350482,3.609435219617478,1.000000401544464,0.2,Iris-setosa
+34,7.7,2.7853851556061207,6.7,2.0073434741352996,Iris-virginica
+35,4.400000996472982,3.2351484468031697,1.3065068385666714,0.2,Iris-setosa
+36,4.602813538588055,3.202614410331906,1.3992446761702202,0.2,Iris-setosa
+37,6.009386282577559,2.9986828752485226,4.798716566925122,1.8101297839254475,Iris-virginica
+38,6.570018139952454,3.160061768127262,4.454345240449305,1.445593465265855,Iris-versicolor
+39,5.135436392079546,3.803600893295282,1.6854660690172452,0.38617765224356326,Iris-setosa
+40,5.41183767565778,2.999280834775998,4.510940706291938,1.505647913562459,Iris-versicolor
+41,5.404795844621223,3.9287815290650703,1.315337446230563,0.3790212683747304,Iris-setosa
+42,7.114701638738349,2.980874623212134,5.927526745378223,2.0367689783340563,Iris-virginica
+43,6.401915089796119,3.1987821551970224,4.489345805356328,1.4906417607326856,Iris-versicolor
+44,5.585620329502445,2.9883907915833894,4.078637394593599,1.3038722881909468,Iris-versicolor
+45,4.980408746828895,2.4434755061829847,3.2742088354846555,1.0865017976311246,Iris-versicolor
+46,5.996115894110896,2.680629373854818,5.138506433968419,1.6058752332982966,Iris-versicolor
+47,6.002769908062176,3.3801249495403534,4.543970586253486,1.6739323641239692,Iris-versicolor
+48,6.861156284021082,3.2193202354931447,5.73896068610809,2.2962491132084804,Iris-virginica
+49,5.058306420861086,3.46257244725059,1.393541302359038,0.27562298997935153,Iris-setosa
+50,5.884353965053296,2.995118272813245,4.153694526096735,1.498703437348725,Iris-versicolor
+51,5.68035899506316,4.399999161436094,1.4954756362607722,0.37176312428467934,Iris-setosa
+52,4.795236346845496,3.416836720510221,1.598396536691696,0.2,Iris-setosa
+53,5.653277467888216,2.7423880218681886,4.232486247960927,1.317793431499339,Iris-versicolor
+54,5.121133605491483,3.3196201206123988,1.6973778396128585,0.3971757023287941,Iris-setosa
+55,6.467213597306507,2.784137573636385,5.374093105329618,1.9463970652043827,Iris-virginica
+56,5.425808604269356,3.4044861907931843,1.7596357492873975,0.2,Iris-setosa
+57,5.496696262617911,2.6061038169650144,4.417822078363983,1.2569462247248737,Iris-versicolor
+58,5.192860288707633,2.6952359922032993,3.7693646112764547,1.3944401611813866,Iris-versicolor
+59,6.32754253850855,3.4147135333963625,5.606221211724065,2.400175999873492,Iris-virginica
+60,6.866929093576934,3.1991211283082834,5.6914614099147585,2.2849504304742565,Iris-virginica
+61,5.899457963532234,3.0089320023291335,4.276404681932686,1.5029702696922906,Iris-versicolor
+62,6.08025315618471,3.2088648897016774,4.677442092857597,1.6751577945510778,Iris-versicolor
+63,6.012756659549974,2.7183349443477094,5.10425052248339,1.608569274287624,Iris-versicolor
+64,5.258075442105416,3.586900959076336,1.5162846767886737,0.2,Iris-setosa
+65,4.4,2.916536502061943,1.4007119720000867,0.2,Iris-setosa
+66,5.074640913753251,3.736993950298293,1.674108786242674,0.374645487494696,Iris-setosa
+67,5.384000967470873,3.0005285557082746,4.507398128982198,1.5080463393708279,Iris-versicolor
+68,5.904465798887022,3.1997736382852806,4.82578789275468,1.7845999607706147,Iris-versicolor
+69,6.8852013963566066,3.2064676920162003,5.657395147131852,2.3092309158095423,Iris-virginica
+70,5.100014720683379,3.342603361222336,1.3904294866723752,0.2,Iris-setosa
+71,5.991652548922115,3.3899170749403846,4.471573237100063,1.5952245402681975,Iris-versicolor
+72,5.7113695486712155,2.5008317380694804,5.002439034783542,2.0041578954935737,Iris-virginica
+73,4.9997850481002715,3.205050817013535,1.1985199585220365,0.2,Iris-setosa
+74,6.453384344230124,2.9445829402260015,5.414063091812225,1.7924693264917928,Iris-virginica
+75,5.776458732162633,2.681366134167297,5.107118039287297,1.901641072498653,Iris-virginica
+76,5.170580022541672,2.6610346635308137,3.7480707377189226,1.3759344555858997,Iris-versicolor
+77,5.619768762321221,3.00095501245074,4.080536633772547,1.3065783174180254,Iris-versicolor
+78,4.501813262019315,2.3050131988226097,1.2844028248802277,0.28165212683978785,Iris-setosa
+79,5.796763802762468,2.716789320363154,5.09853135744774,1.8896156369879467,Iris-virginica
+80,4.4,3.2148117847276265,1.2907152041944083,0.2,Iris-setosa
+81,5.366370977048842,3.885891987822848,1.718937039199426,0.3944431501661356,Iris-setosa
+82,4.604548883950377,3.606479285646343,1.0,0.2,Iris-setosa
+83,5.504748079515755,2.394447984445117,3.797402799286332,1.1350423424926852,Iris-versicolor
+84,4.995523114998535,3.4881119558906803,1.2727825121088308,0.2983623724450587,Iris-setosa
+85,5.884555331126928,2.99235478280794,5.097526967717683,1.8035838946738978,Iris-virginica
+86,5.469767839334584,2.9953209783762182,4.254038888685035,1.3813865604202784,Iris-versicolor
+87,5.218893023664317,2.708619187146906,4.025756371510101,1.4059873714631017,Iris-versicolor
+88,6.3383323425448275,2.3965725441316463,4.65646275168193,1.412134199338547,Iris-versicolor
+89,6.4080526745513025,3.0903845226748268,5.472084684628232,1.8001958166922556,Iris-virginica
+90,5.558699904370561,2.7644736049742833,4.142449743215751,1.3008970889033349,Iris-versicolor
+91,4.9100349956819125,2.39710311121978,3.4817671006788027,0.9691628370252783,Iris-versicolor
+92,5.13263486460358,3.3333105610493066,1.3311392216800058,0.2,Iris-setosa
+93,5.481733631081791,2.594498119599148,4.386643468322208,1.1494112404110366,Iris-versicolor
+94,6.445036536901482,2.910756178137885,4.292610271373803,1.3082725874309111,Iris-versicolor
+95,6.0057261795623,2.7037587445346576,5.092262532781502,1.6027366549760766,Iris-versicolor
+96,6.580000219315781,3.109037523745218,4.41208275676096,1.449919368201185,Iris-versicolor
+97,6.079437277464749,2.60869942307154,5.628453714866145,1.408096940560619,Iris-virginica
+98,4.601007980706284,3.6034526617060143,1.0000003921202385,0.2,Iris-setosa
+99,5.120480864410448,2.493688132028973,3.0498339744407916,1.1247642106011262,Iris-versicolor
+100,5.115908047706036,3.5100955205231483,1.406789536298075,0.29944629257126887,Iris-setosa
+101,4.605929886839596,3.6019473330216285,1.0000005646589236,0.2,Iris-setosa
+102,5.415629752518551,3.001368519005628,4.5053792178627,1.4981441196539897,Iris-versicolor
+103,6.7208477136259,3.113213368957513,4.396723852177387,1.3961256323651199,Iris-versicolor
+104,6.370281786047132,2.8964794279678117,4.282311030805727,1.3004696407642142,Iris-versicolor
+105,5.778474858114862,2.8234910762647583,5.104563802309,2.3949113595324194,Iris-virginica
+106,4.400000465771797,2.9195451928570835,1.393971061474613,0.2,Iris-setosa
+107,5.080763125319461,3.79759703700868,1.6882453014196712,0.39260507238899334,Iris-setosa
+108,5.967393676846835,2.476860724161419,4.132040756810499,1.3058926371098651,Iris-versicolor
+109,5.169556447305923,3.4596240204618045,1.5011219049193059,0.2,Iris-setosa
+110,5.396010776558231,3.896916871502125,1.6858844048818258,0.3952260217422905,Iris-setosa
+111,7.7,2.8093582323984783,6.7,2.0113123550163436,Iris-virginica
+112,5.689822588717537,3.0067766141701786,4.468023149167665,1.4988126833043,Iris-versicolor
+113,4.716227391136862,3.337035859176295,1.493215551989901,0.2,Iris-setosa
+114,4.985324271652708,3.203176408379672,1.2364216488770532,0.2,Iris-setosa
+115,4.4,2.8832652532297947,1.3999085858822777,0.2,Iris-setosa
+116,5.004994342310402,3.206661350441282,1.194976059804876,0.2,Iris-setosa
+117,6.302837707573058,2.523000968661372,4.980722436352875,1.8860615722293175,Iris-virginica
+118,6.286188157549533,2.8012093111767657,5.093404703873655,1.5010221154298204,Iris-virginica
+119,5.284616783788099,3.597424832077326,1.508411410820559,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/2/test.csv b/iris/tab_ddpm/7_1/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/2/train.csv b/iris/tab_ddpm/7_1/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/2/val.csv b/iris/tab_ddpm/7_1/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/20/synth.csv b/iris/tab_ddpm/7_1/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..751eb733eba649afc26a1c24d09484cb99e6d11b
--- /dev/null
+++ b/iris/tab_ddpm/7_1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.907731338011414,3.203256883895526,4.812187918413133,1.8160644170423583,Iris-versicolor
+1,5.444213468521104,2.991492058524635,4.484569755532566,1.498848626220437,Iris-versicolor
+2,6.416500884149222,3.0614456978180287,5.5136053281158075,1.800023699506861,Iris-virginica
+3,6.489126681304614,3.017237598639207,5.503451514890661,1.795028340037304,Iris-virginica
+4,5.213545053861353,2.716660991377133,3.9511963805035704,1.4063533863619564,Iris-versicolor
+5,7.7,2.8204307519596363,6.7,2.054382989343351,Iris-virginica
+6,5.637297743454422,3.0064251605963546,4.202607673041791,1.3844065090036926,Iris-versicolor
+7,6.670243585017311,3.3134460839310518,5.689600540223466,2.5,Iris-virginica
+8,5.5941879654581514,3.009596261333937,4.095585920767864,1.3098253428680307,Iris-versicolor
+9,5.108436612006901,3.3066187895942667,1.6994263934470923,0.5665415545407301,Iris-setosa
+10,6.700176877550866,3.2949725317938143,5.702858031498792,2.097562000894563,Iris-virginica
+11,6.0075282769394684,3.004914725038486,4.868770249200823,1.7828324497195847,Iris-virginica
+12,6.29014689098436,2.30706441224109,4.4021569301607055,1.3108560132870675,Iris-versicolor
+13,5.5508802754297815,3.0009843577275745,4.473628916437528,1.5068462619842757,Iris-versicolor
+14,5.940207779624111,3.0116326625384993,5.03465195870555,1.7996848506767766,Iris-virginica
+15,4.498179353074293,2.304056616229991,1.2885776346602746,0.3047042440865533,Iris-setosa
+16,6.008614880880976,2.2,4.983506716624477,1.5029941757958494,Iris-virginica
+17,5.420952534620976,3.0055236025893297,4.516076061851891,1.5061160851969213,Iris-versicolor
+18,6.997054755458008,3.00712913455391,5.789652645231667,2.0897609399336563,Iris-virginica
+19,6.289766207311855,3.3940767870905333,5.625948995151959,2.403390960597778,Iris-virginica
+20,5.54012040316492,2.7211009004439335,4.142643421100887,1.3312655201397376,Iris-versicolor
+21,5.384244546735176,3.9216263277267216,1.2935084043943617,0.4252034320145121,Iris-setosa
+22,5.19728340537367,3.478364039691764,1.5012824019072755,0.2,Iris-setosa
+23,4.902807088944049,3.0938108877781234,1.4871107062964048,0.1,Iris-setosa
+24,5.018732099775618,2.483035813020042,3.135580229069011,1.061052800558849,Iris-versicolor
+25,6.386963909259603,2.901513420865362,4.308335422969185,1.3017180408625502,Iris-versicolor
+26,5.78938523992506,2.6954234850981553,5.084179475763523,1.914628846374231,Iris-virginica
+27,4.719446322875406,3.3656177241339016,1.5001348363771696,0.2,Iris-setosa
+28,5.19929231022315,3.3979348730138668,1.401006442691231,0.2,Iris-setosa
+29,5.893732347739513,2.992952940696093,5.1044368450126285,1.8024958659506716,Iris-virginica
+30,5.887120592081348,3.1770318406184024,4.783096036492566,1.7780320136443917,Iris-versicolor
+31,6.000231179396251,3.0134015030458454,4.774203563296606,1.7997788683529303,Iris-virginica
+32,6.259031879990457,2.305400044460046,4.369558218755888,1.2953593338942337,Iris-versicolor
+33,5.887754875789404,3.008320312804879,5.081630635937667,1.785645582728797,Iris-virginica
+34,7.1120465878917685,2.9889342839147055,5.870554106425529,2.1038098294096876,Iris-virginica
+35,5.102393459667094,3.793981227399741,1.5947206406971073,0.2,Iris-setosa
+36,5.481497407177085,4.199713645336436,1.3930259484353518,0.2,Iris-setosa
+37,7.699998758336395,2.7926983048294334,6.699998599968866,2.0310641751441296,Iris-virginica
+38,6.034094461526947,2.985547882214907,4.754841143067541,1.7830807972197709,Iris-virginica
+39,6.312657057853225,3.3946453251249276,5.5962991732379965,2.4056834670020724,Iris-virginica
+40,6.684833510055552,3.2989093279198602,5.75697501632254,2.5,Iris-virginica
+41,5.508929090523075,2.402236167386708,3.750259687631061,1.056333823724574,Iris-versicolor
+42,6.097970272511126,3.0018484466443622,4.579378859855257,1.3998250861842987,Iris-versicolor
+43,6.288044151947208,3.1961772413337357,4.456973176895217,1.482572437352628,Iris-versicolor
+44,5.396729450087095,3.4061954915080204,1.6695528976069296,0.2,Iris-setosa
+45,5.930745538620415,3.270809709930281,4.754986063076182,1.7675341471528,Iris-versicolor
+46,4.981875843067955,3.6132423055783023,1.4026984627900385,0.2,Iris-setosa
+47,5.8349397322323995,2.741267263697691,5.086722857306571,1.8840610821342039,Iris-virginica
+48,4.590945133974658,3.417772460123073,1.4023080225784925,0.28951984171210726,Iris-setosa
+49,5.20325680277911,3.405390152561204,1.4016355921267394,0.2,Iris-setosa
+50,6.298583470743533,2.8234090413669812,5.116745527170842,1.5121264435029977,Iris-virginica
+51,7.7,2.8161066543271405,6.7,2.0063353974439226,Iris-virginica
+52,5.808636367866871,2.7972170005908414,5.1035264188431,2.406095446796058,Iris-virginica
+53,6.006068921987666,2.70922622895574,5.0959862743823,1.6011790450003016,Iris-versicolor
+54,5.780851615171822,2.7027178414262014,5.096303143505631,1.9003379475160282,Iris-virginica
+55,4.590693525642377,3.211746829145862,1.4011703336597547,0.2,Iris-setosa
+56,6.108536968352525,2.60412612206084,5.597683476777915,1.4107167126273568,Iris-virginica
+57,5.424215353618215,3.3982275523434997,1.6946221048862824,0.2,Iris-setosa
+58,7.34708913717846,2.898387470613148,6.286349510653002,1.7798268587592665,Iris-virginica
+59,6.716904687398827,3.298294222693967,5.713571079435861,2.103928713842357,Iris-virginica
+60,6.567311194273295,2.9739512352711692,4.386509205471215,1.3804869144371872,Iris-versicolor
+61,6.676428825238617,3.295656716903956,5.720577251703961,2.4999995301847964,Iris-virginica
+62,5.110380009130831,3.4846920690745224,1.383000631495954,0.3004972597099136,Iris-setosa
+63,6.296784757164823,3.1922115471663357,4.7383567379109355,1.5862593690458942,Iris-versicolor
+64,7.7,2.8150295566851256,6.7,2.0276965284633945,Iris-virginica
+65,6.295013979571892,2.9005380868950326,5.596246604727247,1.801494486910667,Iris-virginica
+66,7.6999989469342225,2.7772875286869207,6.699998777990815,1.9944729097489868,Iris-virginica
+67,6.357768338126532,2.6613495257213433,5.2204033424663585,1.9081130718671615,Iris-virginica
+68,4.990347639403576,3.1851867454841325,1.2677873138560334,0.2,Iris-setosa
+69,4.493398353908707,2.292883662938141,1.303691611973809,0.30430725896932487,Iris-setosa
+70,7.244617473450812,2.8619643645522905,6.290941744679658,1.8059050828780434,Iris-virginica
+71,5.593955212119758,2.990555546657921,4.129379676890378,1.3049672174815017,Iris-versicolor
+72,4.905726994161558,3.110045113698329,1.492717990614579,0.1,Iris-setosa
+73,4.620036604890009,3.5884215221152798,1.000000461010314,0.2,Iris-setosa
+74,5.11014193701245,3.278045987254819,1.6919948943919236,0.4398428770002429,Iris-setosa
+75,5.772789319909747,2.7206849425335418,5.133852231221376,1.8967943049378335,Iris-virginica
+76,7.13255422827916,2.9863634889076764,5.960112987275345,2.070397739761385,Iris-virginica
+77,4.400000882501704,2.9050857339289577,1.371075847894128,0.2,Iris-setosa
+78,5.443123475661455,3.0042121504678625,4.498631586678205,1.502667463001703,Iris-versicolor
+79,7.7,2.8141077091995275,6.7,2.0429466064627055,Iris-virginica
+80,6.423231482576952,3.191964456437246,4.480856400558087,1.4854765170142108,Iris-versicolor
+81,6.001215580396069,3.395897936797322,4.48046246448637,1.5958757735849052,Iris-versicolor
+82,6.300152671845,2.5075418546989408,4.997618392562387,1.910985236239424,Iris-virginica
+83,5.287051339131139,3.6402848854790117,1.4950683208315123,0.2,Iris-setosa
+84,5.507630938113869,2.60462230024505,4.411892177107997,1.206738355227404,Iris-versicolor
+85,7.251813631416943,2.8825174110058907,6.253870370991656,1.7986659862272936,Iris-virginica
+86,5.1484702502083435,3.376031841465395,1.3853406294351749,0.2,Iris-setosa
+87,5.985162649377818,2.9999698637345302,4.767265411711619,1.8065701732859127,Iris-virginica
+88,4.8884968602620456,2.403282154707355,3.424515851734908,0.9622421006748274,Iris-versicolor
+89,5.203356966675095,2.6718637625062165,3.8200863401789418,1.3797353700396322,Iris-versicolor
+90,4.605088352748812,3.5988094635510457,1.000000379936598,0.2,Iris-setosa
+91,5.364920442289622,3.5564047239172925,1.596932695092154,0.2,Iris-setosa
+92,6.658526425202305,3.2562676883803015,5.699775940114738,2.4999994758487527,Iris-virginica
+93,7.7,2.801402934724277,6.7,1.985991722204956,Iris-virginica
+94,6.9528096149849885,3.191281742862451,5.699582644818595,2.2711959656345497,Iris-virginica
+95,6.772910317087866,3.274234633332646,5.700724429056744,2.1703838069176307,Iris-virginica
+96,4.614297407751942,3.2153319935192517,1.3730217009041135,0.2,Iris-setosa
+97,5.897428709878989,3.2133028688447265,4.794015497946732,1.802524730927896,Iris-versicolor
+98,5.615021883314494,2.720785207597064,4.206849758943496,1.315150826337672,Iris-versicolor
+99,5.927318702036868,3.1597476107941698,4.692198423209751,1.7528329938853648,Iris-versicolor
+100,5.8257417555011735,3.014157549704359,4.197462445611912,1.4905675049842102,Iris-versicolor
+101,5.1050096441792325,3.8086110616609523,1.9971668851531288,0.4576937880945599,Iris-setosa
+102,5.813887749818394,2.7046039728813063,5.095424359879415,1.9025565057450735,Iris-virginica
+103,6.323323790497711,2.7735843380775393,5.0926455456777395,1.507612325267919,Iris-virginica
+104,5.1018315838005535,3.3038262016269897,1.7555966390403428,0.48135420844124205,Iris-setosa
+105,6.31718794138831,2.775119501386811,5.1186063059120155,1.4937089961945005,Iris-virginica
+106,5.142327397181644,2.490703870819506,3.1338071613759224,1.095906418989558,Iris-versicolor
+107,7.699998064247508,2.8089061152715917,6.6999977343107275,2.0137817091681542,Iris-virginica
+108,5.955935229177434,3.0158937927521756,4.926804703344216,1.8014440806455856,Iris-virginica
+109,5.121377633199458,2.4795127462264017,2.852719615526686,1.0219972603409206,Iris-versicolor
+110,5.642137970414964,3.0186775039089553,4.547553193020192,1.5207851269074153,Iris-versicolor
+111,5.18771708644077,2.664962793984652,3.6889778503150454,1.3911226155372034,Iris-versicolor
+112,5.204705293438703,2.718327848003116,4.031598642974107,1.4033826315983602,Iris-versicolor
+113,5.188321309731652,2.6889603183209587,3.848218700870113,1.3882834427061357,Iris-versicolor
+114,5.180880042957419,2.6502180149997,3.514427736564337,1.3740292719671257,Iris-versicolor
+115,6.391833216576133,3.414536315103087,5.652304843384716,2.313950475581084,Iris-virginica
+116,4.495429285575906,2.300055277096652,1.2818116657251957,0.2906216455171581,Iris-setosa
+117,5.495427469415934,4.1613940423720805,1.4053844366502897,0.2,Iris-setosa
+118,5.106330932369508,3.2894851477876474,1.7966833846552932,0.38480329624843423,Iris-setosa
+119,5.607902448224769,3.014623120825383,4.123692080504493,1.3017099044633347,Iris-versicolor
diff --git a/iris/tab_ddpm/7_1/20/test.csv b/iris/tab_ddpm/7_1/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/20/train.csv b/iris/tab_ddpm/7_1/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/20/val.csv b/iris/tab_ddpm/7_1/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/21/synth.csv b/iris/tab_ddpm/7_1/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..416cb64a598fc13a5b30279ed511a5c40ce9bd75
--- /dev/null
+++ b/iris/tab_ddpm/7_1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.341433532187909,2.7643679246793793,4.962228367061321,1.8277651070157854,Iris-virginica
+1,5.441603692230488,3.7917135250749108,1.605643646386609,0.24541134815028526,Iris-setosa
+2,6.010546560008013,2.6949800175662455,5.089068977629159,1.599741616204014,Iris-versicolor
+3,4.4,2.9032502136542013,1.3969446054818653,0.2,Iris-setosa
+4,7.306085779205661,2.8756124456956975,6.332003597706187,1.8271732827614398,Iris-virginica
+5,6.181203634319202,2.7144701995083897,5.362021404352195,1.461718566617358,Iris-virginica
+6,4.627278421027482,3.18967833204085,1.4021210908628123,0.2,Iris-setosa
+7,7.7,2.7798610317359325,6.7,2.0389371371394627,Iris-virginica
+8,5.208333045045829,3.415581768699831,1.372686521183936,0.2,Iris-setosa
+9,5.10803558502346,3.309879255953493,1.898923391290272,0.5086780090474364,Iris-setosa
+10,6.335310915871409,2.918218047971781,4.364443336862318,1.3139145192490094,Iris-versicolor
+11,5.622702885301308,2.7261805182031456,4.174333284609704,1.2970710198346078,Iris-versicolor
+12,6.693586615285047,3.3041462754882334,5.705818026026623,2.147322956742577,Iris-virginica
+13,6.6925307690007525,3.314452276368987,5.7689649746559395,2.4999994651549864,Iris-virginica
+14,6.527900973558598,2.9471394207344423,4.3501764218712555,1.3555330933184278,Iris-versicolor
+15,6.321454240640604,2.7926330609198793,5.123912617477881,1.4993581511508813,Iris-virginica
+16,5.3060698291973445,3.6755437367705315,1.4958776994475693,0.2,Iris-setosa
+17,4.9300658064453575,2.419756240798282,3.3305441773067646,0.9833188435293948,Iris-versicolor
+18,4.986289869982349,3.1897517798175747,1.1899378079579241,0.2,Iris-setosa
+19,6.70831947632651,3.3022303810528566,5.730259790416992,2.0909190153214365,Iris-virginica
+20,4.875822725624155,3.1096981622850395,1.511707140261754,0.10000013709775396,Iris-setosa
+21,6.683890547509027,3.2754407546430833,5.689043477734618,2.100166153972851,Iris-virginica
+22,5.0347334310727465,3.503186022800755,1.364168344857926,0.31068511649172437,Iris-setosa
+23,4.595643118095245,3.1998649782770836,1.3812306315485308,0.2,Iris-setosa
+24,5.70084375036754,4.4,1.505537181986376,0.38910100259687286,Iris-setosa
+25,5.108285455244283,3.698747323466696,1.4977789318042771,0.45281439639594573,Iris-setosa
+26,4.61474759943357,3.408897894541421,1.390253351664399,0.29663765608552234,Iris-setosa
+27,7.6999988128580235,2.8113602245038996,6.699998470620326,1.9765175878396266,Iris-virginica
+28,5.931348699599617,2.9997677251930868,5.1453529787035155,1.8038603949146765,Iris-virginica
+29,5.882144719193081,3.209900186947967,4.764328520074293,1.8060827170343297,Iris-versicolor
+30,4.4000004880125525,2.9067534108760102,1.3887489443600884,0.2,Iris-setosa
+31,4.4,3.0808310658979603,1.3291554026441672,0.2,Iris-setosa
+32,5.784438806558277,2.828948049059468,5.097251742807299,2.416724558805544,Iris-virginica
+33,4.790706502136507,3.3957238336042503,1.6059041171261006,0.2,Iris-setosa
+34,5.118075152058348,3.510123105268753,1.4032534630181759,0.2973626234460968,Iris-setosa
+35,5.022882077298689,3.2969175739383965,1.3213426081040633,0.2,Iris-setosa
+36,5.18490950964226,3.475846721839088,1.5014848452865266,0.2,Iris-setosa
+37,5.898836346673134,2.994064233831306,5.085743350940192,1.814890581574769,Iris-virginica
+38,5.411374356779247,4.022018254014329,1.4605245387255688,0.2,Iris-setosa
+39,6.738780099189901,3.309043302026728,5.7292618779971916,2.499999543406285,Iris-virginica
+40,4.87257975857022,3.0964015231934785,1.495259483438826,0.10000011902277707,Iris-setosa
+41,6.351341224851579,2.8728327790612287,4.299860736164373,1.2921601669020026,Iris-versicolor
+42,5.384689451897814,3.8911496094051152,1.6850043183869974,0.3772381672110836,Iris-setosa
+43,5.078185158536141,2.4816082069008223,2.7655575202168943,1.0551664376401197,Iris-versicolor
+44,5.74718944742613,2.5519548508188192,5.039546283706182,1.9705071261821403,Iris-virginica
+45,6.398650699750104,2.904596713715335,4.281546758208036,1.3132522499544446,Iris-versicolor
+46,5.405665248296008,2.4158018802630616,3.4518343573770665,0.9824646339158589,Iris-versicolor
+47,5.104467068281352,3.7785672415276634,1.6052086432872543,0.2,Iris-setosa
+48,7.258248983853091,2.9073172882236644,6.267039869129003,1.8287419630255815,Iris-virginica
+49,5.705537920261736,2.5091591246328937,4.999217194137209,2.030635909114943,Iris-virginica
+50,4.977465606652458,3.2065873346635922,1.2574525846963558,0.2,Iris-setosa
+51,5.520395728147541,2.9954625660664354,4.495213447955983,1.496028819561323,Iris-versicolor
+52,5.383750400125638,2.9862801128368464,4.482677656969528,1.4921857027004894,Iris-versicolor
+53,6.450360481130032,3.190878555587791,4.4740758883033775,1.4756167245302998,Iris-versicolor
+54,4.608325936212335,3.588616266481545,1.0000004499680262,0.2,Iris-setosa
+55,7.3111659054419285,2.8890561451074834,6.299556839390857,1.777351690058712,Iris-virginica
+56,4.90110252539929,2.389188077163004,3.267848925331862,1.0327395955294971,Iris-versicolor
+57,4.5036466146337215,2.2951638737746736,1.3047002500735716,0.32113002408572494,Iris-setosa
+58,4.492140056515984,2.3080110390575563,1.2913279603957244,0.28968929134107035,Iris-setosa
+59,5.097891408593955,3.8133152073171215,1.6807615648540477,0.42214131508312736,Iris-setosa
+60,5.775461659077359,2.791405516848408,5.094350550640626,2.3939522670574176,Iris-virginica
+61,4.893969532524962,3.0063408521583312,1.404074327933949,0.2,Iris-setosa
+62,4.7394740545800085,3.3969157004415718,1.5629924290730373,0.2,Iris-setosa
+63,6.297830450832217,2.696916885577071,4.842238015953771,1.8029100697059974,Iris-virginica
+64,5.117446833545802,3.8085102361566983,1.7513349988598028,0.4394367298964177,Iris-setosa
+65,5.249612048899183,2.447264096273568,3.1122280409608187,1.0950547021866948,Iris-versicolor
+66,6.303747504449029,3.395001824863741,5.642768796735008,2.399769034286705,Iris-virginica
+67,5.906362049496752,3.1944977833936314,4.767571330211345,1.7828495177188621,Iris-versicolor
+68,5.9096014002988015,3.2043204239599814,4.809516931466817,1.8094735052027158,Iris-versicolor
+69,5.308457812579749,3.717715633229554,1.5357142960767107,0.2,Iris-setosa
+70,5.0150292854082545,3.590232597274573,1.4000008052960142,0.2,Iris-setosa
+71,4.819999899453784,3.415647838388644,1.6318116108847263,0.2,Iris-setosa
+72,6.276989491641212,2.299445618456589,4.396728551395258,1.3125759054797677,Iris-versicolor
+73,5.877543907967379,2.99278772076946,5.091364373938725,1.7922753843137909,Iris-virginica
+74,5.135668589085377,3.7869049032790967,1.5957707592931454,0.2,Iris-setosa
+75,5.973840548306763,3.0010763025905707,4.539719590883552,1.4004709398225317,Iris-versicolor
+76,7.69999902548731,2.8042370516551838,6.7,1.988818462495431,Iris-virginica
+77,7.08336862325858,3.048550332549375,5.814914716515638,2.145778009698951,Iris-virginica
+78,6.311491699546875,2.8148810500990016,5.087449350097687,1.5095640509895611,Iris-virginica
+79,7.7,2.823914879555584,6.69999896371038,2.0275332616874184,Iris-virginica
+80,6.497804852162458,2.9964657737617704,5.505836322810812,1.7929319120213363,Iris-virginica
+81,7.7,2.7911960034320633,6.699998866897348,2.0737542974902423,Iris-virginica
+82,6.292423858685299,2.729370319031076,4.907895147829346,1.7648811568375138,Iris-virginica
+83,7.7,2.80073000976507,6.7,2.0190466510038463,Iris-virginica
+84,6.372376181468261,2.724605946599178,5.285996662749137,1.8949435247509918,Iris-virginica
+85,5.81172910667638,2.793599295860732,5.093645322830701,2.398313190725327,Iris-virginica
+86,5.563311052910927,3.0014380799584357,4.485900821134796,1.4953417678746486,Iris-versicolor
+87,6.289294630972793,2.302007410656201,4.396573499147973,1.2957169657973195,Iris-versicolor
+88,5.636395013427039,3.0088602800765036,4.097443017924898,1.3090695513026724,Iris-versicolor
+89,7.69999906378024,2.8058390528860495,6.7,1.9808670492339941,Iris-virginica
+90,6.51494855955215,2.9442644749700646,4.374646835506043,1.348627275864178,Iris-versicolor
+91,5.11252663500951,3.2997762962833725,1.6959340068015265,0.48337036790691534,Iris-setosa
+92,4.943849420137589,3.472875482845978,1.3244670098938218,0.29214249209930004,Iris-setosa
+93,5.493025374556841,4.204677529383021,1.3956828576268738,0.2,Iris-setosa
+94,5.46746679842144,2.427513025445089,3.856139121246886,1.0623281796604185,Iris-versicolor
+95,4.836413731350159,3.408306982806557,1.6166331379177297,0.2,Iris-setosa
+96,5.090284980903268,3.5214578992355787,1.3928046178139841,0.3029054255204132,Iris-setosa
+97,6.68053255229482,3.2853234964795854,5.795887291675383,2.5,Iris-virginica
+98,5.477201169680951,2.3841409841599686,3.816692073008122,1.0821433936972054,Iris-versicolor
+99,6.100488019600597,2.9997814828261573,4.600483748025869,1.402362718066972,Iris-versicolor
+100,4.865872986828483,3.1915600548278693,1.2865615381571818,0.2,Iris-setosa
+101,6.102084797212463,2.600679712249933,5.64399367382348,1.3998864372897035,Iris-virginica
+102,6.671792612977229,3.275938155583337,5.655416473196829,2.5,Iris-virginica
+103,6.323933825037349,3.4181418961453165,5.592541842487277,2.3926288024662554,Iris-virginica
+104,6.400963358983094,2.6579713529744415,5.224683407214603,1.8986343159377244,Iris-virginica
+105,6.325020243296462,2.7393770809878966,4.947041220513355,1.7072811792027671,Iris-virginica
+106,6.44847992102656,2.786730407842904,5.413593805326157,1.900436301496204,Iris-virginica
+107,5.476214413939409,4.207880295201782,1.3967501866327567,0.2,Iris-setosa
+108,6.50509437743808,3.0081543363212417,5.507866783659291,1.7986173863680908,Iris-virginica
+109,5.509364616695995,2.400543167276713,3.906449055284571,1.118988127903231,Iris-versicolor
+110,6.6897245557820035,2.984469151485299,4.99662754752231,1.6880800263122304,Iris-versicolor
+111,6.324334308725692,2.4821787552679284,4.921434037217831,1.4986515768370112,Iris-versicolor
+112,5.658394164962048,4.4,1.5114407973201156,0.46443286316431776,Iris-setosa
+113,5.814994900680384,2.725516224469618,5.109828523576397,1.8854495561028197,Iris-virginica
+114,6.1739886171959455,2.9900345760790934,4.50805512348265,1.3811715166916876,Iris-versicolor
+115,5.229254445090271,3.4993445547033555,1.5200384202105057,0.2,Iris-setosa
+116,5.0223465348620175,3.5039762219080504,1.3179300420999513,0.29785635818076245,Iris-setosa
+117,5.215872457292149,3.508200291417431,1.5319275050595718,0.2,Iris-setosa
+118,4.4,2.9174685413291988,1.3847447617208677,0.2,Iris-setosa
+119,4.9919685254078106,3.219655877849129,1.195301910524766,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/21/test.csv b/iris/tab_ddpm/7_1/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/21/train.csv b/iris/tab_ddpm/7_1/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/21/val.csv b/iris/tab_ddpm/7_1/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/22/synth.csv b/iris/tab_ddpm/7_1/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0e4a2fc119efc367e7c72d7abe660ee592212e03
--- /dev/null
+++ b/iris/tab_ddpm/7_1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2999178823269935,2.798492168877317,5.0891759234281535,1.5039396170324564,Iris-virginica
+1,5.549857223887079,2.9936425361200856,4.494982300964135,1.4952465332421758,Iris-versicolor
+2,5.364742680561258,3.8704213845789126,1.6901968718457194,0.4889314449848004,Iris-setosa
+3,5.861443086971627,3.195568826625063,4.8601088363741916,1.788651956685727,Iris-versicolor
+4,6.279612846404858,2.3080047994458175,4.371112326989743,1.2939792881655832,Iris-versicolor
+5,6.3009189512012425,2.8895927265913333,5.59303032055561,1.7989767592372803,Iris-virginica
+6,5.145817987985607,3.8310030203268015,1.826330629447407,0.4240942607601724,Iris-setosa
+7,5.670018062756404,4.399999145566365,1.512167875006,0.44063565582135555,Iris-setosa
+8,6.328227788372704,2.5162124857363146,4.837065718431134,1.4810728938964508,Iris-versicolor
+9,7.699998750212131,2.799485305505625,6.7,1.9987089568876917,Iris-virginica
+10,5.722531924471961,2.9971703095138436,4.453297364071506,1.491265924496667,Iris-versicolor
+11,5.085915298286082,3.756075664623401,1.5779113883370863,0.46131389419418384,Iris-setosa
+12,5.439858767856261,2.9891881998816805,4.491660887319492,1.5000772855908562,Iris-versicolor
+13,6.1128087379014895,2.5975618936547953,5.650370237230831,1.383505571107971,Iris-virginica
+14,5.039082828804672,3.5048243479412897,1.3203164560286356,0.3011946694189793,Iris-setosa
+15,6.001514418902407,2.692050978313617,5.168168969601626,1.58175508535877,Iris-versicolor
+16,5.178866563789542,3.4772334445132573,1.491741827792496,0.2,Iris-setosa
+17,6.6986252747167585,3.101042719950545,4.398755519349646,1.4102611561937486,Iris-versicolor
+18,6.601176369277564,2.9990563807626263,4.412321958354543,1.397607187432358,Iris-versicolor
+19,5.4742661513237865,2.4210070713535705,3.8060070136559396,1.1220413766260955,Iris-versicolor
+20,6.367190987689466,2.890340205447311,5.305436498865104,1.6319339251477165,Iris-virginica
+21,5.192898305642756,2.688049696201846,3.901199206051312,1.4029517076695481,Iris-versicolor
+22,7.009475978476737,3.012176789238053,5.761729270508125,2.134432124121258,Iris-virginica
+23,5.907183564350863,2.9935286602803837,5.088286369610744,1.79055224022991,Iris-virginica
+24,5.515878688664538,2.394427573653996,3.8189910554513906,1.0428331837614007,Iris-versicolor
+25,6.012308552615038,2.6948123338103973,5.098372861002369,1.5428190400457318,Iris-versicolor
+26,6.414962626191307,2.722471857576285,5.330959281747849,1.8924532926884736,Iris-virginica
+27,5.018986311216949,3.3190357798716295,1.3678657739726867,0.2,Iris-setosa
+28,7.7,2.799171303956512,6.7,2.012542911466783,Iris-virginica
+29,4.588630926254791,3.410373489636177,1.3792391450527233,0.30343448390200245,Iris-setosa
+30,5.485697769685269,4.18863924273383,1.3923800271947744,0.2,Iris-setosa
+31,5.529361379421281,2.9955073941088557,4.5361489507513895,1.5189584960896394,Iris-versicolor
+32,5.998205388305283,2.696044446756724,5.119784093791182,1.6080960877256532,Iris-versicolor
+33,5.204657911307604,3.441793794669728,1.5481421645565143,0.2,Iris-setosa
+34,6.72663412053151,3.2914744272181093,5.714478096770185,2.08411323632281,Iris-virginica
+35,5.56205597425392,2.9942319293181834,4.093433445513441,1.2866138443188406,Iris-versicolor
+36,5.943137253335929,3.0048020292903517,4.234222236627698,1.4942708313180286,Iris-versicolor
+37,6.383213565489985,2.6976585539511584,5.247103427298506,1.9082984838461214,Iris-virginica
+38,6.836077942527894,3.0106151950010425,5.518817027346342,2.1110659703442796,Iris-virginica
+39,4.816346454081849,3.4098633468912083,1.5940300337196083,0.2,Iris-setosa
+40,5.46890400638406,2.4201668911683734,3.878289727696224,1.057767844210648,Iris-versicolor
+41,5.479929193769604,2.9983062691088023,4.5070685905950345,1.4963095028292803,Iris-versicolor
+42,5.690126083255693,4.4,1.4963879579260044,0.5207263226245398,Iris-setosa
+43,4.603701768740819,3.607462853049806,1.0,0.2,Iris-setosa
+44,5.506786018258452,2.6106052034341896,4.398683907059601,1.1929003119501846,Iris-versicolor
+45,5.469234719357431,2.9974321491580707,4.501604802055404,1.5031205388744318,Iris-versicolor
+46,5.20695659723762,3.508316232017728,1.506675615472347,0.2,Iris-setosa
+47,5.506354573315171,2.404787333310193,3.8920333296642733,1.006650447263735,Iris-versicolor
+48,5.397417237194316,3.4105876697108313,1.7640702211779296,0.2,Iris-setosa
+49,6.31367642697431,2.908600212168315,5.570933928379317,1.7844426195260903,Iris-virginica
+50,5.911303347138735,3.2230289093919318,4.772796766290829,1.7638796970970894,Iris-versicolor
+51,6.274080096358608,3.3876958159306754,5.648536256018142,2.39920799622045,Iris-virginica
+52,5.686352257832572,2.4947872799519355,5.004293014053488,1.9912684474446396,Iris-virginica
+53,5.074502569972066,3.30311071404482,2.348839951399164,0.4805863116673317,Iris-setosa
+54,5.011668681379236,3.2106807596772873,1.1954585398203375,0.2,Iris-setosa
+55,5.800823617790395,2.682307532572252,5.096767383243372,1.9107701165249915,Iris-virginica
+56,7.699999004661396,2.8006810968870353,6.699998942499477,2.0082477025938186,Iris-virginica
+57,4.6038459881775955,3.2001149421591673,1.3907847846282835,0.2,Iris-setosa
+58,5.997429689766292,2.9831237699410833,4.335228830611334,1.4526279093597552,Iris-versicolor
+59,6.656856120950422,3.316957053219102,5.672295592157548,2.4999995204218983,Iris-virginica
+60,5.820230323703435,2.725332398445882,5.097601574262425,1.8939157903435944,Iris-virginica
+61,5.908370546300426,3.001190271667545,4.218977032071408,1.5045596362559197,Iris-versicolor
+62,5.098093636975017,3.786087603535662,1.5865731261031915,0.2,Iris-setosa
+63,7.69999747325461,2.8063687722766892,6.699997412056548,1.9978353978308387,Iris-virginica
+64,6.434885688371039,3.0871789031300043,5.510116031284107,1.7828678507270548,Iris-virginica
+65,6.691312365063123,3.285524519920092,5.648053558637547,2.5,Iris-virginica
+66,6.2786844834506566,2.5044794557850203,5.004733601079994,1.885605936421891,Iris-virginica
+67,5.560019795347493,2.6780303599665842,4.266060613503198,1.2909620262384354,Iris-versicolor
+68,5.101077486381968,3.51123454096394,1.40164334084148,0.32140842408629683,Iris-setosa
+69,5.311052862386789,3.7256414483764657,1.5046270330835756,0.2,Iris-setosa
+70,6.232797330931224,2.5336103362557707,4.941770438297569,1.5124977370660746,Iris-versicolor
+71,4.502446877882779,2.3101776464518444,1.2955549071621713,0.3017504625233004,Iris-setosa
+72,5.793018677468849,2.818964473899955,5.165455608407506,2.400574799571793,Iris-virginica
+73,4.496946490783751,2.313005445503416,1.2790391512759955,0.2912992277477197,Iris-setosa
+74,4.993978572099128,3.208943012172302,1.2180536739810524,0.2,Iris-setosa
+75,4.906855035452496,3.0792531418613955,1.4995946935069557,0.1000001037597221,Iris-setosa
+76,6.6821969077499555,2.994722411324264,5.001110661007291,1.6963847510640346,Iris-versicolor
+77,6.87434677607662,3.1982854577597126,5.704985097071542,2.2967354965651685,Iris-virginica
+78,5.362079235715972,3.40888528800295,1.7180200057745214,0.2,Iris-setosa
+79,4.4,3.1782416656602495,1.2768515664383837,0.2,Iris-setosa
+80,5.3950685544878585,3.913724326698024,1.3005801746262573,0.4154088250703698,Iris-setosa
+81,5.22041843583853,2.776926225210458,4.120442357834813,1.4258760750819226,Iris-versicolor
+82,7.0490783781523865,3.01728365580684,5.823122578704537,2.1512507791805904,Iris-virginica
+83,4.9883836698309185,3.2020836035749265,1.2286184085869893,0.2,Iris-setosa
+84,6.330402136436849,2.506187341722524,4.9097017980680535,1.4992105453618383,Iris-versicolor
+85,7.699998165582194,2.7778422330969703,6.69999845948934,1.9891759210404725,Iris-virginica
+86,5.6327989634949365,2.711419698168289,4.218947511147031,1.3054517127965086,Iris-versicolor
+87,6.860282120212964,3.233259025124216,5.714731722565164,2.269028064653236,Iris-virginica
+88,6.015127990624274,2.2,5.007703184247375,1.4898865880681236,Iris-virginica
+89,4.400000483239252,3.194294631850684,1.3017162893821816,0.2,Iris-setosa
+90,4.649498537984556,3.197851385117989,1.3731883318348832,0.2,Iris-setosa
+91,6.70639635789972,3.1139055272843525,4.40310369495007,1.4023607291061704,Iris-versicolor
+92,5.886100566007195,2.997953458187119,4.1898407198021115,1.5000774516638093,Iris-versicolor
+93,4.974073357539834,3.266127499989505,1.3748718131021644,0.2,Iris-setosa
+94,6.295456015492781,2.835103849288928,5.093316939189261,1.5226500863389039,Iris-virginica
+95,5.558740471112374,2.6378323533593027,4.255287913257901,1.2617477728889341,Iris-versicolor
+96,4.984152137651961,3.200769815861161,1.219836745608601,0.2,Iris-setosa
+97,4.934746133454784,3.467552755112877,1.321671761165649,0.3086317501504248,Iris-setosa
+98,6.291337089742662,2.794956220929439,5.106244770146628,1.5054380866714416,Iris-virginica
+99,6.622049185191488,3.011819005696601,4.404905054192659,1.4033332792965,Iris-versicolor
+100,7.7,2.828835897759407,6.7,1.9927109435413715,Iris-virginica
+101,4.901143893095011,3.0869610708983424,1.498964474820404,0.1,Iris-setosa
+102,4.60457010217297,3.5830415799912654,1.000000368129428,0.2,Iris-setosa
+103,5.870846152497245,3.005376788724395,4.2325642865093585,1.5019787667098008,Iris-versicolor
+104,5.101409382809137,3.8253619406354344,1.5999096260998218,0.2,Iris-setosa
+105,5.097166970947588,3.795730735777922,1.599089758139696,0.2,Iris-setosa
+106,6.320357883116547,2.4931098030516825,4.906045646269254,1.498170229332079,Iris-versicolor
+107,6.283485986537523,2.462943942416089,5.002468266486326,1.906411995240774,Iris-virginica
+108,5.581039956776562,3.010873707583839,4.101516000992731,1.3014218525819323,Iris-versicolor
+109,4.903987011549734,2.3985555590565473,3.2776290530409744,1.048550199072948,Iris-versicolor
+110,6.837303048686751,3.008181770501289,5.547806325676101,2.101633131249235,Iris-virginica
+111,5.679721771646351,4.399999225626172,1.498198217529839,0.4240008400055926,Iris-setosa
+112,6.289968393417908,2.5236483715222096,5.015272134450105,1.8972541298852756,Iris-virginica
+113,6.874518219523334,3.080235310119523,5.649124984198344,2.174364429638708,Iris-virginica
+114,6.655307457946563,3.3069357962624246,5.649450449905803,2.189500196523797,Iris-virginica
+115,6.695274084649296,3.2837167483768663,5.665395080811525,2.4999994976360993,Iris-virginica
+116,6.65244581964975,3.3314975949010273,5.708524441124731,2.114506954285383,Iris-virginica
+117,5.525836592519561,2.6297111777012803,4.378034065084618,1.260508904389342,Iris-versicolor
+118,5.773590980156584,2.700487621796092,5.106671351393027,1.8961839988787395,Iris-virginica
+119,4.885433879241205,3.0966854465079225,1.4958206225480346,0.10000010337865733,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/22/test.csv b/iris/tab_ddpm/7_1/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/22/train.csv b/iris/tab_ddpm/7_1/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/22/val.csv b/iris/tab_ddpm/7_1/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/23/synth.csv b/iris/tab_ddpm/7_1/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f2f62ad32a3cd818ee0d13b0201d3b5242142a42
--- /dev/null
+++ b/iris/tab_ddpm/7_1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.014561506753033,2.7115097390263236,5.099375120881372,1.6052132122694527,Iris-versicolor
+1,6.699607082742641,3.0977431615215627,4.38411253722978,1.3994050005311163,Iris-versicolor
+2,6.057296324179286,3.376723162753093,4.488470086046413,1.5913544967846058,Iris-versicolor
+3,4.40000073726582,3.193177142130731,1.3023819523752254,0.2,Iris-setosa
+4,7.327436597656337,2.8881682236934423,6.335373708313719,1.7897899236879256,Iris-virginica
+5,5.906570158785475,3.2104326254621145,4.806551850032722,1.8146886006642937,Iris-versicolor
+6,5.49871510779876,4.185640413523961,1.4005690933027912,0.2,Iris-setosa
+7,6.699632466078578,3.286273889883058,5.6926059016818265,2.0767629030992083,Iris-virginica
+8,5.6838038586018715,2.497283530347331,5.020072750488449,1.9955613182709269,Iris-virginica
+9,4.991015480512807,2.4528840724128345,3.1505434160068724,0.9801546078005178,Iris-versicolor
+10,5.104580007190765,3.6593252067889126,1.4926730245040278,0.41351545369238246,Iris-setosa
+11,5.412579437204683,3.0020092552906013,4.573013642551524,1.4933800744303178,Iris-versicolor
+12,5.0097271101322,3.211401387888643,1.2184091466673954,0.2,Iris-setosa
+13,5.22488455419161,3.5228190822131498,1.5321522583934684,0.2,Iris-setosa
+14,6.683605660442204,2.989001540144313,5.001941947784088,1.7008558148033406,Iris-versicolor
+15,6.027345961495206,2.2,5.003401348194334,1.50788799006761,Iris-virginica
+16,6.686693394921005,3.2922777460587045,5.687783413024093,2.0949534814953084,Iris-virginica
+17,4.98532109602565,3.271090487927973,1.2720506164755285,0.2,Iris-setosa
+18,6.700685427433755,3.0006801269522563,4.993780382648311,1.7144025161881242,Iris-versicolor
+19,6.315674428747614,2.59649981790245,4.9467699467315365,1.8512270894950613,Iris-virginica
+20,6.495271880285347,2.9429860218740425,4.343252650208631,1.3510166910777983,Iris-versicolor
+21,5.89791981971117,2.9975911199371064,4.216633771888519,1.4962580436594157,Iris-versicolor
+22,4.901818504980976,3.0079763442555127,1.3968649647175604,0.2,Iris-setosa
+23,4.400000597091803,3.2117598087049735,1.2801387436678797,0.2,Iris-setosa
+24,5.1891049855565665,2.666052494365766,3.68666727738937,1.382337660287569,Iris-versicolor
+25,6.677659679569839,3.288930746778295,5.699695733258017,2.0804517532308218,Iris-virginica
+26,6.444187619273132,3.206174789511692,4.462273061495811,1.4899421833441886,Iris-versicolor
+27,6.669404572872163,3.0189639074694394,4.90891451526781,1.5825371473640473,Iris-versicolor
+28,5.103360992438884,3.4952484236451515,1.3786537378338075,0.31024544441934626,Iris-setosa
+29,5.8875513849854615,3.002214682946013,5.105744714144417,1.7889091268619988,Iris-virginica
+30,4.4,3.2013536719023232,1.289896620912045,0.2,Iris-setosa
+31,5.066848013139726,3.4939897132916355,1.3470702077505665,0.30095691235182176,Iris-setosa
+32,4.601870212569086,3.4059728060596,1.4072805428858983,0.3060751740554144,Iris-setosa
+33,6.755501766437236,3.1034220354296065,4.347483193966903,1.3906835272318854,Iris-versicolor
+34,7.699999053801722,2.7994088245381112,6.699998979067462,1.9976615023348676,Iris-virginica
+35,6.292878688829639,2.722710820864933,4.898054018098889,1.8077630992817313,Iris-virginica
+36,5.01054245425295,3.5169598892088683,1.3201183131724012,0.308579852121588,Iris-setosa
+37,4.592898259732371,3.599902646652377,1.0000004569064995,0.2,Iris-setosa
+38,6.910021155607848,3.178126289215849,5.675621472200427,2.2829430767787504,Iris-virginica
+39,5.1100404549828795,3.404921304165284,1.4952511356372036,0.2,Iris-setosa
+40,5.691652930587908,4.4,1.4887591523016992,0.37283776545468267,Iris-setosa
+41,4.400000592867539,3.170767289924282,1.3158240852925889,0.2,Iris-setosa
+42,5.092304269990873,3.5107585227782336,1.4003842182228576,0.30511544831524534,Iris-setosa
+43,5.075898342566483,3.6406761400095826,1.5723817838468355,0.2,Iris-setosa
+44,4.659769625459518,3.413276454595411,1.394402985502273,0.302281048196097,Iris-setosa
+45,6.002728676491365,2.9865607736080095,4.899009640096628,1.7914639674538217,Iris-virginica
+46,5.894510727146768,3.1980683531678773,4.797958585467373,1.8010779109728468,Iris-versicolor
+47,5.585353036268105,2.8384977912943503,4.153536358628136,1.3110357514324926,Iris-versicolor
+48,4.500268517389829,2.3021800181864327,1.3082602026278343,0.29699426782685245,Iris-setosa
+49,5.506918920872032,4.189768836865052,1.4004141680936415,0.2,Iris-setosa
+50,5.88997389996217,2.9823913718024153,4.198785078856368,1.4894633062031257,Iris-versicolor
+51,5.958974153292157,2.9974028495219294,5.022870081344128,1.8077228572252804,Iris-virginica
+52,6.3796577654861375,2.6850204828056654,5.238232902912002,1.8980920538060622,Iris-virginica
+53,4.496685156086898,2.298548671034484,1.284231279431537,0.2912778015217744,Iris-setosa
+54,6.308398300717357,2.4648114589640784,5.019116851364941,1.9012416450966267,Iris-virginica
+55,5.894654416583168,2.9962546051535717,4.9644271836955,1.7949795487481472,Iris-virginica
+56,6.2767697940034575,2.551233877415478,5.016678658486743,1.8836770183038194,Iris-virginica
+57,4.599298774133436,3.3976325450342246,1.3996816880474041,0.30530739656983086,Iris-setosa
+58,4.503220037194065,2.3050079792108993,1.2905771819020293,0.2871778845720986,Iris-setosa
+59,5.981018544013416,2.701698096777803,5.084618209184647,1.6153517944762708,Iris-versicolor
+60,7.6999979590893455,2.805632414886326,6.699996966519023,1.9934653229164405,Iris-virginica
+61,4.9041270889837465,3.1194623904092587,1.5133338813504944,0.10000012846398253,Iris-setosa
+62,6.321456369022913,2.81046799894858,5.073867618624247,1.4810213180436587,Iris-virginica
+63,6.293613601627038,2.500461818008443,4.982157486941608,1.900312600025273,Iris-virginica
+64,6.080082472439929,2.671877835416153,5.077968833604611,1.62999251806119,Iris-versicolor
+65,5.995746234543775,2.9998964143213476,4.748466258241776,1.8021919041014254,Iris-virginica
+66,5.136892427243431,2.4958251752305554,2.8698887926124588,1.0847317781925079,Iris-versicolor
+67,5.099278822668223,3.797435131551667,1.6024907941550133,0.2,Iris-setosa
+68,6.4038827163833565,3.125415780268931,5.50879636435077,1.8059482157307487,Iris-virginica
+69,5.007420293425467,3.6016738644590856,1.3954423599890093,0.2,Iris-setosa
+70,6.543877992909813,2.8361750507565757,5.468843300479084,1.909552450065279,Iris-virginica
+71,5.6883733117045825,2.51336662458589,5.005735163680639,2.0089829689251424,Iris-virginica
+72,6.1705548891181845,2.997494500942404,4.625840303750709,1.407354012765267,Iris-versicolor
+73,6.629288045021476,3.1267152344737976,4.423849547638912,1.4389225442876876,Iris-versicolor
+74,4.882505715147985,2.3837827309242154,3.363872358348258,1.0776939310466969,Iris-versicolor
+75,6.402669279573011,2.9022083340845395,4.2997714922014385,1.3297802688533076,Iris-versicolor
+76,6.892056529251055,3.177466938557459,5.753324589029763,2.2987481328998576,Iris-virginica
+77,4.400000552684294,2.8830255370978057,1.3920025002376797,0.2,Iris-setosa
+78,6.651003823067104,3.0308822196340164,4.4020597962980075,1.400136157762594,Iris-versicolor
+79,5.440530027155828,2.993622681807731,4.5447044374991075,1.486940897134889,Iris-versicolor
+80,5.912143471801972,3.19977694644532,4.815813790524841,1.7867768126808707,Iris-versicolor
+81,6.09634004359715,2.6032042062419136,5.59137901823673,1.4094686584622524,Iris-virginica
+82,6.308913304849867,2.90730698767825,5.605931442737384,1.8092658578751577,Iris-virginica
+83,5.506179004759133,2.4060011182290655,3.9172047073455634,1.1540571216046203,Iris-versicolor
+84,5.5734474231422295,2.9991110641966365,4.131133115137981,1.2989263240176425,Iris-versicolor
+85,6.414748935122035,3.0752691741172256,5.462950556185927,1.805134571929296,Iris-virginica
+86,4.591005458685394,3.1802122271870945,1.4005155242611118,0.2,Iris-setosa
+87,4.806270270801968,3.4030869085689224,1.5941400898984384,0.2,Iris-setosa
+88,5.8988086540752365,3.1991957898791776,4.834207008351805,1.807069519605496,Iris-versicolor
+89,7.001572029904052,3.0740406348673455,5.80394172287313,2.180848407746626,Iris-virginica
+90,6.309735036459841,2.505475699463312,5.010964172723577,1.9065356131692746,Iris-virginica
+91,6.754129356613279,2.996866732245277,5.492766410906025,2.035003212207411,Iris-virginica
+92,5.85006483605547,3.005353689248774,4.257402634368407,1.4961597359210828,Iris-versicolor
+93,5.990532753841087,2.2,5.026709807330976,1.4938552971043049,Iris-virginica
+94,4.400000458125076,3.2085932788714877,1.2907368895814406,0.2,Iris-setosa
+95,4.6003257837805895,3.38706166687856,1.3933732118171007,0.29088437458781724,Iris-setosa
+96,6.321437577470698,2.936362572277266,4.3989214846056095,1.333726575800166,Iris-versicolor
+97,5.636668504864018,2.7208431434164075,4.210396829747448,1.3069106460278712,Iris-versicolor
+98,6.651679932990418,3.2965858157808814,5.677315195677733,2.499999409987788,Iris-virginica
+99,6.321761427978805,2.708650156688081,4.913543500866705,1.7844156091833747,Iris-virginica
+100,6.396455594855092,3.105720311250373,5.498510267607378,1.796655330752349,Iris-virginica
+101,6.412824793894547,2.6558942864150463,5.275122295822885,1.9068154885666382,Iris-virginica
+102,6.298693455461201,2.674934643642187,4.878502918396734,1.8023443911458208,Iris-virginica
+103,6.123822972750486,3.0173980844870556,4.616065419304796,1.4157373767151291,Iris-versicolor
+104,5.396311012366323,3.927649446495394,1.3204492074208538,0.3801236617733957,Iris-setosa
+105,6.7011885497618575,3.2880303898138785,5.684160873958683,2.058443717001991,Iris-virginica
+106,6.793660700924662,3.3564075010490786,5.766125593379334,2.5,Iris-virginica
+107,4.400000587679524,3.206417025271831,1.3036145243850612,0.2,Iris-setosa
+108,7.360640817937611,2.894075420699961,6.345858634070901,1.8007016081289355,Iris-virginica
+109,6.31354026122061,2.790092313052603,5.096381782185145,1.501994165257877,Iris-virginica
+110,5.045427557891538,3.3293211408808974,1.3924448908885845,0.2,Iris-setosa
+111,5.434767600299801,3.92396732018102,1.86096874521342,0.422340331423686,Iris-setosa
+112,5.215863011116278,3.4227802811260117,1.402696175375373,0.2,Iris-setosa
+113,6.014975478203877,2.708743994063662,5.113947375679655,1.602208310698191,Iris-versicolor
+114,6.39183779523351,2.8091057696204698,5.400321035802294,1.8731149763818709,Iris-virginica
+115,5.005890007988556,3.3391343538024314,1.4183854215945786,0.2,Iris-setosa
+116,5.668134011255335,2.5099158385242624,4.971726000192398,1.9993084632524951,Iris-virginica
+117,5.491902515620333,4.157316912366693,1.4017937663828135,0.2,Iris-setosa
+118,5.202946517311793,2.6989397946045712,3.8801493770029776,1.4009873529521786,Iris-versicolor
+119,5.4864083251881555,2.9938744960090586,4.4810777585824555,1.4939656202525748,Iris-versicolor
diff --git a/iris/tab_ddpm/7_1/23/test.csv b/iris/tab_ddpm/7_1/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/23/train.csv b/iris/tab_ddpm/7_1/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/23/val.csv b/iris/tab_ddpm/7_1/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/24/synth.csv b/iris/tab_ddpm/7_1/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ad475071b9d973e367ca6ca3a7102bc4f2e71522
--- /dev/null
+++ b/iris/tab_ddpm/7_1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.9529408448692775,3.4969246897212503,1.3272675454551761,0.2917104689068163,Iris-setosa
+1,5.236531370875232,2.7573539735097543,4.0950737633613485,1.4175100883831933,Iris-versicolor
+2,6.815242086666434,3.06360904167373,5.581276297420974,2.189462038608742,Iris-virginica
+3,7.699998087677597,2.7810576911554987,6.699996955145977,1.9907302150642496,Iris-virginica
+4,5.387844902386604,2.9968755820733333,4.482568104043579,1.4933041903195305,Iris-versicolor
+5,4.990101045147187,3.5640492887272974,1.386829538832837,0.2,Iris-setosa
+6,5.709624655224956,2.513374357177324,5.0073556472246885,1.9893976117013465,Iris-virginica
+7,7.082321435764708,3.0138469363694447,5.900248483481718,2.1119719023949566,Iris-virginica
+8,6.670379413220373,3.066014946149725,4.378381815024459,1.4070230232943175,Iris-versicolor
+9,5.7458318869585625,2.8408938557558776,4.225601990148207,1.3347162861857416,Iris-versicolor
+10,5.474027685670686,2.399475630611376,3.7283257605975795,1.038692520715846,Iris-versicolor
+11,5.37975101684252,2.822961869010439,4.045912715132697,1.3276984724590204,Iris-versicolor
+12,5.399654286152783,3.3966178811747803,1.8235980926496727,0.2,Iris-setosa
+13,5.681091977424367,3.013768643846355,4.102711695081646,1.3232065576206935,Iris-versicolor
+14,6.286222269738557,3.4100315368560494,5.598548137167336,2.3902916507679315,Iris-virginica
+15,5.857509265608511,2.990221253673756,4.228213355479793,1.4900110453391837,Iris-versicolor
+16,7.174747683237679,2.9022701359549172,6.190614466235055,1.7814837133515586,Iris-virginica
+17,5.470272382077125,2.4055868819844655,3.820127823730002,1.0377690255085867,Iris-versicolor
+18,5.139120140279316,3.3975490963304673,1.4094182491535754,0.2,Iris-setosa
+19,5.999403799078891,2.994165267009888,4.828051664399901,1.7927193698881299,Iris-virginica
+20,4.4,3.207549433160642,1.3014980614368983,0.2,Iris-setosa
+21,5.780037981115239,2.7895095090056246,5.095719840585115,2.3939257035674206,Iris-virginica
+22,6.434878223734198,3.1983338074405907,4.519794868287197,1.4949790768769509,Iris-versicolor
+23,4.4,2.84647261945678,1.401694946866452,0.2,Iris-setosa
+24,5.166124316492236,2.459002874710492,3.093409822145863,1.1381593730006152,Iris-versicolor
+25,5.227858464349418,3.4700126026312486,1.4045731992511779,0.2,Iris-setosa
+26,4.9963478649221535,3.1911153211527177,1.1912408679060913,0.2,Iris-setosa
+27,4.611246293644829,3.579080211697158,1.0000005226577515,0.2,Iris-setosa
+28,6.443417405404701,3.372993811443789,5.611983792390707,2.345642049930536,Iris-virginica
+29,4.4,3.2182895535028972,1.27551828663136,0.2,Iris-setosa
+30,5.171640819249458,2.654261225469354,3.3822571725393535,1.372193142901849,Iris-versicolor
+31,4.905873080560739,3.1018302568976064,1.492257271111905,0.10000009026720998,Iris-setosa
+32,6.433541518751491,2.9435603044227334,5.446665353250534,1.763961150203687,Iris-virginica
+33,5.084561177243382,3.793584977271193,1.5685579754370116,0.2,Iris-setosa
+34,6.7481828581763255,3.313666492634556,5.7947476963847455,2.5,Iris-virginica
+35,4.986309889800285,3.596744143588551,1.4014420855330052,0.2,Iris-setosa
+36,5.499498448098818,2.5784459516886917,4.366103878129137,1.1750269876652388,Iris-versicolor
+37,5.627294058435601,4.399998880310825,1.4953657063028158,0.426030285457718,Iris-setosa
+38,5.921596409931729,3.000101665921935,4.1859624006983776,1.5148065491275253,Iris-versicolor
+39,5.998960692161938,2.6992872819778153,5.107882160453888,1.6093561272193617,Iris-versicolor
+40,6.473528736613916,3.0614861847860992,5.517182013348914,1.8028933485001557,Iris-virginica
+41,6.344793047140289,2.812266839838316,5.081354282559625,1.5060885721538328,Iris-virginica
+42,6.305564048363677,2.813290068682192,5.085171800095785,1.5094964528923667,Iris-virginica
+43,5.479451365914009,2.408379098179151,3.7425492130722624,0.9834801163877147,Iris-versicolor
+44,6.3249087201472385,2.5011977764632043,4.89455232713954,1.5141448281557313,Iris-versicolor
+45,6.011073182588478,2.9966912535169645,4.334391203069581,1.4816670850726699,Iris-versicolor
+46,5.191043662230666,3.359637065313891,1.8679415198198337,0.2553631853544306,Iris-setosa
+47,4.400000581347396,2.981882383008261,1.369709804323642,0.2,Iris-setosa
+48,6.314832780679545,2.9066016761844162,5.584732585824127,1.7852414344252712,Iris-virginica
+49,7.69999895042711,2.804021281825888,6.7,1.9931537765991365,Iris-virginica
+50,5.104215320021779,3.5009868899606937,1.4065115749266757,0.29226249972642676,Iris-setosa
+51,5.086498016738321,3.494187198336337,1.3878545468696197,0.3014462468633187,Iris-setosa
+52,5.089812108782967,3.648056878805916,1.476781505630016,0.40469642022361046,Iris-setosa
+53,5.812300304493139,2.722373811576584,5.096102726907815,1.9039905104462005,Iris-virginica
+54,5.889800759359529,3.189655874345762,4.796526276563028,1.8071180397695679,Iris-versicolor
+55,5.8097035452355525,2.7087501077658604,5.1071662619199225,1.8916925874592787,Iris-virginica
+56,5.489466137782874,2.3998100153097006,3.7905564693675613,1.0261214711385473,Iris-versicolor
+57,5.443092565723837,2.9748514985052767,4.2451798626356565,1.393066730945646,Iris-versicolor
+58,5.990091557899624,2.200000390246596,4.986949397139696,1.5002275232520657,Iris-virginica
+59,5.101761745819693,3.3039601039330386,1.8463502931022062,0.514762077380699,Iris-setosa
+60,5.010428178882328,3.489276948623437,1.3025914082953969,0.29221708557948234,Iris-setosa
+61,6.520659162695041,3.1696758236157763,4.459125186910888,1.4730741879023979,Iris-versicolor
+62,5.157940635171867,2.4780565980973104,3.1288992960805952,1.0886432076641444,Iris-versicolor
+63,6.388603215184927,3.2200249153373415,4.528249022930816,1.5082747583582354,Iris-versicolor
+64,4.4,3.08699894080812,1.315678262050836,0.2,Iris-setosa
+65,5.324671562027948,3.7515450182379926,1.3360624335539981,0.36393677427418214,Iris-setosa
+66,5.100680867839374,3.313915033152378,1.696035960930857,0.5726742299424866,Iris-setosa
+67,5.555979128769098,2.618674178769523,4.263129612014736,1.2811432308941377,Iris-versicolor
+68,6.539204155563786,3.1586409420445665,4.48624940331405,1.4829267166568547,Iris-versicolor
+69,4.990984504658979,3.202002575083934,1.2141001973913186,0.2,Iris-setosa
+70,5.494063127133452,2.396055562388173,3.8085615206394197,0.9884701616574155,Iris-versicolor
+71,5.094649141651402,3.3034855919074904,1.6994192500630159,0.5379130149698139,Iris-setosa
+72,5.389305658693557,3.8865753358457624,1.3003211034762174,0.42060386619933243,Iris-setosa
+73,6.693042765992499,3.3025547176860193,5.636860901534896,2.5,Iris-virginica
+74,7.7,2.7933406150049893,6.7,2.0143318347154264,Iris-virginica
+75,5.774610056310661,2.697075752718888,5.094626242889116,1.906790137447237,Iris-virginica
+76,6.363509052814209,3.102528094023955,5.482012753716784,1.8019769313359164,Iris-virginica
+77,5.998931903402303,3.398614233379922,4.4963534670132415,1.6002169258685413,Iris-versicolor
+78,5.177955858290793,3.4012199538170313,1.4039426937624349,0.2,Iris-setosa
+79,5.793512002786643,2.71542212798787,5.10692050235132,1.8930159879646387,Iris-virginica
+80,4.400000513850324,2.909201867312241,1.3964174008220591,0.2,Iris-setosa
+81,6.860517147440803,3.2129871587850225,5.732343885067585,2.3055121578250066,Iris-virginica
+82,5.100310657283246,3.725298872248783,1.5564634869150884,0.41010769492343513,Iris-setosa
+83,5.501134132923154,2.402661425423329,3.601237519549262,1.1015668859632572,Iris-versicolor
+84,7.699998833054788,2.794855870012271,6.699998853585644,1.9996915427267503,Iris-virginica
+85,5.626238713659824,2.997827934022374,4.098156721180961,1.3224284103872779,Iris-versicolor
+86,4.772920910857408,3.3887880519912192,1.530323260096026,0.2,Iris-setosa
+87,5.189058128183703,2.6924886812487228,4.020678912159153,1.3980479030046749,Iris-versicolor
+88,5.63513977207496,3.0085075218132564,4.4358199922192325,1.4966134255880583,Iris-versicolor
+89,4.9021913205625465,2.9992544324929353,1.3837954655860747,0.2,Iris-setosa
+90,6.020583005242462,2.7031686674697917,5.118503830076202,1.5886683174719889,Iris-versicolor
+91,5.398141125140259,3.8723771934271465,1.3191195962932902,0.39659902749847653,Iris-setosa
+92,6.042035002439489,2.9791384053356134,4.844262521043557,1.8018287014594079,Iris-virginica
+93,5.09655812196928,3.393422697873444,1.4999536834581202,0.2,Iris-setosa
+94,5.894481546970534,2.9905659580888946,5.113078379330442,1.7842804916735506,Iris-virginica
+95,5.212084011589333,2.706014865131472,3.5153984057698793,1.4025322934960431,Iris-versicolor
+96,6.467450781831285,2.993440679346796,5.507275807681394,1.809066476409494,Iris-virginica
+97,5.140916510327796,3.411680414479781,1.49507629760363,0.2,Iris-setosa
+98,5.476586266429387,3.0002528461310147,4.465063142940878,1.4865643143627834,Iris-versicolor
+99,6.6812456098708894,3.280935269719504,5.645431400514953,2.4999995305451637,Iris-virginica
+100,5.18765621283922,3.4925157701564484,1.5095200454054936,0.2,Iris-setosa
+101,5.957070966893396,2.20000038696244,5.037074837507732,1.5027877086346317,Iris-virginica
+102,5.057604360361408,3.378274966561986,1.4909510549057698,0.2,Iris-setosa
+103,5.701979427529986,2.470546194107714,4.995955254215957,1.9999063358037914,Iris-virginica
+104,6.717561606664088,3.3106706466616873,5.73041430810127,2.5,Iris-virginica
+105,6.681859924810066,3.0882233492605553,4.399407384522167,1.3908335179908977,Iris-versicolor
+106,5.775257740856781,2.7968393695749425,5.09164159525395,2.4014268203715474,Iris-virginica
+107,5.4891026166198005,2.398450219147924,3.6738489354759403,1.0149403014823857,Iris-versicolor
+108,6.351161429796524,2.5542038052951623,5.053010539749373,1.9281768430972202,Iris-virginica
+109,4.807118092316728,3.4145306574523984,1.608356270379079,0.2,Iris-setosa
+110,5.105621878182832,2.5032295461748766,2.9835362751796657,1.0069579135676667,Iris-versicolor
+111,4.705388426126801,3.4194050886309477,1.365012122462653,0.29307607561414484,Iris-setosa
+112,7.699998644481018,2.8075136573723696,6.699998517178718,1.9864643971731393,Iris-virginica
+113,4.886250246705091,2.3830728331602113,3.280231234913524,1.0319689958184555,Iris-versicolor
+114,4.4,2.891096303135356,1.4045199631281076,0.2,Iris-setosa
+115,5.52180329154613,2.6133436196656543,4.390368144135485,1.213630497251476,Iris-versicolor
+116,5.728961226617443,4.4,1.5121235998600926,0.38802072229958084,Iris-setosa
+117,4.4,3.1946637826646374,1.307232551750237,0.2,Iris-setosa
+118,5.452594787064408,2.4071149013079305,3.6510393102859613,1.153784112233341,Iris-versicolor
+119,5.6283221910131305,2.743609323298794,4.216163403104927,1.3087445189429088,Iris-versicolor
diff --git a/iris/tab_ddpm/7_1/24/test.csv b/iris/tab_ddpm/7_1/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/24/train.csv b/iris/tab_ddpm/7_1/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/24/val.csv b/iris/tab_ddpm/7_1/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/25/synth.csv b/iris/tab_ddpm/7_1/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..77b7b1055f9afde01865893bd61e3a361df1dacf
--- /dev/null
+++ b/iris/tab_ddpm/7_1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.239723589394972,3.536790621691348,1.512930942415717,0.2,Iris-setosa
+1,6.322757638985199,2.2741381248661345,4.439621436097987,1.3048378713427298,Iris-versicolor
+2,4.582884098643202,3.600680103703122,1.0,0.2,Iris-setosa
+3,7.7,2.7828145481023197,6.7,2.0236139633631685,Iris-virginica
+4,6.124597116245598,2.9446460210777103,5.0845542121434395,1.7517452270300975,Iris-virginica
+5,6.1981707740034535,2.9754523406258437,4.515321696991366,1.3800117977411375,Iris-versicolor
+6,7.699997479071732,2.8199861931629306,6.699997382918555,1.9948691989179836,Iris-virginica
+7,5.120863038567118,3.400666921358524,1.4670330867283676,0.2,Iris-setosa
+8,5.102116318475871,3.8475387385335855,2.0202783525799046,0.43407978174466616,Iris-setosa
+9,5.997590135713775,2.2000003019601744,4.973792051671383,1.516508174265124,Iris-virginica
+10,5.198681384816402,3.406764259635019,1.4038557006707881,0.2,Iris-setosa
+11,6.288375767682724,2.2972244749498465,4.411596403063626,1.2859309790482838,Iris-versicolor
+12,6.718911024480031,3.1065054741182245,4.432828811332438,1.402163511906688,Iris-versicolor
+13,7.7,2.78293791139837,6.7,2.0335763787424352,Iris-virginica
+14,6.3001857951187805,3.3935161081934093,5.6068678846593345,2.403515848567037,Iris-virginica
+15,6.693160425202452,2.9963563958394115,4.981544520723685,1.7006765081661337,Iris-versicolor
+16,6.8541889295960505,3.206585696639158,5.682994666971849,2.290436246125418,Iris-virginica
+17,6.800587889439796,3.290175292279237,5.8175274107679735,2.5,Iris-virginica
+18,6.316187358176057,2.5056191628896176,4.885048824934936,1.4893461756271837,Iris-versicolor
+19,6.858536433066285,3.084412911026032,5.603621935416808,2.1756369903144237,Iris-virginica
+20,6.416713993906824,3.079925862896294,5.506197232500801,1.8134828479771847,Iris-virginica
+21,6.71744743356502,3.300187050568559,5.697717607386008,2.1008716486780212,Iris-virginica
+22,5.559743904577132,2.987527404004311,4.057443519997661,1.2903656595270245,Iris-versicolor
+23,5.885494874275837,2.9536045819035506,5.131879787906975,1.830558007349946,Iris-virginica
+24,4.569460533475583,3.375539844789826,1.4007142050029733,0.3018679675450708,Iris-setosa
+25,7.7,2.8294551641619408,6.7,2.0171574042157503,Iris-virginica
+26,5.381293907109116,2.989643971527794,4.494296940974753,1.4941919269897166,Iris-versicolor
+27,5.485228155088115,2.4022774712836155,3.835621236109149,1.014190048140659,Iris-versicolor
+28,5.459446500961379,4.169656790514475,1.400645162628454,0.2,Iris-setosa
+29,7.69999905510501,2.813669984506968,6.699998687388853,2.002928692989842,Iris-virginica
+30,7.30810505138434,2.8913235642877955,6.27284793692795,1.8053598750832678,Iris-virginica
+31,7.699998717233906,2.803252919112276,6.6999985414286005,1.9996024862869088,Iris-virginica
+32,5.06812380048921,3.515699378372234,1.3695779460400883,0.3039150818536547,Iris-setosa
+33,5.114702962201356,3.400447330674377,1.5074233575209035,0.2,Iris-setosa
+34,6.291521588601596,2.3015376369936567,4.433139240397834,1.3142231898038201,Iris-versicolor
+35,6.821680723343311,3.007718721929653,5.513232417792385,2.1153955250014485,Iris-virginica
+36,5.362104084111478,3.9059220007909707,1.3016195958451307,0.3870090448344905,Iris-setosa
+37,5.119982690881228,3.305084459626849,1.805215450446684,0.5175511719299598,Iris-setosa
+38,6.322659032893907,2.2984908147940977,4.391283626051646,1.2971667178604913,Iris-versicolor
+39,5.798131602444354,2.719345514480362,5.090742418222753,1.890046021387528,Iris-virginica
+40,7.699998835604786,2.785302905936433,6.7,2.0336960227789755,Iris-virginica
+41,6.44960225381054,3.1726165102284685,4.479599416757035,1.48891955772936,Iris-versicolor
+42,5.138823978647897,3.4544265214800385,1.4980815414244921,0.2,Iris-setosa
+43,6.299402343892338,2.506173361536932,4.908626168820661,1.512379229124015,Iris-versicolor
+44,5.2884036721911665,3.6459287621616867,1.5065834738547983,0.2,Iris-setosa
+45,7.6999986637490565,2.821708853431799,6.699998531635327,2.025971793228925,Iris-virginica
+46,5.070824814323023,3.801441819608302,1.6266657022377349,0.2,Iris-setosa
+47,4.824841029421094,3.380634600612758,1.5785202839497643,0.2,Iris-setosa
+48,5.208250367734476,2.7306922294558635,4.02680286034063,1.4110424814559102,Iris-versicolor
+49,5.349161755242131,3.5036078781039532,1.6270691311301828,0.2,Iris-setosa
+50,5.08936781180156,3.6053724110456096,1.6928289025400654,0.38044821771735327,Iris-setosa
+51,6.295983717684327,2.7925402972759423,5.0927003898163345,1.5219868091553332,Iris-virginica
+52,4.867776190578668,3.0839947634102693,1.4919667187756676,0.10000013440677223,Iris-setosa
+53,6.676442748234895,3.2805717202136337,5.679094507898556,2.0803936631487985,Iris-virginica
+54,5.011164144050418,3.3001978918723203,1.402805190186198,0.2,Iris-setosa
+55,6.830598473466357,3.0011212386033495,5.523506267968338,2.1004982619873975,Iris-virginica
+56,7.7,2.772662578381711,6.7,1.9981855164158326,Iris-virginica
+57,5.515429201119682,4.223105369424112,1.3739895535672966,0.2,Iris-setosa
+58,6.497054958365251,3.1641307926846607,4.482706737976484,1.4832435580720436,Iris-versicolor
+59,5.50276202956062,4.190846484357599,1.388226842097076,0.2,Iris-setosa
+60,5.093610108344028,3.503062245920821,1.385598977601508,0.302183567085378,Iris-setosa
+61,6.299768267218994,3.400291662994963,5.593453879413286,2.3943979001056275,Iris-virginica
+62,5.374193146609306,3.8957958928933865,1.2828882385048055,0.39355605781753356,Iris-setosa
+63,6.695666041965976,2.994652339230018,4.990053833587342,1.7042627848894631,Iris-versicolor
+64,6.290135592554901,2.793839772528777,5.084075646133583,1.4988180062132828,Iris-virginica
+65,6.7107400655147105,3.312054870005706,5.717723962148351,2.4999993417290054,Iris-virginica
+66,6.391646161508416,3.1017013758188363,5.494861243785638,1.8002492379083759,Iris-virginica
+67,4.624818952258184,3.5923866089646554,1.0,0.2,Iris-setosa
+68,6.764189855173249,3.2869263899020718,5.676298434038045,2.4999995378843813,Iris-virginica
+69,6.295056006342695,2.504394610728302,4.99829162061344,1.8918381946726206,Iris-virginica
+70,5.198816162898597,3.7238912626733773,1.5424353866320495,0.2,Iris-setosa
+71,6.710187028394244,3.0984974066304742,4.399581022963969,1.4061465663367365,Iris-versicolor
+72,5.114319100685247,3.306056000725658,1.8717959551012877,0.556263687564307,Iris-setosa
+73,5.381881541648632,3.884558912899971,1.6976688661548869,0.3923072525483404,Iris-setosa
+74,4.888091718477294,3.086818412546949,1.496154452550417,0.10000014562559652,Iris-setosa
+75,6.284535574532042,2.4835100621585724,4.9015818448412,1.4928313239234443,Iris-versicolor
+76,5.205642699422324,3.4060458578723383,1.3932996104205788,0.2,Iris-setosa
+77,6.403020287249281,3.092371518598736,5.517384758355207,1.7752808305295522,Iris-virginica
+78,5.849269491760652,2.8980622540505476,5.119463167031066,1.8375829628175042,Iris-virginica
+79,6.484785508046067,3.1718473620746304,4.501617527843593,1.4824080546908167,Iris-versicolor
+80,6.282491301122183,2.5061711788047263,4.905145404090341,1.498489583947091,Iris-versicolor
+81,6.709621119966069,3.2864227404309627,5.723339050531368,2.5,Iris-virginica
+82,6.307627954216604,2.5158303826386836,4.9926725009712065,1.902601353941268,Iris-virginica
+83,4.904292760334839,2.3876439241816465,3.0918527208176236,0.9916438943817119,Iris-versicolor
+84,6.103476032635561,2.60101562382742,5.6678323934396095,1.3882410851260403,Iris-virginica
+85,6.558632417774401,2.98708460654474,4.365772825736422,1.3934332721812384,Iris-versicolor
+86,5.9947615360332955,3.3794849823565314,4.5154442925463725,1.6131040568138144,Iris-versicolor
+87,5.008615430396202,3.300561864390982,1.4085121721019616,0.2,Iris-setosa
+88,7.699998957308961,2.8136232192888286,6.699998968026583,2.0535637959000432,Iris-virginica
+89,6.966069844367757,3.0044835781202974,5.598451911706367,2.0913482473589515,Iris-virginica
+90,5.986725963693283,3.363318244748939,4.578050817773139,1.618438773907811,Iris-versicolor
+91,5.09075830717562,3.704812034782797,1.5413913315206054,0.5301991149873405,Iris-setosa
+92,7.7,2.795265751582972,6.7,2.0071102067184894,Iris-virginica
+93,5.41303345522607,3.893681224077955,1.3119141582860465,0.38264920217782283,Iris-setosa
+94,6.309377968784777,3.4077343949100705,5.608033308239985,2.3978317085717964,Iris-virginica
+95,5.5070263056701805,4.215692060450863,1.382512961724596,0.2,Iris-setosa
+96,5.11562313604478,3.756394517259402,2.079441023361594,0.38501550604503776,Iris-setosa
+97,4.771299222330396,3.0744800117923243,1.3885364807054459,0.2,Iris-setosa
+98,5.940307703808747,2.993336499270106,4.940840209102763,1.8118019873622107,Iris-virginica
+99,5.226848259154766,3.511409519613011,1.5064687775121786,0.2,Iris-setosa
+100,6.79362670552156,3.004576509982695,5.491026860413956,2.077804244775869,Iris-virginica
+101,5.4608270857515855,3.0043682664253613,4.503882966607026,1.5065346935302,Iris-versicolor
+102,5.492021589268763,2.4043833948511013,3.7270610914527316,1.0659764339694404,Iris-versicolor
+103,6.003067418905066,2.72857744219945,5.099003275812885,1.6007439413995839,Iris-versicolor
+104,5.317670317739854,3.8347831249859405,1.6536981892995728,0.3642383260999781,Iris-setosa
+105,5.954094182585539,2.20000031228587,4.972678726270329,1.4951421221701284,Iris-virginica
+106,5.097336046502593,3.801855564798875,1.7465018821011657,0.3742675490895622,Iris-setosa
+107,4.9930081736372305,3.2803839731446325,1.398444011821647,0.2,Iris-setosa
+108,4.915009088858444,3.0201396661320206,1.3969097266144561,0.2,Iris-setosa
+109,5.459879536037494,4.161597552789724,1.4034392124073485,0.2,Iris-setosa
+110,5.196643345745715,3.4117220924929175,1.4017290771797286,0.2,Iris-setosa
+111,5.297768871037223,3.586016603402057,1.5045328452549491,0.2,Iris-setosa
+112,5.657949464978516,3.0083839392204976,4.523858067521545,1.5044672242620771,Iris-versicolor
+113,5.723089511385726,2.5509425104957537,5.0351991393842495,1.9747953398579292,Iris-virginica
+114,6.281186934220832,2.8809922735639746,5.617825462608228,1.8043410850484276,Iris-virginica
+115,6.72139857935275,2.9874280631099777,5.00798307270235,1.7260605051736775,Iris-versicolor
+116,5.22472982707553,2.7069846813391294,3.920987847323551,1.4032169024448504,Iris-versicolor
+117,5.250663455975095,2.755515637259264,4.069704024848097,1.4095725601663551,Iris-versicolor
+118,5.485258535923756,2.9969714984516416,4.495046106715828,1.5010723827705914,Iris-versicolor
+119,5.880573110665902,2.9757626042559475,5.081247721837817,1.8227696602141148,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/25/test.csv b/iris/tab_ddpm/7_1/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/25/train.csv b/iris/tab_ddpm/7_1/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/25/val.csv b/iris/tab_ddpm/7_1/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/26/synth.csv b/iris/tab_ddpm/7_1/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..584b4d53715f44c5d241affba8cc09f4c823c2f6
--- /dev/null
+++ b/iris/tab_ddpm/7_1/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.435896936360645,2.4153316161473635,3.4861617076260067,1.074386548296557,Iris-versicolor
+1,6.680334545325382,3.304624758406133,5.722727472626796,2.0937450512012488,Iris-virginica
+2,5.417686039430719,2.995489157241621,4.505009670887017,1.4969229215630186,Iris-versicolor
+3,4.4,2.897067410759339,1.400173271172819,0.2,Iris-setosa
+4,6.362988192872149,3.378599530637163,5.606701682749844,2.3956847598355053,Iris-virginica
+5,7.699998713089487,2.812590058331314,6.699998740198811,1.984762966846878,Iris-virginica
+6,6.619522088975939,3.294662490911547,5.64565321279788,2.3491127722880916,Iris-virginica
+7,4.400000527064224,3.1855375363539835,1.3158764871781297,0.2,Iris-setosa
+8,5.989105383077939,2.200000339254439,5.031262743962288,1.4919138467076456,Iris-virginica
+9,5.10314259374217,3.6941001718579716,1.517436736928254,0.39085389272465665,Iris-setosa
+10,4.400000464427851,2.9914882390981674,1.358386200367507,0.2,Iris-setosa
+11,6.290562823843777,2.301703222459291,4.402788836510139,1.3103083996448779,Iris-versicolor
+12,5.098248214317,3.3188802656206216,1.6760009059678476,0.4016469019497301,Iris-setosa
+13,5.004066884960044,2.451461283169508,3.194068566937898,1.0693166240882368,Iris-versicolor
+14,5.18517657311718,3.4891688188613865,1.4970463205917284,0.2,Iris-setosa
+15,5.521626942417347,4.184862368153632,1.393581477464069,0.2,Iris-setosa
+16,5.078399595910847,3.496976867916417,1.383096631326614,0.29689528282237304,Iris-setosa
+17,4.59528847644853,3.385452113290391,1.4007618881788113,0.3120764196847669,Iris-setosa
+18,5.229364138304825,2.78145989603369,4.0175238799716695,1.4345879651127027,Iris-versicolor
+19,4.614640457777498,3.1978733600375686,1.4056114973468148,0.2,Iris-setosa
+20,6.005609377581081,2.993010239192642,4.6995291339393575,1.8067609356057481,Iris-virginica
+21,5.091710265296712,3.789922811458382,1.6286118345070684,0.2,Iris-setosa
+22,5.027444442227555,3.4847855398908596,1.295853525851056,0.28903902613694443,Iris-setosa
+23,6.413305612844177,3.09305862217952,5.492119599778975,1.8024167771969914,Iris-virginica
+24,6.6190816177267475,3.0243378682319815,4.408111191586868,1.391102273929935,Iris-versicolor
+25,6.872657345552015,3.209890644151047,5.69918504841912,2.307171066104518,Iris-virginica
+26,5.802779598634697,2.358528081998545,4.0661922028430135,1.2566187730357758,Iris-versicolor
+27,4.578024150111422,3.198503393724469,1.4037287386396657,0.2,Iris-setosa
+28,5.411136778683351,3.875665423421891,1.2948026251926317,0.38974620594658727,Iris-setosa
+29,4.608666209874257,3.6001870683204236,1.0,0.2,Iris-setosa
+30,6.064959292073838,2.7120376531573007,5.081430498225148,1.578002249507529,Iris-versicolor
+31,6.2968079493324005,2.7362916938314235,5.207420796852029,1.5018574113871905,Iris-virginica
+32,5.711939276577938,4.4,1.503854171906535,0.5991536849234516,Iris-setosa
+33,5.036936423777881,3.2734870524601933,1.2864119386549628,0.2,Iris-setosa
+34,6.4794961926017836,2.9301229011028966,4.354541956289134,1.3320225491908826,Iris-versicolor
+35,6.09083431303903,2.5984897240131004,5.590493340634705,1.4040567583293637,Iris-virginica
+36,4.844413576717969,3.2211543822838027,1.3652411171305052,0.2,Iris-setosa
+37,5.814484111272628,2.8252848143938616,5.107983985565199,2.4110214762749607,Iris-virginica
+38,5.399590857793391,3.8789105006228723,1.2879928419551279,0.383978625769811,Iris-setosa
+39,6.406290600003052,3.137516604294391,5.495365311439095,1.8251134004765324,Iris-virginica
+40,6.751965986175696,3.27261738849491,5.6874454986009315,2.1802937321368594,Iris-virginica
+41,5.975042479112069,2.2,4.9934290559609495,1.4804498704295417,Iris-virginica
+42,4.618908160868895,3.404211496202324,1.387796007229765,0.30535327324640515,Iris-setosa
+43,6.285800859846493,2.7664720046335516,5.070850306908041,1.4664599118107202,Iris-virginica
+44,6.294452007497775,2.795710959710058,5.0937045866977275,1.4932754627722127,Iris-virginica
+45,5.093174651521634,3.7720710571969605,1.5805535989957562,0.2,Iris-setosa
+46,7.699999011461107,2.786468441756417,6.699999006478613,1.9710618629079246,Iris-virginica
+47,4.999072883782046,3.2004062788110135,1.2038307605157723,0.2,Iris-setosa
+48,5.9963075780281025,3.4043911046727655,4.526372324302066,1.6105004508425689,Iris-versicolor
+49,5.872502406289711,3.00271304454789,5.1498870115287545,1.8033081811509892,Iris-virginica
+50,6.773574388284492,3.3126068545492924,5.738242830902938,2.5,Iris-virginica
+51,4.9238122856389,2.4157013286145426,3.240192730191205,1.002980592181674,Iris-versicolor
+52,6.298011864194571,2.490702249166567,4.861125241350717,1.49414703905219,Iris-versicolor
+53,6.595774290644616,2.9911549875027164,4.388942260322586,1.3729869790515723,Iris-versicolor
+54,4.859905082487746,2.3856665998137854,3.285977847688937,1.0367478542410788,Iris-versicolor
+55,5.028626536629434,3.7215822576505384,1.5850159651548448,0.2,Iris-setosa
+56,4.4,2.8857637610221625,1.4009324636879545,0.2,Iris-setosa
+57,5.529789941481717,2.6323394071461905,4.304331593061121,1.262517964106847,Iris-versicolor
+58,6.952600442124649,2.9994748657259374,5.6728673051563145,2.1428917885998358,Iris-virginica
+59,5.507837912582705,2.385414292554707,3.6281952558473596,1.0038906743220337,Iris-versicolor
+60,4.881971019842111,3.1183383003018914,1.4938888261271048,0.1,Iris-setosa
+61,6.13106122999916,2.90843979452925,4.840088807604172,1.7895316546117899,Iris-virginica
+62,6.460381860826393,3.168203338853097,4.512509542858791,1.4988115221880771,Iris-versicolor
+63,7.266664954218697,2.9126443667636295,6.231939332290962,1.815670711129038,Iris-virginica
+64,4.874682837114761,2.398456680796033,3.2171011768113225,0.9142955082702666,Iris-versicolor
+65,6.38364387924684,2.7288705688268258,5.297228892186728,1.8912546245099988,Iris-virginica
+66,6.360615276073538,3.0949610515324246,5.474518292607706,1.8121878032339593,Iris-virginica
+67,4.494686398459494,2.303295703171006,1.310105895598736,0.30946815890765617,Iris-setosa
+68,4.799426191674237,2.389316401088974,3.3778611315804836,0.9863226515039631,Iris-versicolor
+69,6.412960191389725,3.0267721886100207,5.484501103708024,1.801182067985637,Iris-virginica
+70,7.026491700393582,3.00190775409153,5.786837342719539,2.0783784504799354,Iris-virginica
+71,5.096147014916291,3.292356634611785,1.686137908028543,0.6044102121867241,Iris-setosa
+72,6.696129593130696,3.000466980709385,5.0106050380791265,1.7316051183007803,Iris-versicolor
+73,5.999552456262984,3.4104380578763065,4.506811045464536,1.6009404918830048,Iris-versicolor
+74,4.602421752900455,3.5973482953590312,1.0000005411524968,0.2,Iris-setosa
+75,4.9994823447502235,3.1999798051234976,1.2061908733134172,0.2,Iris-setosa
+76,5.094477828410517,3.4105041562947447,1.5087749941148185,0.2,Iris-setosa
+77,5.985679288589873,2.9853889042660384,4.323002975400758,1.4713672345067008,Iris-versicolor
+78,4.584015015274092,3.186691754517653,1.403220275888755,0.2,Iris-setosa
+79,4.8883243905429135,3.1142234875728723,1.5035502336189903,0.10000011285951953,Iris-setosa
+80,7.7,2.810809519815631,6.7,2.0450352800324296,Iris-virginica
+81,5.0059701918967585,3.5982464363215345,1.4029153936716008,0.2,Iris-setosa
+82,4.902381916137133,3.1004811028601544,1.4934882893793062,0.10000016007607881,Iris-setosa
+83,5.101517096584638,3.7090398775730273,1.5191558201424589,0.4451474584615633,Iris-setosa
+84,5.524829622283461,4.19017182308355,1.400632968717174,0.2,Iris-setosa
+85,6.097447816477424,2.604455716560058,5.570473573747518,1.4249305944222537,Iris-virginica
+86,6.320705599434304,2.7964811655160577,5.096600107637145,1.4996105159395932,Iris-virginica
+87,6.294575896844177,2.298553665294023,4.424082336686822,1.3020836204375636,Iris-versicolor
+88,5.111573183289842,3.781544160776745,1.686105534490954,0.42655976732482426,Iris-setosa
+89,5.770106919060587,2.7068067644475278,5.091000658071214,1.8975183092011496,Iris-virginica
+90,5.67201814604146,2.5103092893675423,5.010385359624092,1.9981859037091876,Iris-virginica
+91,4.90584215514815,3.0857466855614355,1.495986877939837,0.1,Iris-setosa
+92,7.7,2.7419985394400546,6.7,2.0085104121830732,Iris-virginica
+93,5.020147690664252,2.4631042160787486,3.005255174526713,1.0790660587334615,Iris-versicolor
+94,6.661899283438857,3.23906568016645,5.670939167307918,2.044542229342888,Iris-virginica
+95,5.774875056905932,2.783849082771753,5.100856062513188,2.4022907174093895,Iris-virginica
+96,6.308363433193294,2.7996071935539173,5.111188643224403,1.5077271839521253,Iris-virginica
+97,5.621964106853443,3.001990493625614,4.148743829892909,1.3151291246588612,Iris-versicolor
+98,5.189258562680976,2.6520791416806038,3.953110795594962,1.3712407503165385,Iris-versicolor
+99,6.27390839921724,2.859931973779406,5.6238967203919,1.8138481067301164,Iris-virginica
+100,6.289738887314845,2.8064894928084603,5.086766892050487,1.5058863771519324,Iris-virginica
+101,4.4,2.9044724099016817,1.3970700192166954,0.2,Iris-setosa
+102,6.257414185453733,2.864810665368612,5.655783486684853,1.7980137363457476,Iris-virginica
+103,5.758695058375437,2.5013912552088766,4.999616510500451,1.9991454092636722,Iris-virginica
+104,6.005154780839752,2.6967361657123794,5.101731022930478,1.583823870334054,Iris-versicolor
+105,6.076579439486439,2.615172769568038,5.587012747102323,1.4047885449113688,Iris-virginica
+106,6.030685670046131,2.69823446512817,5.108775057322219,1.5797729636302345,Iris-versicolor
+107,4.9004343456714965,3.0896664197790544,1.499722072632744,0.1,Iris-setosa
+108,5.8952055203320795,3.0050756966303016,5.080819521862228,1.7826692050373072,Iris-virginica
+109,5.363198583992419,3.4266359371381907,1.6724005028141244,0.2,Iris-setosa
+110,5.035020617232969,3.3852425983367906,1.5320975318981402,0.2,Iris-setosa
+111,6.438151290056915,3.1927705486566555,4.489103453201648,1.4892438646660755,Iris-versicolor
+112,6.278556442741028,2.304166901493968,4.412476321573242,1.2935436838962273,Iris-versicolor
+113,5.999439389401005,3.3935991654084314,4.481200671681002,1.5951827256447175,Iris-versicolor
+114,6.326361250841826,2.9051551571773366,5.615011826372825,1.8129627552221623,Iris-virginica
+115,4.9995911893422,3.196986634287892,1.201878836167833,0.2,Iris-setosa
+116,6.270336854782998,2.6989168629971534,5.2530733235169444,1.8876423584464825,Iris-virginica
+117,5.095814154944128,2.494284001497161,2.9970336607501817,1.072374682460452,Iris-versicolor
+118,5.044644886935621,2.481845711839857,2.873854713752242,1.024022725079995,Iris-versicolor
+119,4.7814174364853255,3.392481417709038,1.6025553195666973,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/26/test.csv b/iris/tab_ddpm/7_1/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/26/train.csv b/iris/tab_ddpm/7_1/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/26/val.csv b/iris/tab_ddpm/7_1/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/27/synth.csv b/iris/tab_ddpm/7_1/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6f54e652bf439f59b709a4f001711754072daedf
--- /dev/null
+++ b/iris/tab_ddpm/7_1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.6430753263118145,3.2894352165295557,5.716121002494692,2.0749481969807526,Iris-virginica
+1,4.874914119125585,2.993984010253295,1.4014902135840068,0.2,Iris-setosa
+2,5.159261504201377,3.456875261919499,1.4995813909989808,0.2,Iris-setosa
+3,5.68603578558209,3.0045750162022937,4.119276647970812,1.3524747129616705,Iris-versicolor
+4,4.91322409905206,3.0943625697713943,1.4956314949937723,0.1,Iris-setosa
+5,7.077042304944579,3.002243648154983,5.857661849745066,2.1046608687020365,Iris-virginica
+6,4.60520669837814,3.173144075505173,1.392942397765193,0.2,Iris-setosa
+7,6.289625803175439,2.2985878470764143,4.445804100111911,1.3101518617704409,Iris-versicolor
+8,5.0606407276051115,3.5180028209375904,1.4040676930750444,0.29810677393898477,Iris-setosa
+9,4.886142474410066,3.096142391186032,1.4995578682995239,0.10000010844037971,Iris-setosa
+10,4.797949080285996,3.399211203772931,1.5941242243190343,0.2,Iris-setosa
+11,4.5992934860731784,3.6168876103043264,1.000000393500123,0.2,Iris-setosa
+12,5.491130374634447,2.9991758684341123,4.508212876283066,1.492421721242349,Iris-versicolor
+13,4.602931659564722,3.1979182415402603,1.4007486579977466,0.2,Iris-setosa
+14,6.344967489665321,2.3238186322394814,4.416836715219218,1.321248344887083,Iris-versicolor
+15,6.3018991720518205,2.902137236449035,5.678375718245863,1.8184408035529807,Iris-virginica
+16,6.297302373859887,2.5527225231674944,4.948511079678886,1.882193158446984,Iris-virginica
+17,6.0137170084230815,3.4070594852946696,4.492890920475796,1.62154350286312,Iris-versicolor
+18,4.4,3.1805354676833564,1.3163227712271341,0.2,Iris-setosa
+19,5.088045328515236,3.3011800202696064,1.6873541608642022,0.41433466073724834,Iris-setosa
+20,5.092357133605331,3.8077828420786455,1.6724695368113933,0.2602568634014448,Iris-setosa
+21,6.394340971348817,2.6626811432730433,5.259448513594658,1.905211605888781,Iris-virginica
+22,5.241294180098331,3.524968702630395,1.515032102019837,0.2,Iris-setosa
+23,5.894301543608425,3.199131682737306,4.779326996485395,1.7779484517801747,Iris-versicolor
+24,5.90332161587191,3.2120174138360897,4.7697977993915766,1.804170587330569,Iris-versicolor
+25,6.014302599443784,2.200000295734301,4.992679652583914,1.4865659723222655,Iris-virginica
+26,5.913104477778309,3.000406652915127,4.193315914175099,1.4935941870318252,Iris-versicolor
+27,4.8506120108436805,2.400019672157834,3.1733927478133745,0.9905438751481825,Iris-versicolor
+28,5.618760123949084,3.0013799938456445,4.122357108524674,1.2908224988375254,Iris-versicolor
+29,6.742882471214289,3.2944790565328717,5.732933132444753,2.5,Iris-virginica
+30,6.669130446910375,3.3212893349083727,5.6288597617015546,2.5,Iris-virginica
+31,6.414063908764842,2.700702542083683,5.291918183848658,1.916298458100006,Iris-virginica
+32,5.597465633681848,2.9925075783127317,4.076790955115951,1.3079404522611153,Iris-versicolor
+33,4.597026909274267,3.4024453353728066,1.3993252434065762,0.3078106322341431,Iris-setosa
+34,5.096845469135733,3.813540752855264,1.6054001834916458,0.2,Iris-setosa
+35,5.413236255327721,3.9195266073412864,1.2960008750219236,0.3903421426152504,Iris-setosa
+36,5.397757093430708,2.9902064612560375,4.493543006775176,1.5008392411187854,Iris-versicolor
+37,5.507767722301562,2.591592260962019,4.41720958922357,1.1176788647901925,Iris-versicolor
+38,6.335949981200584,3.4148361027635983,5.611327290285927,2.393282297254791,Iris-virginica
+39,6.679976764744229,3.001043160665789,4.976008976557432,1.706114714907529,Iris-versicolor
+40,5.0965291100014065,3.412541779353818,1.5110495265235384,0.2,Iris-setosa
+41,5.905612536876058,3.2099814544595593,4.791512071703846,1.7884490425435655,Iris-versicolor
+42,4.990605226809747,3.5140967436656587,1.3145168648003667,0.298655844637471,Iris-setosa
+43,6.285928806445643,2.7161200934866003,4.9080116824369195,1.8009355868347998,Iris-virginica
+44,4.567417785413505,3.2759713884399946,1.3633044443186635,0.2,Iris-setosa
+45,5.994000433214327,3.4030576679365176,4.463792010950526,1.5862355899992864,Iris-versicolor
+46,7.699998659451139,2.8069134220882663,6.699998495598892,2.0188527663388567,Iris-virginica
+47,5.993452017211164,2.7056987518561355,5.107759155369203,1.603991499143628,Iris-versicolor
+48,5.102828284307686,3.664468745483462,1.4799963190176495,0.43590550976732967,Iris-setosa
+49,7.699998884418992,2.789888415770333,6.69999879660951,1.999765629597705,Iris-virginica
+50,5.0136625125707805,3.599321113152601,1.3983209760071675,0.2,Iris-setosa
+51,7.079708447604354,3.0027719393865224,5.832755860379887,2.1050077900451263,Iris-virginica
+52,4.919731780828146,2.4121087805619723,3.075386839156746,0.9801254409609634,Iris-versicolor
+53,6.102120698062228,2.6118514746938852,5.616188643693845,1.420509005874537,Iris-virginica
+54,4.605293236912527,3.38774917238642,1.3956166219277997,0.30455490025091414,Iris-setosa
+55,7.699998185054449,2.8257345437148,6.699998420555523,2.0282993880467406,Iris-virginica
+56,4.999223485007544,3.191953249554741,1.2257025613421186,0.2,Iris-setosa
+57,5.080824374127065,3.3160027258941764,1.3002699789968735,0.2,Iris-setosa
+58,4.593106724845645,3.6199573664869362,1.0,0.2,Iris-setosa
+59,6.406957577134055,3.1028128899155405,5.4880844272537725,1.8100022564749014,Iris-virginica
+60,6.461493975373987,3.04095548577266,5.496439901171565,1.8046001368045022,Iris-virginica
+61,6.685727627712483,3.278403270171943,5.698117218985958,2.4999994831296686,Iris-virginica
+62,6.677677846509704,3.097565033667339,4.384913037917774,1.403071793493784,Iris-versicolor
+63,5.617026770941969,4.4,1.4993546684973564,0.3751014309853101,Iris-setosa
+64,5.420111745043129,3.3872445946497654,1.875866271308624,0.2,Iris-setosa
+65,5.759120787635955,2.634018593377828,5.072189027985563,1.9474843408206441,Iris-virginica
+66,6.383822828756741,2.664627657476768,5.210738750637735,1.904061238493816,Iris-virginica
+67,7.2865358989916365,2.8969543040915364,6.2989418068643985,1.7891503449038795,Iris-virginica
+68,4.9966674578355,3.2092438315819947,1.2010449624067416,0.2,Iris-setosa
+69,5.113535818741943,3.5845879821300626,1.429875876260483,0.3402428419088198,Iris-setosa
+70,6.693016101419802,3.007754176591274,5.006545320133028,1.695488211512939,Iris-versicolor
+71,5.102053772076946,3.7922116246768263,1.6397561792677977,0.3814041574184849,Iris-setosa
+72,5.1771039533117555,2.6727875795048677,3.7546302426045486,1.3914327551169432,Iris-versicolor
+73,6.677962791648115,3.3122111767079967,5.684763319884256,2.5,Iris-virginica
+74,5.804747046547168,2.6921832973869866,5.145653804477288,1.9003212607075166,Iris-virginica
+75,6.29854369439355,3.4143373484760096,5.611951332110478,2.37715312556918,Iris-virginica
+76,6.322069436644867,2.915106330839449,5.612423482514604,1.7922190786094077,Iris-virginica
+77,5.387707206914517,3.896513278556103,1.9428521423526937,0.41991784208391975,Iris-setosa
+78,6.407113166251127,2.8734369718280934,5.464969338822583,1.8145503253719786,Iris-virginica
+79,4.400000670394553,2.8936106931923886,1.4050597082796559,0.2,Iris-setosa
+80,5.166301892332504,3.33753009341039,1.8435484030791829,0.39912383577703486,Iris-setosa
+81,6.02435609142298,3.003037590534067,4.559800269447755,1.3741302950816399,Iris-versicolor
+82,5.512707066712455,2.5950957584193715,4.359328699870251,1.2153285666413287,Iris-versicolor
+83,5.6571132785641005,4.399999109368937,1.496745370369568,0.39388369289507213,Iris-setosa
+84,5.5035820937896895,4.200641819313006,1.3896092160471842,0.2,Iris-setosa
+85,6.059796860590301,3.0003448182940593,4.517581237512154,1.3896459068416809,Iris-versicolor
+86,6.263125616113736,2.9157398356643527,5.611705871343471,1.786400702089289,Iris-virginica
+87,4.907799582633443,3.0160603146360963,1.3833417991270625,0.2,Iris-setosa
+88,4.400000480806805,2.929948230161097,1.3885104770046648,0.2,Iris-setosa
+89,6.30865460909856,2.3038921721118095,4.407700581025637,1.311867245484277,Iris-versicolor
+90,6.918396127817939,3.1968156386641873,5.692517290459435,2.2893595602484593,Iris-virginica
+91,7.7,2.80546164543622,6.7,1.9620961057865611,Iris-virginica
+92,6.275298724113516,2.8025510071367368,5.028792825893012,1.584775261029071,Iris-versicolor
+93,5.891032197923851,3.003715429826685,5.091185039741516,1.7978506313330525,Iris-virginica
+94,4.60137560206299,3.5718609021217436,1.0000007399995265,0.2,Iris-setosa
+95,4.506294106651966,2.3019959959624976,1.3074977922096647,0.3051971353200775,Iris-setosa
+96,6.296299628885362,2.301053631455656,4.3909720457514325,1.3019160990561398,Iris-versicolor
+97,6.297848307390205,2.8454604574905704,5.478628315811665,1.7378953486892161,Iris-virginica
+98,4.4,2.874628525662367,1.3942157750403672,0.2,Iris-setosa
+99,5.37907325024156,3.463114273289403,1.6651106304911556,0.2,Iris-setosa
+100,7.7,2.7927725236891145,6.7,1.9914134251760949,Iris-virginica
+101,6.045814521647971,2.9949849030179685,4.412073952373461,1.3898809684369624,Iris-versicolor
+102,6.423878553581792,2.9181286753719227,4.300094451902805,1.322454968901842,Iris-versicolor
+103,5.008266211267497,3.593984147015623,1.3943841724614132,0.2,Iris-setosa
+104,6.315288017035979,2.4857904214008824,5.007768456860452,1.894900317645366,Iris-virginica
+105,5.752548240058959,2.59298411860806,5.034156221706269,2.1772143336866208,Iris-virginica
+106,5.0984566244591365,3.8192132260757625,2.044770524625108,0.4259384450328439,Iris-setosa
+107,5.150570231157172,3.444390391309322,1.3878696862163853,0.2,Iris-setosa
+108,6.314258649855214,2.5096254911926046,4.904278155695007,1.4985263041540982,Iris-versicolor
+109,5.099818252109881,3.2986139054798334,1.8698570296076278,0.5015377648805744,Iris-setosa
+110,6.371404705994086,2.736582111399878,5.395448140664757,1.8828006522304082,Iris-virginica
+111,5.4241743223300345,3.9687868412246714,1.3013039794251262,0.39222204984099074,Iris-setosa
+112,6.451843416408069,3.043107821953569,5.5075999499277355,1.7915538175512227,Iris-virginica
+113,5.694983802469689,4.4,1.5013331841994524,0.39269079724673595,Iris-setosa
+114,4.603902207863603,3.1916214267517318,1.403356713892967,0.2,Iris-setosa
+115,4.981700014825743,2.440770904275209,3.1740859083290145,1.065119302439741,Iris-versicolor
+116,6.289663987948453,2.3004088415728456,4.414062808740261,1.2945453127442446,Iris-versicolor
+117,5.417363689061308,3.4035306625168538,1.7877775729257475,0.2,Iris-setosa
+118,6.314681665896982,2.505748622077946,4.9015054745488955,1.5097671398168862,Iris-versicolor
+119,5.003083054903278,3.496964559468722,1.3319145450600192,0.3182900996999862,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/27/test.csv b/iris/tab_ddpm/7_1/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/27/train.csv b/iris/tab_ddpm/7_1/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/27/val.csv b/iris/tab_ddpm/7_1/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/28/synth.csv b/iris/tab_ddpm/7_1/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..836b4fbca0c1981cecc127e6eaadeb7dcb1eea08
--- /dev/null
+++ b/iris/tab_ddpm/7_1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.43211423445826,3.9501575257028883,1.3207564604712472,0.37953971615414217,Iris-setosa
+1,6.168161336677887,3.0030425476555136,4.577692819751245,1.4095840276152736,Iris-versicolor
+2,5.954832258093701,3.0040626432016864,4.935397479496366,1.7961564554133576,Iris-virginica
+3,4.995054963916214,3.3039877226710863,1.3936788465110772,0.2,Iris-setosa
+4,5.336929596553269,3.4234475438332987,1.6316648175757236,0.2,Iris-setosa
+5,6.337200374565675,2.304817331753011,4.368319223495491,1.3039212675963672,Iris-versicolor
+6,5.147141980104727,3.380422526734937,1.4381012732569116,0.2,Iris-setosa
+7,6.515604843930258,3.005955118037306,5.4995275412015,1.7962782094360321,Iris-virginica
+8,6.009052438159048,3.378979809002152,4.515002715167761,1.6059286457718727,Iris-versicolor
+9,5.5009616407363335,2.40137104201634,3.7261157324531853,1.0467691971192083,Iris-versicolor
+10,5.911009770436054,3.187930035634426,4.851649691026989,1.795145323887772,Iris-versicolor
+11,5.490115087362395,4.188452007285771,1.4016925213762297,0.2,Iris-setosa
+12,5.965225813455591,3.0039843712242162,5.007758451425911,1.7997073159743961,Iris-virginica
+13,6.718525447049262,3.3318047616610107,5.682641008259558,2.5,Iris-virginica
+14,6.0073839350351435,3.3933644616493104,4.51639180390971,1.6219107221753744,Iris-versicolor
+15,6.018038823379035,2.9963465357552703,4.868265158007439,1.8022022020450459,Iris-virginica
+16,4.8247544873440855,3.4140494761527163,1.5976203286932873,0.2,Iris-setosa
+17,5.070457024056973,2.48831081888156,3.2318386141362705,1.102071666820612,Iris-versicolor
+18,6.24788751742303,2.7456530373779797,5.265039888700363,1.4493819984370793,Iris-virginica
+19,6.4800314786211946,3.030058272334616,5.528635823021787,1.7990569719743836,Iris-virginica
+20,6.016472587318258,2.2,4.976393844083162,1.4709904069770439,Iris-virginica
+21,7.3356046706874345,2.9028762564046398,6.297748523896418,1.785816214367351,Iris-virginica
+22,7.256016605960343,2.9122173030112948,6.24668232504694,1.818911233115586,Iris-virginica
+23,6.8789103299605,3.187274968071786,5.743556629710708,2.2737666282750837,Iris-virginica
+24,5.551183919849035,3.011490145284933,4.569622858235376,1.5108183444728382,Iris-versicolor
+25,5.791835539955358,2.706030498447393,5.095021307725601,1.8941344850867234,Iris-virginica
+26,5.095560728911942,3.3743707645109295,1.417255563143514,0.2,Iris-setosa
+27,5.473084105264786,2.4032460821307575,3.7503578390418086,0.9788020381771428,Iris-versicolor
+28,5.740930995502951,2.510380416505511,5.010456184030942,1.9948229484998954,Iris-virginica
+29,6.294580117109287,3.409148249739587,5.625085231745421,2.395437303334416,Iris-virginica
+30,6.315997606774312,2.505985933962947,4.917159431445037,1.5075606470231677,Iris-versicolor
+31,4.400000629285013,3.1531581451404764,1.3393858038061448,0.2,Iris-setosa
+32,7.313854292077571,2.901984261548629,6.316743481052532,1.8172136798243606,Iris-virginica
+33,6.4798015964134486,3.0269131338023536,5.488203077689828,1.7799174910975935,Iris-virginica
+34,5.545026972977117,2.3994560984485296,3.6079928857704733,1.0095866696121667,Iris-versicolor
+35,5.092819190594481,3.794228795604092,1.6928790291745808,0.4219043404979536,Iris-setosa
+36,5.113232988631848,3.8147896337811846,1.6068758612389131,0.2,Iris-setosa
+37,5.271765902542395,3.5832367338705646,1.5114028451571957,0.2,Iris-setosa
+38,5.548862673263642,3.0007035092722836,4.130571327646338,1.307891846681168,Iris-versicolor
+39,6.00089036744715,3.003465169889988,4.795902203146625,1.796208504177871,Iris-virginica
+40,6.004548898550396,2.7036247746488598,5.157536227903993,1.6325271619016355,Iris-versicolor
+41,5.8403271644378085,2.9951064949432222,4.210577151216664,1.5006910457816143,Iris-versicolor
+42,6.558186026110842,2.964911584579037,4.370130396719439,1.3993355732565342,Iris-versicolor
+43,5.414474805902845,3.9298282531420794,1.294699246919705,0.4191182910597628,Iris-setosa
+44,5.103699526443231,3.307163380303402,1.3045017705549866,0.2,Iris-setosa
+45,4.620696326574726,3.5960170580337616,1.0000004732609653,0.2,Iris-setosa
+46,5.002924074290336,3.490564420080572,1.3078482225441919,0.30023670695203253,Iris-setosa
+47,5.233689840663637,2.489988713400276,3.3494380239873696,1.0953106502973156,Iris-versicolor
+48,5.979548184902648,2.6930340418716208,5.092347403509494,1.5842643855873935,Iris-versicolor
+49,5.980292383528564,3.388101782233694,4.4490966255480595,1.630052957162912,Iris-versicolor
+50,5.391421934031068,3.3980400491309406,1.6765096024946267,0.2,Iris-setosa
+51,4.4,2.896258679475274,1.3965106166162076,0.2,Iris-setosa
+52,4.905204079586337,3.086348018400882,1.5051864682489664,0.1,Iris-setosa
+53,4.4,2.890039116609896,1.3929208091005818,0.2,Iris-setosa
+54,6.3209099436877985,2.291434072990188,4.402131620705237,1.2956723385926823,Iris-versicolor
+55,6.626275987340059,3.0233925463718005,4.407186186797418,1.3916223363694886,Iris-versicolor
+56,5.229032840839151,2.7493281554479805,4.02195491219553,1.4145725780353855,Iris-versicolor
+57,7.7,2.789434729962213,6.7,2.005429381204305,Iris-virginica
+58,5.676808463968324,2.4975118074276206,5.002472153918015,2.003726140992184,Iris-virginica
+59,6.682514906965544,3.297779461006596,5.68066280886735,2.0784635021344737,Iris-virginica
+60,6.310155225933605,3.409165621125642,5.603587315009992,2.4015732791970263,Iris-virginica
+61,6.481306671572364,3.035492274512509,5.481716032549037,1.8145744921844151,Iris-virginica
+62,5.053123771587399,3.49877242110362,1.3468585453243993,0.2934973183220286,Iris-setosa
+63,5.921602371854425,2.9988022061244095,5.10518368756982,1.8008466998061823,Iris-virginica
+64,6.681096646822912,3.317505725405286,5.70980564606946,2.5,Iris-virginica
+65,5.748523455789753,4.399999184754534,1.4890730855018282,0.4225191621247218,Iris-setosa
+66,4.5036392548131,2.306498973075149,1.28789599522974,0.3052467775075598,Iris-setosa
+67,7.699998556669793,2.790722834796946,6.699998138109812,2.030714328003395,Iris-virginica
+68,7.293528958657136,2.9081942745100586,6.302308743841058,1.8119865205014158,Iris-virginica
+69,4.910698491894991,3.102897641038904,1.4847886888711415,0.1,Iris-setosa
+70,4.4,3.2104846192826266,1.2950140747256214,0.2,Iris-setosa
+71,5.103436889250394,3.676287191851589,1.522948778585675,0.39261505207649205,Iris-setosa
+72,7.7,2.828166232806842,6.7,2.0120944230028552,Iris-virginica
+73,5.400390350906877,3.8872620637498234,1.312285920643887,0.499571145774623,Iris-setosa
+74,5.432857256851659,4.008290546598517,1.324727646407977,0.2803324242021883,Iris-setosa
+75,4.896505243603379,3.0117698604193666,1.4006417073705502,0.2,Iris-setosa
+76,5.343977374090649,3.418091194226835,1.6402362650267608,0.2,Iris-setosa
+77,5.621081948696023,3.0048094195716777,4.394495738181592,1.4272643475188944,Iris-versicolor
+78,5.9239289009274545,3.01671469242605,4.196176986576585,1.505465504127547,Iris-versicolor
+79,5.383946457841548,3.8651998099530402,1.3076359760794818,0.408329796118283,Iris-setosa
+80,4.603824736959397,3.2188751705147007,1.4033424963170722,0.2,Iris-setosa
+81,4.788135736378157,3.3833703442598195,1.5987933166756587,0.2,Iris-setosa
+82,5.803808027827943,2.7006574107176684,5.098800452854279,1.8989720317195697,Iris-virginica
+83,4.933056710100164,3.4554426073653506,1.5629479973665286,0.2,Iris-setosa
+84,4.83549514908484,2.383317463466079,3.1924681384673237,0.9767328914202397,Iris-versicolor
+85,5.611699865280734,2.7743839175811558,4.203364642579495,1.289680658641995,Iris-versicolor
+86,5.4921547522777985,4.167466882204661,1.4016345494938438,0.2,Iris-setosa
+87,5.208925666520693,3.4103897122955065,1.3720516428726706,0.2,Iris-setosa
+88,5.298253456141685,3.6804163389787155,1.50625264111563,0.2,Iris-setosa
+89,5.0870586015728,3.3807736861854423,1.5081206555660907,0.2,Iris-setosa
+90,6.013903730628526,3.379804520580888,4.503371143628084,1.5635617433997178,Iris-versicolor
+91,7.7,2.801447429868161,6.7,2.0105307717580554,Iris-virginica
+92,5.5213008963579755,2.6052154081730796,4.381174732194122,1.2019942627532518,Iris-versicolor
+93,4.4000005122199966,2.89033883961753,1.4022694263291966,0.2,Iris-setosa
+94,6.665917875371472,3.2794897195741655,5.599713762211675,2.4999993573751875,Iris-virginica
+95,5.637107015664288,2.49305763125833,4.984994999236879,1.9912833554695974,Iris-virginica
+96,5.188799303000193,2.6861261925919027,3.5860544171436324,1.3928617568774668,Iris-versicolor
+97,4.4,3.037085753421381,1.3390609469841688,0.2,Iris-setosa
+98,5.499793388955269,2.9960325870245748,4.3244711414457955,1.4255107738099062,Iris-versicolor
+99,6.011853851262996,2.6709490562086877,5.082329500833876,1.6157590734110021,Iris-versicolor
+100,4.616713061943942,3.4012088928773134,1.3857033319357552,0.3073502927249735,Iris-setosa
+101,6.3618536066129945,2.903268622689569,4.320427633327349,1.3061199280619917,Iris-versicolor
+102,6.555252236607782,3.3523874474655453,5.638091892899592,2.297053093821408,Iris-virginica
+103,4.4000007362427604,2.9108006202122314,1.401211915163765,0.2,Iris-setosa
+104,6.004531462331609,2.6901419960822373,5.10626423010322,1.6391853763947544,Iris-versicolor
+105,5.643988018166394,2.5047881865755923,4.9822487804215445,1.999861269986641,Iris-virginica
+106,4.974368688156005,3.167871115428278,1.2760532481303475,0.2,Iris-setosa
+107,5.202594712066145,3.474637586520411,1.5124300329545106,0.2,Iris-setosa
+108,4.603692002340443,3.604004726330689,1.0000004497543147,0.2,Iris-setosa
+109,6.721466696832967,3.088479984421782,4.375320336919627,1.4070753136044034,Iris-versicolor
+110,4.5987305951988535,3.2009020463906763,1.382776144071757,0.2,Iris-setosa
+111,4.987074588237008,3.1758310406064973,1.2006937391187344,0.2,Iris-setosa
+112,4.907068049698527,3.102116897191769,1.5084818208255983,0.1,Iris-setosa
+113,6.010280818447113,3.0013565336275843,4.868830271840162,1.8005653437663787,Iris-virginica
+114,5.785635256736604,2.797928369039419,5.141128019993666,2.4088137445742044,Iris-virginica
+115,6.718133535802609,3.29328620932908,5.699666604214357,2.1265902786082114,Iris-virginica
+116,6.704035929964334,3.302644794893411,5.724625739881445,2.101719989602136,Iris-virginica
+117,5.14642132525538,2.5066102043476923,2.9595216324313753,1.1057533440312013,Iris-versicolor
+118,7.062829154189474,2.9910907423071373,5.9072360479185715,2.080922735259153,Iris-virginica
+119,5.9052414437364105,3.000849902654624,5.122324141414475,1.7883474502398797,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/28/test.csv b/iris/tab_ddpm/7_1/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/28/train.csv b/iris/tab_ddpm/7_1/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/28/val.csv b/iris/tab_ddpm/7_1/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/29/synth.csv b/iris/tab_ddpm/7_1/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a2c601ee9506abb3fd9e535de6d02e8925521e34
--- /dev/null
+++ b/iris/tab_ddpm/7_1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3019604149554285,2.705294135788819,4.909193681489888,1.8082363045806225,Iris-virginica
+1,5.516151170719791,2.603989364756908,4.413004642156219,1.1938005284677766,Iris-versicolor
+2,5.2259291252667674,3.5157342208606,1.4955854871758751,0.2,Iris-setosa
+3,5.014748606699082,3.2289552977285827,1.2268924294413799,0.2,Iris-setosa
+4,5.751476341325409,4.4,1.4995732127847974,0.46203495760743846,Iris-setosa
+5,5.7814618501453205,2.991704423602508,4.190469715886736,1.421859145543626,Iris-versicolor
+6,4.496128603159438,2.307500849507542,1.2931905694680386,0.2732604827388872,Iris-setosa
+7,6.690245547882345,2.9921271791323436,5.002767180646804,1.7064044106742875,Iris-versicolor
+8,4.5838072991345715,3.6075930310956066,1.0,0.2,Iris-setosa
+9,6.407696570973684,2.8969613830193337,4.32190189730768,1.3090378528806423,Iris-versicolor
+10,5.607731755136725,3.0025735429781064,4.102016617206523,1.2896480100995587,Iris-versicolor
+11,5.10183230737688,3.3971570695360733,1.520950359180546,0.2,Iris-setosa
+12,5.294873263713986,2.838634922720807,4.207815302143372,1.4234432963345196,Iris-versicolor
+13,5.803883842240867,4.4,1.5301554147502132,0.41053749830271596,Iris-setosa
+14,6.329773852505907,2.5064785376495737,4.917355444645085,1.5106262742887424,Iris-versicolor
+15,5.094937993139361,3.770162946208265,1.6384820875393895,0.44665698139434085,Iris-setosa
+16,4.907874003042713,3.09139241264442,1.4837819636209357,0.1,Iris-setosa
+17,7.7,2.7935285909503387,6.7,2.0151376932814844,Iris-virginica
+18,5.076683986034458,3.397479050262602,1.501138139606664,0.2,Iris-setosa
+19,4.40000050446027,3.1779066649573835,1.332946481531347,0.2,Iris-setosa
+20,5.201515865352836,3.5315197890201326,1.481251615463765,0.2,Iris-setosa
+21,5.909889649627021,3.2067989744149004,4.794130859820026,1.8059087735437174,Iris-versicolor
+22,5.768933776030257,2.9977422145271975,4.440130630146181,1.5011773612133381,Iris-versicolor
+23,5.902835149339642,2.992572051589768,5.097645755570631,1.792580056506343,Iris-virginica
+24,5.808022492711752,2.806977246896788,5.110265203986438,2.408218583965165,Iris-virginica
+25,6.828083704359985,3.025167721437857,5.5091979870464245,2.136283390005441,Iris-virginica
+26,7.6999990673076155,2.7687295498753506,6.699998002533113,1.977609449997341,Iris-virginica
+27,5.417994767888732,2.997571811822474,4.474228963564905,1.4971457438865423,Iris-versicolor
+28,6.315496559967288,2.2921280326891886,4.400333035967945,1.3019253604107603,Iris-versicolor
+29,6.314567751136875,2.8883181890421064,5.592824467008492,1.790225142101375,Iris-virginica
+30,4.983112600039838,3.508303937406219,1.3766318476957657,0.2,Iris-setosa
+31,5.466235531504484,4.119823860304954,1.3775958615966601,0.2,Iris-setosa
+32,5.482983873554702,4.169485568309414,1.340369147396239,0.2,Iris-setosa
+33,7.2412712335199085,2.907639743992598,6.256957682376689,1.8051710245712267,Iris-virginica
+34,6.899357713065285,3.21688356980811,5.7228852059374,2.301161030150628,Iris-virginica
+35,4.886915278881247,3.10458846155424,1.507986556240041,0.1,Iris-setosa
+36,6.233043655089906,3.2686011251970917,4.521292925939535,1.5393056670862193,Iris-versicolor
+37,6.488779433252832,2.988695775432411,5.493965172898536,1.8100348667902277,Iris-virginica
+38,4.86652626428321,2.9973154517087646,1.4001672278114712,0.2,Iris-setosa
+39,6.309938977817501,2.2984465610542744,4.3854957853502645,1.3030371732207227,Iris-versicolor
+40,5.628496152040066,4.399998845205123,1.4834675882872626,0.3616393729431954,Iris-setosa
+41,5.129427266977938,3.4639766052676126,1.4780719278243546,0.2,Iris-setosa
+42,6.374089560932001,2.6472199384163546,5.160502007002172,1.905472001201625,Iris-virginica
+43,5.033780670905079,3.498848117694589,1.3089301615779467,0.29632141679325646,Iris-setosa
+44,6.290055713074253,2.897644228727242,5.6144370717947645,1.79590509649405,Iris-virginica
+45,6.671808418646913,3.090161646292013,4.425277281337197,1.4088668665960555,Iris-versicolor
+46,5.485825764233417,2.9904242550864333,4.479107300726456,1.499058621821236,Iris-versicolor
+47,7.325647868285274,2.919427739313956,6.335128426191441,1.7984395766018002,Iris-virginica
+48,5.260847315911244,2.815491309541495,4.075301223689283,1.3681368822328057,Iris-versicolor
+49,5.759024544538791,4.4,1.494080374048994,0.4354545764477863,Iris-setosa
+50,6.37709018287092,3.210796518235916,4.507512030826197,1.5080447358853188,Iris-versicolor
+51,5.797044096911179,2.718525219149744,5.128004622568039,1.8852197477354917,Iris-virginica
+52,4.794480535935743,3.420003482992665,1.588751752075944,0.2,Iris-setosa
+53,6.662538225084275,3.0597231954760904,4.415032228761019,1.4021614344830904,Iris-versicolor
+54,5.792850691907772,2.721171075211698,5.10102811095839,1.8860476902191663,Iris-virginica
+55,5.506435747620332,2.3869567510194707,3.8229272692942127,1.0895538100154245,Iris-versicolor
+56,6.301434864763499,2.310481413148443,4.415405281215855,1.3184281505646531,Iris-versicolor
+57,6.692758273035585,3.0025178723187467,5.006654523368959,1.6853494858272349,Iris-versicolor
+58,5.09572216253616,2.493354091705724,3.270493798885541,1.1966771360228357,Iris-versicolor
+59,5.179592200898859,3.4373534507575445,1.4064906185525732,0.2,Iris-setosa
+60,6.2791164513663045,2.5304195824184568,4.902412492307924,1.507321788104562,Iris-versicolor
+61,5.173017860865546,3.475531172011895,1.4941978610267965,0.2,Iris-setosa
+62,4.843939299441699,3.1129088809010854,1.4923618802470986,0.1,Iris-setosa
+63,4.944852261672034,2.4191204064221545,3.2261853838127186,1.0138623360031347,Iris-versicolor
+64,6.695859722610379,2.9928832978386315,4.994653615669128,1.6897885554821255,Iris-versicolor
+65,5.822380780416306,2.8079538902516155,5.092134136269603,2.4072901173361085,Iris-virginica
+66,6.757746449258562,3.299179097903487,5.669903126023633,2.5,Iris-virginica
+67,5.163540338657223,3.3207627065154277,2.0203460149955323,0.4817583992870319,Iris-setosa
+68,5.101562606407392,3.308049511797833,1.8658033962068743,0.5645487904262153,Iris-setosa
+69,6.00562104964352,2.7017100238082956,5.09459862576144,1.587324123936452,Iris-versicolor
+70,6.726494343305796,3.0996132722345586,4.3973606874214735,1.4143743991873674,Iris-versicolor
+71,5.6943415409971925,4.399999226100192,1.5228851869175892,0.4807029117602223,Iris-setosa
+72,6.95410295802311,3.0298577011303696,5.6613829435046155,2.1331897514761278,Iris-virginica
+73,5.105837177144544,3.3035846078680753,1.8315361310203098,0.501286869049904,Iris-setosa
+74,5.811054576569662,2.697803051950872,5.102511082787414,1.9068039473151448,Iris-virginica
+75,7.6999985559780555,2.824162066046888,6.6999989937351385,1.997025381240665,Iris-virginica
+76,5.088216587034091,3.7871223804879754,1.9909874985184286,0.41268716513177883,Iris-setosa
+77,5.418913071972234,3.9093601584042244,1.697377932751594,0.4004097031197809,Iris-setosa
+78,5.633374487402697,4.3999992217397015,1.4951261475365651,0.3854741442040325,Iris-setosa
+79,6.376163325661347,2.8839726072837943,4.2855787009240665,1.2855515164512832,Iris-versicolor
+80,6.058201739657289,3.364539896396263,4.48532359476197,1.5532514923750789,Iris-versicolor
+81,6.345874291062921,2.2897195322962287,4.421984795208327,1.3127174616556072,Iris-versicolor
+82,6.877812117144668,3.212203037097552,5.698777112765954,2.2689783667321937,Iris-virginica
+83,4.814777054422482,3.403938276432014,1.6219550285559614,0.2,Iris-setosa
+84,4.4,3.1802281802075596,1.3188868641761775,0.2,Iris-setosa
+85,5.315790058811694,3.7315799495744906,1.4888095271278405,0.2,Iris-setosa
+86,5.190893233168131,3.3934302150010085,1.3885921478789789,0.2,Iris-setosa
+87,6.309078335803911,2.3007234804588523,4.373761917608929,1.2950160228717233,Iris-versicolor
+88,5.438175601369985,3.0006284308840674,4.532854232011307,1.5049603137034457,Iris-versicolor
+89,5.999664165775308,2.2,5.000207326025567,1.4951379953775064,Iris-virginica
+90,6.32795122920634,2.295221755323128,4.418074945255082,1.2992876233061004,Iris-versicolor
+91,6.104877123504442,2.5977463341302944,5.647383104049036,1.3971773833094887,Iris-virginica
+92,4.8781367541673815,2.4020450959017237,3.2285503028423106,1.0534588907823585,Iris-versicolor
+93,4.796610696137437,3.3971776833647236,1.5930971727047336,0.2,Iris-setosa
+94,5.815789193245518,2.907409623004651,4.281033702956762,1.3467181242080397,Iris-versicolor
+95,6.752433315701947,3.3020186406134644,5.738392475844694,2.0861259698617127,Iris-virginica
+96,5.38396306375084,3.9253248710596447,1.792622265801082,0.3825646402655003,Iris-setosa
+97,6.28716023070511,2.5935126768076717,5.016674384233178,1.8698524288826606,Iris-virginica
+98,5.177758041145352,2.6893047777953765,3.800769934132946,1.3890693770005007,Iris-versicolor
+99,6.684721716830626,3.2887930706957658,5.699635651623151,2.096386209031108,Iris-virginica
+100,4.989037878061486,3.2059810285387096,1.2070672833298473,0.2,Iris-setosa
+101,4.962654115728412,3.109150068033819,1.296712150685701,0.2,Iris-setosa
+102,5.639001680911687,2.7538262324424165,4.194209365594099,1.3144212038549365,Iris-versicolor
+103,5.947481849326225,2.9888682167326572,4.987506529286446,1.8036451120195227,Iris-virginica
+104,4.595288031122395,3.6003689369501477,1.0,0.2,Iris-setosa
+105,5.794394076247664,2.717653229279032,5.101137366198312,1.889378717890864,Iris-virginica
+106,6.312938714580283,2.307764539260855,4.451636917035117,1.3110068739264533,Iris-versicolor
+107,6.75379345113112,2.9861250394326273,5.5092562657551705,2.1021327796651925,Iris-virginica
+108,4.599211139931686,3.206101492647192,1.3996303918936732,0.2,Iris-setosa
+109,5.809102735876363,2.804385228331767,5.143702135924256,2.4030852191442196,Iris-virginica
+110,5.188489914512568,3.4039749382390814,1.4037219024510432,0.2,Iris-setosa
+111,6.30568341462989,2.296505501979342,4.386871827636396,1.2960566866183474,Iris-versicolor
+112,5.404610131615043,2.9915763111132323,4.496086829803075,1.4953394969880947,Iris-versicolor
+113,4.990005682884028,3.578312231412749,1.375468560208343,0.2,Iris-setosa
+114,6.497445584138875,2.9919084781250427,5.499273929108218,1.8125955644552842,Iris-virginica
+115,5.480706384935691,2.4008292108321134,3.6357998302632955,1.0036926531398036,Iris-versicolor
+116,7.7,2.7668092848225694,6.7,2.01773268039704,Iris-virginica
+117,7.6999989897314,2.8173878061125786,6.699998863898962,1.9899343969489185,Iris-virginica
+118,5.866377881217659,2.994430339581458,4.189300604953016,1.5015241688495082,Iris-versicolor
+119,5.207133687806154,3.392838359501374,1.4026340986503671,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/29/test.csv b/iris/tab_ddpm/7_1/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/29/train.csv b/iris/tab_ddpm/7_1/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/29/val.csv b/iris/tab_ddpm/7_1/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/3/synth.csv b/iris/tab_ddpm/7_1/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0cf64193684341f30a571c1d23597ef7fd7e9b1a
--- /dev/null
+++ b/iris/tab_ddpm/7_1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.69497996743079,3.29295413871973,1.4432763353167477,0.2,Iris-setosa
+1,4.501641123918087,2.3038357522141784,1.2981508028759539,0.2992433545475716,Iris-setosa
+2,6.478862206104833,3.0414668405676486,5.488470600724326,1.802871459331355,Iris-virginica
+3,4.400000688685582,2.9059374514679956,1.3798668792518891,0.2,Iris-setosa
+4,6.307706273268911,2.8970435708454882,5.641108098157805,1.7999861887650934,Iris-virginica
+5,5.479546581213047,2.4115632681789188,3.5233825569019404,1.026057513069421,Iris-versicolor
+6,4.4,3.206507750249668,1.2898773962326153,0.2,Iris-setosa
+7,6.016853046845054,2.7034966737025177,5.088680874306046,1.5945604813984886,Iris-versicolor
+8,5.507825511032846,2.396776331763976,3.778315832912404,0.9957700211370037,Iris-versicolor
+9,7.182590450866974,2.9079622506838296,6.1939371136367605,1.796791307941624,Iris-virginica
+10,5.671141600509568,4.399998910267199,1.4993948184026378,0.4591463368902984,Iris-setosa
+11,6.008020031586851,2.7160194710750742,5.088478917732429,1.6184710976528807,Iris-versicolor
+12,5.51232398530048,2.393368095338439,3.6946281303506683,0.9819748885230287,Iris-versicolor
+13,4.925503116163312,3.4928834145184706,1.3187560403284255,0.29533591033327683,Iris-setosa
+14,6.163179481827188,2.672303581809965,5.450732077470444,1.4739898762556713,Iris-virginica
+15,5.382831469273929,3.9049456449177424,1.2958566921348926,0.42892910460858974,Iris-setosa
+16,4.40000059413348,3.1604396956828116,1.3092632304071739,0.2,Iris-setosa
+17,5.6187507293307934,2.8062078018193017,4.143582314916272,1.3271754347702776,Iris-versicolor
+18,6.657225971246752,3.276071428756119,5.7034390020771415,2.0514661358375434,Iris-virginica
+19,5.509791243707907,4.214703006658927,1.4076630384694575,0.2,Iris-setosa
+20,6.165789888043321,3.0356736137224902,4.561532758999087,1.415797396333068,Iris-versicolor
+21,6.293421631517737,2.3186104423979166,4.511287125964507,1.357955570954231,Iris-versicolor
+22,5.5066260506974025,4.185571475279567,1.3739521348126489,0.2,Iris-setosa
+23,5.236215206500774,3.5072184057481515,1.4950419800527555,0.2,Iris-setosa
+24,5.1717196779599615,2.666540878904599,3.554107084391317,1.3800234348629934,Iris-versicolor
+25,5.392075468736494,3.8700735085515636,1.870232684945713,0.44793514531409057,Iris-setosa
+26,6.574177307671752,2.983787616671577,4.3944943942927255,1.378398396251581,Iris-versicolor
+27,5.4502427065030865,3.001319253342584,4.463533295631767,1.4977964169646456,Iris-versicolor
+28,5.41199200769415,2.9914592137729015,4.501671539492315,1.507822998640153,Iris-versicolor
+29,6.29982626579398,3.4077426737222134,5.592797706746059,2.39974137044726,Iris-virginica
+30,5.796988969325093,2.6957657999901423,5.117313228126289,1.9135701540531134,Iris-virginica
+31,4.4,3.2028381051154904,1.2932903131893771,0.2,Iris-setosa
+32,5.077605211098433,3.5127982903266184,1.3848943418708162,0.3146762033065027,Iris-setosa
+33,5.117870655824913,3.4006539949742827,1.4928937256955455,0.2,Iris-setosa
+34,5.109223707015516,3.3270482784747637,1.6826447638107784,0.47459667231486286,Iris-setosa
+35,6.11983197615313,2.6337113634444846,5.588051243763518,1.4362796707817356,Iris-virginica
+36,4.601749075276391,3.5943986701393023,1.0,0.2,Iris-setosa
+37,5.759078882502314,2.996367979388932,4.138535621577633,1.342157253569345,Iris-versicolor
+38,6.29150207396041,2.506497982572229,4.906086212729528,1.504154561604454,Iris-versicolor
+39,6.8240952144213,3.234296212440338,5.727763525245511,2.30940070316095,Iris-virginica
+40,5.558225844972605,2.995742424282221,4.520134558456663,1.5084614724947834,Iris-versicolor
+41,6.09162596082325,3.003186683750977,4.603173775712344,1.4061060899753277,Iris-versicolor
+42,5.43388540330057,2.9775233692767706,4.4099416073120405,1.477242911340733,Iris-versicolor
+43,5.614421713943607,3.0080659363027014,4.120495042441536,1.3003004021530495,Iris-versicolor
+44,5.487645784125994,4.196258397048951,1.392360935039104,0.2,Iris-setosa
+45,5.707986255058207,4.3999980579745825,1.5018599405371145,0.4527807686051015,Iris-setosa
+46,6.361830435776816,2.8728118453404035,4.28765574511371,1.288739715540259,Iris-versicolor
+47,5.4911851619075,3.0381159703055007,4.5659665395959035,1.5217076613789429,Iris-versicolor
+48,5.25423757465562,3.600183599956211,1.49472420331024,0.2,Iris-setosa
+49,4.4,3.1946781177674297,1.279809829656015,0.2,Iris-setosa
+50,5.995867884225543,3.408030981468292,4.502010896578126,1.5953375283577165,Iris-versicolor
+51,6.015260109733499,2.705880430432296,5.098986242308512,1.5657465033535383,Iris-versicolor
+52,7.7,2.79738819380964,6.7,2.0235224798814513,Iris-virginica
+53,6.710896357096139,3.1120534250022605,4.410100293877645,1.3960220180856027,Iris-versicolor
+54,5.611805769575318,2.696314102491885,4.236314491252206,1.2982418996862093,Iris-versicolor
+55,6.382450668365364,2.6478655313392894,5.208978756665465,1.9054690327962311,Iris-virginica
+56,5.35597778581141,3.8914170318021055,1.286915271221566,0.3683361860340282,Iris-setosa
+57,5.085931547941408,3.3919067122380757,1.5004044853814538,0.2,Iris-setosa
+58,5.023865483069207,3.515670647600204,1.3415122798711139,0.3025709721520501,Iris-setosa
+59,6.681062314653465,3.098526921186226,4.4079656828790785,1.391464825195021,Iris-versicolor
+60,5.390750744993914,3.4044245195532548,1.6775647861848701,0.2,Iris-setosa
+61,5.3756248824928,3.3992929129864757,1.6893482617846842,0.2,Iris-setosa
+62,5.101378411969881,3.4013775219278757,1.5051990668354471,0.2,Iris-setosa
+63,5.267273600981473,3.782386109153758,1.401029492604635,0.3839904648830896,Iris-setosa
+64,5.100915026397791,3.7992370998786376,1.6141006863785885,0.2,Iris-setosa
+65,5.612809570469278,3.000916279530894,4.50877828300692,1.499304760222459,Iris-versicolor
+66,4.593354405865978,3.5853807375025846,1.0,0.2,Iris-setosa
+67,7.699998829602025,2.824223993378521,6.699998433184378,1.9980579826718163,Iris-virginica
+68,7.7,2.7793365847999025,6.7,2.0133003911461125,Iris-virginica
+69,5.214917034252408,3.5684454655193463,1.499928049193055,0.2,Iris-setosa
+70,4.565955115697794,3.5951951084280593,1.0000003715313495,0.2,Iris-setosa
+71,5.099754053788383,3.764672736277066,1.5779170450534274,0.4324583974464426,Iris-setosa
+72,6.3072193037528255,2.3094437602485955,4.3791574342969515,1.310423867729897,Iris-versicolor
+73,5.954304502282566,2.9840181872000016,4.9482086108946834,1.815573742115613,Iris-virginica
+74,6.270876867090775,2.8286010598941163,5.622333959247655,1.7342443653085542,Iris-virginica
+75,5.674147380744051,4.399999163904754,1.495204116897206,0.4890374148795924,Iris-setosa
+76,6.055864509246045,2.9935602359154334,4.593771366303135,1.4009447847406977,Iris-versicolor
+77,6.3621223093767245,3.219159692610578,4.483377297716036,1.5195733258375945,Iris-versicolor
+78,4.595399477694935,3.398515105061758,1.3888566834668363,0.3021575866519754,Iris-setosa
+79,4.987832750365759,3.2891948728589506,1.2965065698150782,0.2,Iris-setosa
+80,6.498564955235714,3.020774214524486,5.51000376149681,1.7947249171272164,Iris-virginica
+81,4.502037124949928,2.2931975622269407,1.2995505940808114,0.3033924030447165,Iris-setosa
+82,6.006883575927831,3.388032592812264,4.490596019569254,1.5944978149494662,Iris-versicolor
+83,6.364191857307501,2.842376815932797,5.454747285688269,1.8421608588813245,Iris-virginica
+84,7.7,2.827197155302254,6.69999849744359,2.0291392497567173,Iris-virginica
+85,4.906432786794779,3.110682910986408,1.492697420352774,0.10000015448386754,Iris-setosa
+86,5.384503750326762,3.894734207736197,1.313610499805418,0.39617769385003576,Iris-setosa
+87,4.884725169872929,2.382274834902869,3.128483377887469,1.0106600109315997,Iris-versicolor
+88,6.3202633126287555,2.6983219493508988,4.902716659474389,1.8284435647949868,Iris-virginica
+89,6.306266276692266,2.2968508658048745,4.440990951789734,1.283038689597542,Iris-versicolor
+90,6.302385204495803,2.3233611968423187,4.507693266619827,1.327289379845206,Iris-versicolor
+91,5.476311721043772,2.6050358787288874,4.344764287197456,1.1786716004026045,Iris-versicolor
+92,5.250735968511632,2.6530437555246813,3.6948082764056087,1.3715759662684233,Iris-versicolor
+93,4.609733628694588,3.1841178693777845,1.4001143597486874,0.2,Iris-setosa
+94,5.345846901572864,3.762382710817196,1.5106956158205556,0.2,Iris-setosa
+95,5.912403662111299,2.9956407323230265,5.079542530708087,1.79319640010018,Iris-virginica
+96,6.342781785912793,3.407551156002001,5.637089929020102,2.3893541375924516,Iris-virginica
+97,6.407748129633826,3.2012664783774047,4.515057974621604,1.50212151937291,Iris-versicolor
+98,4.986729776655248,3.17139371880604,1.20362877733593,0.2,Iris-setosa
+99,5.310893871992257,3.443828139189545,1.6109102935107822,0.2,Iris-setosa
+100,5.504590592507227,4.196289306148879,1.4031032762528506,0.2,Iris-setosa
+101,5.383897658823189,3.405181010853634,1.6845900166375558,0.2,Iris-setosa
+102,6.303736739231736,2.4993626848642316,4.90576733277651,1.5065477656025827,Iris-versicolor
+103,7.323812852151328,2.902830314346119,6.303222657437471,1.7945870179949923,Iris-virginica
+104,6.904521458981757,3.138104513819112,5.608292017405916,2.23987659831834,Iris-virginica
+105,4.6009508540016295,3.2020079526694443,1.4007148539815508,0.2,Iris-setosa
+106,5.911783952798413,2.9935046585445635,5.119488742158099,1.7947701063931358,Iris-virginica
+107,4.606719755518014,3.2015646546254617,1.3899761603125533,0.2,Iris-setosa
+108,5.6645944599172005,2.8496210961582853,4.097682470794943,1.4158695082009896,Iris-versicolor
+109,4.786597688856465,3.3931824429979063,1.5998943782637514,0.2,Iris-setosa
+110,5.480110012684967,2.5961308950094657,4.443855234402842,1.1149369858867364,Iris-versicolor
+111,6.295154362293346,2.4737729323022166,4.89153223452777,1.4918147270819488,Iris-versicolor
+112,6.189502507908307,3.0226760945601536,4.590852295340721,1.4009410914746074,Iris-versicolor
+113,6.280307986965225,3.410738420225896,5.586592923028686,2.4125375406205616,Iris-virginica
+114,7.116140830309497,3.0048869912971488,5.934154591257437,2.1007248045717835,Iris-virginica
+115,6.460075822677043,2.9308086013027665,4.265268369651357,1.3121870912679001,Iris-versicolor
+116,4.4000004973669,3.0977472086557527,1.3164084223653756,0.2,Iris-setosa
+117,5.223143778090775,2.7340885007283644,3.9841565023590393,1.407610777888309,Iris-versicolor
+118,4.4,3.2056876994480032,1.2851723557237367,0.2,Iris-setosa
+119,6.29055190628086,2.3001348928200454,4.3607492636217975,1.2819016522433804,Iris-versicolor
diff --git a/iris/tab_ddpm/7_1/3/test.csv b/iris/tab_ddpm/7_1/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/3/train.csv b/iris/tab_ddpm/7_1/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/3/val.csv b/iris/tab_ddpm/7_1/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/4/synth.csv b/iris/tab_ddpm/7_1/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..69ee1c8f4c69968b6f60d28feaf98b8a9d34ba78
--- /dev/null
+++ b/iris/tab_ddpm/7_1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.89386732148696,3.2078090552466865,4.816437682681669,1.7653812258469876,Iris-versicolor
+1,7.7,2.8027903626559585,6.7,1.9811369177574116,Iris-virginica
+2,4.62013691562883,3.589211030206838,1.0000005933756566,0.2,Iris-setosa
+3,6.736773674143906,3.0054908556794095,5.4846720395663,2.0952163492362574,Iris-virginica
+4,5.956917510195387,2.9958012477065146,5.177238309492163,1.7848578160519557,Iris-virginica
+5,5.9943168036668935,2.706476782799267,5.093797822224706,1.603574137466917,Iris-versicolor
+6,6.365866186043203,2.502023163312534,4.914124144422506,1.5046085496164265,Iris-versicolor
+7,5.677192257258863,2.4971056083018492,4.979084966600375,2.0273410874504787,Iris-virginica
+8,4.950031235622254,3.478234418112339,1.2605250845031897,0.30465551164556903,Iris-setosa
+9,5.652999867933175,2.9976670256994837,4.458479270811626,1.4936973146726074,Iris-versicolor
+10,4.400000561274802,3.2118355130809366,1.3097477948094254,0.2,Iris-setosa
+11,6.395973279817636,2.9211527885247537,5.574418133190492,1.7641649909058317,Iris-virginica
+12,6.731342403731877,3.1149587258685596,4.4218773823934745,1.4027107249442081,Iris-versicolor
+13,4.900555363334712,2.994269001837717,1.4005688054018504,0.2,Iris-setosa
+14,5.909890916490203,2.9984865926178377,4.213567453254603,1.4922413787783928,Iris-versicolor
+15,5.0026757753422295,3.4901737654267313,1.3124326181412416,0.30291264036268994,Iris-setosa
+16,5.988683142602931,2.698066910300504,5.086063419977251,1.5997546410519405,Iris-versicolor
+17,6.618760030231111,3.2329290426384136,5.609468197757169,1.9867050310101824,Iris-virginica
+18,5.619827182318744,2.6939050733673593,4.185278721928823,1.2962599997205526,Iris-versicolor
+19,5.016748607601087,3.32396435023236,1.395955946497415,0.2,Iris-setosa
+20,4.608295368812141,3.216111060919684,1.3942678454113562,0.2,Iris-setosa
+21,6.45193773216417,2.9164164114368596,4.320113967865158,1.335260745314485,Iris-versicolor
+22,5.69412135245328,4.399999177018927,1.4986082784301367,0.4187173700920418,Iris-setosa
+23,5.377505200404332,3.4035965745346557,1.686849628263872,0.2,Iris-setosa
+24,5.3812158063932785,2.9988189081167467,4.503167944375164,1.5123669629918146,Iris-versicolor
+25,5.894687976522545,3.1983854225656216,4.769078645220532,1.7726883860604419,Iris-versicolor
+26,5.168259786978865,3.4168068332496127,1.5264230071096088,0.2,Iris-setosa
+27,5.003050496715624,3.2691385199302205,1.2675262175098783,0.2,Iris-setosa
+28,6.3282379826502195,2.5388167549614225,5.057946112069962,1.9129155401279092,Iris-virginica
+29,5.5623247940518485,2.406401752887482,3.964691765344596,1.0779550742096888,Iris-versicolor
+30,4.897463046774613,3.115118110384956,1.508468278306342,0.1,Iris-setosa
+31,4.501398682498105,2.302629065315611,1.3206477497915305,0.298358110256699,Iris-setosa
+32,6.462923520751938,2.9245927061130796,4.301799799932855,1.3360017589892779,Iris-versicolor
+33,6.388569140700125,2.8936870781682513,4.309608193987563,1.2944569951063662,Iris-versicolor
+34,4.997028956289,3.2986215467515327,1.4071134417697038,0.2,Iris-setosa
+35,6.294018310553508,2.5165694824957683,4.871871097095683,1.5045891809787846,Iris-versicolor
+36,6.930478180846131,3.176034439008696,5.696254667273181,2.279333569431546,Iris-virginica
+37,6.344674783238396,3.4184987653673895,5.62541582340816,2.4012842922721105,Iris-virginica
+38,4.771884027313897,3.3862870703116226,1.5746482399392998,0.2,Iris-setosa
+39,6.295613895985313,2.8074549423783006,5.14987095063602,1.4987408919213956,Iris-virginica
+40,7.125191072628654,2.9982210345605402,5.948324810166009,2.0809710412769986,Iris-virginica
+41,6.315958508694002,2.9051515551683442,5.591173617200333,1.7954539903135605,Iris-virginica
+42,5.5014572944380316,2.4013930181399648,3.765038276246316,1.0665796266799163,Iris-versicolor
+43,5.591771476414831,3.0029033632512028,4.108591451627475,1.2957351442483283,Iris-versicolor
+44,5.087398988736627,3.769087104309062,1.548314777218522,0.3505893164195739,Iris-setosa
+45,5.0941585575120305,3.7824971397558635,1.5823883649270254,0.2,Iris-setosa
+46,4.4,2.8973464365160226,1.4034006391149658,0.2,Iris-setosa
+47,6.364650340783738,3.226055288350611,4.49304301857937,1.4917146824713026,Iris-versicolor
+48,5.332111636623014,3.4333039781166326,1.6406484953082776,0.2,Iris-setosa
+49,7.073134016099839,3.006652420903949,5.936724920814962,2.102392761728092,Iris-virginica
+50,6.326346070152392,2.56834570020166,4.981600226800175,1.8767249778975679,Iris-virginica
+51,5.408620055886408,3.8864739901189234,1.3067073654967953,0.42242920239999876,Iris-setosa
+52,5.996768400094958,2.99952037933864,4.7480929613021186,1.8053726917358113,Iris-virginica
+53,4.909571225945351,3.0977553985474415,1.51363967578583,0.10000011988697566,Iris-setosa
+54,6.2975574947729385,2.2985078651340527,4.419750758929504,1.3003003025652558,Iris-versicolor
+55,5.9920970500266435,3.3765178350117884,4.4776703567018785,1.5991026623128892,Iris-versicolor
+56,6.427318002196979,3.0857874164452124,5.506836169271727,1.8012065763640353,Iris-virginica
+57,4.772707010042199,3.380049775744427,1.5864872763581777,0.2,Iris-setosa
+58,4.92148338690052,3.043277946083089,1.3766791907622686,0.2,Iris-setosa
+59,5.517735983482599,2.3988048379752835,3.510673896260614,1.1074718806901696,Iris-versicolor
+60,6.004965107167271,2.2000003839638054,5.0068067379182,1.5142662906213893,Iris-virginica
+61,5.403968201035797,3.8770668856975417,1.6906738290762122,0.38572588537986696,Iris-setosa
+62,4.643825301076523,3.4038071080700236,1.3847622453448236,0.30792087808516916,Iris-setosa
+63,5.795987848325693,2.6773121257354684,5.1110098792587735,1.9210111324434316,Iris-virginica
+64,5.500141454406304,2.40157869774207,3.6897777092706985,1.0836057485225923,Iris-versicolor
+65,5.1261123265090545,3.3243988739398276,1.6986798075780525,0.4873970978493031,Iris-setosa
+66,7.699997219584678,2.814964309152194,6.699997223166995,1.9853816413986456,Iris-virginica
+67,6.297274713402618,2.303073026230256,4.421303988165517,1.3023222881577756,Iris-versicolor
+68,5.400031966416575,3.8894601869353274,1.8093452006779187,0.44096625917319143,Iris-setosa
+69,5.791418911901453,2.812620113889613,5.089804596253554,2.396402336135332,Iris-virginica
+70,5.106875930436013,3.7733262310754325,1.6312554296546098,0.39876986958690974,Iris-setosa
+71,5.563173493246385,4.186035774342285,1.4012026642557323,0.2,Iris-setosa
+72,5.038900603567146,3.304668832705547,1.3584554343705701,0.2,Iris-setosa
+73,4.608550544701662,3.1950044682922507,1.3869353368609525,0.2,Iris-setosa
+74,5.207805724836274,3.496687538975509,1.4985685599723868,0.2,Iris-setosa
+75,5.104393253473488,3.7168769278694573,1.5569606573044519,0.4112291774832651,Iris-setosa
+76,6.6023031985749245,2.9971531765200723,4.374239226460305,1.4057746243051892,Iris-versicolor
+77,5.2009328176153655,2.7081753852873134,3.8985591564013866,1.409204728687987,Iris-versicolor
+78,6.441296476689783,3.09866273167217,5.514725986991953,1.8018359519666187,Iris-virginica
+79,5.041084617686323,3.3279097840890786,1.3566614430964972,0.2,Iris-setosa
+80,5.608919538999979,2.9962126940550813,4.510699494358087,1.4954711598057835,Iris-versicolor
+81,7.7,2.8076511042262497,6.7,1.9946262506494534,Iris-virginica
+82,6.284792322921193,3.3961673115854474,5.578079244331872,2.396845646083542,Iris-virginica
+83,5.209182260920578,3.4908181650593266,1.4934965994130585,0.2,Iris-setosa
+84,6.89519643331749,3.2019049760741476,5.72437860275412,2.2954806244240675,Iris-virginica
+85,6.3130541385012995,2.538933166104318,4.998774198307464,1.8882935330285957,Iris-virginica
+86,6.699220944913854,3.2870141878482757,5.706671759671156,2.1022132003057425,Iris-virginica
+87,5.003259356290483,3.6008725901823198,1.404387176504779,0.2,Iris-setosa
+88,6.406870604173901,2.9579576553888254,5.555874369851765,1.8090929126790012,Iris-virginica
+89,6.291301637796037,2.7909643357436313,5.128109696039243,1.5126510469317638,Iris-virginica
+90,5.7935145540574755,2.697964905441908,5.106560136182737,1.9015027333114842,Iris-virginica
+91,5.481722071427512,2.388143941709007,3.858308108302812,1.0904863078395315,Iris-versicolor
+92,6.372206815618606,2.9137916280731537,4.284812071962613,1.2806179337753565,Iris-versicolor
+93,5.462401506734879,4.161626827637695,1.4233972622561415,0.2,Iris-setosa
+94,5.600473343092573,2.720763197914915,4.201375861347423,1.3028064437343319,Iris-versicolor
+95,5.064055621100594,3.363661123309601,1.393630295481615,0.2,Iris-setosa
+96,7.7,2.8092166627313033,6.7,1.9897502619920784,Iris-virginica
+97,5.599901656428411,2.9979187299754337,4.486374015169621,1.5062956639177767,Iris-versicolor
+98,5.014595171836361,2.4738930855988635,3.21167887844009,1.09402666879308,Iris-versicolor
+99,5.50957257237375,2.6228165072067595,4.3409690209591325,1.248909745520303,Iris-versicolor
+100,4.6144412997613795,3.4022143784579466,1.403379278741303,0.29171983449701927,Iris-setosa
+101,6.0707330675572,2.59178987592201,5.585913097698291,1.4189684046495064,Iris-virginica
+102,4.400000501310152,2.917096440281964,1.3915861804316032,0.2,Iris-setosa
+103,4.608297006399929,3.597066172983208,1.000000528577392,0.2,Iris-setosa
+104,5.518879893648605,4.211826633830961,1.3903512169428474,0.2,Iris-setosa
+105,4.4,2.9169913957275933,1.4009891145385684,0.2,Iris-setosa
+106,5.104507572371703,3.4937080639368703,1.391402521399643,0.31038149439404444,Iris-setosa
+107,5.092754636494114,3.746773729449676,1.5372242253893633,0.5121726715107183,Iris-setosa
+108,5.692262119011165,2.500469194244903,4.998008279391353,2.0124169560134417,Iris-virginica
+109,6.697217592906354,3.3068400238858815,5.713196394395237,2.1144047884202903,Iris-virginica
+110,6.391463767527942,2.8857546261220914,4.2820595315227346,1.2821661537333744,Iris-versicolor
+111,6.685805178893811,2.9961956676988613,4.99263183592224,1.6964704488750975,Iris-versicolor
+112,4.964731451791525,3.326353914725693,1.4513922799730787,0.2,Iris-setosa
+113,7.699998888944798,2.815883043320041,6.699998666613779,1.9892332380677022,Iris-virginica
+114,6.681332710923291,3.0063185675169484,4.986425788276899,1.7178396833012364,Iris-versicolor
+115,6.11880337303375,2.591941248501126,5.628873912843334,1.4040824221222565,Iris-virginica
+116,6.264443287176736,2.5143902507648024,5.006869921993566,1.885708957376584,Iris-virginica
+117,6.300248232334929,2.668167436152086,4.887814152107549,1.814459260356825,Iris-virginica
+118,6.7481531065861775,3.3365825616540086,5.756495756761084,2.5,Iris-virginica
+119,5.504658981185123,2.396410114136993,3.8250091026103705,1.0568102209220576,Iris-versicolor
diff --git a/iris/tab_ddpm/7_1/4/test.csv b/iris/tab_ddpm/7_1/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/4/train.csv b/iris/tab_ddpm/7_1/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/4/val.csv b/iris/tab_ddpm/7_1/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/5/synth.csv b/iris/tab_ddpm/7_1/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c5e099890c5ae24ce0f4974e65b6b012eb9e1fb
--- /dev/null
+++ b/iris/tab_ddpm/7_1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5186256001989955,3.0073782560014553,4.3749661374176485,1.4961404482526628,Iris-versicolor
+1,4.605973934665354,3.590009702155379,1.000000559155343,0.2,Iris-setosa
+2,5.14633381862118,3.4464768384882647,1.5062450238768326,0.2,Iris-setosa
+3,4.791735402439845,3.403800007852444,1.586264039865915,0.2,Iris-setosa
+4,4.784062614261144,3.396022454938214,1.599105239789896,0.2,Iris-setosa
+5,6.417588594376131,2.6839550428649233,5.274562394676189,1.9086055296186863,Iris-virginica
+6,5.6146112565947535,2.6785496304287673,4.292867460121297,1.2871749325734716,Iris-versicolor
+7,6.875608830478687,3.1985220714229277,5.710448963055659,2.3007925514722896,Iris-virginica
+8,6.881386553357198,2.9957495311737166,5.556236533467027,2.0990056929094036,Iris-virginica
+9,5.9724778940293595,3.434314896434318,4.504430009750882,1.6121905387343378,Iris-versicolor
+10,4.60189778382705,3.5920778068228945,1.0000004487670504,0.2,Iris-setosa
+11,4.605319887472358,3.4004717138293743,1.3878097816633237,0.301017915061649,Iris-setosa
+12,6.307611516067424,2.4741082052871386,5.002257023412926,1.9004209104624594,Iris-virginica
+13,5.128481866588367,3.761268165877684,1.5756135094526258,0.2,Iris-setosa
+14,5.3053609347071555,3.47559396348135,1.6201390325626106,0.2,Iris-setosa
+15,5.100849027159422,3.5864076979581414,1.4569186872281326,0.3742799484691263,Iris-setosa
+16,5.684501952768511,4.4,1.490662221182943,0.392567513138113,Iris-setosa
+17,4.805210165352362,3.3984775878043862,1.6091998228795654,0.2,Iris-setosa
+18,6.414966055722908,2.968823716586088,5.523078611897515,1.7902876078956471,Iris-virginica
+19,6.599445003794881,3.159273640080102,4.463604579116374,1.4363514214057436,Iris-versicolor
+20,6.68814715499309,2.9940507284405755,4.9921391893936695,1.7080590382523737,Iris-versicolor
+21,5.6005978917562835,2.7134026084007337,4.180470971378659,1.290991750378294,Iris-versicolor
+22,4.4,3.181231497484936,1.3069577916716666,0.2,Iris-setosa
+23,5.160390422321957,3.4737707525131003,1.4928597639898598,0.2,Iris-setosa
+24,6.019674098500689,3.0074124449680317,4.779661882182327,1.7995207793265928,Iris-virginica
+25,4.6160730775421985,3.4114842266283882,1.3768385052340517,0.3037523673542527,Iris-setosa
+26,5.423349724590704,3.898727194605379,1.3139935555582911,0.3745058760520244,Iris-setosa
+27,4.974449685088361,3.59194259782512,1.3983533902615832,0.2,Iris-setosa
+28,6.372320085700301,3.20949010203931,4.467116850799908,1.5058413242850197,Iris-versicolor
+29,5.802598785676779,2.7965466082910733,5.101043440230778,2.4001775697545136,Iris-virginica
+30,6.288572430810993,2.8082584385369294,5.086928889438368,1.491089592783792,Iris-virginica
+31,6.29515079179127,2.599510250695287,4.942144872030311,1.8594238613796767,Iris-virginica
+32,4.967775248935926,3.49757673324905,1.2987984469168556,0.2935068711846736,Iris-setosa
+33,5.998850862847698,3.3880881509147693,4.451953264777873,1.5874992772695904,Iris-versicolor
+34,6.52645001658249,2.980478671095269,5.47551293393856,1.8165659971881483,Iris-virginica
+35,4.400000619594381,3.181856100094368,1.3205118961513727,0.2,Iris-setosa
+36,4.589698889346369,3.389676213818624,1.4008430234034694,0.29962755118377166,Iris-setosa
+37,7.6999987908083085,2.808719574437312,6.7,1.9986990303437981,Iris-virginica
+38,4.620362057880607,3.5931311204800225,1.000000576652644,0.2,Iris-setosa
+39,5.488549678117325,2.383086796013558,3.8207038486091767,1.1019768533998504,Iris-versicolor
+40,5.50255776949482,2.429312117759104,3.62485776361729,1.0158690710120721,Iris-versicolor
+41,6.300073607781067,2.3035435494082304,4.413704401352533,1.3007106810012545,Iris-versicolor
+42,6.387453193904442,2.7252491831709906,5.316772029010526,1.8914786002763475,Iris-virginica
+43,6.383250528105414,3.090630146255524,5.51425522137336,1.8164895158806862,Iris-virginica
+44,6.69196947367907,3.000681793124921,5.010047974777445,1.7117259757826955,Iris-versicolor
+45,6.678553248224419,2.9833146417560252,4.9988281957228615,1.711530941768438,Iris-versicolor
+46,5.4031639399850775,3.40522113665212,1.7810801233163625,0.2,Iris-setosa
+47,5.223160658814388,3.497062168803099,1.4949350678356048,0.2,Iris-setosa
+48,5.07679211119548,2.5033256770533745,3.0071251993597117,1.1012534341489901,Iris-versicolor
+49,4.576066456278963,3.5874095561929007,1.0,0.2,Iris-setosa
+50,5.710660515126083,2.5054491271162607,5.002489116839244,1.9913070210039614,Iris-virginica
+51,5.499579438583754,4.19215410592655,1.3986219071813664,0.2,Iris-setosa
+52,5.402850246283443,2.9876226068262994,4.432844879182833,1.5121403534719007,Iris-versicolor
+53,5.373515828137135,3.90452042133709,1.6691775323694091,0.47221637488793056,Iris-setosa
+54,5.318389681143003,3.74689704465974,1.4942650081195308,0.2,Iris-setosa
+55,6.73445087133709,2.9981439889624335,5.026343300484664,1.7270512019159598,Iris-versicolor
+56,5.09546216984249,3.7729763960880964,1.638420521510952,0.38133899793556203,Iris-setosa
+57,6.9194064041200045,3.201194050190711,5.6342285253005,2.306884363055433,Iris-virginica
+58,6.685465136992615,2.993914104172768,5.006849470792645,1.6960382916744128,Iris-versicolor
+59,4.908081637407964,3.0010196986056457,1.3580871011219617,0.2,Iris-setosa
+60,5.16992163489198,3.3816608820015572,1.3950054074687601,0.2,Iris-setosa
+61,7.699998421950836,2.827381053424174,6.6999986508277125,1.9917960302477105,Iris-virginica
+62,6.420654225016867,2.860393412469452,5.484039736579243,1.850665156900854,Iris-virginica
+63,4.8148662846241335,3.41221563060263,1.6043685135254053,0.2,Iris-setosa
+64,4.875403904116775,2.9841969245702034,1.3841656166204523,0.2,Iris-setosa
+65,5.816606067291327,2.7394589635987283,5.104338179850475,1.8782903900766363,Iris-virginica
+66,6.0374665012086615,2.693247272657687,5.124672206642345,1.6055678954179657,Iris-versicolor
+67,5.912509153903192,2.9947244850163774,5.137700174133571,1.7957871995251276,Iris-virginica
+68,6.302914743263756,2.80243704731358,5.073059476994506,1.5076100215279964,Iris-virginica
+69,6.407740631993904,2.9021944081308333,4.289671747443284,1.2858750898681206,Iris-versicolor
+70,5.80250298942842,2.82192351231353,5.103698371743285,2.4038081211775917,Iris-virginica
+71,5.862129477004539,3.2062800256070174,4.8077337349420235,1.8002051445292802,Iris-versicolor
+72,6.277867355645392,2.2923647880584705,4.442510551722546,1.3152021729210501,Iris-versicolor
+73,5.009238596708831,3.2093641139734705,1.1857799461418572,0.2,Iris-setosa
+74,5.425013585966272,3.8946009454248047,1.3021502092979742,0.3934785810886625,Iris-setosa
+75,4.400000724186518,3.1878738740655406,1.297300933681007,0.2,Iris-setosa
+76,5.598347164891659,2.9645737791936426,4.4129737676810965,1.4726315889320574,Iris-versicolor
+77,6.72775582378616,3.10260271404551,4.393804094248096,1.4003980359231072,Iris-versicolor
+78,5.0833011495196185,3.7977657358655414,1.602041327201116,0.2,Iris-setosa
+79,7.7,2.7762914987779292,6.7,1.9900795005687142,Iris-virginica
+80,5.030465495412806,3.2008924648145585,1.1787447707047023,0.2,Iris-setosa
+81,5.753069830034911,2.6790485424045403,5.0909529371518865,1.9048712474644827,Iris-virginica
+82,5.498257900930233,2.6156190332784206,4.392502581087308,1.2657423167560726,Iris-versicolor
+83,5.424617967784532,3.0034100989241117,4.449471779443581,1.4988167261367131,Iris-versicolor
+84,5.615369741391923,3.002878097381494,4.11427635641543,1.3014226777125621,Iris-versicolor
+85,5.066908492157138,3.3815606389387995,1.5028721827988032,0.2,Iris-setosa
+86,5.102590475679555,3.307926168404009,1.8643843009552352,0.4829472795091045,Iris-setosa
+87,5.016347017163294,3.310755507191572,1.3597425850364322,0.2,Iris-setosa
+88,6.947886463726845,3.0394706908785736,5.701816972308155,2.1450925360969992,Iris-virginica
+89,4.824677044659306,3.4048001821959164,1.592396923894633,0.2,Iris-setosa
+90,5.204215696671918,2.696862417046055,3.9218774154896225,1.4074695545006517,Iris-versicolor
+91,6.669288805129552,3.0836462247538057,4.393587248144278,1.410016326188384,Iris-versicolor
+92,6.353702187211908,2.908768298719488,4.326619546277817,1.313725477324005,Iris-versicolor
+93,6.276157212369242,2.7073963052799646,4.88417694740419,1.7931124724028664,Iris-virginica
+94,4.93789924783941,3.477952710708163,1.3275946120547761,0.31029007778403095,Iris-setosa
+95,5.488288652542751,2.39103557226412,3.730126126793964,1.0221982798638032,Iris-versicolor
+96,5.864734014576218,2.9985696087296265,4.244200335049279,1.4927489548976058,Iris-versicolor
+97,5.802377845748726,2.6974448456555264,5.094627248201675,1.9222298037690189,Iris-virginica
+98,6.313773008974046,2.808581555469371,5.1279147241687335,1.511259388403786,Iris-virginica
+99,6.136695580020525,2.994272068997308,4.620152354788078,1.3993990173343542,Iris-versicolor
+100,5.875713091840524,2.9852434055481827,4.219742060945021,1.4912418068113817,Iris-versicolor
+101,5.386388295797277,3.8992920058980904,1.290429359361102,0.3977399499745691,Iris-setosa
+102,5.49582794414979,2.61502003775295,4.314847254152132,1.256404062346132,Iris-versicolor
+103,5.112010218555373,3.4687914408268687,1.527164525506203,0.2,Iris-setosa
+104,6.321249850956905,2.4762260770415527,4.866232900857155,1.4854772154663354,Iris-versicolor
+105,6.64705767785327,3.0192096592493853,4.403856490555921,1.4016236696270234,Iris-versicolor
+106,5.516668840566205,4.206270714909004,1.3985013600670484,0.2,Iris-setosa
+107,5.681228901579028,4.399998929170447,1.4887420896184589,0.37712627471904747,Iris-setosa
+108,4.400000590439647,3.1859948860359117,1.3154420805679017,0.2,Iris-setosa
+109,5.088393505848433,3.3963020715552386,1.4990875023465906,0.2,Iris-setosa
+110,5.998987528208589,2.994352087436368,4.823753839677054,1.7940104117894182,Iris-virginica
+111,5.150541255862401,3.4597910762973934,1.5020666826555122,0.2,Iris-setosa
+112,5.481538142266265,4.198276254353143,1.4018199673274563,0.2,Iris-setosa
+113,5.499111970924436,2.404989842407113,3.827266355984831,1.1627126489559387,Iris-versicolor
+114,5.802931974954766,2.7102881736968105,5.0935565344345255,1.8957822511584501,Iris-virginica
+115,4.928704626519401,2.413697296155439,3.2706997130519153,1.0717145464935545,Iris-versicolor
+116,6.084170256445772,2.6005246017927024,5.596150251192601,1.4004191907315306,Iris-virginica
+117,6.44971408995801,3.200549265957184,4.4746845247902955,1.4833601157406933,Iris-versicolor
+118,7.200481806027462,2.9090213198002295,6.184909281652969,1.8632701600475208,Iris-virginica
+119,6.028501522340366,3.2066265353457974,4.43581232591068,1.6522427718476265,Iris-versicolor
diff --git a/iris/tab_ddpm/7_1/5/test.csv b/iris/tab_ddpm/7_1/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/5/train.csv b/iris/tab_ddpm/7_1/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/5/val.csv b/iris/tab_ddpm/7_1/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/6/synth.csv b/iris/tab_ddpm/7_1/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..606f024196f90600e23e21ae2add55db8ddcfb4c
--- /dev/null
+++ b/iris/tab_ddpm/7_1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.413004682738744,2.895772106846756,4.323191999878733,1.3050242230687525,Iris-versicolor
+1,6.3500964062309935,2.7845053713461922,5.460248172486018,1.857695618713021,Iris-virginica
+2,6.263123100450753,2.711460750197812,4.920530028506615,1.7712451006313445,Iris-virginica
+3,5.467874001464253,3.0024673676695093,4.484106972800619,1.494104854394284,Iris-versicolor
+4,6.3793661284772245,2.882196793886464,4.306568188817965,1.282656376060706,Iris-versicolor
+5,6.319922631520476,2.5018848298015492,4.909866374729084,1.5078249973220805,Iris-versicolor
+6,5.013861531829282,3.5912139830769556,1.4014397443666493,0.2,Iris-setosa
+7,7.7,2.795690681641854,6.7,2.004344336519023,Iris-virginica
+8,6.2876023085541854,2.8051191806203533,5.099772341067039,1.5002032668229806,Iris-virginica
+9,6.735623823902975,3.292380435433626,5.703150447678991,2.105474691655355,Iris-virginica
+10,5.3823393934440125,3.88444081333966,1.3013085521652012,0.4159384196281557,Iris-setosa
+11,4.867462885966297,2.995039098854819,1.3870697068301312,0.2,Iris-setosa
+12,6.808953007523667,3.043818121218923,5.541168919682582,2.1509700786469343,Iris-virginica
+13,6.440009398293249,3.1980655975346846,4.558524133145228,1.4844138611694777,Iris-versicolor
+14,6.714439138072959,3.310131254449526,5.718645290517517,2.1003933874923377,Iris-virginica
+15,5.810177277666925,2.730218418048186,5.1053536381876645,1.9007410534324265,Iris-virginica
+16,5.102404237622078,3.304158878306198,1.6867129853210796,0.5608844872504125,Iris-setosa
+17,5.361237875370664,3.4542393393755266,1.6395942490861395,0.2,Iris-setosa
+18,6.398820375265771,2.877545527100721,4.285396651966248,1.304901479583101,Iris-versicolor
+19,5.413312030585107,3.926778203887036,1.8214340613215396,0.3828381916621654,Iris-setosa
+20,6.644375995154776,3.057965597123344,4.407705463823347,1.4119560608172446,Iris-versicolor
+21,5.78641358317715,2.78872030651467,5.10525922197449,2.40452466578542,Iris-virginica
+22,7.7,2.804931452258103,6.7,2.03087479870092,Iris-virginica
+23,4.98216680034719,3.4402387801609953,1.382486417707455,0.23734629019893894,Iris-setosa
+24,4.952770909153524,3.1828817359478463,1.3441224105273912,0.2,Iris-setosa
+25,7.357590656216792,2.9047817783762566,6.362580419153508,1.7575531779853482,Iris-virginica
+26,6.698479319559086,2.9985722980882326,5.007673982922801,1.7027061236827223,Iris-versicolor
+27,5.199730486051122,3.397763232148096,1.3883170337585147,0.2,Iris-setosa
+28,6.009333141972435,2.979026650279967,4.795133709605461,1.792393022720296,Iris-virginica
+29,5.094349092159409,3.2979644471399148,1.8102224194992664,0.4800712102814005,Iris-setosa
+30,6.072582215631389,2.608763201743895,5.654278028811865,1.4025367440635432,Iris-virginica
+31,5.1045526322818136,3.298109084014625,1.6928433227558706,0.4684057440214198,Iris-setosa
+32,5.904236594225479,3.209743022581134,4.813568773535288,1.8154751254060468,Iris-versicolor
+33,6.293765815513347,2.5137460878196918,5.001458261216691,1.8967188282354195,Iris-virginica
+34,5.808489783374839,2.797234000062218,5.099965700311272,2.4064332522251317,Iris-virginica
+35,5.1083335007496125,3.325973394870507,1.6787811538229003,0.44746066566866016,Iris-setosa
+36,6.376708970882146,3.085962541802252,5.468053212327851,1.8023836575328276,Iris-virginica
+37,6.705555578030112,2.9903139650352677,4.992969576589342,1.6938312793635382,Iris-versicolor
+38,6.628516349168467,3.016123925332302,4.409814101204423,1.4072260062240742,Iris-versicolor
+39,5.00598763817732,3.2096126693185862,1.214095677254073,0.2,Iris-setosa
+40,6.497596502772128,2.994299366122606,5.468791685149349,1.791432219349771,Iris-virginica
+41,6.757743179666471,3.318925648307915,5.6969978151833836,2.5,Iris-virginica
+42,6.157518903718494,2.6402609174704734,5.590646088768238,1.4812363998339861,Iris-virginica
+43,4.9021065080637785,3.124181732442831,1.4947932691938839,0.1,Iris-setosa
+44,6.670221212459173,3.082419764564123,4.391575279893256,1.4152020912176382,Iris-versicolor
+45,5.5557093374352675,2.9968077115991707,4.476250646106772,1.5063178274511173,Iris-versicolor
+46,5.302946681064729,3.6592787370319177,1.5069634097721485,0.2,Iris-setosa
+47,6.303980889004356,2.6868892502299735,4.856825925073475,1.8180654059749917,Iris-virginica
+48,7.299795271623709,2.912008923114156,6.304831961067176,1.7861206440128858,Iris-virginica
+49,6.682819531346311,3.3067109516219335,5.699554361728468,2.5,Iris-virginica
+50,4.400000455257664,2.922677648723424,1.3955079857747816,0.2,Iris-setosa
+51,5.377902540304095,3.89762190918133,1.3021465694822598,0.3884408569871838,Iris-setosa
+52,5.107422576925524,3.7656622217121805,1.6583374108968818,0.45019302491461205,Iris-setosa
+53,5.182395795843682,3.4419029452584464,1.4038693230969743,0.2,Iris-setosa
+54,5.7598959185050775,2.7984524470402623,5.1140469231552474,2.3937670901574304,Iris-virginica
+55,5.79211118398503,2.7694791178280194,5.089068625730816,2.3913723515409466,Iris-virginica
+56,5.675307364082757,4.4,1.4936834166996313,0.49667713017750226,Iris-setosa
+57,5.100691257810654,3.844992406946033,1.8472701703974108,0.39115509450103814,Iris-setosa
+58,6.105240070295356,2.597470574391564,5.574527467290393,1.4104575720087977,Iris-virginica
+59,5.21985756508091,2.6982740030267705,3.981050823391378,1.4008367455325337,Iris-versicolor
+60,5.137837693237647,3.308046512759026,1.9688910534554847,0.3808875946088006,Iris-setosa
+61,5.797632677871265,2.6932988628105363,5.07968608563963,1.914714944202411,Iris-virginica
+62,6.4035942324033135,3.066556927192242,5.4920903735834194,1.799962665550666,Iris-virginica
+63,5.152024886375087,3.4348695059325003,1.499302876999635,0.2,Iris-setosa
+64,5.891917236584198,3.201641743415857,4.80318952080721,1.8036060574151451,Iris-versicolor
+65,4.400000454174733,2.8783298727787576,1.4052844341006685,0.2,Iris-setosa
+66,6.340077779542008,3.1145040458434057,5.439565635224777,1.795497816199509,Iris-virginica
+67,5.549805493647898,2.9900599394156444,4.100208863647378,1.2947379361068634,Iris-versicolor
+68,5.50791545633759,2.393119220580893,3.7600261150333587,1.0690931131405776,Iris-versicolor
+69,5.37981550706163,3.8837915435897714,1.7542584536470762,0.3887302166004565,Iris-setosa
+70,4.985334702235659,3.2574486673403085,1.312485468609773,0.2,Iris-setosa
+71,6.687345813398274,3.017098745585568,4.974844782427177,1.6901557742887192,Iris-versicolor
+72,5.887873217387429,3.1994980264920745,4.805755133548302,1.7789078084581076,Iris-versicolor
+73,5.564174225907404,2.6809844777819802,4.20830086045025,1.2772305852167891,Iris-versicolor
+74,6.452729884952248,2.7599033004327906,5.399000333261066,1.897676351648438,Iris-virginica
+75,4.897788444844696,2.4064631354827593,3.0607271918313605,0.9966676597721582,Iris-versicolor
+76,6.3351358854606525,2.7271344359285634,4.902210578337976,1.8185017366456346,Iris-virginica
+77,5.714235961386604,4.4,1.5334650131479926,0.6468590949830079,Iris-setosa
+78,6.013406099717457,2.994723533207468,4.796708031781406,1.8010283913081335,Iris-virginica
+79,6.6783404947460046,3.0737852732140474,4.414024882047436,1.4077010517975488,Iris-versicolor
+80,5.098951789749004,3.299923479052869,2.1071357029231845,0.5406541854390542,Iris-setosa
+81,5.740171766269724,2.5907300254176007,5.050927662143543,1.9654366504587726,Iris-virginica
+82,5.383743918887368,2.992205694662238,4.469549502804984,1.499485028764601,Iris-versicolor
+83,6.012145195947641,3.3855427227061234,4.473531284140192,1.588270385509374,Iris-versicolor
+84,5.176532185599642,2.651770729907683,3.713417913261825,1.359973177140171,Iris-versicolor
+85,5.791601907102419,2.705857043634582,5.102826994817962,1.8939924966721498,Iris-virginica
+86,6.533477777068638,3.002835345047204,5.506451918665462,1.8234018519982622,Iris-virginica
+87,5.2019764834228415,2.696823306983592,3.8266162437269253,1.3928783330490517,Iris-versicolor
+88,6.85503905133769,3.0076733980622663,5.552333397372457,2.0856909742560386,Iris-virginica
+89,6.013199596025791,2.998690916814164,4.418821933206141,1.417864077492687,Iris-versicolor
+90,7.7,2.8112486957228526,6.7,2.0049797543518397,Iris-virginica
+91,5.393949788756884,3.880617880522334,1.7826351847338322,0.3847254465116502,Iris-setosa
+92,5.8168758784672665,2.816541758421666,5.134235850718427,2.407453908250444,Iris-virginica
+93,4.902552089576629,3.000330954698088,1.4016317601803223,0.2,Iris-setosa
+94,6.519398887646261,3.0217872487710586,5.536588878114078,1.774920057772945,Iris-virginica
+95,6.951018780076413,3.185921469833364,5.762500358080722,2.3086602297090355,Iris-virginica
+96,6.458084365831893,3.17237824957021,4.4914752689727715,1.4844520400774845,Iris-versicolor
+97,5.984238267917798,2.200000343156209,4.993476814716273,1.499049152312219,Iris-virginica
+98,6.301548811860788,2.2989038811867153,4.401199557228919,1.3019768247252885,Iris-versicolor
+99,5.375921645876384,3.39792664922496,1.7028418550603506,0.2,Iris-setosa
+100,4.896260719389826,3.4084881545208066,1.607842001912283,0.2,Iris-setosa
+101,6.095772630357415,2.5897768731236583,5.671171031011079,1.4041792832896027,Iris-virginica
+102,5.087712119734684,3.276634501156524,1.6833521765674784,0.5011920015413275,Iris-setosa
+103,6.093067550453475,2.9950597533028547,4.580100337797394,1.4091465687120708,Iris-versicolor
+104,5.920534813817564,3.0024898594614666,4.222338564469675,1.498649349321114,Iris-versicolor
+105,5.684052917304006,4.4,1.5038028585110046,0.37919740138738106,Iris-setosa
+106,5.114902146364868,2.5068266173489007,3.0467626328859474,1.0486477957745999,Iris-versicolor
+107,5.114623277294503,3.3144691659474312,1.8446788098950222,0.43776656826134336,Iris-setosa
+108,5.493060055706379,4.18037182279911,1.4017057688260024,0.2,Iris-setosa
+109,6.294086374444662,2.2898010830254156,4.373788981720158,1.2891686302179752,Iris-versicolor
+110,5.4043523458521445,2.9993274376854413,4.488593356628239,1.497229488884667,Iris-versicolor
+111,5.411608422003752,3.4020387078359198,1.8572126485520346,0.2,Iris-setosa
+112,7.7,2.7944626966967885,6.7,2.010375338101119,Iris-virginica
+113,6.006004353301362,2.2,5.009993184081709,1.4936924537438814,Iris-virginica
+114,7.293567670992764,2.9034783518554446,6.271297994495793,1.809829395417532,Iris-virginica
+115,6.444806905840559,3.072434178110022,5.5020704657860255,1.7948048175919997,Iris-virginica
+116,5.528056040683626,2.395258181983166,3.7875054648960518,1.1274310532012375,Iris-versicolor
+117,7.7,2.799074218350211,6.699998426004926,2.0271924203804303,Iris-virginica
+118,6.412667651188989,2.978305602502838,5.550153467790108,1.802726046809554,Iris-virginica
+119,6.382102995997659,3.098939547049677,4.63471501659447,1.5044374113363084,Iris-versicolor
diff --git a/iris/tab_ddpm/7_1/6/test.csv b/iris/tab_ddpm/7_1/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/6/train.csv b/iris/tab_ddpm/7_1/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/6/val.csv b/iris/tab_ddpm/7_1/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/7/synth.csv b/iris/tab_ddpm/7_1/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f31afdfbe2fe00e4cac45de4f90706f39ae67099
--- /dev/null
+++ b/iris/tab_ddpm/7_1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.50214965706391,2.2984255061025483,1.2941512304999911,0.29212151058116853,Iris-setosa
+1,4.589034149964414,3.1944255084417663,1.4011902578332494,0.2,Iris-setosa
+2,7.7,2.803426340499214,6.699998707365819,2.0174424595468614,Iris-virginica
+3,5.708805411431436,3.008473163837396,4.153877596515294,1.414657288545376,Iris-versicolor
+4,5.9537211004088855,2.200000273390399,5.001849895140174,1.5113602690880976,Iris-virginica
+5,6.307628204946894,3.3922433718704244,5.597249419300546,2.402007559412529,Iris-virginica
+6,5.029977010696842,3.5010817336946287,1.3339569770699267,0.2934842137729487,Iris-setosa
+7,5.541539524443299,2.642069521910631,4.317134074053273,1.2676559928449096,Iris-versicolor
+8,6.282331330676278,3.4240716203636103,5.596832088874049,2.4034687414385205,Iris-virginica
+9,7.699998742056605,2.8335361392049725,6.699998830546081,1.9921636066413564,Iris-virginica
+10,4.4000005808592,2.9140265683102813,1.3983393043957326,0.2,Iris-setosa
+11,4.905096197722753,3.116298183488938,1.493477255236333,0.1,Iris-setosa
+12,5.098873465678006,3.788816789338505,1.5843605465373207,0.2,Iris-setosa
+13,4.610596504679399,3.6060622022721764,1.0,0.2,Iris-setosa
+14,4.793113450111395,3.392485664982706,1.5905854331255584,0.2,Iris-setosa
+15,6.110688736627713,2.5895017996530014,5.602978864389393,1.3994775253292058,Iris-virginica
+16,4.400000526491954,2.910920142133603,1.401802622285913,0.2,Iris-setosa
+17,6.2907652699202625,2.4875372807408365,5.001313064328058,1.8910677552959165,Iris-virginica
+18,5.397621713159522,3.8973831533283465,1.2990103077640263,0.37357548710076594,Iris-setosa
+19,5.808104482084801,2.7051951649757506,5.10547858614288,1.8915316875793884,Iris-virginica
+20,6.302145351532847,2.788673687306046,5.098162311939621,1.4984954661834613,Iris-virginica
+21,7.03469244101115,3.0082921256814807,5.805930058898952,2.1375144996592907,Iris-virginica
+22,6.111532524380879,2.9959614220289126,4.640554925343702,1.393623494450971,Iris-versicolor
+23,4.87428532805915,3.1000484159365165,1.4929107391101761,0.10000009995991999,Iris-setosa
+24,6.320784450297724,2.675038225890669,4.906805977818846,1.808281443829232,Iris-virginica
+25,5.907122747308771,3.003922005564689,5.086146624377139,1.7802240955503632,Iris-virginica
+26,7.7,2.7911994501021873,6.7,2.0104441837978917,Iris-virginica
+27,7.297924205534356,2.886072159540909,6.28369289267775,1.8011625104407207,Iris-virginica
+28,5.051069719049621,3.5087229341228428,1.3502079954892392,0.31906169878185464,Iris-setosa
+29,5.792560668627977,2.71209660557159,5.087923643511783,1.8986597697732928,Iris-virginica
+30,6.4745941232583055,3.041947761427467,4.494263926757333,1.424793158148718,Iris-versicolor
+31,5.504462095612621,4.207566388863607,1.386321046529904,0.2,Iris-setosa
+32,5.508251825438624,2.388775843988882,3.752173830044332,1.0619105424269866,Iris-versicolor
+33,5.809289386187581,2.6877223640536108,5.096810274290397,1.8962894137703556,Iris-virginica
+34,5.4832279807734725,4.196293083989306,1.3933686677014658,0.2,Iris-setosa
+35,4.400000451343992,3.2173857286325482,1.3208728678262363,0.2,Iris-setosa
+36,4.874800909262703,2.995680049799616,1.400167347524847,0.2,Iris-setosa
+37,5.162621349121917,3.4676403964168823,1.5065770175527569,0.2,Iris-setosa
+38,7.699998030988604,2.8234856953381424,6.699998361675822,1.9974127674502171,Iris-virginica
+39,4.867730545038697,2.9918050207691054,1.3895026427959802,0.2,Iris-setosa
+40,6.692002678918697,3.0934375601148267,4.4168710090773775,1.410893048712975,Iris-versicolor
+41,7.7,2.8098350471705364,6.7,2.000559386951245,Iris-virginica
+42,5.199607971130314,3.401787251158714,1.3661258105766922,0.2,Iris-setosa
+43,5.583901964452778,2.9980585381472418,4.499418922636446,1.4935491098758162,Iris-versicolor
+44,5.361985964035177,3.8392075552603635,1.3144205925592272,0.41096209394119854,Iris-setosa
+45,5.008234054055707,3.6096432611450493,1.4021136917705885,0.2,Iris-setosa
+46,6.304921516182723,2.5043651384629824,4.995338235380726,1.9033180655566249,Iris-virginica
+47,5.2170381098564755,3.3907394350387787,1.3989650240002172,0.2,Iris-setosa
+48,5.588987742394734,2.996454460483889,4.119235348477386,1.3040532630050896,Iris-versicolor
+49,6.897213199180779,3.187154166473668,5.680326952735935,2.3039326782316216,Iris-virginica
+50,4.580713733106681,3.606446228716937,1.0000004322720797,0.2,Iris-setosa
+51,6.154573039415363,3.0109488132499047,4.619843604449929,1.3961916968143158,Iris-versicolor
+52,4.589663260070167,3.4105890009943685,1.398645940503924,0.31016870648896816,Iris-setosa
+53,6.327136389132651,2.498642938350166,5.000484107411179,1.9015552827764557,Iris-virginica
+54,7.270651204531696,2.9041979177621973,6.2448835800205895,1.7613432010976515,Iris-virginica
+55,5.902574971568848,2.9974958280050674,5.037903967583015,1.7978172871413711,Iris-virginica
+56,6.29264515298361,2.8923962033033863,5.575237387133155,1.7856950198954602,Iris-virginica
+57,6.107680643813285,2.600323107478773,5.633085637561907,1.3786263121350162,Iris-virginica
+58,7.7,2.7621400063239316,6.7,2.042328503877511,Iris-virginica
+59,5.791779403433109,2.7127319969734445,5.127813150737261,1.897041520327659,Iris-virginica
+60,7.284510766753509,2.9201408095918184,6.2828105847578986,1.8164809080040523,Iris-virginica
+61,5.493131348425323,2.390921658203113,3.75604780298388,1.0618905383422113,Iris-versicolor
+62,5.813408034604974,2.7302253569779937,5.106486715152208,1.8934054880545632,Iris-virginica
+63,5.500337741494547,2.3897824524055116,3.9311224202865915,1.0044662406171845,Iris-versicolor
+64,5.614970796547191,2.7788004691786212,4.160529221427939,1.3067494111088753,Iris-versicolor
+65,5.081653361194665,2.490540840227319,2.830717911414836,1.077645752672154,Iris-versicolor
+66,5.170319359258705,3.4564799642267583,1.5007264153710917,0.2,Iris-setosa
+67,6.0136652080863735,2.698871353651851,5.113942706570892,1.61066062817814,Iris-versicolor
+68,5.492023621606441,2.999838620885626,4.533703795989697,1.4958933846519034,Iris-versicolor
+69,4.991699070667284,3.591905536001362,1.4022317402409576,0.2,Iris-setosa
+70,5.097845339606794,3.8142404149076174,1.5972455709803899,0.2,Iris-setosa
+71,6.1137869272039245,3.3043209782648217,4.508657342793691,1.6036369635719652,Iris-versicolor
+72,5.327626431213147,3.8432948521547265,2.1181173824806514,0.4178021996323964,Iris-setosa
+73,5.71262628862978,4.4,1.5179394671737947,0.6761403250144075,Iris-setosa
+74,5.377991048769792,3.865002803229267,1.6715934556700816,0.4079586779566084,Iris-setosa
+75,5.980284375876662,2.2,4.991791765043196,1.4788592525028081,Iris-virginica
+76,4.601450871289005,3.6006389110107055,1.0000003790080196,0.2,Iris-setosa
+77,6.294595717729189,2.2970818763946297,4.408212154344673,1.2931091512903115,Iris-versicolor
+78,6.131027434034003,3.3122527370450507,4.482475095864913,1.5505009744854434,Iris-versicolor
+79,4.4000004739725345,2.9031231466209393,1.404940089406147,0.2,Iris-setosa
+80,6.681230079025402,3.3046229712327024,5.589889688471224,2.4999993894506294,Iris-virginica
+81,5.902589986669696,2.989841831719678,5.0894387943284265,1.805219066611289,Iris-virginica
+82,5.779812048631113,2.6917080344534488,5.096814927599611,1.906886961842975,Iris-virginica
+83,7.343917241821049,2.9015611667263714,6.319060232967189,1.7859657482340023,Iris-virginica
+84,5.441501762342051,3.90362928225022,1.7310040538624392,0.39505922847989716,Iris-setosa
+85,5.787266371536083,2.717536536921083,5.121105593775475,1.8829075749146202,Iris-virginica
+86,4.707452253437056,3.4415316333792147,1.421846650109087,0.31773101179807506,Iris-setosa
+87,6.806484628210265,3.270910410410831,5.70517488008976,2.5,Iris-virginica
+88,4.490896600149705,3.3969455404989284,1.3948548136020242,0.22041260080668174,Iris-setosa
+89,5.088018021760396,3.8301492318674017,2.174188040989245,0.3974815884191803,Iris-setosa
+90,5.890252842199122,3.1895495507316327,4.81318743291853,1.7952908431284367,Iris-versicolor
+91,5.002931111772899,3.2688106252385283,1.3081129947198429,0.2,Iris-setosa
+92,5.014732649654528,3.504089295583001,1.3161841070826137,0.29488063277381543,Iris-setosa
+93,6.112732453637701,2.9963093569680956,4.6276660296195535,1.4093456920385559,Iris-versicolor
+94,5.570664500865826,2.6893291489121043,4.190718520899802,1.2979395952831598,Iris-versicolor
+95,5.402417551053589,3.9098890288059596,1.2940282037691466,0.3888009568014398,Iris-setosa
+96,5.785116705801166,2.6959823033336896,5.094644365605141,1.917976049029696,Iris-virginica
+97,6.7283587316906965,3.3277830728742175,5.691945768292681,2.5,Iris-virginica
+98,5.091795831708159,3.4176696423642348,1.406808052167143,0.2,Iris-setosa
+99,5.325976862747108,3.8311244939232227,1.4000335741807808,0.38980698459462726,Iris-setosa
+100,6.296058644366728,2.6034868738118417,4.898247390140074,1.8193317125382995,Iris-virginica
+101,5.10976695725288,3.3923631818792352,1.5014369246578732,0.2,Iris-setosa
+102,5.502616301699172,2.994826250012089,4.480312345769863,1.4973594424823944,Iris-versicolor
+103,7.32504767370138,2.9006868265502503,6.308661193190835,1.790710703062584,Iris-virginica
+104,6.2938744177491825,2.488727116468705,4.884090581906133,1.493609529401448,Iris-versicolor
+105,5.0781571165571195,3.6582765127206716,1.4622475569550792,0.3883010535895117,Iris-setosa
+106,5.7886330632466265,2.6988559600376902,5.100485744436145,1.8900555676192263,Iris-virginica
+107,5.983806090371362,3.4055329096369076,4.506255580669619,1.6216721372912377,Iris-versicolor
+108,5.5204236911344,2.395102812699109,3.906019635850181,1.1809907119184693,Iris-versicolor
+109,6.294717932642766,2.822039024440874,5.099158685270715,1.518822290486077,Iris-virginica
+110,5.884483949617332,3.197452591506594,4.784701301475604,1.7864414640697164,Iris-versicolor
+111,5.1014527669686,2.5015882987216647,2.9618555951906584,1.0589232375870472,Iris-versicolor
+112,6.685639887425076,3.2983436771096475,5.673221205277544,2.4999992173781673,Iris-virginica
+113,7.7,2.7826475846945073,6.7,1.9875800116828717,Iris-virginica
+114,5.866366608105837,3.199307930664664,4.769585804287768,1.7979015409349837,Iris-versicolor
+115,6.108740456148362,2.6017605927507326,5.626110554454377,1.4160282017721164,Iris-virginica
+116,6.003146478725704,3.438175277781376,4.508439355332222,1.6123230131801618,Iris-versicolor
+117,5.894995535243791,2.994865248424376,5.116899670147851,1.7933049164514447,Iris-virginica
+118,7.2812787344461745,2.9058229760384835,6.264277628346556,1.8162545125493794,Iris-virginica
+119,5.200917294338726,3.398928864344492,1.40005678002424,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/7/test.csv b/iris/tab_ddpm/7_1/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/7/train.csv b/iris/tab_ddpm/7_1/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/7/val.csv b/iris/tab_ddpm/7_1/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/8/synth.csv b/iris/tab_ddpm/7_1/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..033affba0b708f96e83ff2982186f68f37e3986c
--- /dev/null
+++ b/iris/tab_ddpm/7_1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.295323082766296,2.710697513535506,4.890969381742328,1.7911388785713935,Iris-virginica
+1,5.397844949733582,3.0056186861243477,4.554161773969835,1.5002431339520514,Iris-versicolor
+2,5.277777306610926,3.6104313553784,1.5040337694558055,0.2,Iris-setosa
+3,5.1085891152709495,3.7981695146895103,1.6038875784196487,0.2,Iris-setosa
+4,6.397009372057923,2.8916074201320003,4.298534010275464,1.2990241834994147,Iris-versicolor
+5,5.113303094960737,3.432546950098181,1.4979144453491338,0.2,Iris-setosa
+6,5.559202959014231,2.3869182745938606,4.026771257693186,1.1067601450231832,Iris-versicolor
+7,5.328259699813181,3.8100617899423237,1.5325971816815258,0.22077425820290997,Iris-setosa
+8,5.899740947011277,2.946629737779878,4.356596348018082,1.4096528121927583,Iris-versicolor
+9,6.47733805801122,3.034520700534226,5.513948372303961,1.7842118666247249,Iris-virginica
+10,4.586204956031889,3.205018174329181,1.3996006288948726,0.2,Iris-setosa
+11,7.351493322265685,2.900153481807796,6.345354466582132,1.8011794174125664,Iris-virginica
+12,4.509756942440889,2.3005320814488606,1.299586287663087,0.3066978496087119,Iris-setosa
+13,6.662860462702997,3.3197585371653258,5.664100140278816,2.499999258787461,Iris-virginica
+14,5.025162874564604,3.5094951608464777,1.3210981106556512,0.30181308803327045,Iris-setosa
+15,6.292710873729396,2.2919775257234756,4.416721665835963,1.302277371369321,Iris-versicolor
+16,5.111715031254321,3.8071612389733747,1.7374013960057748,0.4131819614759717,Iris-setosa
+17,4.999378979665185,2.4682731485853706,3.1463180830503594,1.0397765678226545,Iris-versicolor
+18,5.881217349153912,3.2122298919021275,4.7660701659731455,1.799696482987827,Iris-versicolor
+19,4.98670055789442,3.218822220644866,1.1870875742761202,0.2,Iris-setosa
+20,6.030164796146966,2.2000003378325355,4.96413052158225,1.5261773653522248,Iris-virginica
+21,6.124805459839755,2.596163516183009,5.623910602245678,1.4112608297309972,Iris-virginica
+22,5.657605770253196,2.4859051097011453,4.999786648214628,1.9890797897086259,Iris-virginica
+23,7.699998710420049,2.785282112587275,6.7,1.9961759400093673,Iris-virginica
+24,4.606775272371432,3.632370673988217,1.0,0.2,Iris-setosa
+25,4.802558660925495,3.4049553460388604,1.6228265874693903,0.2,Iris-setosa
+26,5.382471529456911,3.4110031813969455,1.7271930874755714,0.2,Iris-setosa
+27,4.794412937973114,3.4173684284046044,1.6043293056007246,0.2,Iris-setosa
+28,6.6929662688968055,2.9929872422158774,4.985353321420496,1.6934209365742858,Iris-versicolor
+29,5.7392814814530135,2.507009860890422,5.003163042231536,1.9872552035696298,Iris-virginica
+30,7.7,2.809708373261181,6.7,2.029806767995772,Iris-virginica
+31,4.4,3.1955293226283934,1.2843988774602795,0.2,Iris-setosa
+32,4.796762001652862,3.3960959609235557,1.5909970038050676,0.2,Iris-setosa
+33,5.796268956706788,2.6891885254124923,5.085732185804401,1.9093920779832274,Iris-virginica
+34,4.924977938828448,2.419878017382956,3.288408041936038,1.0836682196083274,Iris-versicolor
+35,5.809684990254779,2.71812812850865,5.143091738113286,1.8978506989506316,Iris-virginica
+36,6.871954425348609,3.301695781196801,5.8913606223951485,2.5,Iris-virginica
+37,5.288839338916671,3.689919034242118,1.4868386983239161,0.2,Iris-setosa
+38,6.305289799663803,2.299422462505576,4.442086436062868,1.2965411625591887,Iris-versicolor
+39,5.169464861324344,3.466469576587442,1.5214138733488634,0.2,Iris-setosa
+40,6.090315841252897,3.0108595632646993,4.621337143686831,1.402592133008284,Iris-versicolor
+41,5.1892842196448195,3.7713593587710807,1.5476398805764966,0.39915288127000537,Iris-setosa
+42,4.58026332362237,3.4201177169021215,1.3844602478841534,0.30157594813243727,Iris-setosa
+43,5.987130425388972,2.7075375501024768,5.100767352522007,1.6102865802963509,Iris-versicolor
+44,5.88138287752541,3.0047965736987154,5.092914948449617,1.8055427166474536,Iris-virginica
+45,5.503984074564374,4.1627117799252815,1.4008470029592028,0.2,Iris-setosa
+46,4.919213383441856,2.412593469489811,3.614011269197113,1.0100285421254007,Iris-versicolor
+47,6.291039342657983,2.791356837871344,5.118635971217319,1.4981200503765857,Iris-virginica
+48,6.3003386857948405,2.82512507762582,5.095759622253712,1.5055063189065896,Iris-virginica
+49,4.400000619437803,3.209771893169803,1.3261425825546915,0.2,Iris-setosa
+50,5.871206309144228,3.200009365329107,4.802434328000576,1.810615512364313,Iris-versicolor
+51,5.015682016978426,3.34967966070569,1.4032675112156734,0.2,Iris-setosa
+52,6.301243601107841,3.4029303871583894,5.640116459029671,2.380749186512671,Iris-virginica
+53,5.052290878428413,3.3496709899393347,1.4059347167132477,0.2,Iris-setosa
+54,5.285987199859516,3.6666731115896227,1.5279240136252792,0.2,Iris-setosa
+55,6.293955744505426,2.297276875590609,4.402395669589924,1.2830500092365358,Iris-versicolor
+56,5.995937356062527,2.7064905625948623,5.107835613175744,1.6004815738897273,Iris-versicolor
+57,5.275292715354803,2.6198150489212497,3.9809800023464614,1.2944543538536228,Iris-versicolor
+58,7.2691968281021175,2.9133760292731963,6.25739866475313,1.8192976915279369,Iris-virginica
+59,5.897454853968316,3.216473570386906,4.790906724126543,1.8115770888879585,Iris-versicolor
+60,5.000367533212798,3.386580875751597,1.5466632633803035,0.2,Iris-setosa
+61,6.282504827024704,2.907972951176618,5.598142919734312,1.8047328434339704,Iris-virginica
+62,5.857654817460814,3.009476265401698,4.142415320801044,1.4903322368089233,Iris-versicolor
+63,6.684995196765275,3.0987131247295405,4.405145687878835,1.4032436962335324,Iris-versicolor
+64,5.049094100212918,3.5128886458639874,1.3658861390795112,0.31224889553183766,Iris-setosa
+65,5.3807361114459145,3.401170635013075,1.7130710847567787,0.2,Iris-setosa
+66,5.440199867735109,2.996799470849417,4.424664614904943,1.5017495182724714,Iris-versicolor
+67,5.969129700965335,3.0048012818798124,4.785638349349358,1.7904206491347556,Iris-virginica
+68,7.7,2.7688289109531055,6.7,2.009099710666862,Iris-virginica
+69,7.7,2.7747931590033126,6.7,1.9894053537113408,Iris-virginica
+70,6.026961121787397,3.0114615756585916,4.765222434571791,1.7959477138516113,Iris-virginica
+71,5.896925364070329,3.195844751220884,4.824742402849461,1.816690502718882,Iris-versicolor
+72,5.987204804250147,3.402439722177736,4.526085582460448,1.6071516395905285,Iris-versicolor
+73,4.6007878687599,3.582759262280598,1.0000005079027838,0.2,Iris-setosa
+74,4.973743935066249,3.317151049959554,1.4495838504165695,0.2,Iris-setosa
+75,5.519812753673689,2.6129953281052507,4.409275971728833,1.2663869245638923,Iris-versicolor
+76,6.67922449647064,3.2953977279932456,5.6592833601910035,2.06495525552032,Iris-virginica
+77,5.194316048569812,2.711687151387484,4.016985706819256,1.4164865461725324,Iris-versicolor
+78,5.980174004133256,2.20000034863994,5.006544354365919,1.4943517084143538,Iris-virginica
+79,6.8912033885610695,3.1903509672910046,5.691355656805586,2.291710939806765,Iris-virginica
+80,4.978536178968929,3.273112341799865,1.332908042413541,0.2,Iris-setosa
+81,6.265962878405444,2.88186426718167,4.314994925601414,1.2892041854205896,Iris-versicolor
+82,5.858108433132398,3.2027624808556454,4.80386672538848,1.7837189036542758,Iris-versicolor
+83,5.6078313437354605,3.001520743295678,4.1373456887734745,1.2966557384529287,Iris-versicolor
+84,6.723983095886736,3.3312065481998325,5.772626306985835,2.5,Iris-virginica
+85,5.9902634222603055,3.405964386212784,4.523613627779808,1.5840560527528338,Iris-versicolor
+86,4.591627985609573,3.1937268129291994,1.4032179506532458,0.2,Iris-setosa
+87,7.28445866851189,2.9055918351356445,6.303593274038953,1.805537578933886,Iris-virginica
+88,5.888665043667672,3.0080818520025927,4.212843770092545,1.4998173829454888,Iris-versicolor
+89,5.006175454990751,2.4578946326435673,3.101901419651293,1.0012548508538317,Iris-versicolor
+90,5.130430027652988,3.505066914350388,1.4048751638230788,0.28867869415195735,Iris-setosa
+91,4.686786423696841,3.429584983553378,1.3582630291294788,0.32554464908107933,Iris-setosa
+92,6.674893402550307,3.000001949692864,4.993096540811266,1.6940861760835795,Iris-versicolor
+93,6.519836788169298,3.1638745083777664,4.496053129630542,1.4611668564012652,Iris-versicolor
+94,4.499126346593907,2.3065684985907984,1.2886680608557501,0.30221541157456444,Iris-setosa
+95,5.53423000442134,2.3942467731362056,3.8010457125064008,1.0391807400913629,Iris-versicolor
+96,5.991728592563107,3.3896825469467586,4.546190214544312,1.6304219326909377,Iris-versicolor
+97,5.3848534551076925,3.406524289824842,1.6864282273262547,0.2,Iris-setosa
+98,5.094090979877077,3.4140920652909497,1.526757444334651,0.2,Iris-setosa
+99,5.082263223178796,3.7097470689863314,1.5694571992412092,0.2,Iris-setosa
+100,4.889483973997086,3.006303510338405,1.3750037899298653,0.2,Iris-setosa
+101,5.344930601899519,3.4266117660177784,1.6671092806947034,0.2,Iris-setosa
+102,4.883154944738773,2.9993786603927517,1.3958486740296836,0.2,Iris-setosa
+103,5.656204597005493,4.4,1.5072428897325072,0.38078203843891234,Iris-setosa
+104,5.817495546713411,2.7118348027712007,5.09209341595383,1.8948041273305276,Iris-virginica
+105,6.66997622288189,3.079385856232196,4.399703959990606,1.4187570541923835,Iris-versicolor
+106,6.69978327607149,3.0035775286368067,4.995472666923746,1.7055955197547834,Iris-versicolor
+107,5.0854426892641165,3.814591941360977,1.5955136271791683,0.2,Iris-setosa
+108,4.797277279499819,3.4114851146544374,1.6081467340608706,0.2,Iris-setosa
+109,4.892941687196088,3.089452489513042,1.4977383074461494,0.10000010195135772,Iris-setosa
+110,6.310413630018484,2.8876785186530918,5.61473989949552,1.7924283836121873,Iris-virginica
+111,4.6089875338765,3.597146877611465,1.0,0.2,Iris-setosa
+112,6.709707628222113,3.3106453256227106,5.6996779861933975,2.499999270443353,Iris-virginica
+113,6.609364342824578,3.005974042822597,4.413618678274727,1.3962207496385244,Iris-versicolor
+114,4.4,3.1890045799666003,1.2915037076566533,0.2,Iris-setosa
+115,4.503880080969608,2.2950497528763822,1.3060980737020307,0.28844585899745045,Iris-setosa
+116,6.404012761319747,3.0716802758263655,5.468560305321562,1.8055677428444392,Iris-virginica
+117,6.752154678583658,2.984047088365739,5.480269056652044,2.1106513359992696,Iris-virginica
+118,6.297388679647309,2.3015384166256565,4.413038588413837,1.3055721764397896,Iris-versicolor
+119,6.40345748635346,2.9000247618472303,4.31593601835972,1.30742879765431,Iris-versicolor
diff --git a/iris/tab_ddpm/7_1/8/test.csv b/iris/tab_ddpm/7_1/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/8/train.csv b/iris/tab_ddpm/7_1/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/8/val.csv b/iris/tab_ddpm/7_1/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/9/synth.csv b/iris/tab_ddpm/7_1/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a94b5c07543e5faa19905cb76c85e136c9bf13de
--- /dev/null
+++ b/iris/tab_ddpm/7_1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.201237321816061,3.467107814501371,1.4912673711079527,0.2,Iris-setosa
+1,5.9971193613170355,2.2,4.98273713086398,1.4976609612189713,Iris-virginica
+2,4.618106957645656,3.21953500461536,1.4035339457214602,0.2,Iris-setosa
+3,5.057636165730173,3.364622174668072,1.4320827231817006,0.2,Iris-setosa
+4,5.379226298910925,3.396720852187778,1.6886644227954128,0.2,Iris-setosa
+5,5.557236600576808,2.9886715812935525,4.078410964346568,1.2982039511747252,Iris-versicolor
+6,4.900147456065772,3.112931507109291,1.4949474573644075,0.1000001165455126,Iris-setosa
+7,5.01307747131204,3.6108884990331456,1.4057748738202132,0.2,Iris-setosa
+8,5.1127986763035675,3.773644334844078,1.612790676085094,0.3894138740119789,Iris-setosa
+9,5.195635565201848,2.723605254794663,4.044859091352871,1.4093595876047627,Iris-versicolor
+10,6.282904012659366,2.2981538264437957,4.422080552634429,1.2879594736597817,Iris-versicolor
+11,5.202446196352869,3.4041616915521677,1.4012358718622742,0.2,Iris-setosa
+12,5.883756638099152,3.193137664252454,4.791398675514784,1.7940963990175962,Iris-versicolor
+13,5.4980583964836605,4.214118417710055,1.4020005253573808,0.2,Iris-setosa
+14,7.7,2.8087983425523078,6.699998925335503,1.967592995319528,Iris-virginica
+15,5.513036127466578,4.193463864532094,1.391877580301139,0.2,Iris-setosa
+16,5.070385314150413,3.725026598257414,1.5293155294578469,0.2,Iris-setosa
+17,6.7393689088238125,3.083623085906718,5.57816256739463,2.184860571264668,Iris-virginica
+18,7.699999006620726,2.8206173896851503,6.6999989238872555,2.011075118112901,Iris-virginica
+19,6.54644537243741,2.970071641036433,4.356596745576556,1.37965386934847,Iris-versicolor
+20,5.56432989236582,2.9983345496435527,4.516593586409766,1.5029401586403597,Iris-versicolor
+21,5.0921379409256655,3.7781698194783044,1.6991444114173966,0.3988826900776582,Iris-setosa
+22,5.141440064218532,3.4166906434544657,1.49468169897702,0.2,Iris-setosa
+23,5.801570184539966,2.699715547958607,5.093984934891998,1.895842918751075,Iris-virginica
+24,5.078245360685632,3.3960434557584858,1.498162518343947,0.2,Iris-setosa
+25,5.201354992074241,3.523869213881651,1.4965171907576127,0.2,Iris-setosa
+26,7.24752319303899,2.9572844862242182,6.140128999401222,1.9613295454667874,Iris-virginica
+27,6.724940890162729,3.005507148969754,5.020509271672292,1.7050438476290344,Iris-versicolor
+28,4.6038788673401125,3.6094501778331223,1.000000457837596,0.2,Iris-setosa
+29,5.66897826621316,2.738389521461728,4.187175369723175,1.3168640472299113,Iris-versicolor
+30,4.604138499781726,3.3867098243853055,1.4010483512135952,0.2915524830822303,Iris-setosa
+31,6.8764073683555,3.012257362692333,5.5474879319389165,2.1321721390748327,Iris-virginica
+32,5.123912737948711,3.3639825306802544,1.4003357396615486,0.2,Iris-setosa
+33,6.308643337976907,3.3935349966603314,5.650396913984648,2.3838807269214057,Iris-virginica
+34,6.835370857036986,3.2079695637909214,5.70414445918152,2.305196514056771,Iris-virginica
+35,5.973762807240289,2.996152943682002,4.809745473373823,1.7759226217445125,Iris-virginica
+36,5.495226335013406,4.1991557798380095,1.3786063320452855,0.2,Iris-setosa
+37,6.019458287450172,2.9867991699101037,4.791245964073587,1.8008805078436498,Iris-virginica
+38,6.336126560991408,2.8862771129829277,4.245442177323678,1.3105606276132822,Iris-versicolor
+39,5.122312365474511,3.701968350634346,1.4965939988939772,0.3827685644511707,Iris-setosa
+40,6.374876243169872,2.876911171028557,4.363381472361221,1.2872380749943897,Iris-versicolor
+41,5.912023184510834,3.2091017480124515,4.846898992564396,1.7979692956956117,Iris-versicolor
+42,5.836301305028353,2.713893851592457,5.0971863161979325,1.8995967405202236,Iris-virginica
+43,4.5040037202034044,2.30091531610674,1.3064095417232768,0.3063560999360286,Iris-setosa
+44,5.422646459970378,2.9959346427597042,4.490703840053389,1.4893876813484896,Iris-versicolor
+45,5.812902745296187,2.7127553933067268,5.097468150817592,1.8863033265407936,Iris-virginica
+46,5.3813592733526825,3.8777499565156264,1.7702741156292519,0.44225068440352794,Iris-setosa
+47,6.289071901872411,2.5002324105811606,5.0015921405092225,1.9071970706142531,Iris-virginica
+48,6.0119902218982855,2.99894825202929,4.818849344622471,1.7819929497686007,Iris-virginica
+49,7.313652008857613,2.894159298515133,6.3121378162866115,1.804757660179995,Iris-virginica
+50,5.167375800433189,3.8472990069464466,1.5650219967990049,0.2,Iris-setosa
+51,6.8044317455221215,3.261395263039534,5.676383184595723,2.2487117115507047,Iris-virginica
+52,6.346128100823927,2.299189113923119,4.41954425212279,1.3141404196810773,Iris-versicolor
+53,6.496397557677753,2.951510932891213,4.312590466287915,1.3428734842432695,Iris-versicolor
+54,5.990965155696809,2.999474981616296,4.7510457510748525,1.8049185977141506,Iris-virginica
+55,5.374336816446658,3.4104859964749656,1.6846891885823196,0.2,Iris-setosa
+56,5.243597781328519,3.43581616774399,1.3993107154859377,0.2,Iris-setosa
+57,4.967588359218591,3.260190455144266,1.3827451851171977,0.2,Iris-setosa
+58,5.18254279918601,3.5019263245520666,1.495540771915613,0.2,Iris-setosa
+59,6.291515549821887,3.384544497901316,5.626391372342625,2.398630200646721,Iris-virginica
+60,5.105207489700563,3.766927844595265,1.5790808485469798,0.2,Iris-setosa
+61,5.9936100521922375,2.2,5.0021403678368,1.502598212719425,Iris-virginica
+62,6.374435804038244,2.6393414648353395,5.232548511842251,1.904104717772521,Iris-virginica
+63,4.6040771000863225,3.2020958656616436,1.3929253064997238,0.2,Iris-setosa
+64,5.494778396499862,2.398123539238077,3.705056992806088,0.9899996361554836,Iris-versicolor
+65,6.796042707701056,2.999960204854862,5.483658217683384,2.077616579553778,Iris-virginica
+66,5.384281569169023,3.858504010982908,1.3124928861112137,0.4948883740812459,Iris-setosa
+67,7.7,2.7767468344738258,6.7,2.0001043497366164,Iris-virginica
+68,4.4,2.8988379547145224,1.3997506993865403,0.2,Iris-setosa
+69,4.906962293437629,2.399979732203781,3.1417877382833845,1.074840468480878,Iris-versicolor
+70,5.261936385240038,3.602373551017617,1.5101369501726702,0.2,Iris-setosa
+71,6.434195599348365,2.918324090730471,4.3217659277846625,1.3151653504196086,Iris-versicolor
+72,6.316568225624617,2.9065034156016316,5.645135590600985,1.7925563924617989,Iris-virginica
+73,6.690867808708049,3.0815047260800514,4.384459154533483,1.3809132228131702,Iris-versicolor
+74,6.669627247867964,3.284321087015134,5.679458167022651,2.4999990109430623,Iris-virginica
+75,5.440480414480707,4.202385965286885,1.400987342382751,0.2,Iris-setosa
+76,7.6999986931647815,2.8236008182878156,6.699998465302775,2.022125564414463,Iris-virginica
+77,5.800891243872676,2.687470793267239,5.093890145054687,1.909572732992964,Iris-virginica
+78,5.4964950462584135,2.6259330313687816,4.343145266334856,1.22606476531848,Iris-versicolor
+79,6.303015212468958,3.3966509282511557,5.595008935248495,2.4028452688457427,Iris-virginica
+80,7.10745937858775,3.008301881597536,5.912124446023859,2.1137681750951427,Iris-virginica
+81,4.615718075444672,3.405119342686129,1.4028167626396,0.3105294055928473,Iris-setosa
+82,5.994604035789745,2.20000029153059,5.0077433144858166,1.5199442783339339,Iris-virginica
+83,5.378019329073381,3.8949735386182778,1.6799817611899048,0.36440042423661456,Iris-setosa
+84,5.568990024804912,2.6728725837364884,4.182188919450933,1.287212856067449,Iris-versicolor
+85,5.015853853743919,3.4970754707607483,1.3013934775187765,0.2931244848895555,Iris-setosa
+86,6.445199812217187,2.926085802999421,4.309730229125525,1.3207348697910428,Iris-versicolor
+87,5.57786548829614,2.987491077233703,4.10591095051051,1.292912526035273,Iris-versicolor
+88,4.863773624858258,3.0974111007972738,1.5157727778222814,0.1,Iris-setosa
+89,6.910841682766278,3.206935345746848,5.660592346615133,2.304441304453881,Iris-virginica
+90,5.332221161390219,3.876900320546622,1.668628754570585,0.3854719292362885,Iris-setosa
+91,5.709158418411397,3.012192574320796,4.3625469816147096,1.49962584844995,Iris-versicolor
+92,4.592438312773854,3.596055006781871,1.0,0.2,Iris-setosa
+93,5.804870653324034,2.7018316354659335,5.099875425873357,1.9016880966478316,Iris-virginica
+94,6.691292219854642,2.998108496558605,4.983048497051873,1.7043377585692927,Iris-versicolor
+95,6.5008475076503744,3.001223153404654,5.494093887344193,1.7938276999225684,Iris-virginica
+96,5.269771412662728,3.7250616245258374,1.500118353916328,0.2,Iris-setosa
+97,4.400000538866869,3.22456947121185,1.3026537645977128,0.2,Iris-setosa
+98,5.50473604822359,2.394526001191473,3.78266369388529,1.059933504393392,Iris-versicolor
+99,6.388277956238627,3.1964379610768336,4.499162630505334,1.5171523765313588,Iris-versicolor
+100,5.117947841609985,3.3066266786476626,1.8893888744148981,0.5099647475627389,Iris-setosa
+101,5.904410743804192,3.1895009079029215,4.785392642183152,1.808902017589914,Iris-versicolor
+102,5.997146642938028,2.706848864517278,5.104436544143315,1.5763099922530088,Iris-versicolor
+103,6.685660925167664,3.2877746844714424,5.638301179166739,2.1146960021112875,Iris-virginica
+104,6.672226270323105,3.0026845040913823,5.022486574599158,1.69718614448134,Iris-versicolor
+105,6.693061048523341,2.998439767784669,5.003218719591188,1.6937938642597694,Iris-versicolor
+106,7.0943787821005095,3.009535129760721,5.8925417862658325,2.117897605836046,Iris-virginica
+107,5.111434588634157,3.3611250869414437,1.3991255592160297,0.2,Iris-setosa
+108,6.0137297529175795,2.699427268087048,5.1450388887388705,1.61655831845772,Iris-versicolor
+109,4.6257685668815745,3.3796224130128762,1.3856628208786426,0.2799408503595906,Iris-setosa
+110,6.305487226872862,2.4971134751778163,5.0085296834927115,1.9001161772993576,Iris-virginica
+111,5.4265623147789395,3.390349213899043,2.0570186570225717,0.2,Iris-setosa
+112,6.676672060216805,3.3086140198567695,5.730867311159417,2.5,Iris-virginica
+113,5.483884128912075,2.3970022263570487,3.6996802521968437,1.0934774254391808,Iris-versicolor
+114,6.712549096896626,3.101617992561054,4.403556131368208,1.397508408721111,Iris-versicolor
+115,6.008929039846141,2.7080917589937843,5.081492562283346,1.5979710753495846,Iris-versicolor
+116,6.694301053941478,3.109713035757972,4.393658990774804,1.403046672422938,Iris-versicolor
+117,5.0090564102531125,3.60787042937011,1.402718603269787,0.2,Iris-setosa
+118,6.306394609914938,2.5031589240952994,4.999799066147279,1.9027667244715925,Iris-virginica
+119,5.099110727060138,3.806748678788505,2.0071787558075416,0.3958435412067999,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/9/test.csv b/iris/tab_ddpm/7_1/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/9/train.csv b/iris/tab_ddpm/7_1/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/7_1/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/7_1/9/val.csv b/iris/tab_ddpm/7_1/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/7_1/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/7_1/params.json b/iris/tab_ddpm/7_1/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..79233dce9fe016c65b3b0147e3d2ee185d8d6405
--- /dev/null
+++ b/iris/tab_ddpm/7_1/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_1/tab_ddpm_eval.ipynb b/iris/tab_ddpm/7_1/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..13d8558d9a6c4ad7bc3bdbfdb438b39a0e2786f3
--- /dev/null
+++ b/iris/tab_ddpm/7_1/tab_ddpm_eval.ipynb
@@ -0,0 +1,2169 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "5aeb81a5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:17.040595Z",
+     "iopub.status.busy": "2024-07-22T02:29:17.040220Z",
+     "iopub.status.idle": "2024-07-22T02:29:27.828665Z",
+     "shell.execute_reply": "2024-07-22T02:29:27.827492Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.80067,
+     "end_time": "2024-07-22T02:29:27.831112",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:17.030442",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "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... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 79%\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": "5307f651",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:27.854584Z",
+     "iopub.status.busy": "2024-07-22T02:29:27.853669Z",
+     "iopub.status.idle": "2024-07-22T02:29:27.861761Z",
+     "shell.execute_reply": "2024-07-22T02:29:27.860919Z"
+    },
+    "papermill": {
+     "duration": 0.022237,
+     "end_time": "2024-07-22T02:29:27.863868",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:27.841631",
+     "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": "de25af02",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009412,
+     "end_time": "2024-07-22T02:29:27.882857",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:27.873445",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "cd5a3cb4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:27.903432Z",
+     "iopub.status.busy": "2024-07-22T02:29:27.903126Z",
+     "iopub.status.idle": "2024-07-22T02:29:27.910294Z",
+     "shell.execute_reply": "2024-07-22T02:29:27.909456Z"
+    },
+    "papermill": {
+     "duration": 0.019697,
+     "end_time": "2024-07-22T02:29:27.912147",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:27.892450",
+     "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": "0a90b117",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:27.933447Z",
+     "iopub.status.busy": "2024-07-22T02:29:27.932675Z",
+     "iopub.status.idle": "2024-07-22T02:29:27.938096Z",
+     "shell.execute_reply": "2024-07-22T02:29:27.937248Z"
+    },
+    "papermill": {
+     "duration": 0.018123,
+     "end_time": "2024-07-22T02:29:27.940011",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:27.921888",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 1\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/7_1\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.8\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "69d4de1c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:27.963272Z",
+     "iopub.status.busy": "2024-07-22T02:29:27.962942Z",
+     "iopub.status.idle": "2024-07-22T02:29:27.969161Z",
+     "shell.execute_reply": "2024-07-22T02:29:27.968066Z"
+    },
+    "papermill": {
+     "duration": 0.020868,
+     "end_time": "2024-07-22T02:29:27.971296",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:27.950428",
+     "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": "f812a8b7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:27.992701Z",
+     "iopub.status.busy": "2024-07-22T02:29:27.992421Z",
+     "iopub.status.idle": "2024-07-22T02:29:29.240693Z",
+     "shell.execute_reply": "2024-07-22T02:29:29.239574Z"
+    },
+    "papermill": {
+     "duration": 1.261659,
+     "end_time": "2024-07-22T02:29:29.243079",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:27.981420",
+     "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": "944c7a15",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:29.265476Z",
+     "iopub.status.busy": "2024-07-22T02:29:29.265151Z",
+     "iopub.status.idle": "2024-07-22T02:29:30.259585Z",
+     "shell.execute_reply": "2024-07-22T02:29:30.258386Z"
+    },
+    "papermill": {
+     "duration": 1.008333,
+     "end_time": "2024-07-22T02:29:30.261766",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:29.253433",
+     "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": "3fc165ff",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:30.285567Z",
+     "iopub.status.busy": "2024-07-22T02:29:30.284750Z",
+     "iopub.status.idle": "2024-07-22T02:29:30.294463Z",
+     "shell.execute_reply": "2024-07-22T02:29:30.293575Z"
+    },
+    "papermill": {
+     "duration": 0.023908,
+     "end_time": "2024-07-22T02:29:30.296455",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:30.272547",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/7_1\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "1fbde0eb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:30.321808Z",
+     "iopub.status.busy": "2024-07-22T02:29:30.321048Z",
+     "iopub.status.idle": "2024-07-22T02:29:30.706057Z",
+     "shell.execute_reply": "2024-07-22T02:29:30.705197Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.400845,
+     "end_time": "2024-07-22T02:29:30.708465",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:30.307620",
+     "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": "6978e922",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:30.732076Z",
+     "iopub.status.busy": "2024-07-22T02:29:30.731501Z",
+     "iopub.status.idle": "2024-07-22T02:29:32.438774Z",
+     "shell.execute_reply": "2024-07-22T02:29:32.437768Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.72184,
+     "end_time": "2024-07-22T02:29:32.441283",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:30.719443",
+     "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": "c08a561f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:32.466283Z",
+     "iopub.status.busy": "2024-07-22T02:29:32.465853Z",
+     "iopub.status.idle": "2024-07-22T02:29:32.474223Z",
+     "shell.execute_reply": "2024-07-22T02:29:32.473339Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023139,
+     "end_time": "2024-07-22T02:29:32.476185",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:32.453046",
+     "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": "edc319ae",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:32.499590Z",
+     "iopub.status.busy": "2024-07-22T02:29:32.498884Z",
+     "iopub.status.idle": "2024-07-22T02:29:32.503538Z",
+     "shell.execute_reply": "2024-07-22T02:29:32.502629Z"
+    },
+    "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": 0.018729,
+     "end_time": "2024-07-22T02:29:32.505404",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:32.486675",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "08e3bf12",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:32.528411Z",
+     "iopub.status.busy": "2024-07-22T02:29:32.528095Z",
+     "iopub.status.idle": "2024-07-22T02:29:32.643686Z",
+     "shell.execute_reply": "2024-07-22T02:29:32.642898Z"
+    },
+    "papermill": {
+     "duration": 0.130146,
+     "end_time": "2024-07-22T02:29:32.646149",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:32.516003",
+     "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": "1fbef32f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:32.672212Z",
+     "iopub.status.busy": "2024-07-22T02:29:32.671877Z",
+     "iopub.status.idle": "2024-07-22T02:29:37.066261Z",
+     "shell.execute_reply": "2024-07-22T02:29:37.065197Z"
+    },
+    "papermill": {
+     "duration": 4.409993,
+     "end_time": "2024-07-22T02:29:37.068713",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:32.658720",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:29:34.442464: 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 02:29:34.442520: 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 02:29:34.444054: 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": "4c8bf68a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:37.093084Z",
+     "iopub.status.busy": "2024-07-22T02:29:37.092448Z",
+     "iopub.status.idle": "2024-07-22T02:29:37.098907Z",
+     "shell.execute_reply": "2024-07-22T02:29:37.098060Z"
+    },
+    "papermill": {
+     "duration": 0.020728,
+     "end_time": "2024-07-22T02:29:37.100854",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:37.080126",
+     "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": "4c53b065",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:37.125533Z",
+     "iopub.status.busy": "2024-07-22T02:29:37.125212Z",
+     "iopub.status.idle": "2024-07-22T02:29:39.899456Z",
+     "shell.execute_reply": "2024-07-22T02:29:39.898632Z"
+    },
+    "papermill": {
+     "duration": 2.78933,
+     "end_time": "2024-07-22T02:29:39.901786",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:37.112456",
+     "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": "5a4d98fb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:39.928413Z",
+     "iopub.status.busy": "2024-07-22T02:29:39.928084Z",
+     "iopub.status.idle": "2024-07-22T02:29:39.933963Z",
+     "shell.execute_reply": "2024-07-22T02:29:39.933135Z"
+    },
+    "papermill": {
+     "duration": 0.0219,
+     "end_time": "2024-07-22T02:29:39.936072",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:39.914172",
+     "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": "9566a4fa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:39.960584Z",
+     "iopub.status.busy": "2024-07-22T02:29:39.960295Z",
+     "iopub.status.idle": "2024-07-22T02:29:40.448550Z",
+     "shell.execute_reply": "2024-07-22T02:29:40.447757Z"
+    },
+    "papermill": {
+     "duration": 0.503376,
+     "end_time": "2024-07-22T02:29:40.450973",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:39.947597",
+     "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": "782954bc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:40.477983Z",
+     "iopub.status.busy": "2024-07-22T02:29:40.477205Z",
+     "iopub.status.idle": "2024-07-22T02:29:40.484515Z",
+     "shell.execute_reply": "2024-07-22T02:29:40.483706Z"
+    },
+    "papermill": {
+     "duration": 0.022935,
+     "end_time": "2024-07-22T02:29:40.486415",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:40.463480",
+     "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": "549e33f1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:40.510639Z",
+     "iopub.status.busy": "2024-07-22T02:29:40.510341Z",
+     "iopub.status.idle": "2024-07-22T02:29:40.557086Z",
+     "shell.execute_reply": "2024-07-22T02:29:40.556114Z"
+    },
+    "papermill": {
+     "duration": 0.061397,
+     "end_time": "2024-07-22T02:29:40.559172",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:40.497775",
+     "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": "92386abb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:40.585571Z",
+     "iopub.status.busy": "2024-07-22T02:29:40.585286Z",
+     "iopub.status.idle": "2024-07-22T02:29:40.590819Z",
+     "shell.execute_reply": "2024-07-22T02:29:40.589936Z"
+    },
+    "papermill": {
+     "duration": 0.021501,
+     "end_time": "2024-07-22T02:29:40.592840",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:40.571339",
+     "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": "3dec31f6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:40.616923Z",
+     "iopub.status.busy": "2024-07-22T02:29:40.616638Z",
+     "iopub.status.idle": "2024-07-22T02:29:40.620542Z",
+     "shell.execute_reply": "2024-07-22T02:29:40.619777Z"
+    },
+    "papermill": {
+     "duration": 0.018147,
+     "end_time": "2024-07-22T02:29:40.622354",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:40.604207",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "1e787df7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:40.646862Z",
+     "iopub.status.busy": "2024-07-22T02:29:40.646556Z",
+     "iopub.status.idle": "2024-07-22T02:29:40.652374Z",
+     "shell.execute_reply": "2024-07-22T02:29:40.651648Z"
+    },
+    "papermill": {
+     "duration": 0.020422,
+     "end_time": "2024-07-22T02:29:40.654179",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:40.633757",
+     "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": "f43c3d1f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:40.678770Z",
+     "iopub.status.busy": "2024-07-22T02:29:40.678481Z",
+     "iopub.status.idle": "2024-07-22T02:29:40.684638Z",
+     "shell.execute_reply": "2024-07-22T02:29:40.683974Z"
+    },
+    "papermill": {
+     "duration": 0.020941,
+     "end_time": "2024-07-22T02:29:40.686562",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:40.665621",
+     "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": "6ed4845b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:40.712473Z",
+     "iopub.status.busy": "2024-07-22T02:29:40.712189Z",
+     "iopub.status.idle": "2024-07-22T02:29:40.720835Z",
+     "shell.execute_reply": "2024-07-22T02:29:40.719874Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023868,
+     "end_time": "2024-07-22T02:29:40.722681",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:40.698813",
+     "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": "041288d3",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:40.747412Z",
+     "iopub.status.busy": "2024-07-22T02:29:40.746943Z",
+     "iopub.status.idle": "2024-07-22T02:35:02.779414Z",
+     "shell.execute_reply": "2024-07-22T02:35:02.778483Z"
+    },
+    "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": 322.047597,
+     "end_time": "2024-07-22T02:35:02.781830",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:40.734233",
+     "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: 0.3451 Sum: 0.3451\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/67864 MLoss: 0.0 GLoss: 0.2984 Sum: 0.2984\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/67864 MLoss: 0.0 GLoss: 0.2872 Sum: 0.2872\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/67864 MLoss: 0.0 GLoss: 0.2745 Sum: 0.2745\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/67864 MLoss: 0.0 GLoss: 0.2692 Sum: 0.2692\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/67864 MLoss: 0.0 GLoss: 0.2637 Sum: 0.2637\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/67864 MLoss: 0.0 GLoss: 0.259 Sum: 0.259\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/67864 MLoss: 0.0 GLoss: 0.2535 Sum: 0.2535\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/67864 MLoss: 0.0 GLoss: 0.2458 Sum: 0.2458\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/67864 MLoss: 0.0 GLoss: 0.245 Sum: 0.245\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/67864 MLoss: 0.0 GLoss: 0.2433 Sum: 0.2433\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/67864 MLoss: 0.0 GLoss: 0.2365 Sum: 0.2365\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/67864 MLoss: 0.0 GLoss: 0.2369 Sum: 0.2369\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/67864 MLoss: 0.0 GLoss: 0.2348 Sum: 0.2348\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/67864 MLoss: 0.0 GLoss: 0.2316 Sum: 0.2316\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/67864 MLoss: 0.0 GLoss: 0.2314 Sum: 0.2314\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/67864 MLoss: 0.0 GLoss: 0.2279 Sum: 0.2279\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/67864 MLoss: 0.0 GLoss: 0.2276 Sum: 0.2276\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/67864 MLoss: 0.0 GLoss: 0.2231 Sum: 0.2231\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/67864 MLoss: 0.0 GLoss: 0.2237 Sum: 0.2237\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/67864 MLoss: 0.0 GLoss: 0.2226 Sum: 0.2226\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/67864 MLoss: 0.0 GLoss: 0.2167 Sum: 0.2167\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: 0.2188 Sum: 0.2188\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/67864 MLoss: 0.0 GLoss: 0.2168 Sum: 0.2168\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/67864 MLoss: 0.0 GLoss: 0.2159 Sum: 0.2159\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/67864 MLoss: 0.0 GLoss: 0.2146 Sum: 0.2146\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/67864 MLoss: 0.0 GLoss: 0.2135 Sum: 0.2135\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/67864 MLoss: 0.0 GLoss: 0.2139 Sum: 0.2139\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/67864 MLoss: 0.0 GLoss: 0.2127 Sum: 0.2127\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/67864 MLoss: 0.0 GLoss: 0.2156 Sum: 0.2156\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/67864 MLoss: 0.0 GLoss: 0.2104 Sum: 0.2104\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/67864 MLoss: 0.0 GLoss: 0.2092 Sum: 0.2092\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/67864 MLoss: 0.0 GLoss: 0.21 Sum: 0.21\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/67864 MLoss: 0.0 GLoss: 0.2076 Sum: 0.2076\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/67864 MLoss: 0.0 GLoss: 0.2051 Sum: 0.2051\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/67864 MLoss: 0.0 GLoss: 0.2082 Sum: 0.2082\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/67864 MLoss: 0.0 GLoss: 0.2079 Sum: 0.2079\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/67864 MLoss: 0.0 GLoss: 0.2039 Sum: 0.2039\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/67864 MLoss: 0.0 GLoss: 0.2029 Sum: 0.2029\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/67864 MLoss: 0.0 GLoss: 0.205 Sum: 0.205\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/67864 MLoss: 0.0 GLoss: 0.2062 Sum: 0.2062\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/67864 MLoss: 0.0 GLoss: 0.2017 Sum: 0.2017\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/67864 MLoss: 0.0 GLoss: 0.2059 Sum: 0.2059\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/67864 MLoss: 0.0 GLoss: 0.2004 Sum: 0.2004\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/67864 MLoss: 0.0 GLoss: 0.2006 Sum: 0.2006\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/67864 MLoss: 0.0 GLoss: 0.2023 Sum: 0.2023\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/67864 MLoss: 0.0 GLoss: 0.201 Sum: 0.201\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/67864 MLoss: 0.0 GLoss: 0.2003 Sum: 0.2003\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/67864 MLoss: 0.0 GLoss: 0.2004 Sum: 0.2004\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/67864 MLoss: 0.0 GLoss: 0.1993 Sum: 0.1993\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/67864 MLoss: 0.0 GLoss: 0.1961 Sum: 0.1961\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/67864 MLoss: 0.0 GLoss: 0.1981 Sum: 0.1981\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/67864 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/67864 MLoss: 0.0 GLoss: 0.1939 Sum: 0.1939\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/67864 MLoss: 0.0 GLoss: 0.194 Sum: 0.194\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/67864 MLoss: 0.0 GLoss: 0.195 Sum: 0.195\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/67864 MLoss: 0.0 GLoss: 0.1961 Sum: 0.1961\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/67864 MLoss: 0.0 GLoss: 0.1943 Sum: 0.1943\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/67864 MLoss: 0.0 GLoss: 0.1941 Sum: 0.1941\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/67864 MLoss: 0.0 GLoss: 0.1956 Sum: 0.1956\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/67864 MLoss: 0.0 GLoss: 0.1937 Sum: 0.1937\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/67864 MLoss: 0.0 GLoss: 0.192 Sum: 0.192\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/67864 MLoss: 0.0 GLoss: 0.1928 Sum: 0.1928\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/67864 MLoss: 0.0 GLoss: 0.1926 Sum: 0.1926\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/67864 MLoss: 0.0 GLoss: 0.1918 Sum: 0.1918\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/67864 MLoss: 0.0 GLoss: 0.1939 Sum: 0.1939\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": "a7f3d493",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018314,
+     "end_time": "2024-07-22T02:35:02.819138",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:02.800824",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "157fde48",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:02.855607Z",
+     "iopub.status.busy": "2024-07-22T02:35:02.854695Z",
+     "iopub.status.idle": "2024-07-22T02:35:02.863147Z",
+     "shell.execute_reply": "2024-07-22T02:35:02.862114Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.029125,
+     "end_time": "2024-07-22T02:35:02.865352",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:02.836227",
+     "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": "57723ca0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:02.902033Z",
+     "iopub.status.busy": "2024-07-22T02:35:02.901228Z",
+     "iopub.status.idle": "2024-07-22T02:35:19.685662Z",
+     "shell.execute_reply": "2024-07-22T02:35:19.684643Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.805393,
+     "end_time": "2024-07-22T02:35:19.688095",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:02.882702",
+     "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": "d353fefa",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018386,
+     "end_time": "2024-07-22T02:35:19.724817",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:19.706431",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyP9QeEydtXrVGW6XxyuLIx2",
+   "mount_file_id": "1thrslXDsb3UiDvvPU--356QMeNaiFBdW",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 365.972213,
+   "end_time": "2024-07-22T02:35:21.570858",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/7_1/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/7_1/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 1,
+    "epoch_scale": 0.8,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/7_1",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T02:29:15.598645",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file