diff --git a/iris/tab_ddpm/6_4/0/synth.csv b/iris/tab_ddpm/6_4/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..28dc89ae765ba695bafbe4c1dee2b85ce4938ad4
--- /dev/null
+++ b/iris/tab_ddpm/6_4/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7093804092412235,2.6471970074641398,6.899998704206252,2.289146825202909,Iris-virginica
+1,5.8001198738460396,2.686910085608072,5.107923628500289,1.8833776788766254,Iris-virginica
+2,6.208710212751002,2.2023475778663437,4.469741167543561,1.4870002388416175,Iris-versicolor
+3,6.535306097493901,3.0,5.79775403007563,2.198396564695218,Iris-virginica
+4,5.446840482006931,3.0,4.505054798959872,1.4893571778142534,Iris-versicolor
+5,5.7899466007609535,2.7056790618270536,5.07624403676259,1.8870959173702233,Iris-virginica
+6,5.14559837451447,3.502581359587256,1.4153837130814935,0.20122595588408282,Iris-setosa
+7,6.0040192891309365,2.2138376441166865,4.007269060106671,1.0095671516191218,Iris-versicolor
+8,6.939001489119197,2.8122277174547645,4.823055965677859,1.411492926968825,Iris-versicolor
+9,5.064234028886612,3.493919551479803,1.3894854978200852,0.19622983005026956,Iris-setosa
+10,5.393995118197391,3.0,4.475511062082206,1.5105555709920726,Iris-versicolor
+11,5.390129505821616,3.763581705998242,1.5132421145266794,0.20312904597912299,Iris-setosa
+12,5.6391801004601945,2.6748379301539367,4.461554702310198,1.2464308165015783,Iris-versicolor
+13,5.648239190463969,2.905327992029284,3.955498941916658,1.2925652384275548,Iris-versicolor
+14,5.534829587720942,2.395366342859052,3.65562382128342,1.0032103516777087,Iris-versicolor
+15,6.589210391991805,3.0,4.423128015645525,1.4110779832934457,Iris-versicolor
+16,5.557608821908715,2.6673372691440624,4.436823085422621,1.2510753778267127,Iris-versicolor
+17,5.530358662292987,4.199999333232429,1.4199667315723992,0.20160051788148914,Iris-setosa
+18,4.942094365366692,2.391148622491662,3.4343425384266513,0.9859884195115458,Iris-versicolor
+19,7.674826210812645,2.802053631875481,6.670130000206928,1.9941056919043105,Iris-virginica
+20,5.350868093836371,3.389533143530074,1.4920939227884435,0.38879009742516996,Iris-setosa
+21,5.721384537915079,2.857159505458675,4.220040570540671,1.2858203097867693,Iris-versicolor
+22,4.982360619168546,3.4158600148334193,1.570974425013493,0.3494197141102348,Iris-setosa
+23,4.990201396700188,2.0000013521704765,3.5387056232270906,1.025363274865709,Iris-versicolor
+24,4.400000867088925,3.1912132997191787,1.3277916219470345,0.1984534072453466,Iris-setosa
+25,5.632492393767929,3.0,4.531046870971333,1.5106248968753868,Iris-versicolor
+26,5.879445307694587,3.1812850008223608,4.755775757189414,1.754193050063561,Iris-versicolor
+27,5.672993335392114,2.956172369621303,4.088984360392596,1.2905704230592163,Iris-versicolor
+28,6.12950453210626,3.3916015243723296,5.3255193542215435,2.3204276206933825,Iris-virginica
+29,5.1709535061827525,3.321496395529673,1.5942513611017317,0.45912071637212487,Iris-setosa
+30,7.423692043952191,2.9049726432791028,6.4531321361506375,1.8595629300905678,Iris-virginica
+31,6.080947335167636,2.7955640742475936,4.672784589962522,1.2024112023630638,Iris-versicolor
+32,4.78309355390866,3.0,1.3929317976351265,0.36508650904822426,Iris-setosa
+33,5.402914886484924,3.40324672748661,1.5124727171595913,0.29818748690137864,Iris-setosa
+34,5.015688157921003,2.0,3.660833632008831,0.8464386507332049,Iris-versicolor
+35,7.297260677303469,2.9049020724157177,6.283240900210208,1.7876727183855456,Iris-virginica
+36,6.836363451941881,2.8026069325183287,4.80591155047729,1.4078787486319622,Iris-versicolor
+37,5.032222357321861,2.0,3.684641006814905,1.013605399173749,Iris-versicolor
+38,6.496831576241813,3.200210154295218,5.071514220074914,2.002822384714199,Iris-virginica
+39,5.956125243863167,3.381238226432612,4.466446017334629,1.5980246676087726,Iris-versicolor
+40,4.822176742068189,3.413282682577607,1.6794319593063336,0.2017436426159441,Iris-setosa
+41,5.0843503019732985,3.302964803621785,1.6155344565575611,0.44139628496396577,Iris-setosa
+42,6.923534955634603,3.0800624447718423,5.11081372617487,2.2964332068614595,Iris-virginica
+43,6.019372497156629,3.409858117736058,4.468566185477474,1.5866294802883265,Iris-versicolor
+44,6.324631893370826,3.2694126265043875,4.721118609141831,1.5947087590116724,Iris-versicolor
+45,5.709948080926496,2.8220379106846827,4.269622450409238,1.2654743986359112,Iris-versicolor
+46,6.29000375588434,2.6909619959511057,4.916209790079201,1.798984774615891,Iris-virginica
+47,4.492868121777075,2.3188323369365476,1.290094212451904,0.299036023214305,Iris-setosa
+48,5.987139561982283,3.0,5.107324631858281,1.8127654994940725,Iris-virginica
+49,6.684162293482316,3.2929508147439526,5.653039094686831,2.0858111745313868,Iris-virginica
+50,7.687489435639141,2.570119197562239,6.9,2.294976862455017,Iris-virginica
+51,5.009081512436121,3.385896355618416,1.6693421414390972,0.40763939976290275,Iris-setosa
+52,4.823929417644601,3.0,1.4042103339991856,0.29117894594340454,Iris-setosa
+53,6.497055639774534,3.0,5.782199362763828,2.187274175537386,Iris-virginica
+54,7.609016207140662,3.0,6.615147662725621,2.0971679473050413,Iris-virginica
+55,5.47707272760143,3.0,4.521297667932388,1.4750062680695812,Iris-versicolor
+56,4.974773117325641,2.0,3.5158065794478115,0.9586680380144508,Iris-versicolor
+57,7.433741477261111,3.0,6.331474050714822,2.0890461293310407,Iris-virginica
+58,5.167318180893018,3.761023843829964,1.443563002805823,0.4354279548680414,Iris-setosa
+59,5.749030338240394,2.9105602436085056,4.494593784829776,1.385760277761555,Iris-versicolor
+60,5.515480445853635,2.5224844559357287,4.218544115645838,1.1619305009599037,Iris-versicolor
+61,4.867279314327444,3.413232465529896,1.6886571672144564,0.2010536525997427,Iris-setosa
+62,5.066153585329267,3.360669832012264,1.598121066970767,0.40102774747057124,Iris-setosa
+63,6.20791586540441,3.4004514099838676,5.377066627416794,2.3049650157364625,Iris-virginica
+64,5.989509783923754,2.855894474957045,4.466515949782153,1.4684032197528856,Iris-versicolor
+65,4.8016192712458325,3.399965583673419,1.6016394999694192,0.20022244220984275,Iris-setosa
+66,5.509532304715616,2.4030416290312404,3.7563606478574467,1.0084314983515144,Iris-versicolor
+67,6.211766508193482,3.3982707334464948,5.376901298369548,2.2946738790864254,Iris-virginica
+68,4.904985522043272,3.0,1.407849574892037,0.20314166834515157,Iris-setosa
+69,6.295418060075407,2.4722078948390545,4.999445527347485,1.899618610885682,Iris-virginica
+70,6.205128752843499,3.3980561416824724,5.4287743539924955,2.304193620490965,Iris-virginica
+71,6.75097261575089,3.2455814399404663,5.790941560119849,2.213645459486882,Iris-virginica
+72,5.865635244206848,3.2160825384475817,4.82281994665449,1.8231610494989157,Iris-versicolor
+73,6.526341417324467,3.0,5.502691955221959,1.7905827179324076,Iris-virginica
+74,4.582942529493156,3.5621475547562667,1.0000005847082405,0.19784107196242873,Iris-setosa
+75,4.994405102172035,3.38243281492993,1.5764258885893458,0.4177428426599032,Iris-setosa
+76,5.104064898857994,3.5100087265870914,1.3866589551903712,0.19864346546919645,Iris-setosa
+77,4.491427398583205,2.2925210569863204,1.2936396221352433,0.2998286609380956,Iris-setosa
+78,5.972442873178871,2.180044645829713,4.0114046087193,0.8650352892644515,Iris-versicolor
+79,4.9975674668748615,3.0,1.5803248930820537,0.20215410306590834,Iris-setosa
+80,4.497970723553769,2.273719314652111,1.3256683284754285,0.29850710545035614,Iris-setosa
+81,5.886254663092037,3.226634082212923,4.808172575578275,1.8070672820617464,Iris-versicolor
+82,4.99541798488986,2.0,3.5968433209062067,1.01817526000944,Iris-versicolor
+83,5.257414076147821,3.405608073990604,1.451227634721169,0.20673244556686585,Iris-setosa
+84,5.953822256166938,3.205755705111268,4.78695938993312,1.7807137514403584,Iris-versicolor
+85,5.691162770316093,3.0,4.201423617857578,1.200018941201386,Iris-versicolor
+86,5.496498050844281,2.3940160797763057,3.726347001798456,1.018540451035228,Iris-versicolor
+87,6.7034647605176225,3.0,5.015900106918704,1.7111467626194343,Iris-versicolor
+88,6.705475208000239,3.0971183259448676,4.7434541842132,1.5145890291393465,Iris-versicolor
+89,5.454890828309467,3.4334621976293205,1.6521491021531234,0.202322555988436,Iris-setosa
+90,6.224512978138755,3.3234942314190534,4.64062908027453,1.5795970771108605,Iris-versicolor
+91,6.192778993035459,3.3799402110307555,5.4265136178603575,2.3037199412656704,Iris-virginica
+92,6.934254187847842,3.0,5.726870416503727,2.1627350690214517,Iris-virginica
+93,5.309262241504571,3.3720497081089373,1.6185872698882342,0.20609916973528403,Iris-setosa
+94,6.555314629652679,3.114868098504655,5.461141205945062,1.9335696049932605,Iris-virginica
+95,4.400000627314508,3.2101195946816294,1.300694967515082,0.20265393915787003,Iris-setosa
+96,4.845907551481595,3.0,1.4467046265741388,0.10000009571109039,Iris-setosa
+97,4.877414246441361,3.0480920652709598,1.4671952472664591,0.1,Iris-setosa
+98,5.727002777895266,2.8984431253115397,4.2317378703168345,1.3084460305668697,Iris-versicolor
+99,6.009485327608905,2.904051990173883,4.510889386388598,1.4827503301128073,Iris-versicolor
+100,5.090849490356553,3.7350234778632596,1.4921145052111606,0.4065594618521873,Iris-setosa
+101,5.811076485780928,2.6995122906854463,5.108969067282802,1.8923207547746812,Iris-virginica
+102,5.595784914462903,3.0,4.223577029437135,1.3543841183157903,Iris-versicolor
+103,4.92642308542643,2.4267848446085543,3.409914297525904,1.0249041550197298,Iris-versicolor
+104,6.569868457081534,3.0,4.418500275167126,1.4089697116577422,Iris-versicolor
+105,7.702617609241304,2.785871431855832,6.697592561960885,2.0004298567442467,Iris-virginica
+106,5.912783202485381,3.211130155768528,4.783821683357694,1.7802538387920401,Iris-versicolor
+107,7.610787259764017,3.0,6.600017455190181,2.0835038984013536,Iris-virginica
+108,7.665662025087616,2.7893065702681783,6.710503239314578,1.9871616570085673,Iris-virginica
+109,4.400000757656056,3.1779052241388266,1.3326532083761826,0.20260717669149578,Iris-setosa
+110,7.899998536181561,3.783909384792534,6.387568808286104,1.9899011667036322,Iris-virginica
+111,6.116037327601376,2.813626317017238,4.722884233571175,1.2034445410155037,Iris-versicolor
+112,6.628808491102449,3.134144603186134,4.74801906099624,1.544581059049068,Iris-versicolor
+113,4.91321438081982,3.124003751223241,1.5160326176380838,0.1,Iris-setosa
+114,6.694097288400444,3.0888646502722423,4.7072130073439515,1.5013864096662566,Iris-versicolor
+115,4.8241874478414735,3.381848755560297,1.874363571113493,0.19946141558653618,Iris-setosa
+116,5.6403625193844675,2.9840748525786727,4.130599884069344,1.3135912180490739,Iris-versicolor
+117,6.713373331122256,3.0,4.989279516360331,1.7163790616541803,Iris-versicolor
+118,6.481156756333807,3.0,5.81092718155013,2.1578926539364467,Iris-virginica
+119,5.001538358193436,3.639069646678413,1.3717604211941568,0.20329788864971873,Iris-setosa
diff --git a/iris/tab_ddpm/6_4/0/test.csv b/iris/tab_ddpm/6_4/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/0/train.csv b/iris/tab_ddpm/6_4/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/0/val.csv b/iris/tab_ddpm/6_4/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/1/synth.csv b/iris/tab_ddpm/6_4/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4e1e82742aba1222efe3f0fc34c7fe89345179ab
--- /dev/null
+++ b/iris/tab_ddpm/6_4/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.187896384430762,3.383723492329342,1.4062630055707146,0.2018231251173602,Iris-setosa
+1,4.802434560984244,3.0,1.4058847379314239,0.29986519177196386,Iris-setosa
+2,4.8730150208500085,3.061712247597824,1.4824336430576746,0.10000012198621107,Iris-setosa
+3,5.514760363933686,4.199999148851121,1.4018845190627962,0.1985741178574525,Iris-setosa
+4,5.688229737167891,2.891495927326008,4.117826175783422,1.3001890519020616,Iris-versicolor
+5,4.899072949324266,3.0,1.3777060621191612,0.20160020766070932,Iris-setosa
+6,5.575715484693366,2.6512185406609294,4.438946833981452,1.2617780467667399,Iris-versicolor
+7,5.80231380048304,2.7090274168235084,5.111209824086776,1.8950380258578396,Iris-virginica
+8,6.063061451718067,3.3942494500911424,4.526089963203583,1.5994880820584487,Iris-versicolor
+9,4.859509912150479,2.426260279465604,3.172232199148853,0.9376664861130601,Iris-versicolor
+10,6.6466273497284325,3.0840561604326457,4.675386436725252,1.4727298534729403,Iris-versicolor
+11,5.567622665753336,3.0,3.8762055531803736,1.298567004909591,Iris-versicolor
+12,7.335674311562186,2.895005973804498,6.3215735926807355,1.8046970226761745,Iris-virginica
+13,6.692983840292697,3.0,5.003020982920596,1.714907340860461,Iris-versicolor
+14,4.895130048205377,3.0,1.390869612241319,0.20154995643598722,Iris-setosa
+15,4.400000567623876,3.185359683591174,1.2977699815658106,0.190756328904376,Iris-setosa
+16,4.99914419301112,2.0000004725895306,3.4665132829830143,1.0157104194192441,Iris-versicolor
+17,5.030626998951308,3.0,1.707626979673437,0.2005072503415881,Iris-setosa
+18,6.178717248807137,2.81965133451317,4.687762921316884,1.2427163191893884,Iris-versicolor
+19,6.440931148091708,3.1546774767814147,5.187040717974706,1.9753260552505505,Iris-virginica
+20,7.564412918246591,3.0,6.557038146655389,2.0911718346662846,Iris-virginica
+21,6.725225483056113,3.270372643959432,5.703068516403647,2.5,Iris-virginica
+22,7.704032423228827,2.5962727686089435,6.899998806478319,2.310166277551975,Iris-virginica
+23,6.585852888580559,3.0,5.597149688677339,1.8036338870987607,Iris-virginica
+24,6.49623416266219,3.0,5.790120289080635,2.1970295262095627,Iris-virginica
+25,4.9052478162601165,3.0,1.411430862017498,0.2012530930297962,Iris-setosa
+26,5.081525898634271,3.5046623113719164,1.4011905368414697,0.2060632693174581,Iris-setosa
+27,6.90174649033676,3.177356693139473,5.922405143952988,2.25403427614677,Iris-virginica
+28,7.899998918465165,3.8227773144107933,6.435193029772652,1.9971767050774216,Iris-virginica
+29,5.771404979214319,3.0,4.600935723103009,1.6512241965453183,Iris-versicolor
+30,6.127954234765051,2.8527681674994647,4.639886566140976,1.2570199635307633,Iris-versicolor
+31,5.793473934003382,2.7791877016372166,4.232915684768346,1.0998404266885426,Iris-versicolor
+32,6.748909769216651,2.520198999605404,5.8177037043667506,1.8004532126195707,Iris-virginica
+33,7.598709206927881,3.0,6.607998169999006,2.0876335869037064,Iris-virginica
+34,6.719659686072595,3.3028960439765918,5.748909220914514,2.117563355269786,Iris-virginica
+35,5.392145411090168,3.8807833910774825,1.3235267443012342,0.36440156062091117,Iris-setosa
+36,6.072804404248225,2.990360465886267,5.073178990855327,1.7923774033682358,Iris-virginica
+37,5.394377385225886,3.9006023983933953,1.2887647129812294,0.4629231123839034,Iris-setosa
+38,6.097081400173943,3.3673361693480564,4.592333161484397,1.6052701136681118,Iris-versicolor
+39,4.581233765272538,3.6127830468350712,1.0,0.19454385538470875,Iris-setosa
+40,5.121725910317765,3.4970867082711896,1.3822617097087826,0.19551612450221384,Iris-setosa
+41,4.794384646798297,3.0,1.4174503972244654,0.10000012512493062,Iris-setosa
+42,5.975623202071333,2.877145443896545,4.494194659449887,1.4554473932255496,Iris-versicolor
+43,6.781657124238488,2.7860368478905215,4.787087252736834,1.398835333051096,Iris-versicolor
+44,5.813894194786784,2.708057957674279,4.077101668709806,0.9400444768761689,Iris-versicolor
+45,5.68857033526911,3.7848818897284486,1.7414222048708643,0.2983784967197252,Iris-setosa
+46,6.254591228314501,3.3824308957482576,5.4093252740315325,2.3064697837278914,Iris-virginica
+47,6.217683129011108,2.183285598176219,4.476901239475516,1.4962658314472224,Iris-versicolor
+48,5.978999817108441,3.40134605909006,4.49832285439827,1.588145897519504,Iris-versicolor
+49,4.810550741006264,3.395736030680418,1.5760171643978667,0.19829994873058154,Iris-setosa
+50,5.891357508691718,3.1952992421703925,4.813697617723324,1.8050499218475677,Iris-versicolor
+51,4.999844825928466,3.0,1.5752782549299664,0.2000770194909612,Iris-setosa
+52,5.693190427143391,2.8783980863361,4.146297239736336,1.3021964066591403,Iris-versicolor
+53,6.499795960127715,3.0,5.489951195226789,1.8100137590293697,Iris-virginica
+54,6.288171159191712,3.132716947999506,5.584354006454093,2.2682311655025362,Iris-virginica
+55,5.012969568195144,3.441231795513831,1.5481226414852187,0.3847642567022625,Iris-setosa
+56,6.560203830611325,3.253980843139077,5.3389732556563665,2.049233209549017,Iris-virginica
+57,5.672207944491326,3.0,4.205363114591389,1.201883129522611,Iris-versicolor
+58,6.411557008082909,3.0,5.493338783339072,1.8115662619037842,Iris-virginica
+59,5.376717617344451,3.3983612542569093,1.5746493341363625,0.20167855118625394,Iris-setosa
+60,5.992038427635833,2.928629388003646,4.510326521963295,1.3678466045670437,Iris-versicolor
+61,6.9136440018993275,3.0851806541546294,5.09840323466888,2.304354877645271,Iris-virginica
+62,4.811060819155612,3.3978882297122857,1.9618549378170163,0.20002128278544,Iris-setosa
+63,4.78985295966517,3.3927042924503517,2.1758920517291087,0.20382645616805503,Iris-setosa
+64,4.4,3.196037699685466,1.3209061004766558,0.19414086272590814,Iris-setosa
+65,5.511207223944666,3.0,4.522933657392176,1.4947643661374515,Iris-versicolor
+66,5.524971982747206,2.4030305911802725,3.7517933412120095,1.0093802672923686,Iris-versicolor
+67,4.983396762717241,2.0,3.4877265438825473,0.9776706965756345,Iris-versicolor
+68,4.927349407397701,2.3890333062022604,3.2969870136557433,0.9169365021867528,Iris-versicolor
+69,4.892413063361797,3.0,1.4026461893641398,0.1988373049528061,Iris-setosa
+70,5.39355729453709,3.374621434263157,1.9008374837696147,0.20035821212948834,Iris-setosa
+71,5.6644531064675885,2.569342236186296,3.999709805209582,1.0944076233283733,Iris-versicolor
+72,5.110974899839399,3.2889928880148345,1.6388975938164811,0.500869068799311,Iris-setosa
+73,5.495581860718172,3.0,4.506107946557804,1.498902067073436,Iris-versicolor
+74,5.535177510768031,2.422228917522654,3.7274257572797644,1.0038728032281956,Iris-versicolor
+75,5.5881426729319985,2.923405134930966,3.719965369628141,1.3049890813193417,Iris-versicolor
+76,4.914875341549213,2.41444326511435,3.312899308628765,1.0162232603922825,Iris-versicolor
+77,4.4,3.1911033315390327,1.3291241013900403,0.19954722952377524,Iris-setosa
+78,4.881401442960538,2.4040886995443254,3.2428001003586173,0.9894483262744338,Iris-versicolor
+79,5.924464677946991,3.0,5.139260608386937,1.8154816791141015,Iris-virginica
+80,5.075243697563472,3.5443979913395913,1.4176129245899813,0.21479387085868332,Iris-setosa
+81,4.5813392740384975,3.554519312202563,1.0,0.20285090431750089,Iris-setosa
+82,5.797500017232014,2.709038480883785,5.090089501424737,1.8948527822860486,Iris-virginica
+83,5.989785387962857,3.3849734814469556,4.494131078061791,1.5613434931104428,Iris-versicolor
+84,6.939528757200908,3.088706812756248,5.103938042479028,2.3116467596420844,Iris-virginica
+85,7.683054522967962,2.640634171256113,6.899998164569979,2.290447058481325,Iris-virginica
+86,7.699895803147058,2.6217632857096076,6.89999853759514,2.298903270644707,Iris-virginica
+87,6.695721118271225,3.289648512077985,5.742836375978418,2.4999995607387016,Iris-virginica
+88,6.385356210769709,2.9621404046291864,5.555617791690521,1.7941433881582347,Iris-virginica
+89,4.4,3.2296227988561124,1.2845318157911858,0.19901362840507267,Iris-setosa
+90,6.291250448278981,2.497733895423633,5.003707853740318,1.8988318417540455,Iris-virginica
+91,6.102229894194265,3.369244902181555,4.579538964485971,1.6099364413213766,Iris-versicolor
+92,6.753803716571502,2.7994445897376385,4.789161074970271,1.3946534300518143,Iris-versicolor
+93,6.419137491007334,2.9002258413081576,4.281542021039855,1.303577671615146,Iris-versicolor
+94,6.687310218987618,2.507290155931823,5.776474576903388,1.799808954054896,Iris-virginica
+95,5.463462737722826,3.0,4.4956546460345335,1.491368150200871,Iris-versicolor
+96,5.121342664506115,3.493129775123984,1.3906798132252036,0.19780772100917915,Iris-setosa
+97,6.541419010241948,3.273704823898878,5.406729430647321,2.2684838389399293,Iris-virginica
+98,6.50062125037931,3.2012294809427138,5.157810810599676,2.002219177918186,Iris-virginica
+99,7.668281525892915,2.8033068842394635,6.673679382044787,1.9848664139804957,Iris-virginica
+100,7.725740331118684,2.6124949044509256,6.9,2.284847444358612,Iris-virginica
+101,5.997125311509433,3.3881196083670995,4.549167620224691,1.6005616609057267,Iris-versicolor
+102,5.5247837513784495,3.0,4.503992341079457,1.4827852674745758,Iris-versicolor
+103,5.567714516871458,2.9480507179418813,3.6429989742787194,1.2955531023850135,Iris-versicolor
+104,6.458276832614461,2.927694716230005,4.313543270627966,1.3270806908703279,Iris-versicolor
+105,5.663882114601407,3.0,4.155539513684396,1.2413847409355665,Iris-versicolor
+106,5.656982043467447,2.8290414772443797,4.401885771759241,1.2884860053026126,Iris-versicolor
+107,5.631996100547331,3.0,4.062675503348206,1.28954477706464,Iris-versicolor
+108,6.5257148207890925,3.0,5.483400398286121,1.8132711781098636,Iris-virginica
+109,5.782231829400018,2.728037408220768,4.149648753410874,1.0046352825310594,Iris-versicolor
+110,5.785106527907355,2.7047630101948057,5.102770304770412,1.902231331203651,Iris-virginica
+111,6.818685673170592,3.195790824750843,5.877309072675173,2.296009529223663,Iris-virginica
+112,6.135274874167838,2.550456701197191,5.0177074252479885,1.8721962707583086,Iris-virginica
+113,4.77061462471597,3.0,1.3579009744049277,0.1,Iris-setosa
+114,4.80366181769127,3.3801878938165753,1.573926205210104,0.20207156948553592,Iris-setosa
+115,4.893009509927265,3.1106624666357967,1.5118292912609284,0.1,Iris-setosa
+116,6.583768815718694,3.0397204692801423,5.5774862480844805,2.0119432182009422,Iris-virginica
+117,6.736987889382069,2.807459907594218,4.721381444729695,1.3443959478861445,Iris-versicolor
+118,5.700214120481118,3.7935422673990904,1.570650810412606,0.33221593475502464,Iris-setosa
+119,6.285164186951496,3.294350880826146,4.6775318369034515,1.584477609370387,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/1/test.csv b/iris/tab_ddpm/6_4/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/1/train.csv b/iris/tab_ddpm/6_4/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/1/val.csv b/iris/tab_ddpm/6_4/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/10/synth.csv b/iris/tab_ddpm/6_4/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e5eb70049e268b14b6fe74754fd7459907f55e25
--- /dev/null
+++ b/iris/tab_ddpm/6_4/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.687206415050017,2.7686286184190907,4.463196051168343,1.2846250057708035,Iris-versicolor
+1,5.820903312266092,2.826330921942414,4.589984024910735,1.3101756180840902,Iris-versicolor
+2,5.891868496220968,3.0,5.103544017931976,1.8138362339328622,Iris-virginica
+3,6.01486618211737,3.4042952094760093,4.477435918812504,1.592955387478516,Iris-versicolor
+4,6.713154131985979,3.300269630745269,5.715144828347321,2.4999996260774067,Iris-virginica
+5,5.6762491364663346,3.0,4.16584363550697,1.2576637310196854,Iris-versicolor
+6,4.868671233958299,2.430272086685903,3.0785487400611924,0.8896252579699149,Iris-versicolor
+7,6.299620895593692,2.3208005216155154,4.39084079856725,1.2910516608052751,Iris-versicolor
+8,6.791860924979923,2.83279891050716,4.766816753398751,1.4272172045780491,Iris-versicolor
+9,7.646106011582371,2.603878998438986,6.899998626520367,2.295756692227508,Iris-virginica
+10,5.0110713335979655,2.0,3.59611541754978,0.9574141107527128,Iris-versicolor
+11,5.932440585249867,3.198600755525462,4.779057695726446,1.815621869518642,Iris-versicolor
+12,5.002764183514887,3.304941049544828,1.589308483044611,0.40468500969949683,Iris-setosa
+13,7.719034774172545,2.624298488068504,6.9,2.303852783632959,Iris-virginica
+14,5.093219921329733,3.7157020221219583,1.4509539400974245,0.37412652996097734,Iris-setosa
+15,5.538037851810934,2.417286469606946,3.8010243941942514,1.049665109063057,Iris-versicolor
+16,4.915169758253512,3.4342919103415483,1.55187466094094,0.2039953491299404,Iris-setosa
+17,7.610263519828258,3.0,6.634413022755117,2.078330127875379,Iris-virginica
+18,5.613459412971638,3.0,4.085466194400591,1.2997330088134114,Iris-versicolor
+19,5.957837900533678,3.4084404175436043,4.483862436621519,1.5843588458496745,Iris-versicolor
+20,5.024700895574848,3.3579505457353918,1.5708460266527122,0.43179991503983384,Iris-setosa
+21,4.5079742369388835,2.303435124647251,1.314286527429632,0.2946325374363093,Iris-setosa
+22,6.111144190424612,3.0,4.614701062987913,1.4068841093066475,Iris-versicolor
+23,5.891828682464454,3.2089251461667097,4.808547608450022,1.7936943010601984,Iris-versicolor
+24,6.89651794892859,3.129131830798058,5.0970405625651045,2.2882746356901817,Iris-virginica
+25,6.218551603574849,3.379388740611883,5.40401251128098,2.2950925408516625,Iris-virginica
+26,4.809176079047851,3.0,1.396401364735448,0.10000011659461792,Iris-setosa
+27,7.8999989734648794,3.77163336329872,6.332531669489528,1.9631929856049282,Iris-virginica
+28,5.372600917023962,3.410653756334878,1.4957119534908334,0.4654760480072372,Iris-setosa
+29,6.688725762377605,2.491737543637851,5.739124666715664,1.798075134644968,Iris-virginica
+30,4.492457757896011,2.2931631137374477,1.3066612183163384,0.2985342393338473,Iris-setosa
+31,6.710331618810799,3.0064187411430296,4.879147875756926,1.6215693099470836,Iris-versicolor
+32,6.306816268505737,2.710850233188348,4.897942911759957,1.7787272631228144,Iris-virginica
+33,7.712556666255029,2.79142158547431,6.702997562904939,1.9991496508953979,Iris-virginica
+34,5.0191850184398,3.6091783942648,1.404271339207468,0.202851260757234,Iris-setosa
+35,6.210839920972523,3.4058587217055845,5.412457311651704,2.31529182325879,Iris-virginica
+36,5.998810491062334,3.403422647039404,4.537637637810129,1.6273739938865872,Iris-versicolor
+37,5.193385402286645,3.3329118152427863,1.5664927218954237,0.46101905247157593,Iris-setosa
+38,5.3869878644372395,3.387584110064852,1.657248186404105,0.20253962892566885,Iris-setosa
+39,5.5061688055677,2.587559584530367,4.367226265611057,1.1862046248683513,Iris-versicolor
+40,5.861238504038699,2.951634698308197,4.3848996826746385,1.3033310739548363,Iris-versicolor
+41,6.678427878504929,3.286589663824113,5.684712240222831,2.0961671203832033,Iris-virginica
+42,6.715340778348505,3.0,5.0027395227529485,1.7118380916274514,Iris-versicolor
+43,5.790873554349515,2.798392894909126,5.086047247204219,2.4050659409135835,Iris-virginica
+44,5.408552013011744,3.908621889525785,1.3229739260753879,0.3629829315939591,Iris-setosa
+45,5.00219843548864,2.0000006514433015,3.4365787218718684,1.0074654395710092,Iris-versicolor
+46,5.101873295969326,3.6679248149033046,1.5024203141601438,0.4397416892036242,Iris-setosa
+47,5.318731835940673,3.7297498157380717,1.5069931146820066,0.20294621544927535,Iris-setosa
+48,5.801159557920788,2.6723588026313223,4.115120996616588,0.9716541052702579,Iris-versicolor
+49,6.489209705922316,3.201985615621973,5.091749035687949,1.9961542873855367,Iris-virginica
+50,5.81331340655973,2.7034984228884125,5.1280516934955,1.8896315304176752,Iris-virginica
+51,6.247039652012416,2.1736009421871376,4.460970053474426,1.5090138361981291,Iris-versicolor
+52,5.561305454355599,3.0,4.443534979071421,1.4464710502893008,Iris-versicolor
+53,6.322493743324674,2.2808150233167277,4.3947544446926,1.3048354094066719,Iris-versicolor
+54,5.995150097302026,2.799723674422563,4.67039528281073,1.2188508971974656,Iris-versicolor
+55,5.813351846896691,2.700356616848035,5.097184980308234,1.9077979855446214,Iris-virginica
+56,5.88768270033839,3.1980490766852863,4.781653722345958,1.7902649207047847,Iris-versicolor
+57,5.6558666017598975,3.0,4.499623985755748,1.480981889895512,Iris-versicolor
+58,5.804881145703195,2.7988531485350037,5.1506500376035,2.394724507422185,Iris-virginica
+59,6.6479542341587345,3.05995869447955,5.791631093500171,2.2409434990898776,Iris-virginica
+60,6.166247558249291,2.2006929865323848,4.487615843709338,1.495409448841072,Iris-versicolor
+61,6.320407945873019,2.492988136316317,5.024158850345029,1.893438250092167,Iris-virginica
+62,5.874428318010578,3.0,5.133714300547735,1.8057336874061085,Iris-virginica
+63,6.295226593579828,2.707742249439605,4.881620669429121,1.8014694750407434,Iris-virginica
+64,5.462696174839193,3.0,4.501677640712091,1.4903838337072972,Iris-versicolor
+65,5.5649301258989805,2.5195279049674753,3.891147603320524,1.1357109120617939,Iris-versicolor
+66,5.426416655788985,3.790206924242239,1.518172164614351,0.21400304198512704,Iris-setosa
+67,6.310807067625565,2.310445649602905,4.433052188705985,1.302805194799587,Iris-versicolor
+68,5.015831981430223,3.3646587030664032,1.677155600182647,0.4585555589648376,Iris-setosa
+69,7.203301468911357,2.9567431981652286,6.138882324908349,1.9198316493763494,Iris-virginica
+70,7.69051313447712,2.7961142851223926,6.692451042176709,2.01493546514531,Iris-virginica
+71,6.580384880889808,3.0,4.382866197818079,1.38889712433269,Iris-versicolor
+72,6.518674758101002,3.0,5.878152536064595,2.1807574647679098,Iris-virginica
+73,5.5705121395378345,3.0,3.9317371378593946,1.302987891453377,Iris-versicolor
+74,4.812730076198001,3.40881772990755,1.7309649316973619,0.19876238353912626,Iris-setosa
+75,4.795769963697628,3.0,1.4107048970996945,0.31150564894695015,Iris-setosa
+76,5.217709100493748,3.40371082198652,1.4002429776749363,0.2004204961272709,Iris-setosa
+77,4.976321549009717,3.0,1.773035701786508,0.19910614763092482,Iris-setosa
+78,6.585101174249005,3.0,4.396079954885477,1.3931372483195754,Iris-versicolor
+79,4.400000510320059,3.2033001981498255,1.2659882877672877,0.1986766434604204,Iris-setosa
+80,4.9951686588740705,3.389088395259738,1.5780033705875618,0.4321503079373899,Iris-setosa
+81,5.679934198234048,3.0,4.0220056868286935,1.1992988062068617,Iris-versicolor
+82,6.171615639891026,3.0,4.600095324949304,1.4085255884907264,Iris-versicolor
+83,4.608408115464501,3.218703968176743,1.4024310600057686,0.20340920815136865,Iris-setosa
+84,4.905666617838858,3.0,1.3965124489812244,0.20112416087521612,Iris-setosa
+85,5.0105045066789815,3.624512021151119,1.3791788438734502,0.2001131104831288,Iris-setosa
+86,6.451482698040263,2.9018106761735174,4.29871128027802,1.321252491017632,Iris-versicolor
+87,6.1932205685859,3.418107918804279,5.433103954221274,2.3236860862731405,Iris-virginica
+88,7.6949132694276585,2.6252268766894176,6.899998469071759,2.2801039775970136,Iris-virginica
+89,5.1098925886858835,3.347095041026545,1.5596872346657071,0.4954681291758881,Iris-setosa
+90,4.594187936837775,3.643272062429126,1.000000478685893,0.20515067366351,Iris-setosa
+91,6.180767960949255,2.201888420007299,4.519255834212737,1.4972450461952673,Iris-versicolor
+92,5.998009940354347,2.8777787226477827,4.483034446177526,1.5066019994003321,Iris-versicolor
+93,5.430673880086707,3.0,4.485455683747643,1.5088705950189265,Iris-versicolor
+94,7.6963593854875185,2.593582067667989,6.9,2.295323474670945,Iris-virginica
+95,7.6338465901984796,3.0,6.630372182553164,2.104466019910817,Iris-virginica
+96,4.830454256753057,3.398447536169757,1.8719889288181455,0.20192804332276532,Iris-setosa
+97,7.694727232126285,2.6446560033844686,6.9,2.3087600368218837,Iris-virginica
+98,7.02720799090253,3.0,5.836829192031808,2.116521217827525,Iris-virginica
+99,5.555067075705094,2.462280557512419,3.7757678384881483,1.060337693017464,Iris-versicolor
+100,5.416989029164801,3.8713666230844326,1.2954272385973566,0.37126909305909894,Iris-setosa
+101,7.604099472848528,3.0,6.591704878572751,2.0911848996699125,Iris-virginica
+102,5.96615921393922,3.411573518359439,4.453802608593677,1.595249769029157,Iris-versicolor
+103,6.689964670081762,3.0,4.961144696345159,1.689354773767902,Iris-versicolor
+104,5.387790433251792,2.4137209637410213,3.7284904961563314,1.0137796342285323,Iris-versicolor
+105,5.788184297216457,2.7962844600616834,5.181942155746631,2.4063403608005967,Iris-virginica
+106,4.61950369009577,3.5781918179673196,1.000000489465378,0.20113412192574553,Iris-setosa
+107,7.722458431350753,2.8182440462155594,6.701933281500805,2.0094469774534898,Iris-virginica
+108,4.5792278353926354,3.633364246657232,1.0000003766424144,0.1986730035456335,Iris-setosa
+109,5.811445008863729,2.6972917002253824,4.1327585291774955,1.0012495336923157,Iris-versicolor
+110,7.728954303862557,2.6443609864666557,6.9,2.2832730604282045,Iris-virginica
+111,4.794565569071006,3.408220965386467,1.7299622372938168,0.20085266802001045,Iris-setosa
+112,5.35586528703471,3.39300836903678,1.57552591351809,0.20340763782012536,Iris-setosa
+113,4.903537757829948,3.0,1.4175114225709646,0.20217981727157636,Iris-setosa
+114,6.698718483465439,3.0,4.96296272049415,1.6737139786642834,Iris-versicolor
+115,5.7987502998939355,2.7032606086642033,5.103832300130622,1.9029829793861164,Iris-virginica
+116,4.825009609600662,3.3871016832276246,1.9481507793900525,0.19921824238373717,Iris-setosa
+117,6.7170460077847585,3.088321020304475,4.788962760804617,1.574314143663476,Iris-versicolor
+118,4.902798253828283,3.0,1.4119524548070461,0.1978655348476726,Iris-setosa
+119,5.012471204242233,3.0,1.570355364508858,0.2030259918064713,Iris-setosa
diff --git a/iris/tab_ddpm/6_4/10/test.csv b/iris/tab_ddpm/6_4/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/10/train.csv b/iris/tab_ddpm/6_4/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/10/val.csv b/iris/tab_ddpm/6_4/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/11/synth.csv b/iris/tab_ddpm/6_4/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b8601a3998d7e33485488ea002e10bd32b89022a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.112855269804846,3.2898265707323464,1.7023922067498596,0.5192243208903057,Iris-setosa
+1,6.19713538719458,3.3877670812550407,5.40032126360178,2.293917103175118,Iris-virginica
+2,6.5267758635428095,2.9747702759546915,4.764466504673188,1.5067198412004021,Iris-versicolor
+3,5.7047131886806905,2.8653158076361263,4.223215567465051,1.2975358066500233,Iris-versicolor
+4,5.014317618192011,2.397431070605084,3.3164947127841957,1.0291808383092222,Iris-versicolor
+5,4.9020319104342285,3.1080732237382787,1.509335197715422,0.10000014010224977,Iris-setosa
+6,4.824000514171961,3.0,1.4483342020299714,0.1000001090189063,Iris-setosa
+7,4.794393072661952,3.0,1.3758384618367212,0.1,Iris-setosa
+8,6.304903666294552,2.9019112011423283,5.594016481982013,1.7893121214559127,Iris-virginica
+9,5.475799850624742,3.0,4.509227126221365,1.5027902572996172,Iris-versicolor
+10,6.912365507892769,3.147766911705405,5.895823567571706,2.2832701551334553,Iris-virginica
+11,4.919315551199982,2.4191002491242166,3.2897395579590984,1.0021718446945327,Iris-versicolor
+12,7.468866044853984,2.982439021593267,6.462195565453226,2.0403724788054376,Iris-virginica
+13,4.9378591033703465,2.4118482023150154,3.403655730822962,0.9939621127323308,Iris-versicolor
+14,5.1404492035024445,3.310503942236149,1.7206222572508505,0.5156465102994463,Iris-setosa
+15,5.418828147032029,3.4149393768345058,1.8506407342449296,0.2004700061554314,Iris-setosa
+16,7.899998556513198,3.7961390937261736,6.394203521625243,1.9972225799235976,Iris-virginica
+17,4.87231367145959,3.0408953215407797,1.467222450027652,0.10000009996582535,Iris-setosa
+18,5.799431070420372,2.6944712296696194,5.112528531988352,1.9030837550500868,Iris-virginica
+19,6.010346868421472,3.3774806504217185,4.523301236689976,1.6054550109601948,Iris-versicolor
+20,5.938532011630408,2.9341586524974597,4.431420486381784,1.4317746499574395,Iris-versicolor
+21,7.70156072246365,2.6239399880917285,6.899998623461214,2.3047637326500157,Iris-virginica
+22,6.693281116639831,3.2907044107235652,5.670567217423346,2.499999561846632,Iris-virginica
+23,6.6783953751933245,3.321006237365821,5.710536678195193,2.112173863129401,Iris-virginica
+24,5.499950134762151,3.0,4.500024970861417,1.5041817532876356,Iris-versicolor
+25,6.524311970537474,3.0,5.841200641626757,2.214545139508967,Iris-virginica
+26,6.032450930368005,2.2318572291667564,4.1011536601582605,1.057512045161247,Iris-versicolor
+27,7.9,3.834933890662226,6.404375609947338,2.0037510384988795,Iris-virginica
+28,4.993477566103432,3.0,1.5746794136686293,0.20045097691905267,Iris-setosa
+29,6.682751690712523,3.039527615878632,4.67636805411125,1.4550171649310386,Iris-versicolor
+30,6.020066940250933,2.2115174530469295,4.092740409090635,1.0062089762419224,Iris-versicolor
+31,6.6928444037486345,3.0,5.0167276820676765,1.7061739172462118,Iris-versicolor
+32,5.410593040838524,3.9196170385616327,1.2752917936365464,0.40686915192363404,Iris-setosa
+33,5.3853086991885295,3.4085249477418276,1.5770443557758447,0.20065797839621732,Iris-setosa
+34,5.056015525133594,3.3133968817900366,1.680378184034233,0.5184805467667761,Iris-setosa
+35,6.468710794894969,3.157350305340528,5.080648338496369,1.9981979070083493,Iris-virginica
+36,6.261332495371955,2.907012194536992,5.564782710105927,1.7955139285351578,Iris-virginica
+37,6.116471508628897,2.8071314424514897,4.694978467466077,1.2185815241703226,Iris-versicolor
+38,4.989327552034313,3.608697186327169,1.405872456937228,0.20311497780155774,Iris-setosa
+39,4.797237379124165,3.3779673562952937,1.7052875758089565,0.20220288184984306,Iris-setosa
+40,5.549599500492654,2.6775927577667074,4.446784293765147,1.253891936672725,Iris-versicolor
+41,6.701339914119011,3.303983192840594,5.685149244933381,2.5,Iris-virginica
+42,5.691597849640256,2.5066596241094636,3.949842095176652,1.0441515433906572,Iris-versicolor
+43,5.008572936925965,3.59800789754788,1.397916188740266,0.19802288344308233,Iris-setosa
+44,5.112466038294688,3.5088155199531186,1.4144709691909436,0.19932321215695922,Iris-setosa
+45,5.541231245078962,2.378996854164694,3.750290255038349,0.8953148788479355,Iris-versicolor
+46,5.319691827906665,3.7439692142512175,1.50244505007034,0.2157638845276833,Iris-setosa
+47,4.896491537569071,3.107464444948715,1.499257393932779,0.1,Iris-setosa
+48,4.4,3.203149666176859,1.2975274103149295,0.19903765148706826,Iris-setosa
+49,4.982422697142924,2.0,3.4404239574856907,0.9766690777889535,Iris-versicolor
+50,6.018523283941707,3.3816955663140753,4.530726405657179,1.614618208951102,Iris-versicolor
+51,4.604587870190202,3.5938987735504853,1.0000004806263694,0.21144494473379444,Iris-setosa
+52,6.879422799892778,3.107219910926007,5.083212701025974,2.297260012952223,Iris-virginica
+53,6.08634716282326,2.7859441817056103,4.69468264377867,1.194275723793066,Iris-versicolor
+54,6.690697346993851,3.2990776381851723,5.726271555399144,2.499999624700449,Iris-virginica
+55,6.706254132486994,2.508702091973824,5.85008158934962,1.809779998576976,Iris-virginica
+56,6.265039720242779,3.3327946572162555,4.677463661302139,1.6031246456272668,Iris-versicolor
+57,4.4,3.1595651997133785,1.3043172569458394,0.1911797074910313,Iris-setosa
+58,4.815987082756376,3.416731212226295,1.9974296068652626,0.1973503721231255,Iris-setosa
+59,7.334409740792462,2.9064053566480044,6.2894278780827575,1.816412927520387,Iris-virginica
+60,6.014450039750006,3.3886473003193305,4.4922059846526325,1.6048732312122718,Iris-versicolor
+61,6.211316713114745,2.2219207973144,4.487718956680858,1.4619420036691635,Iris-versicolor
+62,6.970124864985048,3.098585482620149,5.071645907430302,2.31037756425995,Iris-virginica
+63,4.613712010286363,3.194578016686313,1.4107525542603547,0.19675632912152902,Iris-setosa
+64,7.316182976515117,2.903686388407883,6.2546688750995845,1.812555127435619,Iris-virginica
+65,6.110747828924812,2.813305460205288,4.696205852144015,1.188757098602675,Iris-versicolor
+66,6.706359991770814,3.0,5.01257539981908,1.7019378709292572,Iris-versicolor
+67,6.50025743383548,3.0,5.769088381257943,2.1749088625165345,Iris-virginica
+68,5.0106245115781425,3.4013163758158607,1.6926638866240364,0.4215889683732684,Iris-setosa
+69,6.25982179727142,2.9003390374701388,5.57879576527169,1.7890537848748547,Iris-virginica
+70,6.301610545230598,2.472595525522953,4.994059214615561,1.8959490802771994,Iris-virginica
+71,6.2971220404520905,2.6901327939386386,4.881078081542368,1.7764868806518868,Iris-virginica
+72,4.5927421657695495,3.181032885926557,1.3876198606981158,0.202850553525523,Iris-setosa
+73,7.899998913013204,3.8343822458491483,6.403204102443406,1.99648825911265,Iris-virginica
+74,6.103752265825946,2.8046573512379065,4.731278651141493,1.2095757957038997,Iris-versicolor
+75,5.815238383079497,2.786350634704806,5.082004612254722,2.40085668115766,Iris-virginica
+76,5.414978527735429,3.9098101843476427,1.27459711683058,0.475791968538417,Iris-setosa
+77,6.386340636625183,2.8906502266220593,4.292903027630947,1.2862675210269485,Iris-versicolor
+78,6.679772973197862,3.0,4.990658239234852,1.7073446308479803,Iris-versicolor
+79,5.773148342470668,2.7928182571086126,5.099755875107215,2.353017080983186,Iris-virginica
+80,5.17242737790921,3.1926994798263517,1.709158549604177,0.20351025656704225,Iris-setosa
+81,6.553145314230151,3.1530779625498653,4.759392156654258,1.5483768134137148,Iris-versicolor
+82,5.662887666267804,2.8813702286824854,3.9725423197978036,1.3111954531074346,Iris-versicolor
+83,5.728197583163924,2.8070769035466974,4.5075212348792855,1.2969724683847716,Iris-versicolor
+84,6.503776304048659,3.2260853873161346,5.134631613601479,2.026333221771709,Iris-virginica
+85,4.9053211579291345,3.0,1.4006458111443234,0.19728913794306416,Iris-setosa
+86,6.294689916289305,2.717987473788179,4.888302840408847,1.7952426180120153,Iris-virginica
+87,5.085679475670186,3.6306283515298894,1.5044611715412726,0.4253439641183654,Iris-setosa
+88,4.984249768473851,2.0000005359692534,3.4339833526073145,0.9748200138921967,Iris-versicolor
+89,5.895188229932459,3.19700756560909,4.82236763891912,1.7836466841423648,Iris-versicolor
+90,5.501307570956178,4.2,1.4015395542995592,0.20639186212522487,Iris-setosa
+91,5.666994221673845,3.0,4.206077846538537,1.2059221751959797,Iris-versicolor
+92,4.762136322250041,3.394979320162242,1.9230017465577398,0.20187909713530577,Iris-setosa
+93,5.486589561645266,4.2,1.399653102404205,0.19866403095318103,Iris-setosa
+94,5.021270074274601,3.601712472602065,1.378815603815296,0.19708839726718969,Iris-setosa
+95,5.827078524483441,2.797454040999905,5.171862463182501,2.4034160875336625,Iris-virginica
+96,5.039004099731857,3.351158249177632,1.6560049157313137,0.47376992489475744,Iris-setosa
+97,6.307344221447424,2.4968792421667483,4.996426638779247,1.8943074652610148,Iris-virginica
+98,5.371620972556463,3.379973841507641,1.5629698475730012,0.19790596033476943,Iris-setosa
+99,5.798700377882009,2.8049564879642013,5.211217053131916,2.4017554499558056,Iris-virginica
+100,6.686192278566106,3.0,4.99184449835118,1.6823655685392607,Iris-versicolor
+101,5.617641560776402,2.9155476270703495,3.7460659047851723,1.2937586936481302,Iris-versicolor
+102,5.427732475645447,2.5847125221490965,4.390933671349172,1.2063142075527493,Iris-versicolor
+103,5.811204245005731,2.7148698045005437,5.141435614250248,1.9058848440469467,Iris-virginica
+104,5.704197524859138,2.761704603791306,3.959807609440161,1.1675735539644592,Iris-versicolor
+105,5.073993345688023,3.3041429792400923,1.743517934429504,0.47330421256864447,Iris-setosa
+106,5.694110069319755,3.0,4.204145830659738,1.2169779691897922,Iris-versicolor
+107,5.599620431468943,3.0,4.04710542172775,1.2914468674998434,Iris-versicolor
+108,6.730884043373423,2.5041058948723984,5.909657136828302,1.8082756236439008,Iris-virginica
+109,6.836553479764828,2.7814777703738196,4.806423536037177,1.4034077505835543,Iris-versicolor
+110,5.580857142293828,3.0,4.510565192169856,1.4590883769084233,Iris-versicolor
+111,6.825076130317327,2.804417309604015,4.833582278649198,1.4030390630205511,Iris-versicolor
+112,5.912927613794754,2.9001510560975103,4.449525932149566,1.3964684706618575,Iris-versicolor
+113,7.716993366087031,2.5915336877653146,6.9,2.308214782881706,Iris-virginica
+114,4.593198278709455,3.6420755971844474,1.0,0.20093444893192833,Iris-setosa
+115,7.699790074403417,2.8102448467355385,6.698413130348745,2.011217721362386,Iris-virginica
+116,5.391890616109948,3.3839353724894874,1.5022204313384897,0.44468022192468826,Iris-setosa
+117,6.705110885604824,2.4906690961038858,5.8027386939740015,1.7973803035872524,Iris-virginica
+118,6.2618855582640585,2.6021448938218037,4.9401339138402935,1.846538238501932,Iris-virginica
+119,7.9,3.8275484124116814,6.365583339075695,2.014920703520643,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/11/test.csv b/iris/tab_ddpm/6_4/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/11/train.csv b/iris/tab_ddpm/6_4/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/11/val.csv b/iris/tab_ddpm/6_4/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/12/synth.csv b/iris/tab_ddpm/6_4/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3fae1f0bcde60bc2c7c697400c9dcc5346aae74b
--- /dev/null
+++ b/iris/tab_ddpm/6_4/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.656001495672364,3.2554688134489993,5.461035500712663,2.0816543707229522,Iris-virginica
+1,6.5396152763874635,2.9877896489389735,4.363817342210955,1.355439272854749,Iris-versicolor
+2,5.452092123486506,4.2,1.3862302861726263,0.19817866488851826,Iris-setosa
+3,5.00208570683584,3.0,1.672477141501522,0.20435539028619454,Iris-setosa
+4,7.697664666763789,2.6380926393515374,6.899998728108955,2.2964204559341828,Iris-virginica
+5,6.016428094177891,2.802088754141447,4.647725871990966,1.179130860215097,Iris-versicolor
+6,6.061607597222669,3.0,4.599676049786573,1.4260326530318195,Iris-versicolor
+7,5.788837640951908,2.7134269537789484,4.103569632122282,0.9658799016793702,Iris-versicolor
+8,6.414934301096706,3.1226066570990074,5.108477343251046,1.9629507768912364,Iris-virginica
+9,4.898037182287791,3.0824327453139073,1.4788005428181852,0.1,Iris-setosa
+10,4.79410215240362,3.3984827053248625,1.7885712900520665,0.20110821928144737,Iris-setosa
+11,5.368892411377715,3.8679589348648507,1.3056182513574015,0.4083998981151931,Iris-setosa
+12,7.473786408520066,2.9112500492005973,6.5022390766053855,1.9005754816049216,Iris-virginica
+13,6.035879448882197,2.223265914632053,4.073917711321456,1.0675999978378987,Iris-versicolor
+14,5.43131320984307,3.0,4.488931018616086,1.4846223276702228,Iris-versicolor
+15,5.806173393022454,2.70263793918398,4.088029794218784,0.9146554400631275,Iris-versicolor
+16,5.910600374897954,3.2062966101877883,4.81265677134277,1.7878498403406151,Iris-versicolor
+17,4.810818253843292,3.0,1.400412023641224,0.32781388695004254,Iris-setosa
+18,5.28385896673564,3.6603008702648987,1.4960036018920189,0.19750140447351333,Iris-setosa
+19,5.407875673455811,3.818099243503856,1.4966098917891038,0.25336870514117454,Iris-setosa
+20,6.671085954764257,3.0082803913394938,5.818962319906759,2.2169283320465607,Iris-virginica
+21,6.131329023505236,3.0,4.612018364116067,1.4037438715519261,Iris-versicolor
+22,6.319551692663753,2.4782297593801834,5.007102581336712,1.8916198562360709,Iris-virginica
+23,4.813467152813017,3.0,1.4068445949896957,0.1,Iris-setosa
+24,5.458303459311946,3.0,4.472947394076055,1.4719023092945804,Iris-versicolor
+25,4.611490888905021,3.2104474885409453,1.4015202029626608,0.2057441789672945,Iris-setosa
+26,4.77730655110555,3.4023297814503803,1.575980960102208,0.19915661482086006,Iris-setosa
+27,6.459798657335797,3.0,4.394859347578027,1.3702330909997542,Iris-versicolor
+28,4.600260261048967,3.606376768030041,1.0000004066356905,0.19998349835938367,Iris-setosa
+29,6.292791006491499,2.4001865687536417,4.395365780714884,1.2823686913169867,Iris-versicolor
+30,5.818482228510264,2.8225221418604254,5.08467176460865,2.403743125673956,Iris-virginica
+31,6.674052204092516,2.48281760679978,5.797239725946496,1.8020176974058417,Iris-virginica
+32,5.610382979570708,3.0,4.112798333035133,1.2792801291508282,Iris-versicolor
+33,5.020247800633196,3.220549883288475,1.5137418901845472,0.46415545848602247,Iris-setosa
+34,5.119906194809611,3.5006308456393773,1.3988701324318744,0.2028763426624879,Iris-setosa
+35,5.3878924534685035,3.3795878806041695,1.7830709892586412,0.19730837966223624,Iris-setosa
+36,6.458767581857469,3.2536856406850543,5.197264636797912,2.0451715946977154,Iris-virginica
+37,6.446482504918768,2.8968694463717926,4.296192538488113,1.2913536877867067,Iris-versicolor
+38,6.193891284381759,3.3786510480781757,5.455494415605433,2.2910508026271077,Iris-virginica
+39,5.274485596322431,3.65377647010703,1.4853380861138041,0.19963521030933362,Iris-setosa
+40,6.424640022728263,2.817138715331369,4.674765822641443,1.3375692591905444,Iris-versicolor
+41,5.369594008718048,3.388573047291636,1.5203512599395947,0.40067178810463266,Iris-setosa
+42,5.637501127671452,3.0,4.189090041321159,1.2777357434352372,Iris-versicolor
+43,5.3298168947492615,3.0,4.458097210971906,1.5012769438724007,Iris-versicolor
+44,6.417671535317437,2.8986203362145933,4.281105410687087,1.3185171245617608,Iris-versicolor
+45,4.893840066012162,2.393303194001995,3.1159715201962577,1.0034201171201107,Iris-versicolor
+46,6.498294057705641,2.9608501544554406,4.348389878042779,1.3508510978834325,Iris-versicolor
+47,5.525924992432665,2.439515520632145,3.8449809372498254,1.0193478872868094,Iris-versicolor
+48,5.896292848963657,2.800099502156697,4.634876230096783,1.1979314200661695,Iris-versicolor
+49,5.073789772157198,3.7027031950471696,1.4911242217947445,0.36483607709629096,Iris-setosa
+50,5.603661836568453,2.535913359985763,3.908820679684934,1.0985201282603723,Iris-versicolor
+51,5.267857347379254,3.360001199572894,1.5142604564739461,0.4235147494148863,Iris-setosa
+52,7.681582953502796,2.611059614386492,6.899998930005033,2.303878221567745,Iris-virginica
+53,4.794210452199643,3.4000005204687733,1.8330772630077514,0.19801340404265172,Iris-setosa
+54,5.877509464996076,3.0,5.128166831009457,1.7801944447208324,Iris-virginica
+55,5.715963989726837,3.8228580026613432,1.807514107646511,0.297430813875396,Iris-setosa
+56,5.98804755388618,2.911375967098898,4.509717266623272,1.478443998993973,Iris-versicolor
+57,6.52386456318515,3.0,4.374342868858585,1.3755027097371713,Iris-versicolor
+58,6.201863159859854,3.4131806059107124,5.411771405364671,2.2994505157681444,Iris-virginica
+59,7.694118345717469,2.5842528324846294,6.9,2.2924529697959466,Iris-virginica
+60,4.906112160070937,3.1052400834465543,1.5004026824581789,0.1,Iris-setosa
+61,5.61550380720581,2.6309577596581115,3.9921676528425527,1.1093824736174211,Iris-versicolor
+62,6.374124968225253,2.885513301951216,4.3015338625744945,1.2796153092471245,Iris-versicolor
+63,5.488699950256363,3.0,4.521991530827499,1.501586680744714,Iris-versicolor
+64,4.8127522022188405,3.4045952591724498,1.7408832215594237,0.20233162016806294,Iris-setosa
+65,5.400093946000293,3.39692514973782,1.6422682150182788,0.20235774207726276,Iris-setosa
+66,6.1672605899811455,2.2034608258393122,4.501089417158294,1.473755366123447,Iris-versicolor
+67,5.098996421859836,3.509723709869739,1.3996559667832358,0.2031105610554169,Iris-setosa
+68,5.816458610734701,2.780547158611562,4.590045075259045,1.2619536097541828,Iris-versicolor
+69,5.7293114650029775,3.0172793709588808,4.594290555916643,1.5949354154395408,Iris-versicolor
+70,6.716219573736225,3.0,5.020486029324187,1.7108305205468226,Iris-versicolor
+71,5.466258008489269,4.199999353079116,1.3981735450603414,0.21084422203337075,Iris-setosa
+72,5.394957325826808,3.889985596230394,1.3048784457386864,0.3589270535899995,Iris-setosa
+73,5.004918313050242,2.000000712502411,3.519129830372458,1.0203419519528385,Iris-versicolor
+74,5.421882300318979,3.398696021984558,1.4975842826421077,0.387146324951655,Iris-setosa
+75,6.125699598816294,2.9104951697718553,4.643056503016358,1.3141134775985215,Iris-versicolor
+76,4.988554426450831,2.0000004633545414,3.452884805790235,0.9899814587584626,Iris-versicolor
+77,6.314040525844764,2.540880940095581,4.990935021426219,1.888628590272009,Iris-virginica
+78,6.488846613527749,3.0,5.791021767017818,2.170232594164163,Iris-virginica
+79,5.473076558312853,3.0,4.471889328350416,1.4922874161136694,Iris-versicolor
+80,6.830408311010626,2.8062115060856785,4.824036476480373,1.4086223898315404,Iris-versicolor
+81,5.633452315607874,2.5186389612076536,3.867418208995961,1.051405502183097,Iris-versicolor
+82,4.905695394039512,2.3930625306845874,3.2785663758784223,1.010236058357299,Iris-versicolor
+83,5.695877057226981,2.5679362117189584,4.002865094626851,1.028834070195984,Iris-versicolor
+84,5.122716900532663,3.293040682370969,1.8212537668861009,0.5448038444138663,Iris-setosa
+85,4.803100437049261,3.0,1.394686661584754,0.1,Iris-setosa
+86,5.991568816239514,3.202148634298735,4.7806681455193685,1.746624033793227,Iris-versicolor
+87,6.051486010608771,2.2210801086779095,4.052508704948001,1.0373224358478026,Iris-versicolor
+88,5.088693736333942,3.397316102220738,1.399286314775929,0.20024417007543885,Iris-setosa
+89,6.507894162970398,3.0313025546922137,5.341235860279668,1.8930024012372804,Iris-virginica
+90,6.52340589056924,3.201444494717246,5.088120611787027,2.0127043868108423,Iris-virginica
+91,5.871584783465879,3.1893513206308595,4.754950958212703,1.7769045863150499,Iris-versicolor
+92,5.536270875180626,2.6630432290786716,4.4417809830620625,1.2373716271036161,Iris-versicolor
+93,4.900609205518459,2.402785165531804,3.1697334360578924,1.0093870560134284,Iris-versicolor
+94,7.715943740161759,2.801868825264407,6.704435652141505,2.0023897348747894,Iris-virginica
+95,6.87472824215322,3.0980120510460574,5.098758202919991,2.2843759627216373,Iris-virginica
+96,6.707911705965006,3.1127779074547313,4.715411439594891,1.5147092025364968,Iris-versicolor
+97,6.221501065801253,3.374645640060787,5.43481338872818,2.3029402202032747,Iris-virginica
+98,4.495107955756294,2.2971327492076727,1.2893836955997864,0.2984109553853713,Iris-setosa
+99,6.655809400666908,2.469118171141224,5.695962740084463,1.7825512179391372,Iris-virginica
+100,7.899998606404459,3.798967593677922,6.416255560021161,2.010406682326932,Iris-virginica
+101,4.820784885639685,3.0,1.4071828341414765,0.29432727384174395,Iris-setosa
+102,5.804923234536005,2.7862248228989084,5.154395060170988,2.397366979208433,Iris-virginica
+103,5.120360654699499,3.5050328447399695,1.40217344287466,0.20257668687526537,Iris-setosa
+104,5.557661515821881,2.5181542127686014,3.973512584117352,1.1215304510541573,Iris-versicolor
+105,5.424366601225944,3.9008168164399293,1.311303462058958,0.3894653012567341,Iris-setosa
+106,6.845546165925045,3.088850246388917,5.113295832343075,2.2785778076639094,Iris-virginica
+107,5.595917210948628,3.0,4.402273042150544,1.4250315786752383,Iris-versicolor
+108,6.812235026187296,2.807851284569784,4.818178742565483,1.4081684725272525,Iris-versicolor
+109,6.035269146604231,2.196577381747961,3.9766950648497894,1.0063868601732942,Iris-versicolor
+110,6.677832269516166,3.2883114074942963,5.657737751531491,2.4999996180333866,Iris-virginica
+111,5.143808226391687,3.5443281961394497,1.4045667790603527,0.20145077832714345,Iris-setosa
+112,6.480799765090556,3.0,5.824794690052162,2.2123260136877323,Iris-virginica
+113,5.008033285438446,3.0,1.5775798427630447,0.19531125897847468,Iris-setosa
+114,4.812846624709398,3.0,1.4084541302995,0.285758727739873,Iris-setosa
+115,4.584170562382461,3.6253205135927065,1.0,0.19665354771174853,Iris-setosa
+116,7.701392713474515,2.794553545603008,6.703303706224971,1.9896215232244636,Iris-virginica
+117,6.258516260497074,2.29264123579856,4.3837017064722685,1.2993822573053042,Iris-versicolor
+118,4.911484374084368,3.2816854887938263,1.7880596964378053,0.19774998965543727,Iris-setosa
+119,6.362594682679903,3.291237674594642,4.7169985687202525,1.5879587683543357,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/12/test.csv b/iris/tab_ddpm/6_4/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/12/train.csv b/iris/tab_ddpm/6_4/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/12/val.csv b/iris/tab_ddpm/6_4/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/13/synth.csv b/iris/tab_ddpm/6_4/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..72b525bf46840dfcbd41f82f05749be09550e4a0
--- /dev/null
+++ b/iris/tab_ddpm/6_4/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.801991820044017,2.668435812126613,5.083192848076866,1.8914871566354878,Iris-virginica
+1,5.664818600777047,3.0,4.1371906585461256,1.202683058811856,Iris-versicolor
+2,5.008305703344941,3.0,1.5755718147513642,0.20139511644795982,Iris-setosa
+3,5.9155086000943315,3.0,5.140456660993604,1.7916647007854212,Iris-virginica
+4,6.260035210336295,2.49816370493219,5.029757307367628,1.930831154218924,Iris-virginica
+5,5.005025058229122,2.000000518784665,3.4663737413166795,0.950581749925661,Iris-versicolor
+6,4.992661456503801,3.6158738392306105,1.3898221779103197,0.20199720794437603,Iris-setosa
+7,5.476666150097227,3.4119245185277407,1.506086955041855,0.3496184406455977,Iris-setosa
+8,4.502152660594396,2.2830929419027566,1.2887842949971255,0.2899213084783772,Iris-setosa
+9,5.005412381340826,2.000000663172101,3.59609973926581,0.9398134123807513,Iris-versicolor
+10,7.899998629271617,3.7940157324308847,6.375052600784273,1.9850222295833455,Iris-virginica
+11,4.4000004986728545,3.1981810487611715,1.3021265552220043,0.19723620286620983,Iris-setosa
+12,6.4761567776365325,3.0,5.523456904955472,1.7898786302245973,Iris-virginica
+13,5.2147212102776725,3.553127973515659,1.4643619739876708,0.19952921340515173,Iris-setosa
+14,6.387301709560714,2.8750483586612234,4.319890667420288,1.2896556820722758,Iris-versicolor
+15,6.134513171796326,2.773270141867734,4.684131621313119,1.194620655209924,Iris-versicolor
+16,5.8041031973402735,2.8074985876067373,5.104352239882674,2.401406489003269,Iris-virginica
+17,6.680071699198497,3.299898672488058,5.656218965412698,2.4999995669261694,Iris-virginica
+18,4.4,3.1950410433133687,1.2967744920135575,0.19822234669441494,Iris-setosa
+19,7.691583570586662,2.616046535272833,6.8999986096890655,2.291098681006918,Iris-virginica
+20,6.792634745543197,3.2019647313615196,5.779499777213351,2.276813535144799,Iris-virginica
+21,5.212796025787532,3.407387119451893,1.3930332558594132,0.19832648640513206,Iris-setosa
+22,4.8107054638801525,3.0,1.407172971821677,0.10000009567305465,Iris-setosa
+23,6.6871192297982835,3.142837427866152,4.745450517529976,1.515233840285833,Iris-versicolor
+24,6.33209827849604,2.324784339312802,4.403822872142837,1.3055300873762243,Iris-versicolor
+25,4.595780276300713,3.59697769256234,1.000000373701155,0.2017982280699205,Iris-setosa
+26,6.8445060755851355,3.094732903731686,5.14300506126762,2.290777470539983,Iris-virginica
+27,5.00660499132292,2.0,3.4131748675303806,1.0341159319490998,Iris-versicolor
+28,5.799388066887549,2.6921721549737505,5.090267747351386,1.9076471447460412,Iris-virginica
+29,7.733110037979815,2.6010562131673294,6.9,2.3081364052224136,Iris-virginica
+30,7.899998755639977,3.8004333983873146,6.424939398866345,2.0064134733582653,Iris-virginica
+31,5.3795596110791,3.9301862266590404,1.29676264609442,0.45790331602006684,Iris-setosa
+32,6.721956480930776,3.0,5.0092013616044415,1.7174484352204396,Iris-versicolor
+33,7.709393890840283,2.6084090100438972,6.899998841735879,2.2921786664178083,Iris-virginica
+34,6.215754482102282,3.3783104460943134,5.3524674937063175,2.2556119516867623,Iris-virginica
+35,4.881400312088323,3.0,1.3967499735514448,0.20258770015467537,Iris-setosa
+36,4.907396479656831,3.117211075291641,1.5069566379725363,0.1,Iris-setosa
+37,6.130152215650492,2.9771006989668245,5.356825202729952,1.7648744036993984,Iris-virginica
+38,6.120610193984763,3.359644354926503,4.58026905985396,1.607119395945531,Iris-versicolor
+39,5.799072971473078,2.721860058376425,5.097162155128862,1.8991860408559547,Iris-virginica
+40,4.804859876167941,3.0,1.393092036092782,0.29502582649156955,Iris-setosa
+41,5.149370221029674,3.6389569310111347,1.4228309269997101,0.2161484385884426,Iris-setosa
+42,4.901461314621651,3.0,1.4041376886366734,0.20007165960079312,Iris-setosa
+43,5.55460451059136,2.6477340029251835,4.4605513830983865,1.2092735358335522,Iris-versicolor
+44,4.493003488024062,2.3032090812265884,1.28887494688749,0.3122182534040505,Iris-setosa
+45,4.400000580424799,3.170380400849218,1.3004201581090256,0.2042426388342623,Iris-setosa
+46,6.316446399087346,2.9051573300426097,5.612586240572257,1.7988668747168919,Iris-virginica
+47,4.5978792261445935,3.5766112596480424,1.0,0.20140501659552618,Iris-setosa
+48,7.710594767652428,2.609609820101982,6.9,2.3059027412152813,Iris-virginica
+49,4.790659592366597,3.4081775342922396,1.6950985553472973,0.2011795717608576,Iris-setosa
+50,5.483235240538225,4.2,1.4059390834594536,0.20666213427743657,Iris-setosa
+51,6.49250907816578,3.209332416154825,5.099620001424689,1.9962320433890937,Iris-virginica
+52,4.977740254138622,2.0,3.5118360572551963,0.9457918458457037,Iris-versicolor
+53,5.701927299320893,3.802245867630532,1.827384850942984,0.31985534754297573,Iris-setosa
+54,6.503918715147203,3.0,5.792403018671668,2.1806730389624835,Iris-virginica
+55,6.7103176366572885,3.3117827561245727,5.6950473936750345,2.099490831566769,Iris-virginica
+56,5.636558423274005,2.5118106765046893,3.9438770949591095,1.1122663086622446,Iris-versicolor
+57,7.685557905994045,2.586181459694438,6.9,2.30099534433369,Iris-virginica
+58,6.545013647210224,3.1676194837985103,5.2109533272397615,1.983317037668914,Iris-virginica
+59,5.01227225987792,3.0,1.654264401743239,0.20121196927014476,Iris-setosa
+60,5.791033478179943,2.6946846827515745,5.104409441932531,1.889764963019595,Iris-virginica
+61,6.677102250524314,3.256671013589399,5.424903556283638,2.0993723445104013,Iris-virginica
+62,6.580879018228341,3.001373806214097,5.6032415272057445,2.054569546082196,Iris-virginica
+63,5.182490872494749,3.7820482300986877,1.431022625927858,0.357981136418714,Iris-setosa
+64,7.68597415388579,2.792776487879752,6.692620982575409,1.9881152938853504,Iris-virginica
+65,5.325782703244437,3.7020780001247475,1.5115845285418115,0.20155681853952742,Iris-setosa
+66,6.812437939933663,3.1810436982508,5.921920351480862,2.3128514418523225,Iris-virginica
+67,4.400000466001462,3.202718800064977,1.3010826634201138,0.1905407343978311,Iris-setosa
+68,5.511348766857215,4.2,1.4085112677951541,0.21181991401544634,Iris-setosa
+69,5.667535159909085,2.889087876237816,4.116786137901406,1.298813716148896,Iris-versicolor
+70,4.5041785079920755,2.334090729913804,1.302328810202316,0.36001476375806485,Iris-setosa
+71,4.8913063170274205,2.4034499627821937,3.1764271354456843,0.9987755842590273,Iris-versicolor
+72,4.636058243543228,3.1742399165473243,1.4124956064955836,0.1986745292573533,Iris-setosa
+73,6.192065008963978,3.080095268318447,4.626160961649027,1.4565130932104442,Iris-versicolor
+74,4.783051978306824,3.0,1.3804752148064268,0.10000011070906602,Iris-setosa
+75,7.5923677448139815,3.0,6.545907644568673,2.0942407408007315,Iris-virginica
+76,4.582564188031167,3.189386834319442,1.3899001758111513,0.20106453355380358,Iris-setosa
+77,4.764734904555743,3.0,1.406283087558461,0.3659754819866132,Iris-setosa
+78,6.808755161448667,2.78748440609793,4.817487661383303,1.3939681883590391,Iris-versicolor
+79,6.237668218370489,3.414318058263581,5.39294821097691,2.293172913233098,Iris-virginica
+80,5.827756649209825,2.7094349479252373,5.0942949188891005,1.9185471203507758,Iris-virginica
+81,5.016258946503098,3.0,1.5997874770209588,0.19928442768044252,Iris-setosa
+82,4.791570754861027,3.0,1.39546575636914,0.29487876610628155,Iris-setosa
+83,5.309548713469696,2.372669195885704,3.712433607180709,0.9927935761596771,Iris-versicolor
+84,6.693808757114702,3.278984733279546,5.6705586656385325,2.097044912315493,Iris-virginica
+85,6.90529645786662,3.088660732121524,5.138722357471271,2.299329608918277,Iris-virginica
+86,4.816747798165623,3.0,1.4043964761293082,0.27570414258061804,Iris-setosa
+87,7.304106431088362,2.908975095017901,6.308278042074682,1.793382755151022,Iris-virginica
+88,6.5315692227912185,3.0,5.80382576038013,2.2265669711021188,Iris-virginica
+89,5.814297674537069,2.8067631311463535,5.114886239359407,2.405188360320415,Iris-virginica
+90,6.116575217132249,2.807699163649114,4.725136790080276,1.1935306679890685,Iris-versicolor
+91,6.306551016387357,2.685429681285063,4.931425705031541,1.791167150769518,Iris-virginica
+92,7.665788007795534,2.6256297333091125,6.8999985417655845,2.297553004909289,Iris-virginica
+93,7.723326088792654,2.6335740217786543,6.9,2.2923843746544876,Iris-virginica
+94,4.899185577778786,3.121687946787057,1.4898526434327446,0.10000009393190284,Iris-setosa
+95,7.720078794396555,2.6080446596055995,6.9,2.3018258960207563,Iris-virginica
+96,7.7225004656538525,2.6203113258593422,6.9,2.3112921327527407,Iris-virginica
+97,7.291286534750518,3.0,6.2834325036078145,2.144179293930348,Iris-virginica
+98,4.889048560098986,2.406725855189313,3.123964702257862,1.004241249402092,Iris-versicolor
+99,7.7412931465965595,2.642894757070249,6.9,2.3009194773009716,Iris-virginica
+100,7.9,3.846045872006995,6.423396777341912,1.9959831737690872,Iris-virginica
+101,6.012612399282527,3.3985256177150305,4.52464450358274,1.6004671038675333,Iris-versicolor
+102,7.6027002277332905,3.0,6.580441594298301,2.0970777260528926,Iris-virginica
+103,5.9725275128308715,3.403921136540339,4.474483401305612,1.5963735287330842,Iris-versicolor
+104,7.9,3.8448974045197746,6.379124293533006,2.0024989624463427,Iris-virginica
+105,4.8039077227026485,3.0,1.4012308616254348,0.3102265320056477,Iris-setosa
+106,7.073085746806607,3.0,5.789375458226814,2.137764571573036,Iris-virginica
+107,5.701889582942463,2.8763251706768154,4.070161396532508,1.3030280666010672,Iris-versicolor
+108,7.369485916876119,2.8875911982605067,6.372216235569786,1.812336325033563,Iris-virginica
+109,6.030510894554427,2.9076252587580504,4.482926456737363,1.5296307069921116,Iris-versicolor
+110,6.4898604237860145,3.0,5.850762328479866,2.227849825459081,Iris-virginica
+111,5.829193128873498,2.8094118894420568,5.11626925380978,2.4020356290903573,Iris-virginica
+112,5.6366311172110946,3.0,4.047493795947507,1.2769410762744329,Iris-versicolor
+113,5.714048061047423,2.869296568896775,4.052506998716147,1.1611738170229193,Iris-versicolor
+114,5.782716975238192,2.9605140353501347,4.508139866207081,1.4050895616597494,Iris-versicolor
+115,5.393448574745886,3.4188345938374907,1.4727972754418432,0.3167345513771997,Iris-setosa
+116,5.447810900389779,3.4050971928331712,1.8827823125825291,0.20073835908138019,Iris-setosa
+117,7.692897794496654,2.6099196959339395,6.9,2.279912045003579,Iris-virginica
+118,4.993095927698342,3.4062122944148414,1.6221360732777783,0.4167574835004245,Iris-setosa
+119,6.544425500430014,3.0,5.528309009282426,1.8013051749497317,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/13/test.csv b/iris/tab_ddpm/6_4/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/13/train.csv b/iris/tab_ddpm/6_4/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/13/val.csv b/iris/tab_ddpm/6_4/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/14/synth.csv b/iris/tab_ddpm/6_4/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f1d5b37793a2637199989bf3cfdb960a8ca6de73
--- /dev/null
+++ b/iris/tab_ddpm/6_4/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.523969290760744,2.425111984671501,3.738501036672276,1.0053401549928183,Iris-versicolor
+1,6.3940420462340075,2.9011417370230546,4.308183886356577,1.3011774039727377,Iris-versicolor
+2,5.961390974404974,2.7901255448044067,4.633102920208102,1.1677486049754418,Iris-versicolor
+3,4.978205029087475,2.0,3.286438454516528,0.9656594800890357,Iris-versicolor
+4,5.568251407859616,2.9623433868869036,3.596907918117634,1.3234740572213957,Iris-versicolor
+5,4.599153378285809,3.6224932018521487,1.0,0.19935398238718116,Iris-setosa
+6,6.513758526925592,3.0,5.512117086447942,1.8021551755235565,Iris-virginica
+7,6.516648602594914,3.0,5.482524946834864,1.8012923175730235,Iris-virginica
+8,4.612435479373409,3.1582417042485833,1.404461505838158,0.19625847300517313,Iris-setosa
+9,5.186156758345333,3.407246889271463,1.3995128335209646,0.2012064514651395,Iris-setosa
+10,5.7287126090289835,2.8117227571809056,4.4993623556803986,1.3173979890076943,Iris-versicolor
+11,6.313802215331501,2.7296288441931074,4.916824727242421,1.7821423214134031,Iris-virginica
+12,6.278238617693712,2.9020335796368,4.309828569933189,1.282809285693805,Iris-versicolor
+13,5.40641738606079,3.408007424312577,1.7109035416932148,0.2020257483930891,Iris-setosa
+14,5.017858737965981,2.000000955499328,3.559635696615809,0.9502628541261706,Iris-versicolor
+15,4.894562304954107,3.0,1.4017129168414488,0.19451872383997704,Iris-setosa
+16,7.329724798456588,2.907595882759612,6.3137352464973056,1.7920407125271471,Iris-virginica
+17,5.614124274640292,3.0,4.069320868063907,1.2656884752850308,Iris-versicolor
+18,6.658408806683512,3.206754488831566,5.0876129393015725,2.1135377232151953,Iris-virginica
+19,7.262102809918417,2.9191566186337363,6.2750328246955505,1.800913178259095,Iris-virginica
+20,6.701773438608199,3.298064585609547,5.704839648374016,2.0962231427799485,Iris-virginica
+21,4.949733741513486,2.3896282596895357,3.324937060161754,1.0033790014998158,Iris-versicolor
+22,6.108260976084821,2.806734439083926,4.706269019622963,1.1986029462363585,Iris-versicolor
+23,6.731866359186769,3.105509414176786,4.739508738224662,1.5154211512918188,Iris-versicolor
+24,5.398816596521228,3.4151045882119493,1.5280454638963104,0.42200752954088117,Iris-setosa
+25,6.2946423324531615,2.3129226735428228,4.395463051472768,1.2928572776570673,Iris-versicolor
+26,6.693685411376282,3.29114152614403,5.672013397650959,2.112559622481332,Iris-virginica
+27,5.889681872935865,2.9010884665043193,4.497723373691535,1.455228330531253,Iris-versicolor
+28,6.776152205263392,3.2008131218145235,5.939756556009051,2.2559028639521737,Iris-virginica
+29,5.005972122154294,2.0000005837838346,3.5842226574037865,0.9795777225558813,Iris-versicolor
+30,5.966990297261454,2.9071830544398707,4.506374105426729,1.4990316865710094,Iris-versicolor
+31,6.723006462535031,2.5074850712454775,5.862718237632077,1.8034799334272542,Iris-virginica
+32,6.288595137131751,2.5898611137733174,4.958737804803068,1.8365070428838057,Iris-virginica
+33,5.748266451416381,2.877952120065824,3.9405623672164545,1.2921887272836394,Iris-versicolor
+34,4.598808139956442,3.221027036903631,1.3992966204406547,0.19807758830743333,Iris-setosa
+35,6.016865609041207,2.1905699716394436,3.956241469833609,1.0035908277939105,Iris-versicolor
+36,6.304597766743505,3.301508394760773,4.700627423235208,1.5970873971366903,Iris-versicolor
+37,6.805579699432968,2.814053965140029,4.81656517006242,1.4399897514948583,Iris-versicolor
+38,6.81952597608,3.1895629605827174,5.866856084247785,2.2870088379566074,Iris-virginica
+39,6.8301689124935265,3.097373423016037,5.1295244889726455,2.3171803404898155,Iris-virginica
+40,4.632547338159098,3.623104007595323,1.0000004935862912,0.19841630944164884,Iris-setosa
+41,6.989458710988871,2.911767731834682,6.152289534263958,1.7919977813761918,Iris-virginica
+42,4.772444307102256,3.3874992444616616,2.1512062952015167,0.19993946132687151,Iris-setosa
+43,7.67357819364041,2.5995855424474836,6.9,2.298753664033086,Iris-virginica
+44,5.518382175178843,3.7530967150697307,1.5618952565865882,0.3310570268282623,Iris-setosa
+45,5.563934081928112,2.552209941946603,4.241023796320679,1.125688006081118,Iris-versicolor
+46,5.533225438920373,2.6085985693208036,4.409917201601823,1.2021215988279348,Iris-versicolor
+47,7.7045207077226046,2.6106156498322823,6.9,2.296826182087671,Iris-virginica
+48,6.882390355161438,3.1081750692732015,5.144092391480744,2.291620091155012,Iris-virginica
+49,4.9984541483677205,2.000000542937446,3.4585390804374767,1.0282115297673076,Iris-versicolor
+50,5.018349414593289,3.5332094539736687,1.3946383578975987,0.19937821583001092,Iris-setosa
+51,4.8130021239692855,3.4573582621068875,1.4544221738753629,0.2019974590167859,Iris-setosa
+52,4.499907179967753,2.307279941646882,1.3236875313252077,0.2951679981065796,Iris-setosa
+53,5.96482167237127,2.7862200842969767,4.241236799318148,1.0577161528950707,Iris-versicolor
+54,4.900623584917692,3.470864064253374,1.524181139358676,0.19973032852827166,Iris-setosa
+55,5.478821958827949,4.199999303316913,1.4183620055347592,0.20039162112782466,Iris-setosa
+56,6.042287197946396,2.796473620670306,4.661748212911845,1.1734666393437174,Iris-versicolor
+57,7.701203405543234,2.792599627880533,6.712002015901599,2.0185915368784038,Iris-virginica
+58,5.147964408695748,3.3935694399822958,1.404399616984845,0.19886183609703417,Iris-setosa
+59,5.355972368206972,3.39479094036158,1.5248686168063474,0.3820854361497443,Iris-setosa
+60,6.297095975228602,2.8562498565083843,4.287374578306508,1.2563487362178134,Iris-versicolor
+61,5.912994854459814,3.0,5.093209620512663,1.80486940297344,Iris-virginica
+62,6.696598012195166,3.108795216147,4.719848348096917,1.4919495329781713,Iris-versicolor
+63,5.474016312184404,3.0,4.4586259729386155,1.5005063848894367,Iris-versicolor
+64,5.905544370404631,3.2061002427739114,4.765679377898536,1.806536701973568,Iris-versicolor
+65,5.658282467121027,2.7025797758166745,4.405784193821183,1.2184942185269356,Iris-versicolor
+66,6.271916349291193,2.9051571003136307,5.531979518842666,1.8011822042223504,Iris-virginica
+67,6.525867257006615,3.2082874191774717,5.164277631566338,1.999845348375089,Iris-virginica
+68,5.475844128781324,2.5758351307303307,4.366916712873446,1.1959013047351745,Iris-versicolor
+69,6.138981474473769,2.7981176526444025,4.679777350847788,1.2129158797506756,Iris-versicolor
+70,7.684105678668056,2.604529395016024,6.8999989338102985,2.2978433450008424,Iris-virginica
+71,6.204141982146974,2.1943473681041157,4.496066678453053,1.491913367010018,Iris-versicolor
+72,4.980708784090179,2.0,3.448300635373784,1.007745519115124,Iris-versicolor
+73,5.168555965383886,3.4033351549066206,1.4061560562958277,0.2017984617234644,Iris-setosa
+74,7.738469945443725,2.5900936999484574,6.89999900530934,2.318772230457712,Iris-virginica
+75,4.933613249191941,2.4053767373636377,3.196608881471896,1.0122918410304114,Iris-versicolor
+76,4.490725061104437,2.250460545899423,1.3245681662456943,0.2876834194647192,Iris-setosa
+77,4.791301856043333,3.40083241967033,1.6545817345414544,0.2015981297959178,Iris-setosa
+78,4.784033130386247,3.0,1.4157434291823423,0.1,Iris-setosa
+79,6.989309262357391,3.024087423118325,5.918542979634792,2.1935343234290294,Iris-virginica
+80,5.011956384099929,3.6444633853636623,1.4045660076398683,0.20699178204658303,Iris-setosa
+81,4.588744635945947,3.604510417269159,1.0,0.2031182376520637,Iris-setosa
+82,5.630932895714548,2.8997131437299877,3.718055612790469,1.2973303734309147,Iris-versicolor
+83,5.941774254581354,3.0,5.09603745664248,1.7989581366289722,Iris-virginica
+84,5.323506434678797,3.692336030943803,1.5151398114756898,0.20513107026099586,Iris-setosa
+85,6.032144955125574,3.3813260274896355,4.52344306678432,1.6105376859354628,Iris-versicolor
+86,6.068416806853914,2.810748783349484,4.6591156329971035,1.2178462517664033,Iris-versicolor
+87,4.884430065320802,3.0,1.420674794592318,0.1,Iris-setosa
+88,4.4,3.1793742305535537,1.328860669263725,0.20630588434700378,Iris-setosa
+89,5.892798299286608,2.977928623216278,4.518937608074606,1.5416028771862413,Iris-versicolor
+90,6.310891094571609,2.6770237381304396,4.86997992059898,1.8061665677940861,Iris-virginica
+91,6.145846362342795,3.4027733759788523,5.40466861239066,2.295689423969115,Iris-virginica
+92,5.525952372586512,2.6142812623981877,4.350401636966587,1.2138245551102282,Iris-versicolor
+93,5.293696223614666,3.8730128693209105,1.3435222339311224,0.33721434235539194,Iris-setosa
+94,6.277290182045094,3.31869071600371,4.689675797214155,1.6181679684803023,Iris-versicolor
+95,5.036942323857999,3.413449303364387,1.8419750043572345,0.410288434682534,Iris-setosa
+96,6.243409846499203,2.1871835030563163,4.524321992887621,1.4960238828435106,Iris-versicolor
+97,5.465104304669162,3.0,4.50140492744572,1.5020462441951992,Iris-versicolor
+98,6.088960469980359,2.8043004259026976,4.718813708075955,1.2081785470688182,Iris-versicolor
+99,7.333575726847564,2.9011203555447884,6.302370615745865,1.7926729231462692,Iris-virginica
+100,4.906575230346179,3.134109358403989,1.5154488852278485,0.1,Iris-setosa
+101,5.110732124149166,3.688803398314735,1.5105068278827205,0.40554910062473853,Iris-setosa
+102,5.491929624391252,4.199999066699416,1.4001801916304517,0.19460472754533498,Iris-setosa
+103,6.033101830661722,3.378149114206333,4.51293661994151,1.5998972067341621,Iris-versicolor
+104,6.5023927784092885,3.2019985762048573,5.0993694115027015,2.017588143324745,Iris-virginica
+105,6.508254197678645,3.0,5.774204648928322,2.1969800151710004,Iris-virginica
+106,4.8012010031711325,3.0,1.3748685827313665,0.2940937496924724,Iris-setosa
+107,5.011393043715287,3.613885555915616,1.3888134631379603,0.19832490347268464,Iris-setosa
+108,5.710059446736474,2.8533932372859083,4.128543373347232,1.2833416140336842,Iris-versicolor
+109,6.011512078422194,3.3709272277206526,4.524368348692305,1.6110075271074813,Iris-versicolor
+110,6.381421243846294,2.8950833581322395,4.26967293774862,1.2793548131482246,Iris-versicolor
+111,7.3800992224214195,3.0,6.402866628531354,2.0804962537672953,Iris-virginica
+112,7.005831055151412,3.0301256408695654,5.549200950848206,2.2233869869270975,Iris-virginica
+113,4.787328082960089,3.4084914015529626,1.695850583212111,0.19696048483649534,Iris-setosa
+114,5.022006701547882,3.5963602265506025,1.3919597063575304,0.20557371322906987,Iris-setosa
+115,5.548193438512909,2.90100576295987,3.504198414509844,1.31134773151768,Iris-versicolor
+116,4.823613110663992,3.4033069230278525,1.9422459910021996,0.20054819789271483,Iris-setosa
+117,4.9624421887753645,3.605263790995158,1.3851685617334732,0.20384881280640177,Iris-setosa
+118,7.709924486243965,2.594785555298311,6.899998824062427,2.308838976162211,Iris-virginica
+119,5.814548256965017,2.804031040118776,5.083520525121439,2.409498382261167,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/14/test.csv b/iris/tab_ddpm/6_4/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/14/train.csv b/iris/tab_ddpm/6_4/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/14/val.csv b/iris/tab_ddpm/6_4/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/15/synth.csv b/iris/tab_ddpm/6_4/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a70682fb334e95b71bb65c76eea893a2708f3661
--- /dev/null
+++ b/iris/tab_ddpm/6_4/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.692142040312312,2.7923913489862264,4.4877981075134405,1.29605372062588,Iris-versicolor
+1,6.311568156088682,2.8709512148159475,4.284063888519776,1.2790962015584824,Iris-versicolor
+2,5.574976197804795,3.0,4.493183126017841,1.5090437032973183,Iris-versicolor
+3,4.993482682332765,2.0,3.5408166321980583,0.8972263121849626,Iris-versicolor
+4,4.784120737292942,3.0,1.3671916524614596,0.1,Iris-setosa
+5,5.61042855072816,2.722215167727194,4.462722438759714,1.2666972006180617,Iris-versicolor
+6,5.986848796074332,2.966398374322111,4.561172868919275,1.5231144058295416,Iris-versicolor
+7,6.173363961630165,2.202122023790463,4.483407408420969,1.4979745217806648,Iris-versicolor
+8,6.8676912449667835,3.0991431958585665,5.100100606488786,2.286285693437887,Iris-virginica
+9,7.69811999147683,2.599773860803397,6.9,2.2945511541454064,Iris-virginica
+10,5.03760933852309,3.5678196100442956,1.408319895877529,0.20879434503360766,Iris-setosa
+11,6.277599206080167,2.90750036481954,5.554127329321479,1.7964935321820497,Iris-virginica
+12,4.877274290062614,3.056312669706064,1.4759015523195027,0.1,Iris-setosa
+13,6.9989064903964495,3.0,5.907000458284352,2.114538500170714,Iris-virginica
+14,7.899998754287116,3.7794334836598305,6.4395774038464735,1.9945812877643627,Iris-virginica
+15,5.057743706958059,3.5282593717386557,1.3854521864301463,0.20305767752146064,Iris-setosa
+16,4.9865931117220885,2.0,3.4249365396824576,0.9278747823483351,Iris-versicolor
+17,5.638887313842166,2.888360192519791,3.6310608729251888,1.3021117229830441,Iris-versicolor
+18,6.3305743518147,2.509115775335421,4.995052607036761,1.9036277462565676,Iris-virginica
+19,4.882592931138535,3.0088578552819714,1.4552967047212657,0.10000010424018334,Iris-setosa
+20,5.661210769790197,3.7910386156751024,1.8273633335734474,0.38255816330662035,Iris-setosa
+21,5.613577810571689,3.0,4.485414005378736,1.4855534089179536,Iris-versicolor
+22,6.148318045945783,2.2421808038088575,4.193256500306781,1.1311909705129424,Iris-versicolor
+23,6.709020634998886,3.0,5.002626348439785,1.700929393592677,Iris-versicolor
+24,6.297710078202297,2.6386184349210344,4.903727278300186,1.8043087626084524,Iris-virginica
+25,5.99641466216892,2.194748421826442,3.94842382429297,1.021216873903454,Iris-versicolor
+26,4.789134676729702,3.3976204806877837,1.888112898177331,0.19482233479232583,Iris-setosa
+27,6.048646437311362,3.3211805542801263,4.638196211075332,1.6473075047399035,Iris-versicolor
+28,6.913530762929076,3.093004134101874,5.115896152244713,2.292723483862235,Iris-virginica
+29,5.870276198525191,3.218630736532713,4.745645632079682,1.8112814281418494,Iris-versicolor
+30,6.708584765994446,3.0,4.99874623770175,1.6857930711745608,Iris-versicolor
+31,4.505067195388824,2.3022901241695255,1.3157220274051487,0.338895867160269,Iris-setosa
+32,5.3911143257920795,3.9263260400007116,1.278151136236803,0.3705902695264267,Iris-setosa
+33,4.890243834189943,3.09073666494733,1.4786516900525157,0.10000015960731835,Iris-setosa
+34,7.707546742322822,2.790273033861111,6.7062881334665265,2.020246178121568,Iris-virginica
+35,4.603561146189847,3.600120562271438,1.0000004842024475,0.1974398019769665,Iris-setosa
+36,5.100652116586923,3.4963062776126983,1.3864723920444733,0.19729372540186807,Iris-setosa
+37,7.267171369031077,2.979124465267461,6.1944271922094405,1.9460107255729853,Iris-virginica
+38,5.477560087487955,2.5906994634307488,4.399059668554377,1.233391707318778,Iris-versicolor
+39,7.173238968369941,2.9074226693656167,6.177180454391563,1.8038036803182178,Iris-virginica
+40,4.996491623864423,3.0,1.553428133202165,0.20207918682762135,Iris-setosa
+41,4.89706818991404,2.407341175125856,3.5182474429127013,1.0115422480044671,Iris-versicolor
+42,6.178533790622958,3.3396562931899814,4.620013026411157,1.5981403926148967,Iris-versicolor
+43,7.7100993952975045,2.6260790263707694,6.9,2.3015008249305704,Iris-virginica
+44,6.700858306953347,2.5073663150098175,5.852544200816527,1.807414985412064,Iris-virginica
+45,6.719624870838904,3.200908025505879,5.550127836876863,2.17095453663194,Iris-virginica
+46,6.299225561385671,2.862952673181424,4.288492302003935,1.274910346003314,Iris-versicolor
+47,5.800341067005976,2.8037453710988274,5.146470421388255,2.4005524252875783,Iris-virginica
+48,6.185292092150694,3.3384688172288026,4.615531889342643,1.6038062203398291,Iris-versicolor
+49,4.984411246818676,2.0,3.4761715963591198,0.9461074355244046,Iris-versicolor
+50,7.6903190479070505,2.6269745303055156,6.9,2.299267855470852,Iris-virginica
+51,4.918826134818324,2.405398828595997,3.434535491015047,1.0301768729474112,Iris-versicolor
+52,5.2155583298463135,3.403573611900237,1.3975504205218365,0.200164520631176,Iris-setosa
+53,7.709446552724044,2.6116302609015163,6.9,2.307471027490925,Iris-virginica
+54,5.481398170178103,4.2,1.3717123301928986,0.19791044567881177,Iris-setosa
+55,4.680312410553332,3.2841387113887457,1.4345041746166685,0.20116572870099034,Iris-setosa
+56,6.657364880714001,3.1456967023726525,4.704550908889553,1.5192990518931508,Iris-versicolor
+57,5.414620413784642,3.3938843689415177,1.773512017705581,0.19959313640712079,Iris-setosa
+58,6.26814263920725,2.2991653787091075,4.401144988957191,1.2942358715091373,Iris-versicolor
+59,6.890116950958987,3.0998518592686892,5.095172619469262,2.3097733189106657,Iris-virginica
+60,5.77961662424277,2.6758867078382025,4.073526601386257,1.0009697475620747,Iris-versicolor
+61,4.804556212800801,3.4055306054977983,1.8386824596010227,0.20126797766736854,Iris-setosa
+62,5.790602769824645,2.7239183664566813,5.145184774566314,1.9010655158388479,Iris-virginica
+63,6.721443581911179,3.2675419048038647,5.729836199178427,2.131607060578777,Iris-virginica
+64,5.811360586516009,2.6911231072741,5.134905647252803,1.908921239369607,Iris-virginica
+65,5.949742365386209,2.9930596392429636,5.076604805261161,1.817338188577938,Iris-virginica
+66,7.652919132815907,3.0,6.644815370496872,2.0858649126456794,Iris-virginica
+67,6.219234859165423,3.3263554396114596,5.338536087941748,2.2284776495056002,Iris-virginica
+68,5.43687301990916,3.3941213276595894,1.809041298519378,0.19987467105346907,Iris-setosa
+69,6.11478911863212,3.2418397294188908,4.657060269634069,1.5889901209424158,Iris-versicolor
+70,5.0004207188521494,2.000000577545834,3.424970489224635,0.9980503102161313,Iris-versicolor
+71,6.098195342381922,2.8101047306617413,4.712543407713933,1.229400858201712,Iris-versicolor
+72,6.715243633336838,3.290987716524691,5.74698149659812,2.100974780363235,Iris-virginica
+73,6.261156702789258,2.2740483566172367,4.346264709579563,1.2796838591106248,Iris-versicolor
+74,7.705370312952508,2.616872647877383,6.899998645481281,2.3028750527437407,Iris-virginica
+75,6.709957190419838,3.0,4.991775309325514,1.6964508431478489,Iris-versicolor
+76,4.4,3.229175072509795,1.300786081547718,0.20765894208525373,Iris-setosa
+77,5.999843693083428,3.397206542442449,4.509667427826667,1.604587972010709,Iris-versicolor
+78,7.89999848105476,3.784684451047789,6.381941255980629,2.0244475253196073,Iris-virginica
+79,6.69233201331211,3.0780373882215892,4.672890580075065,1.5102017342852905,Iris-versicolor
+80,5.312349814698471,3.7235280017923182,1.5067100654966707,0.20279616288972435,Iris-setosa
+81,6.707455816091049,2.4897576698133546,5.831842455082925,1.8057253821782444,Iris-virginica
+82,6.485903038888718,3.0,5.432069639732954,1.810184139533928,Iris-virginica
+83,4.990535820743796,2.0,3.219144938080137,0.9694111044555254,Iris-versicolor
+84,5.493335439916358,3.0,4.504429978926133,1.5052881575860335,Iris-versicolor
+85,6.270415902858328,3.3856853108143925,5.429633099353547,2.272864454991015,Iris-virginica
+86,6.700811466354314,3.290353808013696,5.665253995638585,2.096232708500423,Iris-virginica
+87,5.474453764366248,4.199999236068636,1.369108968615187,0.1982395963774512,Iris-setosa
+88,7.349058672937778,2.9034992369566703,6.323184311987082,1.8115287247623888,Iris-virginica
+89,6.07881144833341,2.9439941361901276,4.573908905894651,1.524579785978915,Iris-versicolor
+90,6.693387637577202,3.0,4.993487053545341,1.6956582936926055,Iris-versicolor
+91,6.504967441051634,3.0,5.784907955307403,2.1737928809741622,Iris-virginica
+92,5.430397793408844,3.9133177457023613,1.3064385928772335,0.394084996859274,Iris-setosa
+93,6.407658669097404,3.0,5.308280938416794,1.8409165332061803,Iris-virginica
+94,4.605662759117598,3.644117689670722,1.0000005718859004,0.20093987175257663,Iris-setosa
+95,5.492893456205552,4.1999992829696575,1.4095211198004098,0.1969200502903828,Iris-setosa
+96,4.617646553828743,3.1818617844962485,1.4001254656094917,0.20587401990545176,Iris-setosa
+97,6.245966618484104,2.253117692220817,4.448291281718289,1.4109489235208101,Iris-versicolor
+98,5.501474975522508,4.199999359924266,1.3929806669287692,0.20370714553528224,Iris-setosa
+99,4.606713103665093,3.152291751665835,1.4128695368666029,0.2040369788413628,Iris-setosa
+100,5.820444115013286,2.8050063382427077,5.128461379113654,2.387756248703805,Iris-virginica
+101,5.807448188748023,2.6899279410811516,4.089233485748894,1.0013486080893115,Iris-versicolor
+102,6.248656667362666,2.2024708721801884,4.505359427488951,1.4923057915722424,Iris-versicolor
+103,5.460848017220464,3.0,4.479515599266575,1.5007392044840018,Iris-versicolor
+104,5.492026153957951,4.1999992166407205,1.4024814799473628,0.1913614427355857,Iris-setosa
+105,6.7105849979104,3.0,5.012668028117052,1.705147978406393,Iris-versicolor
+106,6.781728138541375,3.1973024054866124,5.870386986104128,2.2913433814569992,Iris-virginica
+107,4.586523830085664,3.659717684652487,1.0,0.19957257458243627,Iris-setosa
+108,4.894619060181921,3.0602979014650757,1.4770870819099886,0.100000121422162,Iris-setosa
+109,6.789696757213152,3.129518713278213,5.446054553718872,2.2974889534407423,Iris-virginica
+110,6.377487241889405,2.8757529748250654,4.28671107245382,1.279647477085436,Iris-versicolor
+111,5.795517500335908,2.8061930970479385,5.08585876770554,2.402825038399203,Iris-virginica
+112,6.1695212595571025,2.196585576744108,4.5031675900178065,1.52209963177701,Iris-versicolor
+113,6.114016677247787,3.3774785725177616,4.597582900716195,1.614666140813985,Iris-versicolor
+114,5.613381016419503,2.542195881201978,4.251589227972738,1.0910083392717564,Iris-versicolor
+115,5.9896254054472315,2.176328909163763,3.9879473069843865,0.9494088245238819,Iris-versicolor
+116,6.916500244162666,3.061114166655967,5.188866809345774,2.2938402092719907,Iris-virginica
+117,6.250892350673552,2.7655462184701634,5.086810248493082,1.8026265088666051,Iris-virginica
+118,5.121580569232819,3.323862291747582,1.6674658108073308,0.5413345403705616,Iris-setosa
+119,4.50235089379424,2.3293538281009596,1.3167171578748054,0.31133522342707975,Iris-setosa
diff --git a/iris/tab_ddpm/6_4/15/test.csv b/iris/tab_ddpm/6_4/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/15/train.csv b/iris/tab_ddpm/6_4/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/15/val.csv b/iris/tab_ddpm/6_4/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/16/synth.csv b/iris/tab_ddpm/6_4/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fe4bcb31af20e3f78899f87c8eff9bc4721bc3ae
--- /dev/null
+++ b/iris/tab_ddpm/6_4/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.894476379973038,3.0,1.3806387613777706,0.19612217851119318,Iris-setosa
+1,5.55505385310491,3.0,4.491284524614758,1.5275300176897688,Iris-versicolor
+2,6.62606034525752,3.011485741696378,5.850331178671697,2.235356619402548,Iris-virginica
+3,6.584833941353826,3.1639605834208826,4.620408435431906,1.5092402421205773,Iris-versicolor
+4,6.683008274349415,3.24926546562211,5.687896989349328,2.102920875143762,Iris-virginica
+5,5.791387261034348,2.701667266319704,5.114585958345072,1.9056029406752562,Iris-virginica
+6,6.6836605807418925,3.1081127199842125,4.718949351019213,1.5047629650722234,Iris-versicolor
+7,5.936402326427837,2.177719403096212,4.0008802027138755,1.0003445807256328,Iris-versicolor
+8,5.057394009431188,3.3400431552923555,1.599512155156092,0.5594018804963905,Iris-setosa
+9,4.4000004424037655,3.181506156611868,1.2711923035431179,0.20395650271418683,Iris-setosa
+10,5.5037913950552495,2.407079859295866,3.6576385135896343,0.9625561224049299,Iris-versicolor
+11,6.303286589324835,2.702472090355542,4.900518407710714,1.7870287075635123,Iris-virginica
+12,5.815699003322145,2.7154830562600822,5.081641445487388,1.8990467189640752,Iris-virginica
+13,5.461678978139196,3.0,4.48971646217264,1.493532355550179,Iris-versicolor
+14,5.35152735330234,2.35898859734259,3.5727479400905224,0.88627277193394,Iris-versicolor
+15,4.833914665480984,3.4001964454167912,1.6536949227882558,0.1993714366157356,Iris-setosa
+16,5.58903541835407,3.0,3.905143347214343,1.3004862724578188,Iris-versicolor
+17,5.783061690693498,2.7903611748910055,5.1217150171937496,2.369877285143349,Iris-virginica
+18,5.636325588963725,2.9021543050619516,3.8320667443739214,1.298418345570026,Iris-versicolor
+19,4.775775815442176,3.397739642284129,1.7334423290726866,0.1983024876025254,Iris-setosa
+20,6.003593682816121,2.2034669453896125,3.9277750188595806,1.0209810091896758,Iris-versicolor
+21,4.997652142295001,2.0,3.532446554951483,0.9663435302484216,Iris-versicolor
+22,5.007921489733125,3.3826817133659364,1.5773126483234183,0.44513099238639553,Iris-setosa
+23,5.80421341201157,2.704944788182044,5.112840754723848,1.8901068397258005,Iris-virginica
+24,5.346332428112853,3.7158402250700666,1.5073858069749337,0.2034662871254951,Iris-setosa
+25,6.259050508164665,2.2565160151353036,4.416959722379708,1.38925884873114,Iris-versicolor
+26,4.4,3.2028690411346146,1.2974008606402232,0.19919090420902802,Iris-setosa
+27,6.621971912137556,3.0,4.408612060674962,1.4068006935207715,Iris-versicolor
+28,4.9383041022881855,3.0,1.4429963203083789,0.1948885401645557,Iris-setosa
+29,6.678616108243649,3.254320066137289,5.688239248071594,2.1084398828280952,Iris-virginica
+30,5.918445726371705,3.0,5.105275226114409,1.8186529743032038,Iris-virginica
+31,4.790466010372039,3.4015403495434486,1.8542719570318202,0.20611837746949818,Iris-setosa
+32,4.4,3.2180570253564116,1.2894863857069085,0.2011502606139235,Iris-setosa
+33,6.776804715992046,3.1957066296442935,5.896632137429143,2.2723472729676932,Iris-virginica
+34,6.429230933160688,3.0098629343957026,5.330581445825447,1.8475335420043266,Iris-virginica
+35,5.688262291736192,3.0,4.152700828341502,1.1969039396510013,Iris-versicolor
+36,6.300298189061815,2.894324689206451,5.5924020183035275,1.7891266885033674,Iris-virginica
+37,4.585912442142279,3.6077458323595,1.0,0.19815580977887112,Iris-setosa
+38,4.775191266588515,3.0,1.393546596572988,0.1,Iris-setosa
+39,4.967407577984624,2.383411000371915,3.5564651154250866,1.0277829546751744,Iris-versicolor
+40,5.512101007837616,2.602172417113612,4.412668176995553,1.2094716100057115,Iris-versicolor
+41,5.634906440060372,2.8814081342980247,3.7422652692607876,1.2941449619716652,Iris-versicolor
+42,6.513264920507652,3.0,5.755951067276146,2.1999149415962074,Iris-virginica
+43,6.212720333370551,3.393314754184503,5.41463975997875,2.297745775910106,Iris-virginica
+44,7.724838125174502,2.540179287978158,6.9,2.331530444022905,Iris-virginica
+45,5.965955348354202,3.3232869687132824,4.680830133670553,1.7123442930662165,Iris-versicolor
+46,7.899998478872623,3.8158723081638266,6.484581267825146,1.9853661936640257,Iris-virginica
+47,4.814329141635576,3.4045442290303063,1.7265079850141052,0.20190141729248795,Iris-setosa
+48,5.549766603395395,2.448007577709875,3.8378074567381733,1.059519063654363,Iris-versicolor
+49,5.145616975278089,3.2995055230871437,1.6378357032367021,0.5124848807625498,Iris-setosa
+50,7.673158816235261,2.6068607923512386,6.9,2.2865115327600334,Iris-virginica
+51,5.0066697239976525,2.0000005804288987,3.4997761953737863,0.9151415718784532,Iris-versicolor
+52,4.626603640514234,3.2014182998677887,1.404006477393449,0.1989286956769291,Iris-setosa
+53,5.890892057638528,2.72788905318114,5.0551055982912105,1.8580924073539056,Iris-virginica
+54,5.610288165772859,2.5296010760110086,3.885380139353622,1.0614756680066566,Iris-versicolor
+55,6.718864753976488,3.0,5.021681507260478,1.7088360859477496,Iris-versicolor
+56,5.888616458266293,2.8085368375620416,4.57844147994495,1.2793372489339556,Iris-versicolor
+57,5.980483798770787,3.4064494602164666,4.524952426445446,1.58719218432329,Iris-versicolor
+58,7.607683934267134,3.0,6.601014314562616,2.0909744481679957,Iris-virginica
+59,5.8867787114402095,3.0,5.1281894941025845,1.8013808404757647,Iris-virginica
+60,6.6179338311241045,3.133210538724014,5.424666214175143,2.0136113963550795,Iris-virginica
+61,5.503662258168456,2.4299008013515913,3.7449275082811644,1.0220375170442466,Iris-versicolor
+62,5.915261478592167,3.0,5.094623286163061,1.79970158764455,Iris-virginica
+63,5.792857781974709,2.703341141408796,5.105950368089157,1.8858783422598273,Iris-virginica
+64,6.469322700433162,3.213557369001519,5.145468636886891,2.078386289625139,Iris-virginica
+65,4.590044659835436,3.6006752059966756,1.0000004081998493,0.19383378373285334,Iris-setosa
+66,5.137437373834053,3.46819285852186,1.3996063652031654,0.19724064400186958,Iris-setosa
+67,6.305008085242104,3.286416887639203,4.702347201001738,1.5671583811472336,Iris-versicolor
+68,6.323078509090027,2.7198479493345307,4.859996184396549,1.7843511626764599,Iris-virginica
+69,7.055177376692136,2.848192239737134,6.202975784885274,1.791498938985502,Iris-virginica
+70,4.8025941682613205,3.400215287100816,1.6546912517060257,0.20395125233829967,Iris-setosa
+71,6.62277427980631,3.339697159549962,5.774364026337482,2.5,Iris-virginica
+72,5.022873025465332,3.57201368416621,1.4105426912287546,0.20007507292083906,Iris-setosa
+73,6.164546950383879,2.222873651470622,4.461267474921672,1.4797354458136542,Iris-versicolor
+74,5.586207080127826,2.500839126923019,3.897898998419046,1.107791749522819,Iris-versicolor
+75,4.826020907682287,3.3978181868405173,1.8119656562694149,0.20322794921456733,Iris-setosa
+76,5.864817718524168,2.80030222458641,5.113306170376282,2.3966660651883034,Iris-virginica
+77,5.382088381966766,3.5531888505294558,1.5266740903177705,0.20855871128450157,Iris-setosa
+78,5.828092619652564,2.804605406452813,5.1310690961992345,2.3936797523624147,Iris-virginica
+79,5.8031100806462605,2.692574858987155,5.079019358221466,1.8668671971541309,Iris-virginica
+80,4.893579946618122,2.4269466497753074,3.2064494208144447,1.0074126046541634,Iris-versicolor
+81,6.574574848842485,3.0,4.415005387504158,1.4294228703062026,Iris-versicolor
+82,7.693186122062091,2.6258637364880606,6.899998694353038,2.299525543538796,Iris-virginica
+83,5.193210796859502,3.3903951702964017,1.4014160277827754,0.19964837344388076,Iris-setosa
+84,5.4193656568745245,3.907595145373774,1.2891238260871027,0.4443733431011172,Iris-setosa
+85,6.093414024950913,2.8130806085491495,4.68080738765033,1.2158054910407734,Iris-versicolor
+86,6.026634754009143,2.992373518662132,4.5503598147635325,1.438467287155426,Iris-versicolor
+87,5.432452557400644,3.4063475601579847,1.5107626338166391,0.4188567296792864,Iris-setosa
+88,5.8843026298276415,3.0,5.097333149553908,1.818880694017175,Iris-virginica
+89,4.6299442491804825,3.538736784115899,1.000000429594778,0.20330234919213153,Iris-setosa
+90,6.658504861402271,3.0098098666243973,4.532006577585686,1.4333186300155722,Iris-versicolor
+91,4.626367670732682,3.1199508854704074,1.3822716184786086,0.20296308161601373,Iris-setosa
+92,5.479074162774229,4.2,1.397323714623543,0.19233604990110242,Iris-setosa
+93,5.633958993856701,3.0,4.194277725723767,1.2390754344256762,Iris-versicolor
+94,6.852915208842507,3.1932500297377406,5.952863603332388,2.308307711832546,Iris-virginica
+95,5.979690713739898,3.41010493975555,4.541867974853675,1.6379663751299613,Iris-versicolor
+96,7.236250554248823,2.8825443631441803,6.256943067663663,1.795715545447194,Iris-virginica
+97,5.700676227397457,2.8782134433108255,4.144773401889911,1.2981818473588418,Iris-versicolor
+98,5.0197337491969645,3.0,1.6179569110102527,0.19261304885859515,Iris-setosa
+99,4.815333954026969,3.4084102153098526,1.575557902082937,0.20091743924882563,Iris-setosa
+100,5.804643753537436,2.686816727579035,5.091672206236821,1.8939604057643749,Iris-virginica
+101,4.851942581590521,3.0,1.406610599432309,0.1,Iris-setosa
+102,6.185153768062908,2.2492593530054505,4.306270886111039,1.178909332509689,Iris-versicolor
+103,4.9957799264620295,3.0,1.626239767907037,0.19995354938043514,Iris-setosa
+104,4.916373313084032,3.103053594117969,1.4859903126664706,0.1,Iris-setosa
+105,6.6966194454616925,3.0,4.980279095198911,1.703552626760889,Iris-versicolor
+106,5.982180781488565,2.868256750965182,4.617722352844976,1.2648161074917175,Iris-versicolor
+107,5.768748332104412,3.002352345148969,4.576966103232338,1.5637388357687294,Iris-versicolor
+108,6.667714299594731,3.0255209108722605,4.5481763952431145,1.4625714350895003,Iris-versicolor
+109,6.1129410011515635,3.0,4.593505122985792,1.3864215094933643,Iris-versicolor
+110,6.467445499237015,3.0,5.530384684672448,1.8097632000521073,Iris-virginica
+111,5.597572454437504,2.7938584849360324,4.446216623161311,1.2895148630850046,Iris-versicolor
+112,7.688172199974267,2.61223790079451,6.9,2.302738844756197,Iris-virginica
+113,6.159982113537714,3.4101271730681058,5.447810334099632,2.3071262028554185,Iris-virginica
+114,4.4,3.194954788847034,1.3108640313045918,0.19528362970153706,Iris-setosa
+115,5.4895560569064115,3.729982990507217,1.5762059687358017,0.3743670910749966,Iris-setosa
+116,4.614822441011419,3.210095230449632,1.4147930405645925,0.20118744312841672,Iris-setosa
+117,6.871801848962511,3.187527464695693,5.966624478754901,2.292672395461122,Iris-virginica
+118,5.549950102094603,3.0,4.059839629743111,1.3285902494274149,Iris-versicolor
+119,6.529236654552892,2.984892504947473,4.3538726646975725,1.3562159850114794,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/16/test.csv b/iris/tab_ddpm/6_4/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/16/train.csv b/iris/tab_ddpm/6_4/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/16/val.csv b/iris/tab_ddpm/6_4/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/17/synth.csv b/iris/tab_ddpm/6_4/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3eef4144f89e79c7d88fa8959e6153f729f44392
--- /dev/null
+++ b/iris/tab_ddpm/6_4/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0719535300820935,2.4351727548826956,3.5689816891147976,1.0270594510334106,Iris-versicolor
+1,6.683261074719109,3.1005900194834046,4.717391325640564,1.4882411788149756,Iris-versicolor
+2,5.0147781856211635,3.3895424313316025,1.5805394511006365,0.4057406798407702,Iris-setosa
+3,5.296714747505386,3.6159876235047017,1.4945570104912465,0.20312180262474025,Iris-setosa
+4,7.101346949435712,3.0363897293984135,6.047828643170182,2.2008402874071944,Iris-virginica
+5,4.599413313313511,3.5955116254050896,1.0000007150594172,0.20149932981570898,Iris-setosa
+6,5.55585286820717,2.4211455433227713,3.716422783279199,1.0128171528434213,Iris-versicolor
+7,6.260838693125803,2.905754518244993,5.58266098324674,1.813858112775438,Iris-virginica
+8,5.090436091345447,3.296222068358288,1.739965434542986,0.48819986696872264,Iris-setosa
+9,6.3110740108661565,2.907969681143913,5.612911623088021,1.8031148519646965,Iris-virginica
+10,5.807669680135641,2.70951866194386,5.120349274700774,1.908410081261988,Iris-virginica
+11,7.243327164029993,2.890635848594023,6.295788886787342,1.8106354472996842,Iris-virginica
+12,5.714494047097345,2.476080186861914,3.9622130590089775,1.0269166038722748,Iris-versicolor
+13,5.716649063000575,3.0,4.203443078609439,1.1700906322351372,Iris-versicolor
+14,6.533614471794586,3.1583937389864287,5.300891271716841,1.9662828105141876,Iris-virginica
+15,4.879093460715726,3.0,1.3993023165321168,0.20136843233898774,Iris-setosa
+16,6.275350322121456,2.6990161748643193,4.937652352953511,1.808253865752107,Iris-virginica
+17,5.778585888702072,2.7959657970087495,5.0985011791075445,2.4133026198855387,Iris-virginica
+18,5.506044332905335,4.2,1.4117810707794922,0.20294707420805577,Iris-setosa
+19,5.6400838489348715,2.8932169659719094,3.896769519658098,1.3040227934442001,Iris-versicolor
+20,6.507513616547465,3.1813221991901917,5.083670550869646,1.9913421992136109,Iris-virginica
+21,6.70606727857966,3.3120496505494934,5.694021826953895,2.5,Iris-virginica
+22,5.086135278568958,3.6772990531007483,1.4988971865918086,0.4164150172301669,Iris-setosa
+23,4.596011756129664,3.629677724324451,1.0000003813034208,0.20230285364459372,Iris-setosa
+24,5.493641527485636,4.199999138207557,1.3997626309267812,0.2001763363986538,Iris-setosa
+25,5.807132229395886,2.811853737553929,5.112710497414563,2.39046668753097,Iris-virginica
+26,5.0163490569164555,3.5210731783830918,1.4023634232237132,0.20600136739650401,Iris-setosa
+27,5.350911303965635,3.4691815253804292,1.5393141605203224,0.20069381434029054,Iris-setosa
+28,5.993554563019948,3.3925884868276253,4.479903030817734,1.5537080253313689,Iris-versicolor
+29,5.9454749448888204,2.858581331030093,4.524967812835844,1.4408705915771445,Iris-versicolor
+30,5.440899416877657,3.4138254704027897,1.5093074500482717,0.37648134363440255,Iris-setosa
+31,6.670470237284989,3.0,5.018544737385756,1.6974280403592963,Iris-versicolor
+32,5.1959234336926565,3.5072639324348938,1.4447392797997443,0.20258085299411788,Iris-setosa
+33,5.642937546049025,2.9672908072367123,3.9492828836605085,1.312574176029656,Iris-versicolor
+34,4.921047290392895,3.0,1.4038416952867188,0.19980413749400067,Iris-setosa
+35,5.501026619680554,3.0,4.527103588985317,1.5078141576247184,Iris-versicolor
+36,5.681224232813534,3.782912879426591,1.5740652231182495,0.29225677703288205,Iris-setosa
+37,6.705120702521925,3.1141640163219613,4.695252565141853,1.5084316208493835,Iris-versicolor
+38,6.149971106254952,3.350636376556162,4.576396597895556,1.5771110021842054,Iris-versicolor
+39,6.064978779753764,3.0,4.584925304788739,1.4273097302988316,Iris-versicolor
+40,7.013497624235,3.0262586087817724,5.816024162892996,2.1840603925265607,Iris-virginica
+41,5.099049696661157,3.2931583488698695,1.7377640656414433,0.4529281720013615,Iris-setosa
+42,6.742976045806668,3.0592504876855564,4.813122506241009,1.5600985609471842,Iris-versicolor
+43,5.118404253106458,3.506652590645247,1.3934996997427889,0.20315122126098037,Iris-setosa
+44,5.014077622073155,3.0,1.6016501707618793,0.20178896195249704,Iris-setosa
+45,7.686336990483225,2.810201117563783,6.7048652857475926,1.9740623493346683,Iris-virginica
+46,4.778402811772385,3.4012072801687805,1.5737478721713405,0.2013387796507595,Iris-setosa
+47,6.190070469318183,2.2930621006524703,4.3070187710598224,1.2169534941309137,Iris-versicolor
+48,4.891819960654808,3.077007776426195,1.4970462866981773,0.1,Iris-setosa
+49,4.599462006777812,3.560016991407606,1.000000404597823,0.20066350139500766,Iris-setosa
+50,6.5295037873023345,3.18013907317897,4.675885065402802,1.5428234256119848,Iris-versicolor
+51,6.650509426621302,2.4757441791354524,5.700673545607527,1.8079130266847778,Iris-virginica
+52,5.059769125285873,2.4056344937281735,3.459829563480023,0.9883187076519742,Iris-versicolor
+53,5.811889340786463,2.6979771715171723,4.032214491088391,0.9127192609612302,Iris-versicolor
+54,5.495369741073274,4.2,1.4108942872038772,0.19708441939205423,Iris-setosa
+55,5.899330050994347,2.99635792613991,4.536932731672154,1.4603323408482567,Iris-versicolor
+56,4.624757107868846,3.590748344952455,1.0000004744534112,0.20572625431970715,Iris-setosa
+57,5.187283871674811,3.611724221738657,1.4483657706136228,0.20117514031731112,Iris-setosa
+58,5.501769004817587,3.0,4.488109897127419,1.4583409257590514,Iris-versicolor
+59,6.701489398476042,3.0,4.9815865886462865,1.702467727123559,Iris-versicolor
+60,6.369159978445471,3.204196139875998,4.704104320330388,1.5917107134757746,Iris-versicolor
+61,6.156154388136096,2.8530277073713446,4.493258248009765,1.261849112985158,Iris-versicolor
+62,5.631566046013605,2.8785267060874573,3.7977084349092345,1.2618001876383111,Iris-versicolor
+63,6.6802008976681915,3.089400539374871,4.685355063054671,1.5004796151639082,Iris-versicolor
+64,4.4979070686916405,2.3358211488346443,1.3003231192556914,0.3898315057785457,Iris-setosa
+65,5.601371568148243,3.499792462312116,1.5514059234171893,0.3307169604738094,Iris-setosa
+66,6.219138828266712,2.2235677367970617,4.425159766989108,1.3918478204703872,Iris-versicolor
+67,4.598980664917504,3.6228573663662123,1.0000004440351935,0.19777271118168377,Iris-setosa
+68,6.862559314223936,3.1229781757543456,5.0689528070554815,2.2995850186245783,Iris-virginica
+69,4.796794159284122,3.0,1.407693310191747,0.38367066231583885,Iris-setosa
+70,6.293431513337589,2.693042895256732,4.910809888503567,1.7955370402773134,Iris-virginica
+71,5.278025022109073,3.7720428032661393,1.4764595234801372,0.4010077391079143,Iris-setosa
+72,6.679519557556259,3.2641052718635577,5.738899613146533,2.115608125325977,Iris-virginica
+73,5.833906999008338,3.1363077367312044,4.716713374823813,1.7060712369431683,Iris-versicolor
+74,5.001691765375515,2.0,3.527948654099137,1.0166629423003066,Iris-versicolor
+75,5.011196836886716,2.000000586040383,3.4846685571310885,0.8802604927696649,Iris-versicolor
+76,4.911413482407721,3.0,1.4030085546413846,0.21143057526289982,Iris-setosa
+77,4.9137098922367874,3.0,1.4042744988500513,0.1999142900221591,Iris-setosa
+78,6.286969978683801,2.9143122909807104,5.5892361924002305,1.7877368082674518,Iris-virginica
+79,5.525675275748394,3.0,4.461981890790893,1.4938993919459023,Iris-versicolor
+80,7.30390069892822,2.9063636058769826,6.247640810040316,1.793550473148211,Iris-virginica
+81,5.430873840795033,3.0,4.500636789696241,1.5072542437092566,Iris-versicolor
+82,6.273154213742083,2.556676296083365,4.951765847469262,1.854290911594674,Iris-virginica
+83,5.885922647449921,3.1998186729512694,4.812429338383437,1.784723667253834,Iris-versicolor
+84,5.099897777886026,3.295531790698301,1.6042057648557273,0.4576532973556192,Iris-setosa
+85,5.783187762827458,2.691642232082784,5.147252300274537,1.9163034835556192,Iris-virginica
+86,5.432011666204997,3.0,4.454864264244863,1.4887317969261527,Iris-versicolor
+87,6.079117171199301,3.0,4.607853990221604,1.4126294052292068,Iris-versicolor
+88,6.717896505401452,3.273446859649242,5.765094380830381,2.5,Iris-virginica
+89,7.718142017128265,2.7993701614873965,6.705734050054112,1.9945960811141257,Iris-virginica
+90,4.595435488545965,3.2139365279935856,1.411322378425873,0.20214811425339504,Iris-setosa
+91,4.836631808303717,3.3980598374429656,1.7899737055776777,0.20031718699960005,Iris-setosa
+92,5.663863540347605,2.9706744536675758,4.11800762986245,1.2720349109415776,Iris-versicolor
+93,6.866770155944368,3.0908480808318464,5.076204336413941,2.2934942434638055,Iris-virginica
+94,4.992361965380404,3.0,1.5738523642232267,0.20061493414411566,Iris-setosa
+95,5.014852257977613,3.585526419326472,1.3886743163524264,0.20244272717240303,Iris-setosa
+96,6.389302701436443,2.9007794926654973,5.600936183531865,1.794461816024708,Iris-virginica
+97,6.3377036435962735,2.8688707512580938,4.3117565633192365,1.2711365041640212,Iris-versicolor
+98,5.482529378903364,2.5650386510188348,4.35995198238195,1.1726025917503529,Iris-versicolor
+99,6.303751887485411,2.5046553863358154,5.008796183948806,1.8989175341758473,Iris-virginica
+100,5.799261408512237,2.8099150986477888,5.154616513889386,2.399116707817021,Iris-virginica
+101,6.293342069640446,2.8727841123985627,5.562281902195433,1.8049613966957128,Iris-virginica
+102,5.521343929150181,4.1999988928953025,1.390551234408142,0.20196894532539933,Iris-setosa
+103,7.722729865975582,2.7906976151550116,6.723542342444402,2.014177535878712,Iris-virginica
+104,6.563572855107975,3.207164103737263,5.1890486753906515,2.045794202406581,Iris-virginica
+105,5.793956845204801,2.804648697986806,5.086411903363263,2.40008761158548,Iris-virginica
+106,5.481789864743995,3.0,4.515525971607694,1.5260970916889354,Iris-versicolor
+107,7.899998992449012,3.8082651789664226,6.38848222520075,2.0238235857847724,Iris-virginica
+108,5.534105139473606,3.0,4.527090661898372,1.5045062300768148,Iris-versicolor
+109,4.907865925720934,2.3786470692460857,3.27840501284145,1.0070342872628664,Iris-versicolor
+110,5.803158856058915,2.697909686267388,5.10524388389429,1.9044422827273075,Iris-virginica
+111,4.769063574196856,3.405328290472024,1.6354063742938367,0.1992465136203318,Iris-setosa
+112,6.702788905545898,3.2887694762825537,5.7289295867322725,2.141562362961593,Iris-virginica
+113,5.435180021287011,3.0,4.496030415919505,1.509449995388346,Iris-versicolor
+114,6.22544408272354,3.309425518847394,4.6851978428759145,1.5905316229895017,Iris-versicolor
+115,5.4861141012009575,4.199999298842348,1.4253065284484296,0.20212943661333765,Iris-setosa
+116,5.795936874807158,2.7054636412883086,5.091901068306809,1.8878697938939641,Iris-virginica
+117,5.70826254194119,3.0,4.173135919247423,1.247258056156974,Iris-versicolor
+118,6.835719659451235,3.1952536025726466,5.893577765240316,2.3115785064839196,Iris-virginica
+119,6.230453112132323,3.326527794073006,4.6395120287261395,1.571511279235183,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/17/test.csv b/iris/tab_ddpm/6_4/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/17/train.csv b/iris/tab_ddpm/6_4/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/17/val.csv b/iris/tab_ddpm/6_4/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/18/synth.csv b/iris/tab_ddpm/6_4/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4e5f67d3937cd0d4813e6f80c85be6a216ca67ab
--- /dev/null
+++ b/iris/tab_ddpm/6_4/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7784347539219194,6.388404202563479,2.0099778717945447,Iris-virginica
+1,4.814792175440658,3.3928948460734194,1.6478425060192485,0.1983124128186609,Iris-setosa
+2,5.705219541058255,2.909415402390027,4.230731748126255,1.2905915034071394,Iris-versicolor
+3,6.718562749199618,3.085513711529057,4.683095683361302,1.4599136514091386,Iris-versicolor
+4,5.53233796285167,2.4467831400646047,3.768930083926125,1.045623398981142,Iris-versicolor
+5,5.186751230125226,3.379730215582768,1.3937585042450027,0.20148326937387595,Iris-setosa
+6,5.682210987617427,3.8052030402400687,1.620027445908936,0.29637183110836324,Iris-setosa
+7,5.186264103915877,3.391096209586009,1.411466389337052,0.19969746933966226,Iris-setosa
+8,4.824599769937954,3.4098236688774928,1.7927196258099531,0.2008381212649259,Iris-setosa
+9,7.718218534734107,2.5963562487648435,6.899998989704223,2.2955038042490576,Iris-virginica
+10,7.009861827254298,3.1847904052399216,5.952674793712987,2.2933116648978347,Iris-virginica
+11,5.337638381325735,3.4027967553902996,1.509605913639091,0.2075344004947401,Iris-setosa
+12,6.498678881511258,2.9831886677906567,4.330169927735565,1.3523492842061,Iris-versicolor
+13,5.636130412012131,3.0,4.162196318377806,1.249029016363187,Iris-versicolor
+14,6.194420553539579,2.191830812870312,4.472776140302349,1.4832525863718544,Iris-versicolor
+15,6.494320561745157,3.0,5.792097956242797,2.1911852299895114,Iris-virginica
+16,7.712050665516732,2.807144558490676,6.718374841803902,1.9860359972859027,Iris-virginica
+17,6.181723607139096,2.2199861464002844,4.451818541954857,1.4645425180628,Iris-versicolor
+18,6.780156736800412,3.209546157522714,5.863883627061247,2.280762042932415,Iris-virginica
+19,7.147795810448564,3.0,5.797052088006028,2.1853552168555646,Iris-virginica
+20,6.305776419046256,2.5634377492332923,4.943116172118458,1.8463362945977095,Iris-virginica
+21,6.514962284858404,3.3462421837651024,5.525007953905925,2.1589721050859345,Iris-virginica
+22,6.706017505860391,3.2830262202083933,5.666299937905396,2.499999445311423,Iris-virginica
+23,5.42446740969816,3.8924567543704005,1.2953596122974345,0.40149597545585725,Iris-setosa
+24,4.905299264402861,3.0,1.4002580199429555,0.20010175253469234,Iris-setosa
+25,6.5196379096780825,2.9838827598604603,4.321417614736167,1.3557273230880549,Iris-versicolor
+26,5.375677184209387,3.3853938934601913,1.4979464714282518,0.3804102538768598,Iris-setosa
+27,4.804237386497281,3.402641204188127,1.749857181731666,0.20003404025983829,Iris-setosa
+28,7.899998312911416,3.789727186743005,6.382828923886886,1.986373585274636,Iris-virginica
+29,7.713907159668253,2.8242241762325735,6.712538230272718,2.0079080920527095,Iris-virginica
+30,6.92838022540846,3.107571484275404,5.097026355688711,2.2961351705547277,Iris-virginica
+31,6.680052806080352,3.313636327493081,5.742724376062294,2.5,Iris-virginica
+32,5.937125364833811,3.2133898709449045,4.7911741132681955,1.791387030565395,Iris-versicolor
+33,6.221896430240208,2.207649392163712,4.503700487359609,1.506967089635248,Iris-versicolor
+34,5.634620477262932,3.0,4.184519902974107,1.2541228569103655,Iris-versicolor
+35,5.510886431510516,2.60771428553625,4.425030175277892,1.204253837767205,Iris-versicolor
+36,6.531917001418379,3.259164955632931,5.195394613060901,2.094904832749199,Iris-virginica
+37,6.71944725971087,3.0,4.999828998163981,1.6799677348686295,Iris-versicolor
+38,4.800932275356805,3.4019649200897746,1.945671699909588,0.20184051371397968,Iris-setosa
+39,5.386173503112905,3.0,4.490879057746369,1.4959394110337225,Iris-versicolor
+40,4.820295121890934,3.396759335712295,2.03162846659339,0.20285775182268326,Iris-setosa
+41,6.406255634130323,2.9717260546015716,5.567015758752071,1.8071599893156955,Iris-virginica
+42,6.252008752735499,3.3724077449036356,5.416501097196589,2.281666278138599,Iris-virginica
+43,4.658411566975556,3.2846835166705346,1.421550821683855,0.19666554343183573,Iris-setosa
+44,6.503530869271871,3.0,5.461666185363631,1.8092483292334949,Iris-virginica
+45,4.910873385732667,3.4063867434351334,1.6188773602305162,0.24931619686346068,Iris-setosa
+46,5.703165644812519,2.9816978983860705,4.172864176273619,1.1905531222479455,Iris-versicolor
+47,4.867157788470153,3.0,1.4008446491107336,0.21440058943761725,Iris-setosa
+48,4.634794533991393,3.2477862625337943,1.4446933701757156,0.20055360593694452,Iris-setosa
+49,6.684948372749362,3.099741329286319,4.702408416811199,1.5104949379443333,Iris-versicolor
+50,6.254069676956452,2.2351986908985557,4.49566003864925,1.4205393524697587,Iris-versicolor
+51,4.992297787144051,3.0,1.5740295432034666,0.19879570997590806,Iris-setosa
+52,5.130174120874284,3.695035031866093,1.5237703857336413,0.415490686125422,Iris-setosa
+53,4.603786332118438,3.6016445396570487,1.0,0.20223590827512802,Iris-setosa
+54,5.6579105020978115,2.3356523204476525,3.8843857931227346,1.0404174168395877,Iris-versicolor
+55,5.5652326096684,3.0,4.043657415330892,1.3069491070398622,Iris-versicolor
+56,6.838645709488372,2.80436470382122,4.795757942270803,1.4056160669333124,Iris-versicolor
+57,6.3377804565829585,2.8857532810165814,4.280281816252703,1.2965839742166099,Iris-versicolor
+58,4.594412000699605,3.650342427013864,1.0,0.1976978217441485,Iris-setosa
+59,5.018025450852179,3.6461618705443253,1.4175387104462192,0.20137309441488382,Iris-setosa
+60,6.807559773804037,2.8039843804553364,4.810631710257905,1.3969831743724321,Iris-versicolor
+61,6.112322583769623,3.0,4.5695158488178,1.3893409036337976,Iris-versicolor
+62,5.22306719821554,3.403432618933458,1.4121560452179447,0.20058860304208717,Iris-setosa
+63,7.711546063804172,2.6160744000662635,6.899998904856358,2.299278174311777,Iris-virginica
+64,5.004368968088916,3.0,1.6153885448093515,0.2027347537160596,Iris-setosa
+65,4.798389318473216,3.0,1.405114969228607,0.1000000981634825,Iris-setosa
+66,4.400000441109226,3.206355348661979,1.2968078723459695,0.2038516382961217,Iris-setosa
+67,6.480140270821905,2.9486491201241933,4.336114001671541,1.3564269197438292,Iris-versicolor
+68,6.80069380945981,3.1625744758026015,5.9241515451260165,2.3053421189492997,Iris-virginica
+69,5.128364078801335,3.7381647915247367,1.475979400548176,0.396791365559151,Iris-setosa
+70,6.639336281143289,2.532877448693443,5.654475096854412,1.7994108711084298,Iris-virginica
+71,6.700186182758595,3.0,4.99546684219359,1.7046271448220407,Iris-versicolor
+72,6.689567200206653,2.4944947358851755,5.873218734565449,1.7759983279986422,Iris-virginica
+73,6.493659883693811,2.9536158056517747,4.346480039882481,1.3457437382989657,Iris-versicolor
+74,5.795667593572177,2.7190070114926126,5.098981602158387,1.895443031594063,Iris-virginica
+75,7.690485786752774,2.8022605242819605,6.71481003929998,1.9950028400961657,Iris-virginica
+76,6.814309167760359,3.19789353878583,5.841078096028259,2.2910439786531605,Iris-virginica
+77,7.698957748569376,2.8060498221775574,6.693776303835249,2.012917824186574,Iris-virginica
+78,5.380396879868734,3.3856730793802927,1.4851961440017645,0.34457903885477986,Iris-setosa
+79,5.892184415525247,3.0,5.088388116216909,1.79070657703206,Iris-virginica
+80,6.009634734783931,2.1922845756605214,4.049181723936027,0.9678466266200458,Iris-versicolor
+81,4.400000603553676,3.187814656581262,1.2651983540366274,0.19766838121901892,Iris-setosa
+82,5.887190965947617,3.0,5.106678463047392,1.8009885421485519,Iris-virginica
+83,7.659839793190225,2.805364368931347,6.7088612320090855,1.9881652222896709,Iris-virginica
+84,5.542948739602472,2.668437077148493,4.449572645091475,1.2590075257186932,Iris-versicolor
+85,5.62231952120975,2.904419507602558,4.0751968398799425,1.2923884262332568,Iris-versicolor
+86,4.614637762873463,3.6539605889618527,1.0,0.19338962491491862,Iris-setosa
+87,5.939295717581582,3.0,5.088732742094477,1.8429678625006989,Iris-virginica
+88,6.725764825765662,3.272329679591567,5.778770997474261,2.101784179340935,Iris-virginica
+89,4.982017593822491,3.0,1.5909468671106242,0.20178958641529282,Iris-setosa
+90,5.772387815924492,2.6690532102536726,4.004211956014093,1.0010598316125658,Iris-versicolor
+91,5.882492303861651,2.775861544045884,4.268179878135684,1.1057436815352486,Iris-versicolor
+92,5.104970691531403,3.4900990253909745,1.4055433274958182,0.19741323891831597,Iris-setosa
+93,4.798697570578857,3.3993558483260196,1.5725022951185164,0.19674469661189886,Iris-setosa
+94,5.1810369907506235,3.4037781990245066,1.4061451281354023,0.20067208480550563,Iris-setosa
+95,5.71493422062389,2.837852080513199,4.122998242227822,1.2561199957483657,Iris-versicolor
+96,5.834954365128697,2.738218890240898,4.177897361244921,0.9938738408643106,Iris-versicolor
+97,4.504292759899493,2.2771737690219167,1.2997536361361621,0.2970764126892097,Iris-setosa
+98,5.7028833328534025,3.0,4.200123247523226,1.1930716181530265,Iris-versicolor
+99,4.487054908165384,2.261118464396702,1.2855760341674414,0.290113044925701,Iris-setosa
+100,4.8853108649688615,3.1054440332813105,1.4798906273508015,0.10000010531466656,Iris-setosa
+101,4.992027408983372,2.0,3.3382542913329116,0.973758826554429,Iris-versicolor
+102,5.7840260238992665,2.793274019418126,5.093528720960193,2.3912946487599753,Iris-virginica
+103,6.278496906034213,2.8991626735456233,5.584555020812546,1.8099888221366558,Iris-virginica
+104,6.300469458564193,2.947238715547656,5.559978542524231,1.8429715101575077,Iris-virginica
+105,5.780613474871753,2.6959572807029986,4.089155632190222,0.9360624034741822,Iris-versicolor
+106,5.670849915429267,3.0,4.156071002726274,1.1945166217776575,Iris-versicolor
+107,5.825992913466774,2.7049326711637716,5.121494544407921,1.9147920671109835,Iris-virginica
+108,5.254294849753714,3.7145978054362616,1.52380447283742,0.39474237616201363,Iris-setosa
+109,6.721581591731144,3.0,5.0129655921337966,1.711570170482609,Iris-versicolor
+110,4.4,3.226348933750216,1.2826230014982603,0.20008511639724505,Iris-setosa
+111,5.801386284196851,2.6942915759189465,5.116711829946294,1.8906994948317724,Iris-virginica
+112,4.8217584610897175,3.0,1.405436371456244,0.1,Iris-setosa
+113,5.881161577368759,3.0,5.090236034517911,1.8045901403025792,Iris-virginica
+114,7.647741261066199,2.8052797404954757,6.620872432753694,1.9500440787441626,Iris-virginica
+115,5.8098038128734455,2.707402146886546,5.112192824805774,1.9002668284115958,Iris-virginica
+116,5.817771229512804,2.693679191674823,4.189290566430487,0.9976621046126941,Iris-versicolor
+117,4.790362422145931,3.384791957626943,1.9306347800240538,0.2008010099657594,Iris-setosa
+118,6.269853005912113,2.885401982144515,5.595431226416998,1.8121863653874126,Iris-virginica
+119,5.075083201346729,3.4958104652563136,1.394492873032898,0.19842472550220575,Iris-setosa
diff --git a/iris/tab_ddpm/6_4/18/test.csv b/iris/tab_ddpm/6_4/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/18/train.csv b/iris/tab_ddpm/6_4/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/18/val.csv b/iris/tab_ddpm/6_4/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/19/synth.csv b/iris/tab_ddpm/6_4/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2c2c71d77042263e5663ecd66e5bc9ce6bc1093c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.954944390610813,3.0,5.1310350549942845,1.7966761093476826,Iris-virginica
+1,5.4203350478958585,3.9130138140838575,1.2818946303038774,0.43359569213509686,Iris-setosa
+2,6.7314109963065585,2.4748820204057216,5.852622893577308,1.7952150562461675,Iris-virginica
+3,7.694814854429113,2.595700984254495,6.9,2.2957272875493375,Iris-virginica
+4,6.500513246670208,3.0,5.790626153143676,2.2133039361930766,Iris-virginica
+5,7.274017096984641,2.90667681362111,6.296709384314901,1.809557970179737,Iris-virginica
+6,4.99618185426939,3.383928651673261,1.8526680233815749,0.4181848321609191,Iris-setosa
+7,6.341752409475106,2.928128654293461,5.559210427569401,1.8054359671073348,Iris-virginica
+8,6.78991210716841,2.8066249024210133,4.836307068098858,1.4106296005515229,Iris-versicolor
+9,6.075140088063326,2.797582921135986,5.421618268640475,1.8294930707779886,Iris-virginica
+10,4.897840147175057,3.0769479840915603,1.505471230178207,0.10000009815082267,Iris-setosa
+11,6.004153589601749,3.3983843735126795,4.476567531163413,1.6001794566073675,Iris-versicolor
+12,4.824874607044284,3.0,1.4030203653671582,0.10000011693201755,Iris-setosa
+13,6.724090620585585,3.0,4.999636443849957,1.6891753678516956,Iris-versicolor
+14,7.72175568776087,2.609281092063439,6.9,2.310368071840222,Iris-virginica
+15,5.199048169832572,3.6751274352006167,1.4509888201297387,0.20033033410083817,Iris-setosa
+16,6.209939155207939,3.0,4.63073965676135,1.4303724890402005,Iris-versicolor
+17,5.765351367075976,2.689565581131365,5.097077187295243,1.900461648282623,Iris-virginica
+18,6.448250868210517,2.9175367189978574,4.339390673245433,1.318173654220418,Iris-versicolor
+19,5.840477531442158,2.745506231620501,5.11621592494627,1.8766620654463757,Iris-virginica
+20,5.78234935750984,2.7144697748729856,5.115720872387889,1.8967473137894613,Iris-virginica
+21,6.260875764408807,2.9092923806755513,5.581668800317269,1.796942547249922,Iris-virginica
+22,5.536742908629609,4.199999198656082,1.412885251242067,0.19980862042664788,Iris-setosa
+23,4.906121651997705,3.0,1.4023704830566528,0.19633264687304663,Iris-setosa
+24,7.653916917836409,2.828994830565424,6.670287324991487,1.9513003502009691,Iris-virginica
+25,7.282603950740266,2.9123889646631524,6.228517545367331,1.8062611506104682,Iris-virginica
+26,6.693957454146483,3.3170989411499137,5.675543276221635,2.499999593529159,Iris-virginica
+27,5.693320380618633,2.9384932616403074,4.160791428485389,1.2828605335240308,Iris-versicolor
+28,5.822676794264526,2.709747362236848,4.060058697176641,1.0040588978817553,Iris-versicolor
+29,6.695700204501266,3.3167333905621015,5.709108313205973,2.5,Iris-virginica
+30,5.418686396363599,3.0,4.4653961331322645,1.5297925107805725,Iris-versicolor
+31,7.668686918241068,2.615265229289566,6.899998871333067,2.286556455515915,Iris-virginica
+32,6.2971832125072815,2.526963468295431,4.979141904218164,1.8855192981185336,Iris-virginica
+33,4.606429314764531,3.6051121612591905,1.0,0.19841022245936962,Iris-setosa
+34,6.3680999993179,3.0,4.527585088721653,1.4042849639996127,Iris-versicolor
+35,5.499373531804852,2.4285153190315265,3.726092278103208,1.0073197995638017,Iris-versicolor
+36,6.755400831148791,3.12243739966506,5.363605315814053,2.244848858948629,Iris-virginica
+37,5.034729393508142,3.5478217950933275,1.3985542441613363,0.20118899139589583,Iris-setosa
+38,6.446736239437435,3.0,5.527550896780815,1.7993371309501534,Iris-virginica
+39,5.51405972172441,4.199999197111129,1.3982303691761884,0.19724895939449966,Iris-setosa
+40,5.68785124604584,2.7935454843525522,4.503287938859831,1.3042026224208023,Iris-versicolor
+41,7.6979597356471015,2.5841311439106818,6.9,2.3025703788794205,Iris-virginica
+42,5.287651695936146,3.8111919791251436,1.393530971574127,0.35142812538537854,Iris-setosa
+43,6.005594231751236,3.3125459505100414,4.663676499036561,1.7072497964268072,Iris-versicolor
+44,5.707166699350283,3.0,4.544265492245982,1.5335128379920544,Iris-versicolor
+45,5.415400838866425,3.412562706799902,1.7093165223935662,0.2007629367366175,Iris-setosa
+46,5.114615258502404,3.292888398147411,1.8333051341470084,0.44895599538133335,Iris-setosa
+47,5.219585532487545,3.4001011607614333,1.4039440907781175,0.19765416851821332,Iris-setosa
+48,4.734451636463964,3.3468930258541407,1.5353741944867298,0.2015115627670825,Iris-setosa
+49,5.730680441679644,2.8850065441453276,4.1660706698455,1.2847945657166318,Iris-versicolor
+50,6.72182302225748,3.321519596175825,5.657871434727509,2.5,Iris-virginica
+51,7.125204963917331,3.0,5.943490834583932,2.0555503003981506,Iris-virginica
+52,5.395663519038797,3.3842889432723475,1.5132512413357082,0.4346583335961677,Iris-setosa
+53,5.513506663414967,3.0,4.479069287388725,1.4904652871647148,Iris-versicolor
+54,5.013873199149891,2.0,3.587691397987823,0.9835508031192399,Iris-versicolor
+55,6.7104694158094045,2.5037971519420803,5.804319250304162,1.7966511584912206,Iris-virginica
+56,4.500236077971395,2.3246531899074285,1.2952174552209326,0.32147510816225094,Iris-setosa
+57,5.939543978740799,3.0,4.543126708210676,1.3906810706198975,Iris-versicolor
+58,5.543947014953243,2.621370603226768,4.417333210681797,1.2320139133937427,Iris-versicolor
+59,4.786137040165812,3.3852427501896254,2.0238117887053804,0.1982859133356792,Iris-setosa
+60,6.364226716086827,2.8763972383573715,4.3035619608805815,1.2808543879906695,Iris-versicolor
+61,7.9,3.848588322298812,6.446111348085128,2.025960605480294,Iris-virginica
+62,6.262530216516115,3.3374835614126193,4.688097574663315,1.6049430286689572,Iris-versicolor
+63,5.08767661477253,3.49279588709757,1.3930222684309375,0.19857226988489018,Iris-setosa
+64,7.145951482929585,3.0,5.978094108987605,2.098944131676819,Iris-virginica
+65,7.730553533819754,2.5538193943516148,6.9,2.313810973179779,Iris-virginica
+66,5.273341798397563,2.382553767035299,3.5846401341995326,0.921260194432888,Iris-versicolor
+67,5.086969417001929,3.4822317976204276,1.3971045141009313,0.1999620967830947,Iris-setosa
+68,6.682479694128324,3.0,4.99509960571869,1.7255726220467436,Iris-versicolor
+69,5.890139261536045,2.9279118276871565,4.514477049784833,1.4829484553169128,Iris-versicolor
+70,6.909331408368949,3.1099561422478867,5.081277415615872,2.3019534399668773,Iris-virginica
+71,6.312114916325526,2.4546044311053143,4.99673764272645,1.9063686996908926,Iris-virginica
+72,5.483830714369786,4.2,1.4093426521033376,0.19865867191172254,Iris-setosa
+73,7.646878764635195,3.0,6.6384638996200245,2.096778345540152,Iris-virginica
+74,7.711819173531057,2.804526772180764,6.680792045206692,1.9934597960233287,Iris-virginica
+75,5.0011487463191875,2.4038229470358363,3.4582518567183502,1.011262929779057,Iris-versicolor
+76,5.687649102923825,3.0,4.212672024806083,1.2386248574501322,Iris-versicolor
+77,7.293583260146047,2.8960140326130213,6.261670184587113,1.7927877387702547,Iris-virginica
+78,5.594436324664028,3.0,4.1003270755271615,1.2914253083046783,Iris-versicolor
+79,5.707764339397535,2.888363754481288,4.2036121560467965,1.2915671586820274,Iris-versicolor
+80,6.198137863709694,2.1940311464387108,4.493609118159036,1.488987931101349,Iris-versicolor
+81,6.254668735512369,3.3168269370130203,4.6769779611887214,1.6182508870845975,Iris-versicolor
+82,5.005037898465456,3.0,1.73409315536182,0.20175446310379316,Iris-setosa
+83,5.368786549733027,2.394405399588483,3.584835459751,0.9373015029565273,Iris-versicolor
+84,5.974386723863976,2.935907825574067,4.545653706448862,1.4570612505383498,Iris-versicolor
+85,4.607004091913322,3.5808771829655166,1.0000004149296637,0.20125577734205952,Iris-setosa
+86,5.1312897217646,3.3543467024340345,1.6310459643824062,0.462252765089157,Iris-setosa
+87,5.487254805173251,3.0,4.516195286553576,1.5002220262378427,Iris-versicolor
+88,6.0427558006932145,3.0,4.57349881889334,1.465801157219116,Iris-versicolor
+89,5.676179477576769,2.538295355638368,3.9731982832059494,1.0576238984971134,Iris-versicolor
+90,6.706803870909797,3.315470557589288,5.723501337124932,2.5,Iris-virginica
+91,5.001757262690085,3.416199216526436,1.5801490540810958,0.4501824046313009,Iris-setosa
+92,5.518654001040643,3.0,4.518984672285326,1.4800034883879636,Iris-versicolor
+93,5.657519221871224,2.693299850787294,4.433064332182717,1.248542947630647,Iris-versicolor
+94,6.835683632093269,3.210667904010504,5.82028565122077,2.3032665948118787,Iris-virginica
+95,6.684066411503748,3.1132284818370546,4.667625353277969,1.4899961025569917,Iris-versicolor
+96,5.780043256180773,2.711425921304348,5.107530751695387,1.8975300874323244,Iris-virginica
+97,4.8927804690610435,3.0,1.4018235079411099,0.2021985392459782,Iris-setosa
+98,5.988977298826693,2.2029512242843285,3.980197720361213,1.0002028999287322,Iris-versicolor
+99,4.866798989477004,3.0482400226860715,1.4784151389120501,0.10000009203994466,Iris-setosa
+100,5.072001955343091,3.5536522333018805,1.388117176299673,0.20002090449015542,Iris-setosa
+101,6.19260578969668,2.198099577081461,4.50133862389427,1.5060612271538725,Iris-versicolor
+102,5.319662587974824,3.74831045244431,1.5151935964850922,0.20306480571845675,Iris-setosa
+103,5.564402711716799,2.43610141075389,3.784517648609065,1.002389740171781,Iris-versicolor
+104,5.550642645578929,4.2,1.4029661908496291,0.2054643396039711,Iris-setosa
+105,5.9674412640761965,3.4076553699092638,4.44233441780293,1.6018197147151578,Iris-versicolor
+106,5.086971204813001,3.6905403866942392,1.5045893158978083,0.3923772180929249,Iris-setosa
+107,7.614641818831445,3.0,6.621668532521701,2.090417817292334,Iris-virginica
+108,7.294345866664157,2.891765140360784,6.300025945551807,1.7996659481982669,Iris-virginica
+109,6.184160448976427,2.2088824062716137,4.468419295610915,1.4529242711015073,Iris-versicolor
+110,4.400000725517637,3.205491586142981,1.2850416997996625,0.20261871418271665,Iris-setosa
+111,5.312492357197623,3.3851781438903172,1.5764778386300466,0.19947530492377955,Iris-setosa
+112,7.332616257308815,2.9864490717162298,6.261424563760419,2.024012836561322,Iris-virginica
+113,6.066414040134736,2.214982697786433,4.079308395602768,1.0564671237680021,Iris-versicolor
+114,5.025016297990449,3.5953692946624054,1.4016149270760034,0.20097342376062408,Iris-setosa
+115,7.9,3.771542173661728,6.406745489475091,2.0011973320827487,Iris-virginica
+116,5.943723785252431,2.9255551035822256,4.514168948413721,1.5011617467103346,Iris-versicolor
+117,7.660601488201608,2.808808969109689,6.657551429520108,1.969311316727509,Iris-virginica
+118,4.599728774225662,3.1961952074929925,1.4013601779838378,0.20046320916241803,Iris-setosa
+119,4.793140326593934,3.0,1.3975231265488188,0.2958790949486464,Iris-setosa
diff --git a/iris/tab_ddpm/6_4/19/test.csv b/iris/tab_ddpm/6_4/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/19/train.csv b/iris/tab_ddpm/6_4/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/19/val.csv b/iris/tab_ddpm/6_4/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/2/synth.csv b/iris/tab_ddpm/6_4/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..09fc44d6113b2db78a8b7156985b6e4762df0251
--- /dev/null
+++ b/iris/tab_ddpm/6_4/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.301622635406287,2.7145208839213018,4.886529780911996,1.8069867432154312,Iris-virginica
+1,4.595508832181204,3.6493969237926445,1.0,0.20214420238945133,Iris-setosa
+2,6.543091308900139,3.0,5.514447695290164,1.8068322007034952,Iris-virginica
+3,6.870266891328611,2.7950455896426223,4.7943201471125985,1.3951580408503903,Iris-versicolor
+4,6.188839674387485,3.3886409480506154,5.44753616519422,2.2896004361398044,Iris-virginica
+5,6.5870090049041865,3.186817444881543,4.726476555600729,1.548557811389549,Iris-versicolor
+6,4.989313585057571,3.0,1.575102774895337,0.19959076195588416,Iris-setosa
+7,4.796543072502778,3.3816112783637413,1.5683849377209658,0.19944120904168636,Iris-setosa
+8,5.502558371532203,3.0,4.469850329432053,1.4774727505670116,Iris-versicolor
+9,5.621420488776254,3.0,4.527116758836475,1.5477583558852581,Iris-versicolor
+10,5.5454234165034055,4.199998880903399,1.410167885557775,0.20519209108376543,Iris-setosa
+11,5.824206550281699,2.7329508857944376,4.203279146017934,0.9642267890249603,Iris-versicolor
+12,5.677540536331304,3.0,4.051421240426602,1.2695013172578544,Iris-versicolor
+13,6.384554020081837,2.9489631658188253,5.537738088217647,1.7966297332873726,Iris-virginica
+14,5.792844387894759,2.6966872535277915,5.0972978374065905,1.9159551495708114,Iris-virginica
+15,5.714307301731135,2.882959760197475,4.206383807027825,1.2980880511733983,Iris-versicolor
+16,6.290266580503828,2.6712162598486993,4.9106436593971035,1.8021491540116055,Iris-virginica
+17,5.260824095923774,3.615478586745681,1.4711447062581193,0.2008712566287142,Iris-setosa
+18,7.721102805672274,2.613117592737801,6.9,2.302659117003418,Iris-virginica
+19,5.014565020627666,3.389103627048044,1.6565011189168213,0.4454756709267569,Iris-setosa
+20,7.739897702221948,2.6048087867501635,6.9,2.2999901434556316,Iris-virginica
+21,5.795883882086848,2.7096688584474276,5.094022835610384,1.9126595065118315,Iris-virginica
+22,5.817024575177914,2.692229953152333,5.093411666050865,1.9104097061040772,Iris-virginica
+23,6.205145295204731,3.3799466559523803,5.401745336886108,2.310020125770086,Iris-virginica
+24,4.9945671223774974,2.0000005853257936,3.468319442736349,0.9996788312586715,Iris-versicolor
+25,4.9872654108291,3.4402267811023104,1.5810935440734168,0.335030989790485,Iris-setosa
+26,7.705507057020627,2.799702785646983,6.698940473895508,2.024255112443287,Iris-virginica
+27,4.804572335714159,3.3965346003726546,2.114066280974994,0.20196624321782713,Iris-setosa
+28,5.059953092768121,3.5801470003395535,1.501160680111858,0.29412538221536594,Iris-setosa
+29,5.512490249187152,3.0,4.496519362854646,1.492140670787141,Iris-versicolor
+30,4.40000049562858,3.2100229552371435,1.2970789865913055,0.18936735933004442,Iris-setosa
+31,4.594727375861311,3.2024730757695625,1.3819037518716972,0.20060105839751702,Iris-setosa
+32,6.015766088295325,2.203530724790529,4.02945393221765,0.9551346493822594,Iris-versicolor
+33,4.8915539355861615,2.42917958730544,3.325843574940407,1.0121154273139972,Iris-versicolor
+34,7.709952439776877,2.595951585987043,6.9,2.293097236138988,Iris-virginica
+35,5.669793063654298,3.0,4.0966966788543955,1.2843732900649825,Iris-versicolor
+36,4.913174955533171,2.390727830127947,3.3495022867077617,1.0052409486515068,Iris-versicolor
+37,7.9,3.8092528741542013,6.391331102235224,2.0091773023825255,Iris-virginica
+38,6.704773590643376,3.1049242255393827,4.699983223678065,1.4838680821268915,Iris-versicolor
+39,5.099794989059316,3.3080864811977286,1.6194280121770068,0.44863254223722426,Iris-setosa
+40,5.516672098594368,3.0,4.489611047713012,1.4926827289540041,Iris-versicolor
+41,5.502441910169803,4.2,1.4066842026111417,0.19637025978284883,Iris-setosa
+42,7.551566115037166,3.0,6.5441789849454794,2.0763677171546,Iris-virginica
+43,6.318342109644475,3.2927744236541234,4.705715271143754,1.5822531025575297,Iris-versicolor
+44,5.651677600982862,2.8876168449896644,3.8359936317020282,1.300256591595065,Iris-versicolor
+45,4.908580899118296,2.4100371316317966,3.4044450845255216,1.0264583513712093,Iris-versicolor
+46,4.985854222596323,2.0,3.577405957825599,1.003663519708652,Iris-versicolor
+47,6.154949635531564,3.31448531945171,4.67662280185039,1.70384293799911,Iris-versicolor
+48,6.215661723084132,3.3969658072347473,5.454041133608843,2.2979744548156504,Iris-virginica
+49,4.797983120225268,3.0,1.4078403469448526,0.30327939246324104,Iris-setosa
+50,5.748988266365563,2.8113251794334135,4.308215642077745,1.2922963559448668,Iris-versicolor
+51,5.400676040125134,3.910824098419645,1.2883363176942608,0.3265628660276531,Iris-setosa
+52,4.790425234329868,3.410142731178894,1.7261500803896614,0.20216789683994157,Iris-setosa
+53,5.790613833802876,2.8342101512124054,4.516426044928062,1.3394389590911033,Iris-versicolor
+54,5.009327043333355,3.0,1.5708257190067707,0.19758059530991776,Iris-setosa
+55,6.5143228934535164,3.0,5.83960285587275,2.208369876202216,Iris-virginica
+56,4.400000715148746,3.186321046310449,1.2934527183743731,0.19560414981867608,Iris-setosa
+57,5.729867182203816,2.866060585267991,4.201667119463335,1.2432040416946193,Iris-versicolor
+58,5.586970195253081,2.9712494790769766,3.7822710720101616,1.3130832185155878,Iris-versicolor
+59,6.8234036222478744,3.2211882322382763,5.909463595562405,2.3046089974011106,Iris-virginica
+60,6.579890644808435,3.0,5.813198784858955,2.201140925001077,Iris-virginica
+61,5.70743711430643,3.0,4.542084592537246,1.5348144982531229,Iris-versicolor
+62,6.364764087240688,3.274259975258991,4.725115091739772,1.5783788311612814,Iris-versicolor
+63,6.712848385147317,3.0,5.002623092096767,1.6992915787660587,Iris-versicolor
+64,5.11808226097356,3.506364063421196,1.4149042752559748,0.20383675855893418,Iris-setosa
+65,4.4,3.2262464013339316,1.2994014406758336,0.20106003695868793,Iris-setosa
+66,5.513252527417865,3.0,4.500308135571536,1.4815569065397691,Iris-versicolor
+67,5.549674438357298,3.0,4.508341667670496,1.5099940386173858,Iris-versicolor
+68,5.920864932966592,3.204618477018531,4.812635979440523,1.778997880768667,Iris-versicolor
+69,6.835877550933404,3.1469793924451768,5.3291421694548475,2.311911610635113,Iris-virginica
+70,5.395692364592281,3.4027581886733422,1.492516620146842,0.29992040965409117,Iris-setosa
+71,5.9938058427341465,3.385693065007153,4.492127901324931,1.6132566530515673,Iris-versicolor
+72,5.816615200365434,2.7971334550495333,5.118445324488739,2.398780361874844,Iris-virginica
+73,5.541901189432081,2.43352994915134,3.7579302525132534,1.052655464904228,Iris-versicolor
+74,6.545768603702971,3.143411339040679,5.163759202656266,1.9828588832062117,Iris-virginica
+75,5.782967201205012,2.6802181634339357,5.1243366353179205,1.9011563237823497,Iris-virginica
+76,5.491206560822228,2.5365378035856887,4.208793641829217,1.1301934473314508,Iris-versicolor
+77,5.640777668356271,2.870520709515495,3.673922802214704,1.2972451624875119,Iris-versicolor
+78,4.817223887257191,3.0,1.3784505439717982,0.28621040259716835,Iris-setosa
+79,5.812198490643238,2.7097920125494785,5.095444287206393,1.893686517778709,Iris-virginica
+80,5.002142535255525,2.0000007512032547,3.4763871790741057,0.9809337525823083,Iris-versicolor
+81,6.68305257679621,3.0,4.99702306396692,1.6991658662590903,Iris-versicolor
+82,4.791881643120307,3.0,1.3992105290246388,0.3053749702751839,Iris-setosa
+83,4.993786584711246,2.0,3.4637101959862098,1.028545871030411,Iris-versicolor
+84,4.596881545914567,3.1880790882688728,1.3736995151587394,0.20232009652848906,Iris-setosa
+85,6.491233505073572,3.1340849556948998,5.159498330401038,1.9898107891611485,Iris-virginica
+86,5.530389738550245,3.0,4.286956861333832,1.3695927631062896,Iris-versicolor
+87,5.637120888565464,2.909807348409158,3.836506783378187,1.3124759131038757,Iris-versicolor
+88,6.85131813528012,2.7974328871939944,4.791003697928499,1.3960739886750788,Iris-versicolor
+89,6.694901792290889,3.2798723599687625,5.656003096898102,2.097161561159329,Iris-virginica
+90,5.593465081833275,2.5608236234880484,3.8877093476253832,1.115034862971378,Iris-versicolor
+91,4.911539088696675,2.395238306135476,3.441908159509371,1.0064906800766302,Iris-versicolor
+92,5.210501111684622,3.398498316892917,1.3923519840737806,0.20095593872836695,Iris-setosa
+93,5.588126807280922,2.710244512471545,4.454073161411001,1.2500899739689844,Iris-versicolor
+94,6.83135222598839,2.809540633099914,4.773179749265041,1.3968070039180025,Iris-versicolor
+95,6.705146268413512,3.0,4.973350656466234,1.6929059413988508,Iris-versicolor
+96,6.676042275463372,3.0,4.965750518571511,1.6967897874153048,Iris-versicolor
+97,6.278665719532706,2.5108363633130715,5.018559506440465,1.88586897963965,Iris-virginica
+98,4.600879062551294,3.6059064138675443,1.0000003922302763,0.18903832513870839,Iris-setosa
+99,5.604523689554129,2.4687362055606803,3.9063741255417086,1.085865273172307,Iris-versicolor
+100,5.821138343745396,2.918912202733307,4.403125765004307,1.3687682414955635,Iris-versicolor
+101,5.593447124476063,2.5141335476497892,4.0071856164269715,1.1116920817485156,Iris-versicolor
+102,5.440222864921148,3.0,4.491719474051479,1.4973026293625054,Iris-versicolor
+103,6.682020064392665,3.061523340466959,4.605218694100024,1.4675484250445945,Iris-versicolor
+104,6.0454271248819005,2.8282538148834755,4.289151194891793,1.182921839889471,Iris-versicolor
+105,5.787736548885619,2.818483202786183,5.111109173481011,2.3987706375157427,Iris-virginica
+106,4.400000450675495,3.2257195299035732,1.3021901554392876,0.19515469367088517,Iris-setosa
+107,5.075065085103968,3.6895442934353944,1.490496173816612,0.3616614216168596,Iris-setosa
+108,4.992711229805517,2.0,3.3540954851025093,1.0433071070422744,Iris-versicolor
+109,5.412797444118427,3.4025641494291254,1.5075301520393483,0.43592531866162754,Iris-setosa
+110,5.704964407117406,3.799957478203038,1.6320857743183228,0.3214253724181771,Iris-setosa
+111,6.7138405750809085,3.313092676247072,5.754421827712685,2.5,Iris-virginica
+112,6.03928650146054,2.9238058734705215,4.516888683277879,1.4987803381353448,Iris-versicolor
+113,4.801896115202074,3.397715620651319,1.9904696882476522,0.20280533688659128,Iris-setosa
+114,4.774601145167417,3.0,1.4020215948064032,0.3357487842541179,Iris-setosa
+115,4.4,3.1758177127482505,1.2963393133085739,0.20084801384335332,Iris-setosa
+116,5.206724835736622,3.404828122701446,1.402397897390469,0.20247935273225498,Iris-setosa
+117,6.706096975882472,2.5170862292438194,5.7725115882413185,1.7891147023512493,Iris-virginica
+118,6.280396871574685,2.900426796496252,5.561838453454825,1.8027274209918085,Iris-virginica
+119,5.2694192486435325,3.6422165708686483,1.4811402031052299,0.20172625302646077,Iris-setosa
diff --git a/iris/tab_ddpm/6_4/2/test.csv b/iris/tab_ddpm/6_4/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/2/train.csv b/iris/tab_ddpm/6_4/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/2/val.csv b/iris/tab_ddpm/6_4/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/20/synth.csv b/iris/tab_ddpm/6_4/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d1aba09e4441d2a3342f8f8f3830c0baca9939c0
--- /dev/null
+++ b/iris/tab_ddpm/6_4/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.9194115652326635,3.1921967528664053,4.792726221947292,1.8168453289960702,Iris-versicolor
+1,5.468808231119704,3.0,4.491920591735481,1.497784476124495,Iris-versicolor
+2,6.594518340703794,3.2830315066081694,5.52825960891676,2.0543658567677476,Iris-virginica
+3,6.538260924356959,3.0,5.819137385940299,2.20448886670614,Iris-virginica
+4,5.7412333316845965,2.81573352908813,4.448553376525196,1.287645418000502,Iris-versicolor
+5,7.709983310743918,2.6334321288584763,6.9,2.3090856908234123,Iris-virginica
+6,5.659062153379675,3.0,4.150640462319291,1.261377540117754,Iris-versicolor
+7,6.687564536667444,3.3167284154992074,5.701221275904003,2.5,Iris-virginica
+8,5.680987970624901,3.0,4.179618577008628,1.2410196208363602,Iris-versicolor
+9,5.112972705103386,3.3071935806303774,1.7115029860739146,0.5235240759734086,Iris-setosa
+10,6.531186591923065,3.203609752367997,5.113233832262533,2.017190525139099,Iris-virginica
+11,6.5233329589681865,3.2171767908330007,5.192843567427244,1.9787699890894779,Iris-virginica
+12,4.988837051661464,2.000000467899731,3.4994558285821444,1.0334325518025675,Iris-versicolor
+13,5.590030800080549,3.0,4.480461588251801,1.5158121131546067,Iris-versicolor
+14,5.899401677880149,3.0,5.128583358756935,1.7980012204137377,Iris-virginica
+15,4.499850504590434,2.3164405460963517,1.2894665445491627,0.33236433479058525,Iris-setosa
+16,6.313053862268365,2.4998181774585317,4.979944461546125,1.8943940987083296,Iris-virginica
+17,5.777833736020792,3.1259698080952325,4.699468624443294,1.7245149609764059,Iris-versicolor
+18,6.961588009265348,3.048292193065245,5.909021008640798,2.1587876613647152,Iris-virginica
+19,6.182887056760529,3.384745977760623,5.414062588310011,2.307842304479342,Iris-virginica
+20,5.711028901634801,2.8606228295170353,4.078288679494625,1.2879194001207142,Iris-versicolor
+21,5.377831446061855,3.904871391908797,1.3039219659721966,0.43783442969352393,Iris-setosa
+22,6.0286829335523535,2.2017243524613552,3.9944492915027694,0.9884417212356633,Iris-versicolor
+23,4.895073270454935,3.058675652438255,1.4739498924527268,0.1000000917832922,Iris-setosa
+24,4.904961935233828,2.4329645780826743,3.401183285885152,0.9949155339928386,Iris-versicolor
+25,6.102593805334798,2.8065056458674236,4.698320330602012,1.2114665596674044,Iris-versicolor
+26,6.500307282104106,3.0,5.78749304256615,2.234431056656102,Iris-virginica
+27,4.780499611710385,3.400419337279875,1.6462655462989464,0.20018784597066067,Iris-setosa
+28,5.1989766198594705,3.403607737122151,1.4035947598028418,0.20291509883088474,Iris-setosa
+29,5.9228123725301804,3.0,5.110663180641297,1.807553408088903,Iris-virginica
+30,6.202871159013439,3.2574586626194546,4.702591902525029,1.6333611805831454,Iris-versicolor
+31,6.3153554495121815,2.7388577459401433,4.916033822747281,1.8012371595534935,Iris-virginica
+32,5.017001136077525,2.000000671007948,3.549181317919122,1.0269985846573166,Iris-versicolor
+33,6.415794950695088,3.3472991164340704,5.3607480231051685,2.1467450832804693,Iris-virginica
+34,7.7259237555336036,2.564093518902803,6.9,2.302721130390003,Iris-virginica
+35,5.175321809087939,3.6541006257391575,1.46857593275611,0.2017957764354056,Iris-setosa
+36,5.485466734807241,4.19999933710337,1.3781821496263333,0.19676066170678336,Iris-setosa
+37,7.6866691644249405,2.6045933528349847,6.899998712767537,2.3085791076165796,Iris-virginica
+38,6.046385250572224,3.0,5.070196873521026,1.7813159380340335,Iris-virginica
+39,6.225700103253544,3.393298886475448,5.373927289297597,2.3070209801059622,Iris-virginica
+40,6.692872673140419,3.301115373400408,5.7700866351915145,2.499999634752311,Iris-virginica
+41,5.550202527596438,2.4317510148595214,3.77190178568252,1.0275234722289304,Iris-versicolor
+42,6.0614027088191325,3.0,4.57875926364625,1.3903108815735428,Iris-versicolor
+43,6.095816250785229,3.3358204818624975,4.565298349567006,1.5611538443398432,Iris-versicolor
+44,6.701194301907493,2.7803554029482607,4.7083510350925355,1.374405693146548,Iris-versicolor
+45,6.01977925336256,3.3750540686134167,4.624755183779674,1.6755687790165437,Iris-versicolor
+46,4.4,3.232660054908564,1.3053058663860304,0.20177020694712394,Iris-setosa
+47,5.811824667202969,2.6935430277629773,5.088036654916065,1.9029492464371616,Iris-virginica
+48,4.585661527257764,3.232493687284376,1.4041199740348702,0.19743012040890975,Iris-setosa
+49,5.121111234270937,3.31323571394875,1.6805692211957348,0.5112549775937202,Iris-setosa
+50,7.289967788437614,2.912831568787891,6.320571273559134,1.8024273647984126,Iris-virginica
+51,7.696384138835223,2.614204189385913,6.9,2.2998659623756557,Iris-virginica
+52,6.221726605381191,3.3883129644421444,5.418885442151049,2.311401813331562,Iris-virginica
+53,5.88304784969345,3.0,4.579216356797865,1.5481875946031507,Iris-versicolor
+54,5.786086068741298,2.7073892636135484,5.099490584970314,1.9039771774666607,Iris-virginica
+55,4.77902280806033,3.4011193279484315,1.7681009347918204,0.19662117263966888,Iris-setosa
+56,5.816493590419622,2.703878469896463,5.109592447763719,1.9116649317630696,Iris-virginica
+57,5.440595362369695,3.3938916369164485,1.6463603592248237,0.20069877879407558,Iris-setosa
+58,7.713392029884156,2.8124712923135533,6.672999650891212,1.9780270187389062,Iris-virginica
+59,6.7879548888248795,3.224274051524142,5.880039209802755,2.2651765393007084,Iris-virginica
+60,6.628928252453132,3.0,4.471478979885422,1.4274814075787734,Iris-versicolor
+61,6.692735465974813,3.2971147615677414,5.719617351599716,2.5,Iris-virginica
+62,5.094194547422912,3.3023680737631396,1.5828375335219094,0.4845500442176087,Iris-setosa
+63,6.170140495721025,3.273222073715972,4.782158441431212,1.7014628359141586,Iris-versicolor
+64,6.469874098536786,3.0,5.481395997387376,1.801037227817461,Iris-virginica
+65,6.298486775211068,2.905796490069221,5.59250468332652,1.8004949861102353,Iris-virginica
+66,7.899998939852836,3.7675237479681805,6.39574280932013,1.991898597896208,Iris-virginica
+67,6.89116422570398,3.0,5.654504329987162,2.1830298345309664,Iris-virginica
+68,4.612840974101613,3.1843931022320167,1.4075159868951401,0.20099269104922457,Iris-setosa
+69,5.481120367253742,2.3897437659881025,3.695801777745216,1.0180772292188387,Iris-versicolor
+70,7.699945207056797,2.552094767116482,6.9,2.301207191775254,Iris-virginica
+71,5.69632381987539,3.0,4.158634717834039,1.2258734346011246,Iris-versicolor
+72,4.892528614278261,3.0653282854150166,1.4696958795630228,0.1,Iris-setosa
+73,5.028268655264105,2.0000004859487412,3.5729928646257845,0.9324239236868328,Iris-versicolor
+74,5.009749446585065,3.0,1.5771151124695697,0.19905213072961087,Iris-setosa
+75,6.24593992396213,2.915730003156945,5.59965912977909,1.8120624520054966,Iris-virginica
+76,7.680767110315617,2.882825406263987,6.681355934094022,2.034791024015106,Iris-virginica
+77,4.7801188569307955,3.0,1.3622444491485182,0.1,Iris-setosa
+78,5.50276562909145,3.0,4.472255349683105,1.5077459721399027,Iris-versicolor
+79,6.90746937064133,3.1233943389563246,5.084571781863399,2.3130659782683294,Iris-virginica
+80,6.697598977351109,3.0960794186423977,4.685101943097922,1.4842610420973672,Iris-versicolor
+81,5.989294369864082,3.3989875187121052,4.468113457930408,1.593664164108551,Iris-versicolor
+82,6.300402390928758,2.513512074455015,4.991067284171287,1.9131661137976153,Iris-virginica
+83,5.677882899818535,3.770036884922491,1.5721528566002192,0.3048059448242925,Iris-setosa
+84,5.014061604933693,2.0,3.600277610670072,0.998658624755286,Iris-versicolor
+85,7.682039640903095,2.7883113662382426,6.6824805698539205,1.9877064830804365,Iris-virginica
+86,4.884443827085128,3.056807828142891,1.4775830551781732,0.10000010735596404,Iris-setosa
+87,5.609774904699339,3.0,4.074948587427593,1.2836663903125625,Iris-versicolor
+88,4.885988624220805,2.416005950736537,3.4435549459213526,0.9797023142143864,Iris-versicolor
+89,5.717531300162551,2.813273291505396,3.9550589409946078,1.1873806264959093,Iris-versicolor
+90,4.59502273845711,3.6133111915831635,1.0,0.20200586771321807,Iris-setosa
+91,5.445705825444945,3.4145594669332957,1.7992885801592222,0.19465480497957954,Iris-setosa
+92,6.671498563635175,3.2631652985017205,5.734724505685518,2.4999995658436784,Iris-virginica
+93,7.105395310121896,2.926336195664368,6.119321778833667,1.8057936215094035,Iris-virginica
+94,7.001874376335568,3.0974816700716734,5.121917002538031,2.2895138884199606,Iris-virginica
+95,6.761606844555231,3.1539592662400295,5.138185426928015,2.2225988155046505,Iris-virginica
+96,4.849185778732287,3.385932150196956,1.555201049837821,0.202378225285906,Iris-setosa
+97,6.091911891192453,3.3137903413721945,4.680023737023518,1.6867835475353443,Iris-versicolor
+98,5.804785330710886,2.727302557744483,4.123182501698088,1.0233647320170716,Iris-versicolor
+99,5.905994223417197,3.1635700627233763,4.768001417188463,1.7821480383026627,Iris-versicolor
+100,5.6123074448287475,3.0,4.102981704169284,1.2964514554998394,Iris-versicolor
+101,5.010343497635845,3.389837779025421,1.6040810794961005,0.43755378656191646,Iris-setosa
+102,5.808440455930185,2.7526870932300245,5.095231576833621,2.1903688907134793,Iris-virginica
+103,6.334688634964399,2.887441179712787,5.581541121417224,1.8138920765250697,Iris-virginica
+104,4.820086839299815,3.0,1.4075773988084819,0.28705208891240375,Iris-setosa
+105,7.341550220349873,2.881252363943436,6.334718438966431,1.807255590677207,Iris-virginica
+106,4.988461224359241,2.0,3.5341426783767536,1.007548904509557,Iris-versicolor
+107,6.830565745692297,2.591448220081232,6.033368437379246,1.8182356341044597,Iris-virginica
+108,5.890721576392372,3.0,5.1037578961648675,1.8058756931188142,Iris-virginica
+109,5.05369427931069,2.3560182838216828,3.3048062233175375,0.888951046400555,Iris-versicolor
+110,5.896441293390186,3.1739864049616537,4.76476943018321,1.769507052121866,Iris-versicolor
+111,5.695682565510566,2.809655048353722,3.985600151284259,1.2370494843171629,Iris-versicolor
+112,5.502935817156846,2.6105599290200026,4.412725501579152,1.2002912207106242,Iris-versicolor
+113,5.625204055436897,2.908001440717504,3.9400267684737864,1.2904509830187145,Iris-versicolor
+114,5.73917533376942,2.8551079955988157,4.254614179205312,1.3074648370740867,Iris-versicolor
+115,5.971208524399915,3.410903412874863,4.516077006369615,1.5609684419618033,Iris-versicolor
+116,5.97230992226576,2.1941903649352392,3.937287207361882,0.949731603946371,Iris-versicolor
+117,5.115475436074699,3.686205983693145,1.5119270640709475,0.40362858747143293,Iris-setosa
+118,5.920014249265924,2.8450378297015977,4.568740717558316,1.3065490648546352,Iris-versicolor
+119,5.685497446669864,3.0,4.206925872670836,1.2165430308638678,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/20/test.csv b/iris/tab_ddpm/6_4/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/20/train.csv b/iris/tab_ddpm/6_4/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/20/val.csv b/iris/tab_ddpm/6_4/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/21/synth.csv b/iris/tab_ddpm/6_4/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..389bc2471886e0b0796cdbd2eaed91465ab05ada
--- /dev/null
+++ b/iris/tab_ddpm/6_4/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.368515716285916,2.9271271140352413,5.3586056193023595,1.8066639680363286,Iris-virginica
+1,5.72997296369683,3.7829298532249074,1.5768209226386145,0.29558434645205584,Iris-setosa
+2,6.704511666195405,3.0,4.980786376785249,1.6891768445965827,Iris-versicolor
+3,4.4,3.1947938193299743,1.299518118809639,0.20197574081587016,Iris-setosa
+4,7.703358517850712,2.783788808277907,6.723163076623736,2.0354194148290174,Iris-virginica
+5,7.518406561831262,2.880020412435928,6.527796785808958,1.9111672483178763,Iris-virginica
+6,4.773901664922884,3.2088614021628685,1.5215776553540536,0.1977947847402674,Iris-setosa
+7,6.191298085443622,2.1852883586105896,4.497970123926009,1.5101385391869817,Iris-versicolor
+8,5.290562855079179,3.411015958458422,1.4477270443290666,0.19974775012271223,Iris-setosa
+9,5.0781570110984005,3.343257136981593,1.7816259879832972,0.4675848728315714,Iris-setosa
+10,6.011462602893458,2.8389522401730427,4.554043146416759,1.2383757973970149,Iris-versicolor
+11,6.093235660607298,3.0,4.573826533441553,1.3880190456873356,Iris-versicolor
+12,6.7205303309104885,3.2665897311232683,5.598221585674372,2.19758469612841,Iris-virginica
+13,5.894890358489469,3.0,5.146149219573997,1.7861031817367126,Iris-virginica
+14,6.493705600930263,2.9507161396340904,4.329385759297677,1.3385975090756463,Iris-versicolor
+15,6.546186838318683,3.0,5.567595429203603,1.805537107398715,Iris-virginica
+16,5.422809070024779,3.402191079543028,1.6053338760638975,0.20109954854136888,Iris-setosa
+17,4.897338730281324,2.401838634350588,3.361217276176003,0.944237786916174,Iris-versicolor
+18,4.7719692954379465,3.0,1.3701235861139942,0.1,Iris-setosa
+19,7.691414452353908,2.616339097672557,6.899998978126096,2.2843192988264636,Iris-virginica
+20,4.890123299945874,3.086102657188908,1.502800210094771,0.10000011491197919,Iris-setosa
+21,6.432326559681196,3.221239186553463,5.140056178659033,2.0378771035674332,Iris-virginica
+22,5.979139038544041,2.9119437133876245,4.516085324957093,1.512177378112218,Iris-versicolor
+23,4.805445394865126,3.0,1.3845978723728745,0.2950975162846538,Iris-setosa
+24,5.516068257884763,4.2,1.4031951998183687,0.19713048060397897,Iris-setosa
+25,5.095102224146192,3.669302642387086,1.5179757451247922,0.44483848615924426,Iris-setosa
+26,4.804644771661176,3.3979797648033587,1.56946716588432,0.2014912834144911,Iris-setosa
+27,5.800995933003318,2.6967635398721868,5.0937099920448174,1.880894150329726,Iris-virginica
+28,6.250072381830664,3.3996129859983797,5.459340087747329,2.3026206492832544,Iris-virginica
+29,5.885065695538055,3.2079533687370594,4.7776460573764385,1.8059750285119605,Iris-versicolor
+30,4.400000543999697,3.2042882769797116,1.2855745786709307,0.19922977614104576,Iris-setosa
+31,5.330981711841857,3.0,4.499765239339633,1.5089586143842069,Iris-versicolor
+32,6.219961898013668,3.324469950304969,5.445045589416196,2.2930426085074354,Iris-virginica
+33,4.799582647702794,3.397735352752492,1.9737156265816327,0.18848825095382554,Iris-setosa
+34,4.8601630932976505,3.402990102445129,1.8042942902999963,0.20135848030082354,Iris-setosa
+35,5.184377048376212,3.3942479105895274,1.378347569691361,0.1980765365982461,Iris-setosa
+36,6.091420239147763,2.7968424555970173,4.684891186188962,1.1883043400446376,Iris-versicolor
+37,5.795358489549815,2.6978517108174023,5.0877304124289005,1.9215012406465535,Iris-virginica
+38,5.338300552074682,3.7209260793169334,1.5105028875359912,0.20029019874012052,Iris-setosa
+39,6.7598155522794565,3.249262701959569,5.789347979919529,2.17291686336925,Iris-virginica
+40,4.8648468074877105,3.0454282787843403,1.4704565418761673,0.10000011308740916,Iris-setosa
+41,6.366781161758783,2.893300342447937,4.315411665171628,1.2892965202409834,Iris-versicolor
+42,5.677210275015204,3.7978539419304864,1.5931878617229245,0.2944792152263791,Iris-setosa
+43,5.515377087520563,2.5802201761658208,4.342919203279487,1.1857996142700786,Iris-versicolor
+44,5.80389230166698,2.8024299490518234,5.140173087590234,2.3951700112372536,Iris-virginica
+45,6.449718269692719,2.9325399087671817,4.309070811067669,1.3354473518136962,Iris-versicolor
+46,5.532788126706883,2.4022255262171606,3.6759167460904254,0.9586362071567975,Iris-versicolor
+47,5.171764825003234,3.5843848489757475,1.444898182837052,0.20165418328556603,Iris-setosa
+48,7.700544042950993,2.80077899673616,6.704508333562604,2.0238379428577056,Iris-virginica
+49,5.798074677239842,2.8115278705727764,5.106991919063957,2.411535558944719,Iris-virginica
+50,4.884433668503367,3.0,1.400583850582168,0.2022129424733353,Iris-setosa
+51,5.6303735940708135,3.0,4.48927133771215,1.469587955647243,Iris-versicolor
+52,5.476308895529253,3.0,4.439218487551628,1.461857463458034,Iris-versicolor
+53,6.328761664336421,3.298979077593016,4.6950954787353245,1.5714711349624053,Iris-versicolor
+54,4.594732306452596,3.5605539746763886,1.0000003968600004,0.20376083954157498,Iris-setosa
+55,7.6963017116146055,2.8074907203215904,6.692155131197607,1.9733040137282092,Iris-virginica
+56,4.908499396382587,2.395438451283182,3.313775669880748,1.0099674764135795,Iris-versicolor
+57,4.5053940829763865,2.2893350163946353,1.315837612961417,0.3736216925104498,Iris-setosa
+58,4.493054972815471,2.3398894204414318,1.2927194459423663,0.29852625389690846,Iris-setosa
+59,5.098008096220659,3.7212472096606226,1.4849941092128724,0.3937002505526658,Iris-setosa
+60,5.792215247875605,2.8153833685515126,5.108889860001329,2.4117305371437006,Iris-virginica
+61,4.901818634081719,3.0,1.411698361366362,0.20158018221003993,Iris-setosa
+62,4.918029866551064,2.4352418042635233,3.4732805794464503,1.0061692468634875,Iris-versicolor
+63,6.300624603711146,2.693429575698919,4.860467277489604,1.804085399031268,Iris-virginica
+64,5.120398452494898,3.3059525660071607,1.6172960549842332,0.5132786657612567,Iris-setosa
+65,5.53279709601591,2.4099708238185733,3.684192845822508,1.0238408384130844,Iris-versicolor
+66,6.715306457576725,3.295760544322816,5.720326222258234,2.5,Iris-virginica
+67,5.909933535077647,3.1954227029977242,4.779963801144917,1.7897413235398951,Iris-versicolor
+68,5.9272181703202875,3.201824127190701,4.800134082058009,1.804651929610537,Iris-versicolor
+69,4.890904476591702,3.0564054391979054,1.491894114619669,0.1,Iris-setosa
+70,5.072991318285161,3.510922945898553,1.403488977535444,0.20480481873517173,Iris-setosa
+71,4.81311736283744,3.4068587191551094,2.1435239390957297,0.19820785757061354,Iris-setosa
+72,6.258722566307869,2.272983846144513,4.410573580689006,1.354847621338566,Iris-versicolor
+73,6.173565843696492,3.3774345046905796,5.390619608869878,2.285931426657988,Iris-virginica
+74,6.1554592191202735,3.3531095072768613,4.5998399763252635,1.606705491122362,Iris-versicolor
+75,6.067745786086476,3.131503861385909,4.631219605502263,1.4999824593561104,Iris-versicolor
+76,6.676071755026566,3.290496713191518,5.723906106645622,2.4999994748723027,Iris-virginica
+77,7.0068967307873145,3.1707601207617424,5.909187963446359,2.2549496807636493,Iris-virginica
+78,7.260794968418145,2.9192188104666337,6.216882207100255,1.8064131552129397,Iris-virginica
+79,6.730281548590771,3.2095524406758704,5.138354646892986,2.2194645919613714,Iris-virginica
+80,7.598502264454574,3.0,6.5980259578315925,2.0762084076010394,Iris-virginica
+81,5.796126381037891,2.7994154501437727,5.087369478545033,2.4148836238918694,Iris-virginica
+82,6.879656256695953,3.113021020867687,5.103171050899155,2.2824404686128523,Iris-virginica
+83,7.7049494128114695,2.6097488622957217,6.9,2.304905317024723,Iris-virginica
+84,6.251154168672049,2.292343471937559,4.337111239865493,1.2844567481237628,Iris-versicolor
+85,5.817823863059906,2.8024590715119078,5.089920958626617,2.3961212510374645,Iris-virginica
+86,5.552922776019574,3.0,4.471907259914046,1.4699669929601247,Iris-versicolor
+87,6.001348474656787,2.202217736659727,3.9863393222654646,0.9585519430157299,Iris-versicolor
+88,5.6815333281263944,2.9952778609683723,4.002504800842556,1.2952665737893594,Iris-versicolor
+89,6.4922200673948405,3.0,5.797908596840288,2.169105283485172,Iris-virginica
+90,6.4170861038691385,2.9066259965585313,4.320905338711353,1.3048109870451172,Iris-versicolor
+91,4.869775512089742,3.0,1.4210733610519128,0.3152023277663801,Iris-setosa
+92,5.733770683317953,2.8196772966698247,4.508362611954186,1.3195804334255223,Iris-versicolor
+93,5.102489442714003,3.606200553345065,1.4016301887907967,0.19937742171756279,Iris-setosa
+94,5.526837900513732,2.469002502703016,3.821400027411179,1.0384587314269964,Iris-versicolor
+95,4.90459761514539,3.1100615376000427,1.520281185450632,0.10000011699970751,Iris-setosa
+96,5.003179924611967,3.4163958417493534,1.5762404405510066,0.39332919241024694,Iris-setosa
+97,6.754237909346354,3.1642848858135437,5.9466561571937655,2.2961473751116497,Iris-virginica
+98,5.957077144595665,2.1714641065175124,4.003273199661249,1.002280399449374,Iris-versicolor
+99,6.137908950944183,3.0,4.614896084959502,1.403574124712577,Iris-versicolor
+100,4.794415001119221,3.0,1.3777365875312686,0.325511595920171,Iris-setosa
+101,6.716356006228928,2.4986139339048137,5.873718796159914,1.7981592255620913,Iris-virginica
+102,6.690525733291057,3.2807260379333543,5.688110744516735,2.499999621299879,Iris-virginica
+103,6.227553049266041,3.4108528033256715,5.350259156449297,2.295747428103973,Iris-virginica
+104,6.71495544309079,3.282177447092315,5.68291075940239,2.4999996032432286,Iris-virginica
+105,6.328287657752094,2.7240890491204213,4.89841301855394,1.7930876937165312,Iris-virginica
+106,7.320770719117962,2.899117001308797,6.376339836425212,1.803455050896698,Iris-virginica
+107,5.47589970627653,4.2,1.4022538128486601,0.19880825057294743,Iris-setosa
+108,7.290850138154228,2.9039333988063842,6.296246081298939,1.7978230911983073,Iris-virginica
+109,5.630241905016548,2.5107119722789526,3.976627222384209,1.1152274296513651,Iris-versicolor
+110,6.0293526273518445,2.902067487349773,4.492156060251588,1.495146873606901,Iris-versicolor
+111,6.216076404942225,2.177902504438457,4.52620911234116,1.4991698716458397,Iris-versicolor
+112,5.490488952671908,4.2,1.4050345874568806,0.20320704345318108,Iris-setosa
+113,5.809407614300071,2.7100327295165134,5.092275239836057,1.8835072686348253,Iris-virginica
+114,5.983306399103505,2.925160327589146,4.529697567708065,1.4827086518433703,Iris-versicolor
+115,5.406564178085853,3.403338945599309,1.6864079836456969,0.20166713050232898,Iris-setosa
+116,4.818951018108248,3.0,1.4009476862284196,0.29891301017483407,Iris-setosa
+117,4.582180327989344,3.5748744349210044,1.0,0.20604837788513206,Iris-setosa
+118,4.400000445287591,3.22356398733569,1.2861018818084988,0.20186192390265645,Iris-setosa
+119,4.897784843705266,3.0,1.3922216272179462,0.19963001568616795,Iris-setosa
diff --git a/iris/tab_ddpm/6_4/21/test.csv b/iris/tab_ddpm/6_4/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/21/train.csv b/iris/tab_ddpm/6_4/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/21/val.csv b/iris/tab_ddpm/6_4/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/22/synth.csv b/iris/tab_ddpm/6_4/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d6b8e9a9c95d470f4ff736159f02de1d44d773a0
--- /dev/null
+++ b/iris/tab_ddpm/6_4/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3035461748735155,2.708847215746084,4.895655684908134,1.7933089595815639,Iris-virginica
+1,5.932247362852053,2.9024199494048313,4.49275969326159,1.466131140973732,Iris-versicolor
+2,5.122637692294335,3.2978105143598664,1.642096115328853,0.6045636620359287,Iris-setosa
+3,5.566749175672598,3.0,4.59465890763275,1.5347861882574871,Iris-versicolor
+4,5.99648600260871,2.2111582600263326,3.977849986558181,0.9968663174494228,Iris-versicolor
+5,7.284715648068838,2.8991639604437096,6.267365949612827,1.8026684373883628,Iris-virginica
+6,5.1621003293935335,3.7487732818775004,1.5005720276757424,0.4162233187993059,Iris-setosa
+7,5.670829585808268,3.7913956067498553,1.7392779219401167,0.32591963600536655,Iris-setosa
+8,6.131744893174885,2.8026176573847574,4.633702426886885,1.1747454509257265,Iris-versicolor
+9,6.654019218987683,3.2931349674310706,5.67814999103383,2.0982355675439592,Iris-virginica
+10,6.020475859246189,2.884904265837379,4.507290690085388,1.474737059068086,Iris-versicolor
+11,6.03123812173842,3.0,4.611420016058623,1.44422068120938,Iris-versicolor
+12,5.480567409527543,3.0,4.49141675221765,1.4995954445956454,Iris-versicolor
+13,6.310707277177703,2.905525567960193,5.59904315877872,1.7891055944561607,Iris-virginica
+14,5.391758838011236,3.410356851204952,1.4742115314010755,0.3681744146078329,Iris-setosa
+15,6.057007631547371,2.816560675743933,4.726177432613069,1.2259980529792152,Iris-versicolor
+16,4.857489540418987,3.0259100306833644,1.458735321477949,0.10000009243704025,Iris-setosa
+17,6.71298362439605,3.0954048093883415,4.6744486102044585,1.5090225792908227,Iris-versicolor
+18,6.5846973534104105,3.0,4.388300331099075,1.3856453165877984,Iris-versicolor
+19,5.9866374630661525,2.214637739671337,3.9807569308046395,1.0231401943523248,Iris-versicolor
+20,6.503148801169464,3.0,5.492551500994919,1.7958348941433488,Iris-virginica
+21,5.55061146772114,3.0,4.484977689589788,1.4633147889785594,Iris-versicolor
+22,7.599717368681262,3.0,6.587860370911482,2.1247485622324027,Iris-virginica
+23,6.497755032332323,3.195397799588224,5.089047356918943,1.99317754447672,Iris-virginica
+24,5.587284253497237,2.448722662389232,3.801472869068313,1.0605161578095565,Iris-versicolor
+25,6.0978264910351445,3.0,4.586515041356854,1.3676944168957306,Iris-versicolor
+26,7.3726572320464605,2.892085908797407,6.366644312482293,1.8090111072464952,Iris-virginica
+27,4.790403382650063,3.0,1.3654311377126127,0.10000014160775016,Iris-setosa
+28,6.713183318059319,3.3043398176237138,5.79146213607217,2.5,Iris-virginica
+29,4.582976369292942,3.201775519691623,1.3809387496207357,0.20135194778195178,Iris-setosa
+30,6.681628686008777,3.0876062407166414,4.683481159825448,1.4989808286869328,Iris-versicolor
+31,5.5323755103486505,3.0,4.515228944459209,1.5388879654167449,Iris-versicolor
+32,6.775392006962575,2.7989803142827383,4.814161010562569,1.4105432818239811,Iris-versicolor
+33,5.007875603405578,3.0,1.5750293912216875,0.2019403333247354,Iris-setosa
+34,6.743261699866213,3.2580154441631928,5.778373131918182,2.1290105882160413,Iris-virginica
+35,5.655716402649617,3.0,4.175915842381331,1.196562421173154,Iris-versicolor
+36,4.97363013388651,2.0,3.228261837652395,1.0365575702571503,Iris-versicolor
+37,7.651694462251259,2.8273830939814046,6.643602906467862,2.0179844546424692,Iris-virginica
+38,7.706232776898236,2.6050298195477777,6.89999881721829,2.290969618478334,Iris-virginica
+39,4.599297667693781,3.5992693191696556,1.0,0.19519068944663615,Iris-setosa
+40,5.669522119131686,2.5607578740539974,4.048762849875956,1.1035336832411335,Iris-versicolor
+41,5.5148298846956125,3.0,4.503227577970797,1.4965524987404073,Iris-versicolor
+42,6.682456026886697,3.0,4.8566672310908325,1.6265951420615792,Iris-versicolor
+43,6.0355006657324335,2.9278484697555904,4.515094840744843,1.486442574137055,Iris-versicolor
+44,5.7574033532283915,2.8015874680619066,4.527275211860739,1.2799005064616058,Iris-versicolor
+45,5.519425339594472,3.0,4.491241938547795,1.5154164188461836,Iris-versicolor
+46,5.349664049170809,3.405757464500368,1.5409205446835932,0.20274456142460165,Iris-setosa
+47,6.003723151752596,2.2019415550764947,4.051689657747559,0.9821218125165214,Iris-versicolor
+48,6.820333456296659,2.8083246602865652,4.821397268060761,1.4076821028167734,Iris-versicolor
+49,7.708487344766964,2.612047115199714,6.899998891501359,2.285501314634878,Iris-virginica
+50,5.904416093252225,3.1943356342645783,4.80787820416025,1.79161349586945,Iris-versicolor
+51,6.167209406998294,3.3930515645110253,5.446248006578827,2.29643680381547,Iris-virginica
+52,5.793649072619154,2.6997091591872238,5.121866740879612,1.8896922733865784,Iris-virginica
+53,4.977707919742125,3.4048645954502614,1.906986420221094,0.35645950268330795,Iris-setosa
+54,4.609562052240397,3.611105379764665,1.0,0.19380646978226035,Iris-setosa
+55,5.820874325131458,2.692147265978014,5.096415764596358,1.904958281335433,Iris-virginica
+56,6.20690707367016,3.3941054319479305,5.402258808923161,2.298031967475835,Iris-virginica
+57,4.895517489500258,3.0,1.3978142011054082,0.20097287817387555,Iris-setosa
+58,6.0682505589337925,2.871176142841306,4.548191393109312,1.3813097598095856,Iris-versicolor
+59,6.674063705053828,3.308009905174687,5.695723791210709,2.4999996011340935,Iris-virginica
+60,6.316462789712367,2.7154453648499777,4.899192900600295,1.798077922250499,Iris-virginica
+61,5.615180015042585,3.0,4.121908647905877,1.3102103229922906,Iris-versicolor
+62,5.044424346869613,3.5493431927665835,1.3883449235550058,0.2013557760840789,Iris-setosa
+63,7.694036580285742,2.603380766467525,6.9,2.3019413732925957,Iris-virginica
+64,5.91550516953046,3.0,4.44629533732954,1.310657773788682,Iris-versicolor
+65,6.691550252710328,3.2825958559865516,5.664080329182806,2.5,Iris-virginica
+66,6.691802721529019,2.4933691003661433,5.822622576567364,1.78735011706658,Iris-virginica
+67,5.804127455781106,2.8968962128254425,4.4855740055310775,1.409995691132156,Iris-versicolor
+68,5.156444849938998,3.3390064454098627,1.6211832031330764,0.5133676881356896,Iris-setosa
+69,5.6879982681418415,3.802479414111542,1.668694583912982,0.2971155121176384,Iris-setosa
+70,6.056488684425735,2.8163827656912415,4.706045527293085,1.2229041806004721,Iris-versicolor
+71,4.512526777235971,2.348804669613756,1.2975091960072533,0.31862590652728556,Iris-setosa
+72,5.793283681644564,2.80420174317147,5.19815895447244,2.3958243714969436,Iris-virginica
+73,4.495224576419727,2.344713386456396,1.2784659109121177,0.29554977718728803,Iris-setosa
+74,5.526970425493229,2.4307979795622625,3.743210662182674,1.0278755641408956,Iris-versicolor
+75,4.816367045115238,3.0,1.4051566353048695,0.1000001042045065,Iris-setosa
+76,6.670185212999449,3.0,4.9407219805830245,1.6470611182610986,Iris-versicolor
+77,7.404640451262025,3.0,6.379976223475225,2.136718828651828,Iris-virginica
+78,5.360466765660844,3.394144835051741,1.7703029133811934,0.19977640766674304,Iris-setosa
+79,4.4,3.1972351162161123,1.2715198400866474,0.19586503591202292,Iris-setosa
+80,5.009379700805414,3.604611247200542,1.401244859342372,0.2020121212786478,Iris-setosa
+81,5.6573741825608685,2.929538343787393,4.185396376000896,1.3085631281158752,Iris-versicolor
+82,7.691289681866146,2.604208572542982,6.9,2.320997078749293,Iris-virginica
+83,4.594247661399777,3.202313691820407,1.406499077172797,0.19765773766487238,Iris-setosa
+84,6.330964511823773,2.2984653624597198,4.426035981433329,1.2961289269646894,Iris-versicolor
+85,7.899998401540611,3.7534354001994616,6.396399756836039,1.9959628844697774,Iris-virginica
+86,5.833457807664511,2.709931948683718,4.1405036977453396,1.008944072204737,Iris-versicolor
+87,6.924783508017655,3.124165622749017,5.276590164365214,2.293117932499804,Iris-virginica
+88,6.780419832830283,2.514121949809205,5.966013741625116,1.8052085746219626,Iris-virginica
+89,5.65630777668011,2.942555517196816,3.9809601228863474,1.306138079916382,Iris-versicolor
+90,4.822556011706769,3.0,1.387281363463624,0.1,Iris-setosa
+91,6.702129479503378,3.117647985240897,4.697356447309788,1.4961286999194776,Iris-versicolor
+92,5.933954810096267,3.0,4.537696629918499,1.4180757924323417,Iris-versicolor
+93,4.81173931156389,3.0,1.3982757257480753,0.3665935765365481,Iris-setosa
+94,6.46707762090546,3.0,5.4959171144804255,1.8116710268577039,Iris-virginica
+95,5.747113975930306,2.827438789159099,4.132584285043515,1.2084365041568237,Iris-versicolor
+96,4.8923523941586895,3.0,1.4044078808331049,0.20195433660404846,Iris-setosa
+97,5.021915171765691,3.5381158332999383,1.4029357599702985,0.20363627504001985,Iris-setosa
+98,4.983853698530788,2.0,3.503452647462638,1.00405242146567,Iris-versicolor
+99,6.135826191768409,3.0,4.600676550144202,1.3990216326473557,Iris-versicolor
+100,6.817516215691582,2.811646392927669,4.795534489687828,1.399702727273449,Iris-versicolor
+101,4.805138615891875,3.0,1.4036702701517165,0.1,Iris-setosa
+102,4.604982783153833,3.5611091745712566,1.0000003978315977,0.20670001977652266,Iris-setosa
+103,5.595383111269986,3.0,4.163039438408015,1.2996096271491855,Iris-versicolor
+104,5.017798652964923,3.5988351595535124,1.4027588475551054,0.19687541211042192,Iris-setosa
+105,5.952754995825204,3.0,4.569754866159709,1.4047424723877644,Iris-versicolor
+106,6.849228096673024,2.7915118402608057,4.802501262730797,1.3985795983839437,Iris-versicolor
+107,6.689681324712418,2.4632921225107114,5.825794483412381,1.815879606388938,Iris-virginica
+108,5.587294122924588,3.0,4.1446221771123435,1.2984327971520235,Iris-versicolor
+109,5.4407291992086275,2.375007034999131,3.648745980674255,1.0004727232712154,Iris-versicolor
+110,6.500444085839195,3.0,5.794807128188957,2.208147035908535,Iris-virginica
+111,5.486087543104925,4.2,1.3900494742763425,0.20138981515195786,Iris-setosa
+112,7.69636682390502,2.6086743801173484,6.9,2.3015589599930655,Iris-virginica
+113,6.074141152317103,2.9997682586542145,4.597703351057481,1.3871790927063705,Iris-versicolor
+114,7.89999817406839,3.80941283413554,6.326640081370299,2.027278664185455,Iris-virginica
+115,6.8517480164547075,3.1291920832988493,5.581185963250925,2.2827162457190813,Iris-virginica
+116,6.633652757232509,3.3456304235727385,5.6753076552077335,2.1258356589372975,Iris-virginica
+117,5.513041118025859,2.6343911139127405,4.424076425772437,1.2213432671868611,Iris-versicolor
+118,5.7808949009808135,2.696856452418793,5.118744858104212,1.891210878392976,Iris-virginica
+119,4.8802709847298535,3.0573818562409283,1.471464923931977,0.10000010369797813,Iris-setosa
diff --git a/iris/tab_ddpm/6_4/22/test.csv b/iris/tab_ddpm/6_4/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/22/train.csv b/iris/tab_ddpm/6_4/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/22/val.csv b/iris/tab_ddpm/6_4/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/23/synth.csv b/iris/tab_ddpm/6_4/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..56620a032ba8a3a4f039a0e4f77c799be9f5db47
--- /dev/null
+++ b/iris/tab_ddpm/6_4/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.218019959057035,2.2088817449053835,4.4952332769231145,1.5095241615454367,Iris-versicolor
+1,6.603744708690094,3.0,4.375485158240874,1.394402138193028,Iris-versicolor
+2,6.186514525900269,3.358391359417576,4.603024864086472,1.610077765137783,Iris-versicolor
+3,5.66892210529097,2.778165612369983,4.410444574444692,1.2817063995568256,Iris-versicolor
+4,7.6224247610413425,3.0,6.627456852913213,2.084202990526874,Iris-virginica
+5,5.917460391485625,3.2166222005598297,4.791499101378568,1.8141684238980569,Iris-versicolor
+6,5.427062080120187,3.885420978008385,1.3304750917276078,0.3629085087899674,Iris-setosa
+7,6.204455482402647,3.3818613092373306,5.390899440813997,2.2872196348180234,Iris-virginica
+8,5.806033964273341,2.6977232367937587,5.177167917324308,1.8967576886343964,Iris-virginica
+9,5.455313875163306,2.3909403945853183,3.69513106090959,0.9215040944387993,Iris-versicolor
+10,5.117815298801029,3.2887363890968624,1.6352842497885691,0.5245944269104845,Iris-setosa
+11,5.435071441928765,3.0,4.5394460089637,1.4867367399197948,Iris-versicolor
+12,4.999324113094074,2.0,3.441915215614848,0.9513476355556691,Iris-versicolor
+13,5.228581538395702,3.4376548079770908,1.428111373257079,0.19939276791420535,Iris-setosa
+14,6.788070768385472,2.783393326606028,4.80469407720152,1.3952500904370757,Iris-versicolor
+15,7.715309300986954,2.8094604405709402,6.7102354001342785,2.0032993644126376,Iris-virginica
+16,6.651824314624056,3.260940007437126,5.557760353496286,2.0681753463247126,Iris-virginica
+17,4.629155523626971,3.2391886012751607,1.4038618295184166,0.19891516541117538,Iris-setosa
+18,6.702039499321831,3.0,4.994113443436916,1.7101298310646955,Iris-versicolor
+19,6.031807562381498,2.2053860526853173,3.9831686588751,1.0115509866229992,Iris-versicolor
+20,6.795248274759079,2.8006553922163384,4.7816201187434455,1.4037368335956568,Iris-versicolor
+21,5.967005998635756,2.884728503040024,4.494368137033113,1.4835995870949716,Iris-versicolor
+22,4.977739981398559,3.0,1.5513833664427255,0.19986356736364919,Iris-setosa
+23,4.400000590473166,3.2090791031849215,1.285789062561561,0.19300314067026364,Iris-setosa
+24,5.567297433222825,2.52191955114853,3.9746764609346537,1.137350358286069,Iris-versicolor
+25,6.665924673629139,3.293455436322051,5.668664971005503,2.0908165918671173,Iris-virginica
+26,6.699346647386947,3.119711250042278,4.669475744421615,1.4916081893270179,Iris-versicolor
+27,6.788289678674275,2.8062343977765254,4.784685086370377,1.3862415951155045,Iris-versicolor
+28,6.415663307909023,2.9028245237355295,4.257055290353456,1.3099593411124282,Iris-versicolor
+29,7.000647401037675,3.0,5.830466860715402,2.089405673604905,Iris-virginica
+30,4.4,3.1920643315640413,1.2878175696633485,0.20682710613151764,Iris-setosa
+31,5.20694542677922,3.404065961059621,1.384961476204515,0.2013378952926221,Iris-setosa
+32,4.787305325646855,3.4043605719500447,2.0413083939714123,0.20304366166020374,Iris-setosa
+33,6.708979487895996,3.0802649201609245,4.642299154012848,1.4729144326867474,Iris-versicolor
+34,6.706977900155052,3.2977644836787765,5.717372153389585,2.499999623147067,Iris-virginica
+35,6.90003773838452,3.11105470963186,5.0997770046162705,2.3069594410304624,Iris-virginica
+36,4.993372091005042,3.4155563127458652,1.5739316045454528,0.39118001925930546,Iris-setosa
+37,4.59238779229907,3.606626045238027,1.0000004132307867,0.19871535107105542,Iris-setosa
+38,7.61446952167286,3.0,6.591041410613981,2.101696774098558,Iris-virginica
+39,4.886148415407426,3.0505342518201317,1.4775967110827943,0.10000010165048263,Iris-setosa
+40,5.498232801573425,4.2,1.3725421693234856,0.1941590051778022,Iris-setosa
+41,5.7311725987623054,2.8044535055710367,4.5129435921060335,1.3070692572056928,Iris-versicolor
+42,5.087679031191585,3.5350168394421404,1.4021857888292653,0.20486866940783138,Iris-setosa
+43,4.810849424531059,3.3994714365539225,1.7330616582210523,0.19843890493502758,Iris-setosa
+44,4.896197304958432,3.4452959640041008,1.5208160664885502,0.20263457011463673,Iris-setosa
+45,5.951030347719017,3.0,5.208372576015753,1.7913805690507634,Iris-virginica
+46,5.888415202275773,3.1993848523756863,4.7957238596818055,1.8116828618312253,Iris-versicolor
+47,5.593245625126901,2.8708564787166324,3.530780672962038,1.2894959639392118,Iris-versicolor
+48,4.501991774754044,2.314810671562577,1.3118053180312215,0.32944090987299224,Iris-setosa
+49,6.69033860573229,3.0736818750483317,4.660589428308579,1.473084185886123,Iris-versicolor
+50,5.712831633328977,2.875034886760562,4.135616800582089,1.2895937421433776,Iris-versicolor
+51,6.233575271801793,3.3913107595370833,5.381557660667469,2.300855108860431,Iris-virginica
+52,6.288524845254674,2.5537587164784594,4.980918474950223,1.8731179386560397,Iris-virginica
+53,4.498154855543061,2.2873565978085826,1.2860904533597917,0.29449852632047246,Iris-setosa
+54,6.720413768174951,2.454296046752146,5.9146948742489025,1.8057559089760176,Iris-virginica
+55,6.117539936492107,3.404916547994724,5.360427165214355,2.2941483981602078,Iris-virginica
+56,6.286302309819644,2.6995505434817813,4.921873940702521,1.7975165449000476,Iris-virginica
+57,4.602904008135704,3.1940340585884424,1.400444503594692,0.2030707082439906,Iris-setosa
+58,4.5013163167809775,2.317895216776395,1.297246826138039,0.29389924746855645,Iris-setosa
+59,6.164264129055356,2.203593916815525,4.490855353397317,1.515027527197632,Iris-versicolor
+60,5.921559557374828,3.0,5.1015471064903775,1.8084179268145477,Iris-virginica
+61,6.714566467776271,3.0,5.011391110849405,1.7114334989481774,Iris-versicolor
+62,7.288805404471634,2.9199125759746427,6.229547090677696,1.7837942002057343,Iris-virginica
+63,6.697617874955021,2.503735153417871,5.779593373087766,1.7994388308480735,Iris-virginica
+64,6.287603826347717,2.8772143326490767,4.5212010807354,1.4890114633069187,Iris-versicolor
+65,6.318419765949782,3.0,5.167580825642363,1.7990214767518944,Iris-virginica
+66,5.5198961790591285,2.401626446429304,3.665785133762424,0.9835584932254209,Iris-versicolor
+67,5.221231087098996,3.679741962859258,1.4831052008539396,0.2008451397049466,Iris-setosa
+68,7.70114786787635,2.61948329075693,6.9,2.296149662397796,Iris-virginica
+69,4.597678777886168,3.6306935987668134,1.0,0.20391293440357547,Iris-setosa
+70,7.731758336934953,2.7849674761258902,6.72869977496681,2.007495463273005,Iris-virginica
+71,5.7982611556897465,2.7159826874767283,5.118296889034311,1.907701218709981,Iris-virginica
+72,6.042452911315702,2.8938252076078554,4.521008318729674,1.5127998506257445,Iris-versicolor
+73,6.209078108937394,3.0,4.581798002226234,1.3951358835869023,Iris-versicolor
+74,4.895177952617506,2.3779797506173344,3.360311859935323,1.0236094930354838,Iris-versicolor
+75,6.310524295004632,2.8820320543371114,4.346466304647,1.329400364351425,Iris-versicolor
+76,6.7734753587964205,3.1583191211584856,5.917458826193764,2.2997502192881476,Iris-virginica
+77,4.498896158462058,2.285052885406173,1.2917549488337414,0.33714189514598963,Iris-setosa
+78,6.4665934450979385,2.930117602492717,4.31671256816655,1.3224439192490371,Iris-versicolor
+79,5.5817760711921505,3.0,4.516448094706509,1.4731222758380043,Iris-versicolor
+80,6.180214440022123,3.0,4.646547513696062,1.4260140702916113,Iris-versicolor
+81,5.80598145842367,2.700992311543008,5.095922711427873,1.902661318010173,Iris-virginica
+82,7.279288043119604,2.910862758559538,6.323362646754169,1.8108081455956777,Iris-virginica
+83,5.515735358668657,2.6201615299010736,4.4225358145926155,1.2364058715221733,Iris-versicolor
+84,5.586776431572738,3.0,4.179815306495474,1.284415407225282,Iris-versicolor
+85,6.7159113633734995,3.283966729784927,5.6670678918919535,2.115290076886125,Iris-virginica
+86,4.779059599976417,3.0,1.4015317099500928,0.29275078584104947,Iris-setosa
+87,4.801659990149051,3.404568339216335,1.622404328866659,0.19794822783551747,Iris-setosa
+88,5.890221942287042,3.194637683225175,4.826228626958906,1.80481244309299,Iris-versicolor
+89,7.686319630744547,2.89518148362413,6.686340187743077,2.0283146279017585,Iris-virginica
+90,6.714333200117288,2.5053173450878905,5.835069572569823,1.79936549631043,Iris-virginica
+91,6.545671701214243,3.0,5.764538849510219,2.11003377149752,Iris-virginica
+92,5.986311652173347,2.903577914943264,4.4929057671485815,1.4878615550319507,Iris-versicolor
+93,6.303876608595274,2.5120469194278066,5.036618020791502,1.895385862886656,Iris-virginica
+94,5.119153180798224,3.718662160279897,1.4990403202123044,0.4613547640837896,Iris-setosa
+95,4.593810441581949,3.1879330630240696,1.39375633200858,0.19867134843108009,Iris-setosa
+96,5.706903980835421,3.0,4.18912883300919,1.1765156697749526,Iris-versicolor
+97,5.749717094812772,2.8050981253519547,4.5216064991586755,1.3059868673480004,Iris-versicolor
+98,5.580414144957438,2.911974183717087,3.680742922833014,1.3114830857561082,Iris-versicolor
+99,7.430748513852338,3.0,6.3252117391489175,2.0781764190280794,Iris-virginica
+100,6.523998421211396,3.2169913209634586,5.161206634039053,1.9967610164059382,Iris-virginica
+101,7.154695465137375,3.0,5.977553881165244,2.1221094082767245,Iris-virginica
+102,7.685789983597752,2.612642846863643,6.899998634961394,2.2964391042562604,Iris-virginica
+103,6.26610156080159,3.153634069861276,4.715000161803295,1.5651748586678755,Iris-versicolor
+104,5.62370101507298,3.8271482464570052,1.5607829434170108,0.2942645029850345,Iris-setosa
+105,6.625363903685038,3.2930174278812916,5.635356750370121,2.1201452759676545,Iris-virginica
+106,6.729337875036905,3.360721557099222,5.724359905970732,2.5,Iris-virginica
+107,4.400000607125232,3.1991159801168476,1.3110582580046815,0.20233926219461196,Iris-setosa
+108,7.727665850949997,2.794165635688662,6.720129151203016,2.0058272722089616,Iris-virginica
+109,6.313088871264209,2.6849858381664866,4.909742249083591,1.80120440095645,Iris-virginica
+110,4.880093740785647,3.0,1.4011355232300151,0.2274627631166829,Iris-setosa
+111,5.973812433235151,3.227893134487716,4.801715038696111,1.7878951465621853,Iris-versicolor
+112,5.234959298408259,3.4116121532392327,1.4030527490426639,0.20168283208638613,Iris-setosa
+113,6.126598325742586,3.0,4.6173620229144285,1.4054130769660054,Iris-versicolor
+114,6.5100564156659795,3.215422897280739,5.145167492264815,2.017669326372051,Iris-virginica
+115,5.341574123033911,3.39457839893244,1.743176555272151,0.20032212643307623,Iris-setosa
+116,5.78333806842414,2.8092140693937844,5.057172422126334,2.4008037430427915,Iris-virginica
+117,5.699600413834937,3.7552942174413904,1.6491981521097643,0.2822218592275505,Iris-setosa
+118,5.005826391018664,2.0000005506974916,3.4954111879702463,1.024188765514031,Iris-versicolor
+119,5.520265614555422,3.0,4.485138484521885,1.4984703141547526,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/23/test.csv b/iris/tab_ddpm/6_4/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/23/train.csv b/iris/tab_ddpm/6_4/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/23/val.csv b/iris/tab_ddpm/6_4/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/24/synth.csv b/iris/tab_ddpm/6_4/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b11691e527541ce14604130e6e98e36bfce77c01
--- /dev/null
+++ b/iris/tab_ddpm/6_4/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.796519911553797,3.4061195085787723,1.8493810645496889,0.19754227617666764,Iris-setosa
+1,5.457642201803294,3.0,4.5075848900517075,1.5002457746396745,Iris-versicolor
+2,6.856727215704855,3.086421656055177,5.147077952264463,2.299987060127249,Iris-virginica
+3,6.693556450200787,2.4776592831395954,5.764678139399445,1.786876322278664,Iris-virginica
+4,5.350606405933385,3.0,4.484963727948383,1.4883155163587403,Iris-versicolor
+5,4.7975300156046385,3.3817807001950877,1.6239321431084577,0.1996127692492552,Iris-setosa
+6,6.296640691797326,2.606948631039551,4.947837361929312,1.8192238258793998,Iris-virginica
+7,7.899998843159377,3.8205308685505766,6.4253541600693165,2.008275387019254,Iris-virginica
+8,6.797495763105161,2.804858160151477,4.77061379143111,1.3979436140390942,Iris-versicolor
+9,5.755130681387051,2.938719193944346,4.291507722359632,1.3240569318758069,Iris-versicolor
+10,5.70696466068748,2.6321724101479584,3.9713770482909565,1.044707739069161,Iris-versicolor
+11,5.660284108967314,3.0,4.136329182821392,1.2424367348270278,Iris-versicolor
+12,6.117892257859795,2.7966800727891616,4.710422663501232,1.2122051963068878,Iris-versicolor
+13,5.0271378648118885,2.0000007208858728,3.4682728862021395,1.0281200892313225,Iris-versicolor
+14,7.683428998830951,2.621079307270675,6.9,2.282743242522993,Iris-virginica
+15,6.051065791502979,3.0,4.596653200197122,1.4002248437087303,Iris-versicolor
+16,7.556144495145458,3.0,6.550579772195283,2.0706241050905283,Iris-virginica
+17,5.743893630946063,2.6624661747376277,4.05421328846914,0.989278121645117,Iris-versicolor
+18,5.375289641261392,3.3962594388505774,1.6001246744622657,0.20427872672076838,Iris-setosa
+19,5.900530562223795,3.0,5.1300263356597045,1.7930601254288627,Iris-virginica
+20,4.596056509174256,3.6186305902417155,1.0,0.19808619516073694,Iris-setosa
+21,5.790295048960106,2.7950885321613037,5.0912492394602875,2.396365491616749,Iris-virginica
+22,6.6947978262914285,3.1040733539884533,4.703028934493848,1.5014119254296734,Iris-versicolor
+23,4.4,3.121382156486018,1.3151951753571915,0.20639873505047995,Iris-setosa
+24,5.496989279665081,2.406661975939257,3.6745353395913103,1.0225911414800923,Iris-versicolor
+25,5.1974531110774835,3.4063493078931097,1.4026905191582582,0.20022930813284945,Iris-setosa
+26,4.893118821057889,3.0,1.383442030955277,0.1991782892682064,Iris-setosa
+27,5.253602356108011,3.530419881351876,1.479971360193263,0.19728083951709882,Iris-setosa
+28,6.79249048978838,3.2056351765740443,5.848402254628342,2.2572110592851615,Iris-virginica
+29,4.4,3.2129115978173313,1.284568455912577,0.20313597619953552,Iris-setosa
+30,5.580139685205092,2.6531081339751883,3.6958414744199763,1.1720875618588602,Iris-versicolor
+31,4.897563084541998,3.075272163509951,1.4735345441159247,0.1,Iris-setosa
+32,6.532838955974994,3.0,5.456660284443304,1.811669199704588,Iris-virginica
+33,4.98221631458712,3.604107278524333,1.3855546256574094,0.2026448412551802,Iris-setosa
+34,6.716064949657768,3.3116478982163824,5.77475511324752,2.5,Iris-virginica
+35,5.598344926734197,3.0,4.144273978586195,1.2825176684933877,Iris-versicolor
+36,5.765044214515753,2.631279218143847,4.0009686886509295,1.0121822073093296,Iris-versicolor
+37,5.467480502197637,4.199999271639472,1.3930604901019463,0.20308947220556975,Iris-setosa
+38,6.583921736452239,3.0,4.425059096709897,1.4461426527016434,Iris-versicolor
+39,6.015461666225201,2.8884994757640614,4.503071799583273,1.50552930395144,Iris-versicolor
+40,7.621240636186141,3.0,6.604034707014876,2.089240728256918,Iris-virginica
+41,5.8378190524219615,2.7136892230709315,5.088444552554685,1.9040443252422339,Iris-virginica
+42,6.310881356626061,2.7136318410335893,4.888457906612533,1.8052465613151198,Iris-virginica
+43,5.865806509330389,2.2545631335527188,3.9452047900174456,0.9567148861049803,Iris-versicolor
+44,5.0183921012252455,2.0,3.474547480850097,1.0439406483925981,Iris-versicolor
+45,6.481100352432691,2.961603976993703,4.334208186405995,1.3576571485321725,Iris-versicolor
+46,5.094555644484493,3.3222894419104994,1.7606699073522598,0.4431556916314031,Iris-setosa
+47,4.906876923338967,3.0,1.4025363296330076,0.2018870774000782,Iris-setosa
+48,6.316260770588759,2.8986868217580635,5.595619873778648,1.7968455320472385,Iris-virginica
+49,6.688687494971625,3.091048177762144,4.681893785415575,1.4857339402251635,Iris-versicolor
+50,6.292977499734404,2.2765731417336124,4.459353313845779,1.3350990635154276,Iris-versicolor
+51,5.3081152650557355,3.762092905397846,1.4055724790432929,0.38044760004715994,Iris-setosa
+52,5.097653931266315,3.342480121052721,1.5331580896442814,0.4619545683773957,Iris-setosa
+53,6.944320889941628,3.122320731114111,5.088606794530676,2.3085317397673966,Iris-virginica
+54,6.160912021030122,3.262934414874506,4.72113995926086,1.6770668812156238,Iris-versicolor
+55,6.5652433665638315,3.0,5.804477959512346,2.200026964191081,Iris-virginica
+56,5.540582691636601,2.4430619351085197,3.8267586868090513,1.0320845760281188,Iris-versicolor
+57,5.745849387703287,3.0,4.309336033663523,1.3227301977920314,Iris-versicolor
+58,5.805609173264879,2.7153960337032528,5.089601398624787,1.9061085137745397,Iris-virginica
+59,5.832350983829543,3.0806153957354208,4.684934430469243,1.6977251312805663,Iris-versicolor
+60,5.10573321368205,3.4965854056438284,1.3863711796823832,0.2012239247184277,Iris-setosa
+61,6.699935499883033,3.1111486773068244,4.684810945920646,1.506069842086572,Iris-versicolor
+62,5.505025920575498,2.3958664820068103,3.7252068173772885,1.016312875084564,Iris-versicolor
+63,6.375382997863228,3.2922590877148017,4.755379215876459,1.5999990530150185,Iris-versicolor
+64,4.864259666382953,2.43550976598506,3.1963203827974715,1.0071300540973258,Iris-versicolor
+65,6.109510021249111,2.9090398338978507,4.461665037702584,1.3850523224346822,Iris-versicolor
+66,5.201802797639556,3.3496970857159782,1.555705413344009,0.49614358776836764,Iris-setosa
+67,5.640507016202228,2.523938832928451,3.980013776119393,1.1415336975839536,Iris-versicolor
+68,6.72336913715183,3.0856270419562684,4.7339147820448,1.5211140282004871,Iris-versicolor
+69,4.899824496611656,3.0,1.400772124386587,0.19951056528728833,Iris-setosa
+70,5.615723945722484,2.4844406436137434,3.8906921971133315,1.0107587876990631,Iris-versicolor
+71,4.820898652691358,3.0,1.4190783374581541,0.31981134983122744,Iris-setosa
+72,5.370071505581077,3.8809592881441004,1.3071905750865302,0.45020186070511364,Iris-setosa
+73,6.693569619124027,3.298249434235881,5.656070234264775,2.5,Iris-virginica
+74,7.899998968462426,3.7800754146099065,6.435891708826589,1.9967536028626671,Iris-virginica
+75,6.26790450418052,2.8974872049743787,5.580091244992035,1.8103992028688953,Iris-virginica
+76,6.197180413641665,3.3899779771251692,5.399043851210467,2.293303271722457,Iris-virginica
+77,6.036208462104985,3.4001436542391033,4.52128002250134,1.601918474751614,Iris-versicolor
+78,5.330562163097131,3.3926170586559627,1.513836070809445,0.43478013562405055,Iris-setosa
+79,6.491057142173314,3.0,5.803714686474068,2.195154906244084,Iris-virginica
+80,4.4000005353390845,3.202442311731778,1.308858811150193,0.19608920000436414,Iris-setosa
+81,6.902159589411326,3.1798123125521873,6.027026950419037,2.2830397730039826,Iris-virginica
+82,4.997303425316672,3.4003742775270664,1.6259908308626065,0.37516569248490467,Iris-setosa
+83,5.60548544303555,2.5143461259472475,3.7898889072381006,1.1135194296313908,Iris-versicolor
+84,5.791698611001692,2.7082133864813844,5.114096261855378,1.9032291307105473,Iris-virginica
+85,5.558854910416253,2.41304654720447,3.754783128908327,1.0542186778540137,Iris-versicolor
+86,4.795006900584778,3.405843182822335,1.5682467691679458,0.19645460660289576,Iris-setosa
+87,5.559195120999658,3.0,4.497068456494786,1.476356139321589,Iris-versicolor
+88,5.501056473991318,3.0,4.412197453252929,1.4502577168535868,Iris-versicolor
+89,6.203173163360473,2.2006414227465436,4.476405090698896,1.4963754607815851,Iris-versicolor
+90,6.192982544552781,2.82677330185791,4.7071915707295116,1.2306031208856443,Iris-versicolor
+91,5.3867220544008525,3.879743414646144,1.3250991805372352,0.3796069238327505,Iris-setosa
+92,6.87723373988894,3.1005099025551335,5.295214504175886,2.24589721288362,Iris-virginica
+93,5.282417075723055,3.354740904547128,1.5375231769270432,0.3737625001095529,Iris-setosa
+94,6.194849919894063,3.2074634108819318,5.3762065284780585,2.1312412010508375,Iris-virginica
+95,5.585316150484896,2.898033708888235,3.1635211499557396,1.3054626087678887,Iris-versicolor
+96,6.486812377458776,3.1860755064223736,5.100435057758968,2.0035571302724087,Iris-virginica
+97,5.119030555230102,3.297099034590146,1.605319789746671,0.46910745180769287,Iris-setosa
+98,5.619701622786864,2.997470517061022,3.990043218565035,1.277160331789088,Iris-versicolor
+99,6.69450537820126,3.2818749610041373,5.682791207699745,2.499999578211033,Iris-virginica
+100,5.3767685334709245,3.4007896965052513,1.5183480290185702,0.4083835117874415,Iris-setosa
+101,7.675710082134199,2.8108559943543407,6.721747412001492,1.9910413463245722,Iris-virginica
+102,4.794816097814393,3.3946971448777106,1.6741126217782731,0.1987444195370373,Iris-setosa
+103,6.29945920201273,2.466904427774847,5.004706748804626,1.8941029897436679,Iris-virginica
+104,6.706121705897853,3.313085061312313,5.726732891961024,2.5,Iris-virginica
+105,6.544777237616577,3.0,4.359758383312849,1.3630763537042838,Iris-versicolor
+106,5.785915078192389,2.7981235735121084,5.075252239012864,2.40076189500699,Iris-virginica
+107,5.993354322245855,2.2064183875704595,4.00177485420606,0.9639488536855607,Iris-versicolor
+108,6.712774018208484,2.5005075024015957,5.795086755198152,1.8155389917846483,Iris-virginica
+109,4.9787414693893925,3.4116788026193348,1.7021865010624968,0.3607267718418807,Iris-setosa
+110,5.010425669267066,2.000000517344332,3.47731024377612,0.8638205718213465,Iris-versicolor
+111,5.5894141038249865,3.0,4.463120088546142,1.462574117668941,Iris-versicolor
+112,6.083685294094522,2.963148283016268,4.5330837960298735,1.4700132580119107,Iris-versicolor
+113,4.903388132798723,2.3769133092437795,3.3294909571924913,1.0083290141461827,Iris-versicolor
+114,4.4,3.197246165333098,1.3221963327203359,0.20045643814857703,Iris-setosa
+115,5.663728428187298,2.778402047624805,4.493478397713826,1.2736851698745488,Iris-versicolor
+116,6.007354306900401,3.3983351716869974,4.518088359419841,1.5960699600181951,Iris-versicolor
+117,4.4,3.1966216910016416,1.3121488949404094,0.2045532779573525,Iris-setosa
+118,5.596048695826915,2.8013558242268535,3.7137342507519557,1.2693751590584657,Iris-versicolor
+119,5.66287565752001,2.7794710088407726,4.504819974556344,1.275882566279299,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/24/test.csv b/iris/tab_ddpm/6_4/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/24/train.csv b/iris/tab_ddpm/6_4/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/24/val.csv b/iris/tab_ddpm/6_4/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/25/synth.csv b/iris/tab_ddpm/6_4/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..247922e5c0c6116a60dbfac0624af73524bfc34f
--- /dev/null
+++ b/iris/tab_ddpm/6_4/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.410511070560568,3.3959394474416102,1.7639353524648291,0.19285025361829305,Iris-setosa
+1,6.227198736142612,2.1776116617703507,4.4212798068034616,1.3474355139930068,Iris-versicolor
+2,4.580682423728338,3.5929927215040216,1.0,0.19560264767523372,Iris-setosa
+3,7.728495110892316,2.5825710945549494,6.9,2.2990757214217004,Iris-virginica
+4,7.708945788582372,2.596070562452792,6.9,2.289670269464538,Iris-virginica
+5,6.273963178280364,3.0,4.569257344854689,1.3888686924579574,Iris-versicolor
+6,7.899998574720026,3.8197251573902227,6.351408732588017,1.99853669741552,Iris-virginica
+7,5.00034928492837,3.0,1.5409482671454509,0.20273060872144655,Iris-setosa
+8,5.093295701670442,3.7179428164032484,1.5060966266601221,0.4399818014873331,Iris-setosa
+9,5.796343955003543,2.7971082601661172,5.077621941511962,2.404914411106419,Iris-virginica
+10,5.206017926551483,3.406451538161441,1.4088893448229103,0.19892757685097107,Iris-setosa
+11,6.216753943810511,2.260002038282905,4.3301114711247415,1.2015115327904515,Iris-versicolor
+12,6.548690910006472,2.9991188089380447,4.358142812383849,1.3590044820683167,Iris-versicolor
+13,5.799234219783884,2.6998729043972394,5.096414010798061,1.9134802978153247,Iris-virginica
+14,6.7842950184412825,3.175089958597773,5.906692615853931,2.2945009969695382,Iris-virginica
+15,6.684803180124695,3.0,4.972475513713905,1.7007696794635305,Iris-versicolor
+16,6.796339851751828,3.2032868304638225,5.877281601203492,2.307357808761632,Iris-virginica
+17,6.90724182138138,3.1526119376592003,5.949764702626592,2.299530451962255,Iris-virginica
+18,6.807295613784175,2.806850184961918,4.794004242647994,1.3856063074636498,Iris-versicolor
+19,6.875523974415909,3.084110835959255,5.150349114813333,2.285359072164571,Iris-virginica
+20,7.599023941906245,3.0,6.615631332911871,2.1137199029549527,Iris-virginica
+21,6.779290991181669,3.247572323796663,5.833148038840814,2.234891295654414,Iris-virginica
+22,5.629818453772052,2.934329261518604,4.016797266885368,1.2867248976881034,Iris-versicolor
+23,5.792340655834244,2.698885341757112,5.147987279377059,1.90708215668326,Iris-virginica
+24,4.560180167125797,3.152990027455753,1.3932188874098896,0.2030795822618914,Iris-setosa
+25,7.715696915597881,2.626975529380044,6.8999989855972235,2.303204827389421,Iris-virginica
+26,4.98717123479192,2.0,3.509208922247886,1.0091953828440787,Iris-versicolor
+27,5.507433759280626,2.4225526236452692,3.7571362665643657,1.0160277635157011,Iris-versicolor
+28,4.5784316708715425,3.5608869707415995,1.0,0.19496342821709192,Iris-setosa
+29,7.704182427740188,2.619376987167146,6.899998646151731,2.298807931587862,Iris-virginica
+30,7.691026352478554,2.7940097565246766,6.677056301766821,1.9958658934666365,Iris-virginica
+31,6.425606301150776,3.0,5.457811705485022,1.7959801652562797,Iris-virginica
+32,6.548003749866872,3.0,4.343406363656953,1.3781633981363661,Iris-versicolor
+33,4.813136206734126,3.3943981398662912,1.57078072713341,0.20581751274452478,Iris-setosa
+34,6.008553650528096,2.1957802910254234,4.056315111390188,1.0212634125431745,Iris-versicolor
+35,6.7648672187088295,3.020277575032262,5.787082130741508,2.2102176272922174,Iris-virginica
+36,6.59080434849143,3.0,4.442911740177948,1.4071345633992713,Iris-versicolor
+37,6.386071488999072,2.4271241186671695,4.515919023918414,1.2913291750006612,Iris-versicolor
+38,6.250304140617313,2.218620566024514,4.472130788325805,1.4474950251046397,Iris-versicolor
+39,5.793382199772952,2.702517118794967,5.089413297314574,1.8931346742081527,Iris-virginica
+40,7.688049317302772,2.5804151391601544,6.9,2.313786943665626,Iris-virginica
+41,6.141719519823434,3.0,4.57680233008149,1.398639216692181,Iris-versicolor
+42,5.7539386459410435,2.8520799226763476,4.485316066837298,1.3166540566873584,Iris-versicolor
+43,6.810759826024404,2.8099786425570388,4.8100023089510175,1.425133339653889,Iris-versicolor
+44,5.152084407577532,3.5071843513766723,1.4037370907177513,0.19858182397617805,Iris-setosa
+45,5.802733065176386,2.7070958215951153,5.0936971988856445,1.9136982787623136,Iris-virginica
+46,4.856758004139704,3.104645497566496,1.5234821173444735,0.1000001605762747,Iris-setosa
+47,5.806565894793198,2.6785360790327184,4.086816117014823,1.0086867545938063,Iris-versicolor
+48,5.520332092492501,2.6362253652660756,4.423303315996539,1.2144984905940213,Iris-versicolor
+49,5.481257877854512,3.4370092212845536,1.5251199383372736,0.4048296261592747,Iris-setosa
+50,4.970828614139434,3.413103840123394,1.5681961661400763,0.31146625591637944,Iris-setosa
+51,6.696887912326694,2.5023298933635942,5.792185073809941,1.8059093151757095,Iris-virginica
+52,4.875900339561537,3.0584742959057247,1.4867188908088376,0.10000011555161703,Iris-setosa
+53,6.675149419562499,3.2761617200953586,5.64794144576211,2.094639292018295,Iris-virginica
+54,5.791703136166718,2.6705195762040788,4.028101503225407,0.97258653525922,Iris-versicolor
+55,7.499264707804714,3.0,6.475677099668003,2.0778180786904534,Iris-virginica
+56,7.697683648773154,2.596576828932418,6.9,2.307426885633193,Iris-virginica
+57,5.41282060034999,3.9336460473419184,1.2799055579279264,0.3513958552290855,Iris-setosa
+58,6.630335907758362,3.0,4.455225453779446,1.4314722072519768,Iris-versicolor
+59,6.704389791963704,3.0875268954981423,4.6758542933507545,1.4789951689602026,Iris-versicolor
+60,5.057481217230905,3.351598265921047,1.590306012757672,0.4500167783385486,Iris-setosa
+61,6.507860072898532,3.154904150295671,5.208505355935255,1.9595865022567993,Iris-virginica
+62,5.457308581589846,3.856940462861636,1.3750514304539108,0.35649190309995876,Iris-setosa
+63,6.677571824755093,3.0,4.9578939202158265,1.6889330679146188,Iris-versicolor
+64,7.250707254760628,2.8974880886541405,6.227134808196275,1.7972959144699276,Iris-virginica
+65,6.708343819963503,3.316336255313529,5.742379706989721,2.4999995705681175,Iris-virginica
+66,6.6711789349925725,3.292062211769399,5.6494128881958705,2.091511714826841,Iris-virginica
+67,4.836403731633114,3.0,1.399645590006403,0.10000010998941679,Iris-setosa
+68,7.599227706586016,3.0,6.570880029770117,2.0768222603391266,Iris-virginica
+69,6.7142117874237845,2.967986108491548,5.779636549960588,1.8268511490867272,Iris-virginica
+70,5.2751125298427635,3.6853576645704744,1.4932460067822584,0.19871059608113423,Iris-setosa
+71,6.709692401389699,3.0942406137125302,4.697393180923342,1.512087913976632,Iris-versicolor
+72,4.902039391616032,3.0570517911198225,1.493550682198348,0.10000013504956407,Iris-setosa
+73,5.361175791120627,3.391851445559905,1.5113130567850224,0.3985503851505209,Iris-setosa
+74,4.807779798707344,3.0,1.416095070527892,0.10000012634901685,Iris-setosa
+75,6.189131057438101,2.1960786182570238,4.5090189155371965,1.4888187800133528,Iris-versicolor
+76,5.220667567251606,3.408674560456659,1.3912427988233684,0.1998625875111168,Iris-setosa
+77,6.606040545512449,3.250722757418815,5.481131357744744,2.0095650640150913,Iris-virginica
+78,6.33255528671229,2.8024910748806597,5.006048478124216,1.776688169141136,Iris-virginica
+79,6.369210485266202,3.2640551254800876,4.732309780131393,1.589734876860655,Iris-versicolor
+80,6.250585291263457,2.283645573720669,4.420323141780914,1.3340311818082504,Iris-versicolor
+81,7.6134556169050605,3.0,6.6135791114381135,2.1404821213154466,Iris-virginica
+82,6.712997631279314,3.2942144413375427,5.6749780953068685,2.5,Iris-virginica
+83,5.498628531361327,2.3845306650534734,3.6703167880109495,0.9996829767537365,Iris-versicolor
+84,6.302699485094884,2.9028688919152716,5.622854557065313,1.7911423570369418,Iris-virginica
+85,6.596610252199291,3.0,4.408202659737091,1.409753819916597,Iris-versicolor
+86,6.138604260874683,3.3213214102810644,4.645063105701532,1.617106655857394,Iris-versicolor
+87,4.895975325687125,3.0,1.4325304905622223,0.29375515984371864,Iris-setosa
+88,6.515256015196912,3.2381910651406174,5.2468313412326255,2.0586240687449924,Iris-virginica
+89,6.714885985437215,3.301642746233048,5.664934901942416,2.4999996034961836,Iris-virginica
+90,6.161328710015172,3.3199588506652162,4.656089921218689,1.6139762147401355,Iris-versicolor
+91,4.815973719026281,3.393693003387729,1.8465388592861034,0.20460355678553113,Iris-setosa
+92,6.709563321957492,3.307142065448716,5.736985255353964,2.5,Iris-virginica
+93,5.687548941578978,3.782703597763395,1.6942000574006426,0.29252431476212437,Iris-setosa
+94,7.707497096483031,2.6154069435532676,6.899998970484436,2.29818595156801,Iris-virginica
+95,5.506446979868263,4.2,1.3705380402965446,0.18847994438611354,Iris-setosa
+96,6.72505292629547,3.0,5.020779485029202,1.6792597248624932,Iris-versicolor
+97,4.797473090179458,3.0,1.4004016121096534,0.2982100312008351,Iris-setosa
+98,5.879058829766962,3.0,5.115924488893625,1.8145382193266655,Iris-virginica
+99,5.177880947913829,3.472065284987248,1.404329892023382,0.19862795650150716,Iris-setosa
+100,6.904348986488598,3.0976697496850583,5.147746669500278,2.2635731534479504,Iris-virginica
+101,5.5678880898960905,3.0,4.049774098459692,1.329081310420207,Iris-versicolor
+102,5.729123149592225,2.6395863054081596,4.020983784617365,1.0717192363585255,Iris-versicolor
+103,6.6891864898512265,3.0,4.983073696459325,1.6896290245821513,Iris-versicolor
+104,5.635351798691813,3.759101678339772,1.5663248595290753,0.2895495040140841,Iris-setosa
+105,7.244008901488479,2.913458680115175,6.229466641158649,1.798551047667148,Iris-virginica
+106,4.992759805832116,3.42297485977612,1.5637530786212623,0.3219136930024322,Iris-setosa
+107,5.085722022591778,3.2828745004862343,1.6998793770431704,0.43543788274942946,Iris-setosa
+108,5.0061287998710755,3.0,1.5740357210502602,0.19461212304195122,Iris-setosa
+109,5.255708924252355,3.7186157559594513,1.4730735661867782,0.20473805704366302,Iris-setosa
+110,6.2964785328610064,2.3091102375622197,4.402003847563838,1.3079310313333448,Iris-versicolor
+111,5.154995327222193,3.4984154875287765,1.4002369821633194,0.19966588354960635,Iris-setosa
+112,5.569010108493805,3.0,4.513371651405169,1.5072344734381131,Iris-versicolor
+113,5.801733658322306,2.691320730622775,5.097399540858883,1.9054654030841975,Iris-virginica
+114,7.2742200859847275,2.895688298650021,6.29651553959918,1.8043847800441115,Iris-virginica
+115,6.799717033351505,2.786864479132025,4.7935877907182585,1.4201176375428473,Iris-versicolor
+116,5.52268187460517,3.0,4.438954816868394,1.4656076415094117,Iris-versicolor
+117,6.220407602224059,2.2163661013183344,4.518864670663311,1.4827459956405664,Iris-versicolor
+118,5.578545558319143,3.0,4.492963181228785,1.4983030580562546,Iris-versicolor
+119,5.916782628972335,3.0,5.090365017360676,1.8117232780531758,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/25/test.csv b/iris/tab_ddpm/6_4/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/25/train.csv b/iris/tab_ddpm/6_4/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/25/val.csv b/iris/tab_ddpm/6_4/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/26/synth.csv b/iris/tab_ddpm/6_4/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8b24d11aa5ba5cbe7ef9cbaf59dbb22383464548
--- /dev/null
+++ b/iris/tab_ddpm/6_4/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.546095588910465,2.403356974547264,3.7072311353170178,1.0351896816918187,Iris-versicolor
+1,6.193048288502223,3.4045228894292903,5.405487028432166,2.298344299965892,Iris-virginica
+2,5.4566897563580685,3.0,4.499788872105213,1.4988740179149722,Iris-versicolor
+3,5.399515730139776,2.4118454492912917,3.6898873884310204,1.0179222108055073,Iris-versicolor
+4,6.338009026094979,3.358423281742766,5.455896319779392,2.2917469129814667,Iris-virginica
+5,6.844138788766159,3.1035681132666415,5.133609503520712,2.2815344782015963,Iris-virginica
+6,6.829298904626131,3.1926213196372015,5.894333154262311,2.2867432036480517,Iris-virginica
+7,4.809729513382521,3.3882482226828388,2.0084459638419605,0.2008266378204819,Iris-setosa
+8,6.2186068687070355,3.4015720455982486,5.474600068043568,2.293199958855643,Iris-virginica
+9,5.0230232692810395,3.3709684772309623,1.7392424626842597,0.39310219976509125,Iris-setosa
+10,4.7924771447994505,3.3867792336541966,1.6658178988016747,0.1982913485723828,Iris-setosa
+11,6.192095429470911,2.200698217662071,4.4919309397113585,1.5220116999330193,Iris-versicolor
+12,4.995762333665897,3.3992258198860252,1.6453806742333743,0.36302901497483614,Iris-setosa
+13,4.889917103897411,2.3944034533849066,3.3601313595094946,1.0122148280563201,Iris-versicolor
+14,6.382163927222107,2.886655685691501,4.304847938642331,1.3013253909138842,Iris-versicolor
+15,5.269233517812956,3.6561298282959487,1.4531252990382417,0.2030099557321408,Iris-setosa
+16,5.139071452137514,3.306074652441577,1.5538609052985897,0.4541989181953266,Iris-setosa
+17,4.809834029904863,3.3892096583008753,1.7183221267529787,0.20634860751482842,Iris-setosa
+18,5.598145805637623,3.0,4.013423048855429,1.3163021896143308,Iris-versicolor
+19,4.794859855297733,3.390003750975135,1.8298867340385574,0.20239432979448144,Iris-setosa
+20,6.504696524470231,3.1988511470363243,5.062530869345768,2.0037041914852614,Iris-virginica
+21,4.7872433041842415,3.399538288579917,1.7942222318172876,0.20358589759986376,Iris-setosa
+22,5.111752915698084,3.490561951908969,1.366549713209678,0.1975550113573953,Iris-setosa
+23,6.340951614480173,3.358429569656876,5.394498109334232,2.246734323461934,Iris-virginica
+24,6.4473582499855695,2.9873387556518245,4.346925803032396,1.3317472232880743,Iris-versicolor
+25,7.9,3.8408934210697323,6.417628417603636,2.008016387336656,Iris-virginica
+26,5.975947160290284,2.2057788815525554,3.973222707204117,1.0145249370139646,Iris-versicolor
+27,4.775011359719386,3.0,1.4097363823058413,0.29092141576582664,Iris-setosa
+28,5.6975379288779395,3.7892801851057714,1.5707024771343028,0.2950448784763024,Iris-setosa
+29,4.601074011933638,3.6165742306086965,1.0,0.2020858524620174,Iris-setosa
+30,6.2380731801828215,2.9802254907350125,4.519822566308699,1.3861917591609445,Iris-versicolor
+31,6.343645751634425,2.901646939829277,5.6079323174748525,1.8152234930879916,Iris-virginica
+32,5.523070740352171,4.199999327920203,1.4037789886323164,0.20847095110707783,Iris-setosa
+33,4.909609341937984,3.0,1.394234198745738,0.20086151630401494,Iris-setosa
+34,6.548792753059693,3.0,4.391124612952277,1.3725868868400743,Iris-versicolor
+35,6.693693124900823,2.5019461529217746,5.774659020313986,1.8074151807681447,Iris-virginica
+36,4.833153310769412,3.0,1.3950247401922025,0.2946608072869865,Iris-setosa
+37,5.818341310804579,2.807286008157402,5.1198710991426575,2.403060295885555,Iris-virginica
+38,5.387324923512731,3.896815977622537,1.2910016863367917,0.33060131795062414,Iris-setosa
+39,6.673381576283841,3.3275363116833874,5.627358630759069,2.1183119563816453,Iris-virginica
+40,6.737848635689445,3.2639397463524076,5.746028273619887,2.1757658285741264,Iris-virginica
+41,6.487254524719022,3.0,5.7936549019360015,2.1717086364599036,Iris-virginica
+42,4.898433187222763,3.091890012869668,1.492013442434348,0.10000012418742922,Iris-setosa
+43,5.9776872081515116,2.177431152406217,3.860732750105043,0.8553682575314334,Iris-versicolor
+44,7.224362839873464,2.901891222226927,6.25144067996012,1.785105957931885,Iris-virginica
+45,4.992340917862599,3.598541537162632,1.3906697460954298,0.2052351968737525,Iris-setosa
+46,5.802202483708329,2.69294772828291,5.100435843967199,1.8771539930829124,Iris-virginica
+47,6.006190644123608,2.19008914893854,3.9598262345130744,0.973031682931123,Iris-versicolor
+48,6.117077430783616,3.375740645279645,4.599260656842739,1.629687810163788,Iris-versicolor
+49,5.880014187319235,3.0,5.158818371325249,1.801480235360963,Iris-virginica
+50,6.723375630848306,3.301477163205246,5.71981099698827,2.5,Iris-virginica
+51,5.517990899864656,2.4279021817903184,3.7558745544473946,1.035990433595154,Iris-versicolor
+52,6.190234782710731,2.196284888083602,4.496060585774988,1.501836582973308,Iris-versicolor
+53,6.608425598311762,3.0,4.4127287058769715,1.3844309496913316,Iris-versicolor
+54,5.409408039402676,2.386256985007435,3.655165941626368,1.0078610653449338,Iris-versicolor
+55,4.763204915984544,3.4037570092950182,1.6811423094415554,0.19821817889293125,Iris-setosa
+56,4.783902775105199,3.0,1.4289928592773664,0.10000010634199885,Iris-setosa
+57,5.505259362898527,2.590696837448113,4.323972698507098,1.1801092025673885,Iris-versicolor
+58,7.694194349744475,2.5633306539148566,6.9,2.314465726888806,Iris-virginica
+59,5.993016231933683,2.178482803259775,3.9501342856456376,0.9437350728713993,Iris-versicolor
+60,4.819343173911687,3.0,1.411353159296844,0.1,Iris-setosa
+61,6.805763996697922,3.103489580280634,5.11001605934434,2.2617867704728862,Iris-virginica
+62,6.632215736443324,3.0,4.534246463363874,1.4516197061749643,Iris-versicolor
+63,7.686265648892685,2.8188903625938693,6.667712299226581,2.020852245670051,Iris-virginica
+64,4.8937123046616895,2.400804919774101,3.1769839512387876,0.9166555541746204,Iris-versicolor
+65,7.130597326098648,3.0,5.959210788005886,2.0895505921689455,Iris-virginica
+66,6.494715995151133,3.198688009003226,5.123312008285857,2.0185842174462922,Iris-virginica
+67,4.8651853929321325,3.0,1.401047347230901,0.20481115512952583,Iris-setosa
+68,4.839817147095862,2.395162777055947,3.309871044029676,0.9720157924520119,Iris-versicolor
+69,7.4045419772277326,3.0,6.3834572722197604,2.104922809425328,Iris-virginica
+70,7.9,3.8166407505911364,6.391615261011517,1.9962553577604887,Iris-virginica
+71,5.070749236684373,3.2992181763813813,1.5735358178142427,0.5898325565375571,Iris-setosa
+72,6.792810586393061,2.8071177599431887,4.811614375873542,1.432156884241897,Iris-versicolor
+73,6.246844147949921,3.339206411199971,4.665053027900874,1.612186282075718,Iris-versicolor
+74,4.594164549785657,3.60994131813727,1.0000005519763164,0.19787417747637967,Iris-setosa
+75,4.945226645733333,3.0,1.3980950919978739,0.19647666661596344,Iris-setosa
+76,5.095013507001008,3.314739947920399,1.750921011558375,0.44037181448808316,Iris-setosa
+77,5.6301216908609275,3.0,4.039033987788066,1.2983903696578039,Iris-versicolor
+78,4.766332188374641,3.0,1.4086691665876374,0.29463861053272516,Iris-setosa
+79,4.89812725109203,3.11817710365734,1.504019899202604,0.10000011175420881,Iris-setosa
+80,7.629303006249232,3.0,6.635910682710031,2.111436187240281,Iris-virginica
+81,5.058731567056908,3.541287518805063,1.4112061818802353,0.19744497256440519,Iris-setosa
+82,4.882790853912006,3.0576849030554447,1.467035988562582,0.10000013383145623,Iris-setosa
+83,6.481806121035929,3.139523956060239,4.792947148705649,1.6167428852511352,Iris-versicolor
+84,5.4251179757280905,3.711292215388765,1.5144105077296446,0.20437706753344675,Iris-setosa
+85,6.4874639188704775,3.0,5.489507138073575,1.8127886351847597,Iris-virginica
+86,6.3152120395472116,2.7123466916364505,4.897733647325025,1.7956444061029897,Iris-virginica
+87,6.049009972102829,2.212316798814144,4.14187438440815,1.0485073443748403,Iris-versicolor
+88,5.868055205000867,3.138234735354488,4.766795258335365,1.7477785454326695,Iris-versicolor
+89,5.783428410769643,2.718127997470263,5.095006039982768,1.8939484087660243,Iris-virginica
+90,5.80099432140783,2.7012811331966393,5.143739429184965,1.9057807575459342,Iris-virginica
+91,4.789305988254906,3.0,1.3733714654830713,0.1,Iris-setosa
+92,7.713833226092364,2.559484570884884,6.9,2.3077411135561943,Iris-virginica
+93,4.911726525070895,2.4061883588196324,3.2421717839271196,1.0033524778085723,Iris-versicolor
+94,6.645714747225774,3.2057127462130337,5.57864158842437,2.059777352082392,Iris-virginica
+95,7.899998231068139,3.742591095708857,6.389798984454824,1.996172789674305,Iris-virginica
+96,6.447464544944613,3.0,5.514563982737541,1.801905081007007,Iris-virginica
+97,5.707302573090717,3.0,4.220743089187415,1.2155128979588066,Iris-versicolor
+98,5.619053806550536,2.9464302871993047,3.9480403325875946,1.296595468148661,Iris-versicolor
+99,6.279521206089553,2.8907262141398835,5.614089453105276,1.8156411998513766,Iris-virginica
+100,7.899998701390698,3.8106914194136774,6.373521126911326,1.9899616137787486,Iris-virginica
+101,5.998021973384011,2.204064226673325,3.991245534407993,1.0016129497927906,Iris-versicolor
+102,7.656361106431071,2.593627475112101,6.9,2.2935967381674867,Iris-virginica
+103,6.301738814375363,2.4912997806893364,4.981493742376205,1.9032917974752837,Iris-virginica
+104,6.29729618779195,2.2784955198118055,4.411958713648828,1.311267319154136,Iris-versicolor
+105,6.679231828916651,2.5089251820793717,5.7825823222844255,1.800637459068453,Iris-virginica
+106,6.111601340351613,3.1642846341927653,4.8047644722205085,1.73204510497547,Iris-versicolor
+107,5.819334961804525,2.7268994394199857,4.225084720350724,1.0285290270120204,Iris-versicolor
+108,5.5963139214811735,3.0,4.055943204292898,1.286397301077435,Iris-versicolor
+109,4.607132047717374,3.5747445876099015,1.0000005996995673,0.19775487178385376,Iris-setosa
+110,4.811451026276725,3.3942329561270324,1.9333841279946784,0.1996784023590247,Iris-setosa
+111,6.310554536514367,3.2180641762959574,4.654922430980595,1.5306037145695277,Iris-versicolor
+112,5.979055536795038,2.2132730362972053,4.051024524466371,0.9471624167636936,Iris-versicolor
+113,6.069867904119795,3.368198253882917,4.529912762091993,1.5919117542596188,Iris-versicolor
+114,6.522900614255846,3.0,5.8211954718765195,2.2160322725743957,Iris-virginica
+115,5.5678481782872655,2.4622003637609686,3.8566501097000074,1.0674152257401501,Iris-versicolor
+116,7.286571366830036,2.9056018763600022,6.308146820419626,1.8014248671308064,Iris-virginica
+117,4.938458990490041,2.3941948213668103,3.396554371625714,1.0137393027748922,Iris-versicolor
+118,4.910088288372298,2.4150172057259383,3.190291756485766,0.9894616399221139,Iris-versicolor
+119,4.785301696211595,3.391070016875425,1.8651314243984856,0.20394677805628972,Iris-setosa
diff --git a/iris/tab_ddpm/6_4/26/test.csv b/iris/tab_ddpm/6_4/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/26/train.csv b/iris/tab_ddpm/6_4/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/26/val.csv b/iris/tab_ddpm/6_4/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/27/synth.csv b/iris/tab_ddpm/6_4/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..24ef9f45edaa3b262ff58873f90de028eaa4306f
--- /dev/null
+++ b/iris/tab_ddpm/6_4/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899997841038704,3.796088219231677,6.436193737586403,1.984764531079072,Iris-virginica
+1,4.984006981855376,3.0,1.7252876052428596,0.19809665341989133,Iris-setosa
+2,5.188665673831447,3.3952601522305086,1.4017527744079357,0.1942920053511799,Iris-setosa
+3,5.683509536020305,3.0,4.1221691434075,1.2780184343446461,Iris-versicolor
+4,4.910989413244595,3.0861532997013605,1.4981256879279468,0.1,Iris-setosa
+5,7.70065089793795,2.800871027677626,6.698995211953998,1.999519438568769,Iris-virginica
+6,4.792677979518917,3.0,1.384045457705699,0.2986263480508678,Iris-setosa
+7,6.294267669193691,2.2988616089790055,4.4453090297945,1.3156644575901508,Iris-versicolor
+8,4.984358604676341,3.4025823052397035,1.828364490148283,0.374624720671143,Iris-setosa
+9,4.897320696970052,3.087319265397094,1.4965461216620755,0.10000010183945456,Iris-setosa
+10,4.811253228059045,3.4010388261480555,1.7216576180593346,0.20385395906598766,Iris-setosa
+11,4.603462511322307,3.630587426140396,1.0000004395765032,0.1963400270548883,Iris-setosa
+12,5.565409493811684,3.0,4.516130046718999,1.4864576319440272,Iris-versicolor
+13,4.60426934293441,3.1984848900304534,1.4102193531845717,0.19964192266791814,Iris-setosa
+14,6.307888513879615,2.2866217355903813,4.362598748659677,1.2820463219135765,Iris-versicolor
+15,6.299025461813726,2.8992757954448387,5.635069503718481,1.8179513105915674,Iris-virginica
+16,6.305770389674658,2.503879006501114,4.98088566817873,1.9095202747361029,Iris-virginica
+17,5.6442498514079995,3.0,4.162479139311055,1.2947472039854466,Iris-versicolor
+18,4.887344825292794,2.3863908240444975,3.4481016227537458,1.0135734570729191,Iris-versicolor
+19,5.014470031351037,3.366040361824919,1.5676042436977322,0.37692480765989794,Iris-setosa
+20,5.235545360159419,3.7043662414666874,1.5012438302387592,0.20015196735513555,Iris-setosa
+21,6.717097525457675,2.4842676314470986,5.844033250075912,1.797403058324242,Iris-virginica
+22,5.442736441581894,3.4035266898551897,1.8002612208616848,0.20100495265484675,Iris-setosa
+23,5.911279296869432,3.2392498939300687,4.730857371540946,1.7540603557906356,Iris-versicolor
+24,5.899220905605435,3.2187236398101686,4.758777319725865,1.797731846570196,Iris-versicolor
+25,6.310195948304558,2.5109719497315,5.002058108273772,1.87930405973335,Iris-virginica
+26,5.753891058602792,2.948421325029941,4.249915607454814,1.3052752941352173,Iris-versicolor
+27,4.871955951210089,2.428105078143841,3.3072521763579896,1.0097498794299762,Iris-versicolor
+28,5.676321975163434,3.0,4.2071366479305565,1.2183395072629626,Iris-versicolor
+29,6.712063715190344,3.2898456145825845,5.710755266546898,2.5,Iris-virginica
+30,6.629124150312784,3.299933362935383,5.659713129904908,2.2269391637869345,Iris-virginica
+31,6.8177616342822125,3.1947411391455325,5.858985310681287,2.319627902906026,Iris-virginica
+32,5.616625651445897,2.9489066845774565,3.6848931019994864,1.3089190446729306,Iris-versicolor
+33,5.374090121072878,3.0,4.502407081919193,1.5144241244482997,Iris-versicolor
+34,5.001774790002624,3.6130501345748627,1.404223456269911,0.20108919238877065,Iris-setosa
+35,4.897858798007758,3.077981999546602,1.4811535585226472,0.1,Iris-setosa
+36,5.5796604925142566,2.9348675166556104,3.812627690943926,1.3145605449188023,Iris-versicolor
+37,5.608816675087862,2.504078500907941,3.9916659068623943,1.0751902258152495,Iris-versicolor
+38,6.7514250622510446,3.3059046692547263,5.741680169361618,2.1274968215871666,Iris-virginica
+39,6.785008221029303,2.800397997729536,4.761872003116852,1.397727309464576,Iris-versicolor
+40,5.797792989463571,2.723656445445262,4.1632060214826465,1.004319578727951,Iris-versicolor
+41,6.151006500223668,3.3569548884440357,4.612003273661634,1.603003982729257,Iris-versicolor
+42,4.986481815613037,3.6126874845229286,1.4060197137227188,0.20098106280898387,Iris-setosa
+43,6.272468851389134,2.7047363949233905,4.923526630422275,1.8058597703063393,Iris-virginica
+44,4.562363308612503,3.1682960327603737,1.3564923684132584,0.1981858953437084,Iris-setosa
+45,5.993340403851189,3.4055870445891334,4.470094716000004,1.5783278719361482,Iris-versicolor
+46,6.6979518684769745,3.2674211880197666,5.700903350030738,2.1415993122867043,Iris-virginica
+47,6.780496792431375,2.8054028831179325,4.803433251180198,1.4024005425444335,Iris-versicolor
+48,5.019045266799444,3.5735834772147705,1.3854677063286691,0.2102298988836929,Iris-setosa
+49,6.6830270312456985,3.287664068444575,5.675994981892761,2.5,Iris-virginica
+50,4.831760916210286,3.0,1.4014821257390968,0.1,Iris-setosa
+51,7.5420684972963965,3.0,6.520310651094683,2.1027372649672595,Iris-virginica
+52,5.646057206189012,2.840292717716604,4.205924635118176,1.2893813875523794,Iris-versicolor
+53,7.312757216054698,2.9038464792675533,6.3274126072441526,1.8106734684687906,Iris-virginica
+54,4.6046818760374055,3.188974016478288,1.4038254423395864,0.20790019420124214,Iris-setosa
+55,5.79069617182624,2.711479328206588,5.093202741358365,1.9038530055951912,Iris-virginica
+56,4.905865443954111,3.0,1.4095591338762417,0.19998475547807992,Iris-setosa
+57,4.892754113008513,3.043020760735542,1.4689919140514167,0.10000019362812512,Iris-setosa
+58,4.589539536772267,3.6389658699698235,1.0,0.20146704758638426,Iris-setosa
+59,6.499626855423096,3.066936625010177,5.336975191657865,1.911672953954418,Iris-virginica
+60,6.763247948436477,3.2218138931470683,5.8137480775271175,2.228290244404709,Iris-virginica
+61,7.687952196395822,2.7953123238668223,6.688004835780491,1.992936989263055,Iris-virginica
+62,6.676281716882696,3.093565619052999,4.657706579547949,1.491923087164139,Iris-versicolor
+63,5.466865382405616,4.2,1.3979990464534156,0.1949264781031788,Iris-setosa
+64,5.426413082460398,3.353067127069214,1.8410483818516221,0.20326555087412068,Iris-setosa
+65,5.89716962188605,3.0,5.105929276561248,1.824932516055606,Iris-virginica
+66,6.701363395887349,2.5115609675135038,5.793037160280232,1.8010131122166702,Iris-virginica
+67,7.704378999597541,2.6016990516189558,6.899998982273021,2.291571237825859,Iris-virginica
+68,4.90651341155807,3.0,1.3985610720391608,0.19969195184017527,Iris-setosa
+69,5.0565396425652755,3.4766245909850118,1.521998674222204,0.3310566679963058,Iris-setosa
+70,6.692320616919125,3.118812399078581,4.728982129130865,1.5045636960167075,Iris-versicolor
+71,5.909923073343449,3.2019798131140806,4.774453270639114,1.788089312718819,Iris-versicolor
+72,5.603017236534312,2.5790503806000884,4.089406567401518,1.156410200181771,Iris-versicolor
+73,6.681484269044544,3.3080686784804727,5.681136249527218,2.5,Iris-virginica
+74,5.797528837325763,2.70037266520281,5.132328357382726,1.9070754102149472,Iris-virginica
+75,6.043117577227284,3.3872160158540967,4.537629446678864,1.5681285488842978,Iris-versicolor
+76,6.4543149329798855,3.0,5.705013488135386,2.027031037731047,Iris-virginica
+77,5.697591212613424,3.8020664823367887,1.904504073040317,0.3250052473346193,Iris-setosa
+78,6.616306815581948,3.167352712968478,5.429450619750587,2.022135578546865,Iris-virginica
+79,4.403038039196318,3.0956731527313806,1.3827189869255556,0.21894777494697987,Iris-setosa
+80,5.348177075287618,3.3790911485740525,1.5337322645271738,0.3772550988625108,Iris-setosa
+81,4.960010417571035,2.0,3.4914088814265303,0.8642750816566567,Iris-versicolor
+82,5.644187807833894,2.6042740683990147,4.268756721053013,1.1713900928317302,Iris-versicolor
+83,5.489893100451753,4.19999923729204,1.401658048691556,0.19792379872374627,Iris-setosa
+84,6.541755024053369,3.0,4.349120356385174,1.3708124979332457,Iris-versicolor
+85,6.132140613531373,2.813324833318947,4.685411949501956,1.1977380455962285,Iris-versicolor
+86,5.939199994464885,3.0,5.301337547447588,1.794851133774882,Iris-virginica
+87,4.901845266066787,3.0,1.3980630744513216,0.2000054222203072,Iris-setosa
+88,4.4,3.225895857402828,1.3024495250694657,0.19404830867678646,Iris-setosa
+89,6.217493906323238,2.826272075896858,4.538419069628173,1.2556243750440643,Iris-versicolor
+90,6.870353603039167,3.179923629552648,5.940549600370739,2.3141599019381176,Iris-virginica
+91,5.808573421542773,2.710604698508967,4.077967286341571,0.849731178647188,Iris-versicolor
+92,6.697893247218245,2.777954363054202,4.810117081176393,1.3649288387835732,Iris-versicolor
+93,6.420782241062378,3.2215571438144135,5.108160346278303,2.0245368943124307,Iris-virginica
+94,4.5857506978692815,3.5093993372790826,1.0000007881893132,0.2037550465962345,Iris-setosa
+95,4.508322943310112,2.3095253964218942,1.3105123246785306,0.308736817552415,Iris-setosa
+96,6.2811936077186745,2.2958388178831033,4.380744847067576,1.3020603796802537,Iris-versicolor
+97,7.281897223657339,2.8988834115755306,6.254004614633267,1.7910255176233696,Iris-virginica
+98,6.205967509391061,2.187380415507814,4.501622396632318,1.526184218422954,Iris-versicolor
+99,5.42004039863272,3.4125051184408406,1.7415244239520427,0.20449310909517263,Iris-setosa
+100,7.709684322109415,2.6161080764181857,6.9,2.295822068886258,Iris-virginica
+101,5.683767078593151,3.0,4.0772496201231085,1.1981239626543432,Iris-versicolor
+102,6.783259302650707,2.805250082224567,4.786791597802546,1.394186039206137,Iris-versicolor
+103,5.0865525938190315,3.5094794777730236,1.3950385531426457,0.1972557300450019,Iris-setosa
+104,7.053787098865621,3.0,5.849168370244725,2.0958341627801533,Iris-virginica
+105,5.821213636977921,2.8120766042096697,5.103466953341632,2.4018691826189147,Iris-virginica
+106,5.10871491285284,3.716908028462983,1.510575345061153,0.42399202372549327,Iris-setosa
+107,4.991664732589511,2.0,3.1736528500901544,0.9136216184162929,Iris-versicolor
+108,6.2333434438040145,2.2221613981336295,4.480852106203471,1.463921588120984,Iris-versicolor
+109,6.723119910094046,2.786073793355605,4.792787036812754,1.37610618081021,Iris-versicolor
+110,7.59041614014712,3.0,6.5889729014676375,2.107944058086905,Iris-virginica
+111,6.7062555527459455,3.1369535589548105,4.709502079344807,1.5173000295435821,Iris-versicolor
+112,6.721966071990849,3.2687211227574697,5.772189503877795,2.1455662040308408,Iris-virginica
+113,5.507507394148135,4.199999339462142,1.4025153429857575,0.19901728062689145,Iris-setosa
+114,4.604350229363809,3.1920226332988233,1.414813145905421,0.20174350074846864,Iris-setosa
+115,4.99691070226611,2.0,3.5242567142657575,1.0120411049494424,Iris-versicolor
+116,6.001130453452535,2.198284640829922,4.0367121360124845,0.9639053614976985,Iris-versicolor
+117,5.0142048676460975,3.0,1.577312200410341,0.2019382373811872,Iris-setosa
+118,6.796160949623671,2.796898844018136,4.781990586257103,1.413226142062625,Iris-versicolor
+119,5.447707744609244,3.0,4.50326450372088,1.5123523555985559,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/27/test.csv b/iris/tab_ddpm/6_4/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/27/train.csv b/iris/tab_ddpm/6_4/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/27/val.csv b/iris/tab_ddpm/6_4/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/28/synth.csv b/iris/tab_ddpm/6_4/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4e08f7d1c37a57ba21e2c0ab81eed4198b122c5c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.443450966269222,3.9161458894005166,1.3095088353189166,0.4069532578829095,Iris-setosa
+1,6.708495974158684,3.079806105220467,4.658085732816882,1.5062814545734908,Iris-versicolor
+2,5.896431157055906,3.0,5.083752719688836,1.7973590513444466,Iris-virginica
+3,5.205643927173473,3.4043224894560375,1.402582313681556,0.20049517786225313,Iris-setosa
+4,5.420862070997939,3.402968432373144,1.4882008580092156,0.3811263682452364,Iris-setosa
+5,6.027689342788803,2.2136212089220133,3.9253614880916228,1.0019127083314634,Iris-versicolor
+6,5.222873685627527,3.390991842851882,1.4057253404877024,0.1983948979190467,Iris-setosa
+7,6.536828906158796,3.0,5.467171907149351,1.8049045908181085,Iris-virginica
+8,6.0835506705947,3.3561821716342237,4.567696842625717,1.6037327886476576,Iris-versicolor
+9,5.633518748286361,2.512905357585014,3.92227059245883,1.0802911830769983,Iris-versicolor
+10,5.931191428389347,3.177587888089986,4.831470360612966,1.79699757413738,Iris-versicolor
+11,5.679236096360969,3.771635900999055,1.7271046671296553,0.2888998983525674,Iris-setosa
+12,6.269736037279017,3.394070619345551,5.379655564162242,2.2860617471893594,Iris-virginica
+13,6.722408224984422,3.325701589274605,5.689907471091113,2.5,Iris-virginica
+14,6.0995681586129775,3.3738948270254623,4.556699330190601,1.6244975895525553,Iris-versicolor
+15,5.679994355741179,2.861104684235599,3.9587918225663903,1.2680913354566061,Iris-versicolor
+16,4.906960786163524,3.1210887278162045,1.5028881024900915,0.1,Iris-setosa
+17,5.512241239902241,2.6039037222428956,4.438941550659619,1.219464704382126,Iris-versicolor
+18,6.308826854529172,2.568170714768028,4.949110768937573,1.8444923909112265,Iris-virginica
+19,7.305290373247033,2.915000030344242,6.3413053402061585,1.80854601960353,Iris-virginica
+20,7.719033496457194,2.6132973443447725,6.899998731568815,2.2795198852603664,Iris-virginica
+21,7.719843949162351,2.801383048880338,6.693771873318025,1.9806470626153108,Iris-virginica
+22,7.710954188786188,2.608510115408503,6.899999005015935,2.3120056680342964,Iris-virginica
+23,7.9,3.789395539685218,6.455061693055359,1.9924246400180048,Iris-virginica
+24,6.068441673653602,3.0,4.621356467164612,1.3990528784609084,Iris-versicolor
+25,6.855140797226526,3.113996577233278,5.092660608449943,2.2892105654663313,Iris-virginica
+26,4.8238328986882255,3.399310458000531,1.5759947372374734,0.20364539192257136,Iris-setosa
+27,5.470646166101809,2.3988443753170006,3.7254695097568145,0.9191136055304936,Iris-versicolor
+28,6.337716654547425,2.5196188433746003,5.004587244378788,1.890475396845102,Iris-virginica
+29,6.192228079104012,3.3990031732387243,5.4264029292861125,2.29169301480405,Iris-virginica
+30,6.33258716812463,2.312123066289668,4.433609101464841,1.309017257016314,Iris-versicolor
+31,4.400000544943175,3.1822581933417924,1.3446213030310596,0.20387851735292015,Iris-setosa
+32,7.508423524107564,3.0,6.487866780330444,2.0794509959483003,Iris-virginica
+33,7.28928166637825,2.9202022017473808,6.247406412159371,1.7919056986217938,Iris-virginica
+34,6.335397893918853,2.3046988395246135,4.380151060624672,1.285601015379263,Iris-versicolor
+35,5.092965761394641,3.716781962489271,1.5001182696091762,0.4142167236844144,Iris-setosa
+36,4.837800355001565,3.4050986785415445,1.7330574904085247,0.20552883583056936,Iris-setosa
+37,5.3528399559820175,3.406690423980213,1.5118124776639845,0.20427232536108555,Iris-setosa
+38,5.62326084350389,3.0,4.198717076367981,1.2580856596502494,Iris-versicolor
+39,6.476873222987617,3.0,5.449454656497109,1.8081084409606105,Iris-virginica
+40,6.192385293923562,2.2011248413864055,4.534476106968345,1.5238975595011288,Iris-versicolor
+41,5.946634984283509,2.8987153147772227,4.491140534346351,1.4904753932305244,Iris-versicolor
+42,6.416519189127619,2.8960793464208696,4.285483807814612,1.3228395188682334,Iris-versicolor
+43,5.405731993200319,3.9118234783133046,1.290784612806004,0.43260412162435025,Iris-setosa
+44,5.819097052795804,2.7091561837648204,4.148170368131001,0.8839231169005679,Iris-versicolor
+45,4.620158857482693,3.584496604989792,1.0000004772283533,0.1939091135993995,Iris-setosa
+46,5.372102545856489,3.868635715003055,1.3164075046893433,0.3919927173396759,Iris-setosa
+47,5.57519112360644,2.5071949098184936,3.8720726303532764,1.0843395473789432,Iris-versicolor
+48,6.546513353630197,3.0,4.940314974617605,1.6846380373037382,Iris-versicolor
+49,5.953945181968309,3.3516504925152257,4.5315438470307425,1.6874386635590455,Iris-versicolor
+50,5.339284240634674,3.346381070745567,1.5765654002779832,0.20151679361117866,Iris-setosa
+51,4.4,3.1975776211628135,1.3057116400886657,0.1982796772332542,Iris-setosa
+52,4.897014347546114,3.042990654526109,1.4824312707566785,0.1,Iris-setosa
+53,4.783077439152423,3.0,1.395922527539458,0.3329463005209098,Iris-setosa
+54,6.078027022405787,2.194810358168939,4.0783766418879726,1.0380010995651965,Iris-versicolor
+55,6.57826115139214,3.0,4.392183955785806,1.386535689902833,Iris-versicolor
+56,5.467687406297673,3.0,4.476619218827951,1.5088941763964578,Iris-versicolor
+57,6.814843455453228,3.1852269469417873,5.896100191624978,2.292413884026573,Iris-virginica
+58,6.298410740854734,2.618286092699764,4.920046883505537,1.8201202585013512,Iris-virginica
+59,6.674819621659539,3.2879607937575592,5.6304826678284865,2.0814517393812157,Iris-virginica
+60,6.241884800920228,3.3992553107248815,5.4181936650992135,2.304125106553426,Iris-virginica
+61,6.424755864365258,3.129077042631947,5.456090667078012,2.1482040779572826,Iris-virginica
+62,5.106436375128367,3.6963345530469827,1.4897175624182286,0.34093152031819923,Iris-setosa
+63,5.941999042537835,3.0,5.108995836140381,1.8046149646039193,Iris-virginica
+64,6.6829258815947865,3.3170243125749757,5.682626793502403,2.5,Iris-virginica
+65,5.534729567900338,4.199999209065746,1.3663978174728655,0.20234784150661134,Iris-setosa
+66,5.019004742609966,2.0000011056137157,3.502142363220343,1.0271906345282602,Iris-versicolor
+67,6.690900480548059,3.296018617164143,5.669740542494436,2.5,Iris-virginica
+68,7.698950384983393,2.800257848871951,6.699746810714203,2.0139360898767924,Iris-virginica
+69,4.852727966175998,3.000170787305839,1.4265034594052226,0.10000009517000163,Iris-setosa
+70,4.4,3.208588965421713,1.304191049987882,0.19887451962190428,Iris-setosa
+71,5.490389193351356,4.199999012009293,1.4063160698263388,0.19813213796588647,Iris-setosa
+72,7.69089252777624,2.6070445237588094,6.9,2.2998503498985237,Iris-virginica
+73,5.385144907995222,3.883736429878057,1.311870563410788,0.47293679580640047,Iris-setosa
+74,5.190647641540752,3.4058284945173507,1.3963304563234034,0.20259321566555083,Iris-setosa
+75,4.801734549524126,3.0,1.4065268001897393,0.3254525704374703,Iris-setosa
+76,5.382516396055845,3.4003913587243257,1.5647489507858328,0.1942097957864941,Iris-setosa
+77,5.659969397356816,3.0,4.196491376069005,1.272018092390232,Iris-versicolor
+78,5.76038195670053,3.0,4.273447864990995,1.2899352111485345,Iris-versicolor
+79,5.365496728935923,3.8637102721728254,1.3235936184012744,0.4027312389100975,Iris-setosa
+80,4.901811068116796,2.4280540939422877,3.4243202629821043,1.0236634265541553,Iris-versicolor
+81,4.7975688501256135,3.387784909019062,1.790961187469778,0.2008195195510143,Iris-setosa
+82,5.806268285655647,2.700965683879622,5.108668296455979,1.8939244907253623,Iris-virginica
+83,5.647266935938432,3.0,4.133206235984812,1.2420501375022193,Iris-versicolor
+84,5.110399715478775,2.3643492472154795,3.5155942776789004,0.9295484309658828,Iris-versicolor
+85,5.691091367249917,2.916977403309481,4.167900607062287,1.2662838659997229,Iris-versicolor
+86,5.390038146852372,3.8603845442111258,1.3156721209378945,0.3760683800428402,Iris-setosa
+87,5.207688277442755,3.4125995087949947,1.3753030136517213,0.20272795377717698,Iris-setosa
+88,5.434816841661265,3.409514341510566,1.6819145689099093,0.1998323595562595,Iris-setosa
+89,4.802439804195792,3.377661551961384,1.924426599709724,0.19657605789338495,Iris-setosa
+90,6.178621159550378,3.339685518576509,4.634052204215532,1.5878313802765078,Iris-versicolor
+91,6.752049952964863,3.2206469701118072,5.828610671729813,2.256290031774196,Iris-virginica
+92,5.809565602188018,2.7137552832278815,4.121634616871659,0.984148184228602,Iris-versicolor
+93,4.400000573482091,3.187296700503222,1.3151925004651954,0.1979302525651936,Iris-setosa
+94,6.6817181082122925,3.279552114085998,5.636902020343091,2.4999994866018183,Iris-virginica
+95,7.664416624941927,2.599387162210784,6.899998986617637,2.29362690143861,Iris-virginica
+96,5.483600745756043,3.0,4.453315707750035,1.4956681825544522,Iris-versicolor
+97,4.4,3.2108344711239187,1.2925923846548177,0.2024030843642409,Iris-setosa
+98,5.5950832427990935,3.0,4.122877667319893,1.3103778125990346,Iris-versicolor
+99,5.894788938325495,3.1674103666760565,4.766720031123445,1.8154268204425588,Iris-versicolor
+100,4.818244758163846,3.40014938619656,1.5767200670931372,0.20203036023783189,Iris-setosa
+101,6.326202422567091,2.8977633554447313,4.3144762705989415,1.2888102007631128,Iris-versicolor
+102,6.7087535931856594,3.3044028902727027,5.694171924665182,2.499999613348996,Iris-virginica
+103,4.400001356889537,3.1985165278814813,1.3255060758427883,0.20170545253912975,Iris-setosa
+104,6.7826491664621384,2.8066418189440054,4.820529977314539,1.4671904690485411,Iris-versicolor
+105,5.782669505300678,2.712687954312665,5.081104341436323,1.8953449708195447,Iris-virginica
+106,4.8982993863765865,3.0,1.4014619890023066,0.19876123836075127,Iris-setosa
+107,5.016188575999844,3.0,1.6656638785031443,0.1989597126292993,Iris-setosa
+108,4.6094753350380175,3.617327507905537,1.0000004528666686,0.19378369560245753,Iris-setosa
+109,6.606238436905184,3.0,4.367891006566492,1.395061125726516,Iris-versicolor
+110,4.587623600772337,3.5863740172936764,1.0,0.20102638193564715,Iris-setosa
+111,4.90816190864655,2.3738624108816913,3.236168733112235,0.9631217723719447,Iris-versicolor
+112,4.8790596925597205,3.0108369359707976,1.4563610532744937,0.1,Iris-setosa
+113,6.219048406578336,3.352806330498775,5.386821386441044,2.258461774142861,Iris-virginica
+114,5.7882081577533695,2.797069461579799,5.148857789222649,2.406955238788256,Iris-virginica
+115,7.899998910683992,3.7900666789872486,6.389205867499117,2.022568221619668,Iris-virginica
+116,6.786264433558111,3.211474650533309,5.905482831351453,2.287009846644111,Iris-virginica
+117,5.029585601303053,2.0000004585604247,3.538232725923945,0.9778362343423492,Iris-versicolor
+118,7.680385972204173,2.79862100862845,6.703107240184769,1.9939351714033962,Iris-virginica
+119,5.917404839905079,3.0,5.09683602908286,1.7942164355658738,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/28/test.csv b/iris/tab_ddpm/6_4/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/28/train.csv b/iris/tab_ddpm/6_4/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/28/val.csv b/iris/tab_ddpm/6_4/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/29/synth.csv b/iris/tab_ddpm/6_4/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8bc80a3f94ceda6347899b2cb475fcd42b880629
--- /dev/null
+++ b/iris/tab_ddpm/6_4/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.4887930335004205,3.0,5.35997317789886,1.8507294499255935,Iris-virginica
+1,5.528421906451951,2.624850960340061,4.422272607826961,1.212090519818923,Iris-versicolor
+2,5.0247679088071715,3.0,1.5688774298548864,0.20038463519454858,Iris-setosa
+3,5.21817907244355,3.4026340662564296,1.403543966555251,0.20345190494623008,Iris-setosa
+4,5.550016658967076,4.2,1.401769199805513,0.20220593339917306,Iris-setosa
+5,5.791356973837077,2.75571267947378,4.180592771454702,1.0404461925027693,Iris-versicolor
+6,4.495981541144106,2.312816319237467,1.2949202046270987,0.28695667363053595,Iris-setosa
+7,6.692080534954918,3.0,4.993014305464668,1.706428292062125,Iris-versicolor
+8,4.587208850240657,3.6249981545696675,1.0,0.19507642941321435,Iris-setosa
+9,5.015313280915706,2.000000582256359,3.5539553317745036,1.0116840776073348,Iris-versicolor
+10,5.727115141525065,3.0,4.215593762856701,1.1601887432319526,Iris-versicolor
+11,4.801283035850299,3.0,1.42253931167983,0.10000009235818953,Iris-setosa
+12,5.510084460828174,3.0,4.4822439261977784,1.4509089396140196,Iris-versicolor
+13,5.580797092146463,4.2,1.4170927688637758,0.19991248119870786,Iris-setosa
+14,6.207399216944804,2.2035088644805474,4.504253226714656,1.526573331630756,Iris-versicolor
+15,5.077250145186843,3.6518042904687853,1.4968823234987843,0.40346272363290214,Iris-setosa
+16,4.808371394530432,3.0,1.3555680597106246,0.1,Iris-setosa
+17,7.7023507532231905,2.6132518512053133,6.9,2.2994788826794563,Iris-virginica
+18,4.922751021068365,3.3490459385643137,1.796633285137551,0.1995859094014467,Iris-setosa
+19,4.400000469228657,3.1779447660638374,1.3223947144029413,0.19943501775129097,Iris-setosa
+20,5.111079326065748,3.5004464362885725,1.3882284941521976,0.20046759430385575,Iris-setosa
+21,5.918257270367506,3.214996110771449,4.799735548187558,1.8118429049090383,Iris-versicolor
+22,5.6596705767426565,2.922103648784919,4.130679075190103,1.309582869207739,Iris-versicolor
+23,6.191420100078264,3.39104453230195,5.389584769826823,2.29909485082507,Iris-virginica
+24,6.917527711576274,3.0981717117560574,5.11084872444251,2.31480546637446,Iris-virginica
+25,7.602518254832556,3.0,6.580933757028448,2.126832529711876,Iris-virginica
+26,6.293621857700252,2.6897701521720405,4.863043276013461,1.789440969862628,Iris-virginica
+27,5.530897673417426,3.0,4.473095219821774,1.4973246544863914,Iris-versicolor
+28,6.314073879432125,2.288306692787845,4.396771006211064,1.3045375035805433,Iris-versicolor
+29,6.770502669677951,3.1069458087177146,5.799987967942866,2.255366193701174,Iris-virginica
+30,5.090195365914656,3.492689422240757,1.3897076331917912,0.19940313439099688,Iris-setosa
+31,5.417401514525456,3.9047582488996313,1.3056313749883803,0.36991531362657165,Iris-setosa
+32,5.097991951913047,3.4855090895056366,1.3578906661108094,0.195698659645333,Iris-setosa
+33,7.689592820678857,2.806625049621563,6.6876794230345356,1.9974933902006433,Iris-virginica
+34,7.610139039331363,3.0,6.60828593002596,2.106832702215652,Iris-virginica
+35,4.8857346954638,3.0605246719354104,1.485665449755676,0.1,Iris-setosa
+36,5.937742053751721,3.2294850070984773,4.782398197244406,1.782411281045668,Iris-versicolor
+37,6.787893824491485,3.1634669297353035,5.850436077325315,2.2778847748448,Iris-virginica
+38,4.863600372796569,3.0,1.4033239187619853,0.20214686972081955,Iris-setosa
+39,6.013086409824791,2.196190314192176,3.9923546400214636,0.9800729680334086,Iris-versicolor
+40,5.97117162348259,3.366133112916835,4.458174574173664,1.560527631483586,Iris-versicolor
+41,4.798021416212941,3.0,1.383182908038147,0.1000001273682716,Iris-setosa
+42,7.16380976952089,3.0,5.962698659722362,2.095499794213876,Iris-virginica
+43,5.120905221519077,3.7115669221861287,1.4772541482523418,0.3949667768361478,Iris-setosa
+44,6.330272587447003,2.9367538999579774,5.601198648680261,1.7999414439866759,Iris-virginica
+45,6.643897728492817,3.003371744650828,4.56174238436152,1.4645089491950993,Iris-versicolor
+46,5.5953287591883045,3.0,4.481862961146854,1.5013451501610406,Iris-versicolor
+47,7.329808397826575,2.9185276864956418,6.348016272936141,1.796936249036281,Iris-virginica
+48,5.587773101169772,3.0,4.128307220848219,1.2770555857473276,Iris-versicolor
+49,5.550396464590251,4.199999341839871,1.3905943704434498,0.2032137832840684,Iris-setosa
+50,6.3082786064943015,3.302530504479378,4.698219487420918,1.5984926091405784,Iris-versicolor
+51,7.690335888089712,2.6063520708695456,6.9,2.291387923024437,Iris-virginica
+52,4.796077879305956,3.4079809763525164,1.7405982064236294,0.198875362999407,Iris-setosa
+53,6.48811869397718,2.957157970223069,4.332381821246795,1.3434493831818344,Iris-versicolor
+54,5.784761267626178,2.703556888386487,5.091561784011374,1.8914388599011593,Iris-virginica
+55,4.986951033057704,2.0,3.4755665284331876,1.0133514920143885,Iris-versicolor
+56,6.197921331960788,2.1895948548392363,4.490938538986935,1.5075439311847323,Iris-versicolor
+57,6.699736153934745,3.0,5.0067560695475395,1.6843884191772867,Iris-versicolor
+58,5.537926985761333,2.4934856500757503,4.193437118620866,1.142397212464825,Iris-versicolor
+59,5.381104742204055,3.4099345975304223,1.5004709978013047,0.3599338080432646,Iris-setosa
+60,6.0400342263545514,2.9085625805756354,4.508130057991056,1.404050388686098,Iris-versicolor
+61,4.79028792265558,3.401101445824879,1.59859646306464,0.202013515443244,Iris-setosa
+62,4.779257435975827,3.0,1.3909049676731815,0.1,Iris-setosa
+63,5.444216988284404,2.3723820070078605,3.693023573417117,0.9551752478896065,Iris-versicolor
+64,6.79762718741747,2.7960942705937537,4.774577331026897,1.3922892689230175,Iris-versicolor
+65,5.825214104272469,2.804193936502076,5.092030192984282,2.4064162890333143,Iris-virginica
+66,6.548412401079401,3.177222831939126,5.155962614737155,2.0184306454456085,Iris-virginica
+67,5.192161626161621,3.314444109904993,1.6230870412652914,0.5450701992769897,Iris-setosa
+68,5.096532209852487,3.307453541485545,1.8089205534601371,0.5233565896222624,Iris-setosa
+69,6.1198710302125345,2.8057369507434897,4.695380523009093,1.196863629745956,Iris-versicolor
+70,6.526508988948956,2.98395736968928,4.327945326394682,1.3761568731538962,Iris-versicolor
+71,5.384971525865232,3.8842106353315695,1.3279961341548527,0.39090277536198226,Iris-setosa
+72,6.695749865299063,3.32662523089576,5.7040482603520575,2.5,Iris-virginica
+73,6.797228486725031,2.800109029746231,4.8122249861285225,1.3963607575669388,Iris-versicolor
+74,6.725038396844876,3.234823318366426,5.646804505056049,2.174676165813121,Iris-virginica
+75,6.43130624378269,3.0,5.57105311912731,1.7998581319657005,Iris-virginica
+76,5.896262409819408,3.199275527196175,4.819038338375113,1.8035956133468833,Iris-versicolor
+77,5.597055000026613,3.786030254187596,1.5487278137408234,0.2651669291105861,Iris-setosa
+78,5.98051914976115,3.31282022822335,4.616961114629305,1.673701954373633,Iris-versicolor
+79,6.20268200894489,2.843078090228961,4.276225056702875,1.2175126551910196,Iris-versicolor
+80,5.702801487540221,3.0,4.248702866268655,1.2924109705885962,Iris-versicolor
+81,6.320100805031201,2.270598738046714,4.410359257102747,1.3163658024523943,Iris-versicolor
+82,6.912462645776478,3.103671549879115,5.124048259470259,2.2900090020355854,Iris-virginica
+83,4.807716347026691,3.404042207114935,1.9931204111725547,0.19952276257138202,Iris-setosa
+84,5.6202335626279085,2.5766095042623065,4.147630236639487,1.1335400810428555,Iris-versicolor
+85,6.582654358308259,3.0,4.380177671982673,1.3878406625223294,Iris-versicolor
+86,5.854406188812484,2.7363039509581126,4.190552266489681,1.0219745150345292,Iris-versicolor
+87,6.2403641031567005,2.2274867953742663,4.4365047962953845,1.4045431681829892,Iris-versicolor
+88,5.504137723199312,3.0,4.5190480748385555,1.5179864878801546,Iris-versicolor
+89,6.347630763746595,2.926589513117163,5.609479524061102,1.8041421676399165,Iris-virginica
+90,6.220184029223996,2.197752039289958,4.508088423044418,1.4964887660160626,Iris-versicolor
+91,6.292380652696551,2.2958738318775533,4.4186201314238165,1.2793045690390652,Iris-versicolor
+92,5.410423139246761,2.4047174478479034,3.6665677899721048,1.007832472918518,Iris-versicolor
+93,4.801730901687403,3.3961113743813187,1.7597290577643183,0.19939985569010743,Iris-setosa
+94,6.086191399395736,2.7992108335163515,4.693569055539417,1.1890381977550666,Iris-versicolor
+95,6.725701289347464,3.305735762970001,5.743197780200948,2.09947487979781,Iris-virginica
+96,5.6790434584066185,3.8195325631127846,1.709221913273055,0.2921109902519192,Iris-setosa
+97,6.260628307126449,2.6798111822586668,4.922417575535203,1.8071870931433025,Iris-virginica
+98,4.992056343643554,2.000000507220394,3.515739638492089,0.9975281765443735,Iris-versicolor
+99,7.9,3.834296225469084,6.399731951514026,1.9912652080850808,Iris-virginica
+100,4.892141227657356,3.0,1.3870336169114474,0.2006703416746885,Iris-setosa
+101,5.013915304253819,3.0,1.574335721395873,0.20123614008323693,Iris-setosa
+102,5.744983843766286,2.906044100571383,4.302460495447905,1.3223679683830674,Iris-versicolor
+103,6.426080324361741,3.1009622277418623,5.09521142666971,1.947215498711841,Iris-virginica
+104,5.653521913969285,3.0,3.990774246489978,1.2728246932967149,Iris-versicolor
+105,7.899998974046726,3.810961916646133,6.414092725378147,1.9890338938556258,Iris-virginica
+106,6.318203907138827,2.317877642046081,4.438544145337339,1.3173778072759685,Iris-versicolor
+107,7.573930256006812,3.0,6.59702883788086,2.0994646667749466,Iris-virginica
+108,5.472050839744435,2.56562456197557,4.354686095684538,1.1634709512992465,Iris-versicolor
+109,5.796697359651467,2.8028471076960755,5.141059813717948,2.4042701206741492,Iris-virginica
+110,4.810011432664599,3.0,1.41767225298917,0.1,Iris-setosa
+111,6.2033719631635575,2.199900217541939,4.49254037774398,1.4878560955677398,Iris-versicolor
+112,5.473862599632097,3.0,4.472784342571398,1.4763644745255124,Iris-versicolor
+113,4.764585400906991,3.3820701013802257,1.55391551173449,0.20505897359207303,Iris-setosa
+114,5.69517341415178,2.910460912323397,4.167095812863016,1.3118237447044752,Iris-versicolor
+115,5.987025294536016,2.1952365133988674,3.9693297807073202,0.9693560394240555,Iris-versicolor
+116,6.316438433569352,3.2591004780238833,4.715778613650473,1.5853229362331072,Iris-versicolor
+117,6.308858609191819,2.7142200259771583,4.89659417747234,1.7937092298565462,Iris-virginica
+118,5.817503247784506,2.9963554294111194,4.4007711719281755,1.4179877115535748,Iris-versicolor
+119,4.82359272465295,3.0,1.4144678251495262,0.10000011085917981,Iris-setosa
diff --git a/iris/tab_ddpm/6_4/29/test.csv b/iris/tab_ddpm/6_4/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/29/train.csv b/iris/tab_ddpm/6_4/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/29/val.csv b/iris/tab_ddpm/6_4/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/3/synth.csv b/iris/tab_ddpm/6_4/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..42c59cbe9c4f1245dcdffb5a80f6045584381a59
--- /dev/null
+++ b/iris/tab_ddpm/6_4/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.802506908032374,3.3970230644414343,1.5752294408825436,0.19986527323602474,Iris-setosa
+1,4.503130508465633,2.3259105465335495,1.2999420346449997,0.29888188982474667,Iris-setosa
+2,7.711080013655389,2.6115166768626277,6.899998763531521,2.299377305653452,Iris-virginica
+3,4.400000693853337,3.1889171143653905,1.2751632315238548,0.19864890841940214,Iris-setosa
+4,6.43896551098702,2.9916836006662586,5.606614641122398,1.800323942441723,Iris-virginica
+5,6.257616108149648,2.3209905657839736,4.35037714431081,1.2847907300340604,Iris-versicolor
+6,4.4,3.19905362604241,1.289545137007687,0.2021316717931392,Iris-setosa
+7,6.15314643567742,3.0,4.618400572583347,1.4317743544844754,Iris-versicolor
+8,4.998553177435481,2.0,3.561514660951163,0.9697279229757276,Iris-versicolor
+9,7.899998439165678,3.7782571253928356,6.361244150874266,1.98526412800709,Iris-virginica
+10,5.502073897644645,4.199999089186072,1.402422500529605,0.20184074956001918,Iris-setosa
+11,6.025990691149061,2.9122393490260876,4.493824826170318,1.5160032977159499,Iris-versicolor
+12,5.792167857048243,2.666536778881524,4.061877630774664,0.9490076904735572,Iris-versicolor
+13,5.334439702335752,3.0,4.4570909239399406,1.47631967102808,Iris-versicolor
+14,6.149525078642735,2.6152859114255,5.006274648954078,1.8715323518450644,Iris-virginica
+15,5.379123001949768,3.9047810449191336,1.298220820956625,0.43058465919366434,Iris-setosa
+16,4.8013608503381855,3.39504685079088,1.6785895489920222,0.20240805812091522,Iris-setosa
+17,5.64623464283338,2.9234655059538888,3.831909125281483,1.3115457408650466,Iris-versicolor
+18,6.440961375707232,3.2757842342847803,5.326249329942309,2.1156153136322144,Iris-virginica
+19,5.295741811865682,3.7221099512802054,1.5135258499995559,0.19983835461031296,Iris-setosa
+20,6.147488735293731,2.8559927440224655,4.622966279161468,1.2575604976777217,Iris-versicolor
+21,6.204643966364385,2.1956559616905387,4.5256841497384785,1.536760145902564,Iris-versicolor
+22,5.68002662765235,3.7925186424157475,1.567549034685847,0.3226880915255259,Iris-setosa
+23,5.457180573312309,3.4133507365195617,1.6491654806762426,0.2041965667030005,Iris-setosa
+24,5.598558098640582,2.763061042320179,4.439444242943245,1.2722983830123449,Iris-versicolor
+25,5.6795869830204495,3.759489735569372,1.8354095268615658,0.32660377133220786,Iris-setosa
+26,6.79347266215406,2.805702291886153,4.799398199851131,1.393094157764535,Iris-versicolor
+27,5.476908142686195,3.0,4.457977098017144,1.4918930419171537,Iris-versicolor
+28,5.4022637614281805,3.0,4.493188790137006,1.5182653356232154,Iris-versicolor
+29,6.899418796505156,3.108207798102181,5.0936376326493225,2.294853531038476,Iris-virginica
+30,7.696072581687682,2.6140528253626525,6.9,2.321744137253081,Iris-virginica
+31,4.8783171053929735,3.0731236785739107,1.4839758002243046,0.10000009888761116,Iris-setosa
+32,5.060132596724241,3.524151102924894,1.4004229663152539,0.2032119107213421,Iris-setosa
+33,5.174514299074,3.2579063166862237,1.5084197834756692,0.20195630969744977,Iris-setosa
+34,5.396643753205032,3.407155455062371,1.4931124338625983,0.3523332777881693,Iris-setosa
+35,7.71165141818889,2.629894574696687,6.9,2.309148436722761,Iris-virginica
+36,4.608410955539712,3.589838518825985,1.0000003760198937,0.19567977939406167,Iris-setosa
+37,5.775645213423973,3.0,4.213449606147123,1.2592512928151023,Iris-versicolor
+38,6.1874873193607005,2.2150185654819694,4.500772573631331,1.4827710137942935,Iris-versicolor
+39,6.864468765232766,3.2005034492642395,5.97959666423302,2.2925692104714446,Iris-virginica
+40,5.58081278147505,3.0,4.510993896246489,1.503548486828658,Iris-versicolor
+41,6.091414199986398,3.0,4.6091380417927965,1.406261160698545,Iris-versicolor
+42,5.603177522446826,3.0,4.100726210016557,1.3080736732060185,Iris-versicolor
+43,5.678147959618093,3.0,4.185469480582757,1.221836174069867,Iris-versicolor
+44,4.9902764282338365,2.000000465888306,3.4528174284519624,1.0296408285457554,Iris-versicolor
+45,5.7235731663395875,2.848288873235851,4.197071478877945,1.2973031283227778,Iris-versicolor
+46,5.852103821390381,2.727032942954227,4.2486628013893455,1.0366272420199893,Iris-versicolor
+47,5.413544219231335,3.0,4.513551229849476,1.498403695451826,Iris-versicolor
+48,5.365135994624689,3.4004679559610094,1.4955099262159002,0.4158355929843291,Iris-setosa
+49,4.4,3.1819611310151923,1.2834987281401002,0.2036203600497011,Iris-setosa
+50,6.056154844775161,3.393957081302331,4.534376670970017,1.600478967998374,Iris-versicolor
+51,5.775358832133742,2.8619489974950367,4.424373128449126,1.290287945384217,Iris-versicolor
+52,7.3035200281463695,2.9032367776726424,6.323323952824235,1.8125765379307759,Iris-virginica
+53,6.707649953905453,3.119412684482689,4.706191046358762,1.4977097452862311,Iris-versicolor
+54,6.104144395614802,2.79116655090964,4.663176329320815,1.191417556827557,Iris-versicolor
+55,6.460943568845888,2.9706335937337727,5.553419678142007,1.7994397645176312,Iris-virginica
+56,6.648894947817645,3.0836447000479863,4.659419241692231,1.4703579818947614,Iris-versicolor
+57,5.800139609150549,2.7144184991787927,4.166085617168839,1.007482449215679,Iris-versicolor
+58,5.598697169899682,3.0,4.135160775253794,1.3005910216998608,Iris-versicolor
+59,6.619757447728948,3.0,4.469636497441381,1.40194514819237,Iris-versicolor
+60,4.400000498762226,3.1875659960205507,1.2864442286498727,0.1955432473533772,Iris-setosa
+61,6.78518660143742,2.8001858892545557,4.771017426791958,1.4437207312071934,Iris-versicolor
+62,4.813758996287331,3.394334706780152,1.6567657954895807,0.19905409513312738,Iris-setosa
+63,5.093740059734264,3.699444967998517,1.5017812960108692,0.3972895794210373,Iris-setosa
+64,5.305274365218018,3.688031372810686,1.5110039935952297,0.20012370721252462,Iris-setosa
+65,5.7223246447592695,2.970297646411018,4.301584069369204,1.3240215056060953,Iris-versicolor
+66,5.271428112223476,3.607195486782656,1.4879063239480175,0.19896396212738693,Iris-setosa
+67,6.68288447308132,3.2972858947300816,5.635583340580455,2.10111328809127,Iris-virginica
+68,6.659404995015734,3.2235000499214674,5.547873531641704,2.0612681626550002,Iris-virginica
+69,5.122838638938595,3.5033985613147296,1.4106858087025553,0.19810276479266725,Iris-setosa
+70,4.56136887736079,3.5636160304119073,1.0,0.20425191557493175,Iris-setosa
+71,5.010998469874576,3.404220207580609,1.5877892624807328,0.37567668247630115,Iris-setosa
+72,6.307566357947362,2.315931526474194,4.370038657194653,1.3092165150467436,Iris-versicolor
+73,6.003056282946532,3.0,5.224050276895268,1.8079713602842191,Iris-virginica
+74,7.686688261564299,2.7916952881682318,6.702118718520131,1.9789119438075666,Iris-virginica
+75,5.500949746784472,4.2,1.3873645789846374,0.20356743186789075,Iris-setosa
+76,5.686867412857069,2.9893969898747534,4.2092958911002345,1.2613370348820894,Iris-versicolor
+77,6.695754103362632,3.0896353277670734,4.671040131870072,1.5202036962349748,Iris-versicolor
+78,4.801921320860408,3.401204869487917,1.5950780172043533,0.2010480599484427,Iris-setosa
+79,4.906141329933099,3.006181028820848,1.4064243178494025,0.19947116829720868,Iris-setosa
+80,7.164522228873229,3.0,5.967861260031312,2.077060429949379,Iris-virginica
+81,4.501518254928559,2.2869650283701684,1.3061520742290242,0.2997051849757634,Iris-setosa
+82,6.044338254693554,3.385131779937394,4.5210927551600495,1.591985598614077,Iris-versicolor
+83,7.1770839287184325,2.9559673641607778,6.1558723502830395,1.8183738694544889,Iris-virginica
+84,7.723055793326099,2.6248812814761373,6.899998462109912,2.3124036860222157,Iris-virginica
+85,4.891461222989793,3.0593447778791445,1.4669595963277255,0.10000013620764393,Iris-setosa
+86,5.341786781280652,3.8611451185885475,1.3362809195329395,0.3920294510884649,Iris-setosa
+87,4.97690808940661,2.0,3.4263486452669265,0.9463222765181831,Iris-versicolor
+88,7.690647737378011,2.634729260181627,6.8999978471013215,2.320963770803935,Iris-virginica
+89,6.02788938270423,2.1930572624903646,4.090029842073718,0.9188616305685373,Iris-versicolor
+90,6.222047229078749,2.1812241329198874,4.515973180356115,1.4821347895909964,Iris-versicolor
+91,5.699836264913647,2.792898580525976,4.494515367640921,1.2838787264931604,Iris-versicolor
+92,5.631409681040396,2.7361015826933643,4.453017169829846,1.2838270758509012,Iris-versicolor
+93,4.808348542984854,3.0,1.3934881456371988,0.1,Iris-setosa
+94,6.723994687203482,3.09998642326931,4.7241685050080555,1.52337705880001,Iris-versicolor
+95,5.814093519765155,2.7070098069081827,5.096824212472689,1.8969640040002471,Iris-virginica
+96,6.9188480025906385,3.1125189021952546,5.155947631030199,2.28903828392059,Iris-virginica
+97,6.280897398489457,3.312469804781819,4.689600013762277,1.5978743389468364,Iris-versicolor
+98,4.893706839084614,3.0,1.4001728272072376,0.19842212845051072,Iris-setosa
+99,5.018751514552895,3.0,1.5758943362173863,0.19989206206766946,Iris-setosa
+100,6.032929285324854,3.392129327477708,4.527441691452073,1.5886388820460324,Iris-versicolor
+101,5.271275337412881,3.3753393187716547,1.5374487800596899,0.43538473961487434,Iris-setosa
+102,6.191818780847163,2.1954727319937213,4.500805068696618,1.5112552685842957,Iris-versicolor
+103,7.732292519201684,2.620666923683673,6.9,2.294049093754965,Iris-virginica
+104,6.923951165650534,3.0970794625434412,5.085010072804639,2.296303997359889,Iris-virginica
+105,4.782582961428708,3.0,1.402286906052633,0.33172195351811706,Iris-setosa
+106,6.49610508482927,3.0,5.565713135727232,1.7961513646842773,Iris-virginica
+107,4.802388630718947,3.0,1.388727756327188,0.29546638093188754,Iris-setosa
+108,5.633567777662723,2.8773154176075773,3.532078923942605,1.2977639528732738,Iris-versicolor
+109,4.790958187563167,3.3937848007680524,1.8497798486636137,0.2003530733365533,Iris-setosa
+110,5.478012835363469,2.537602126928091,4.283162319867188,1.1120426126854839,Iris-versicolor
+111,6.178234356989389,2.1853664766329812,4.5016356711813605,1.496258996096506,Iris-versicolor
+112,6.302451423298748,3.0,4.541494287445237,1.3765189569236707,Iris-versicolor
+113,6.6715149649524825,3.317956136741734,5.63938076636843,2.5,Iris-virginica
+114,7.2371476444308716,3.0,6.161912408710344,2.1126186282632937,Iris-virginica
+115,6.417737471837652,2.925911850504276,4.268300837603966,1.2989363134243734,Iris-versicolor
+116,4.876807182923386,3.0144524428198634,1.4493983053658182,0.1,Iris-setosa
+117,5.538106765978424,2.477149360825205,3.7641720109784984,1.0577648777524409,Iris-versicolor
+118,4.4,3.2222688161941626,1.291682436977689,0.20809537502938688,Iris-setosa
+119,6.241216905868831,2.2536396896971382,4.334919991181211,1.2572464757975288,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/3/test.csv b/iris/tab_ddpm/6_4/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/3/train.csv b/iris/tab_ddpm/6_4/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/3/val.csv b/iris/tab_ddpm/6_4/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/4/synth.csv b/iris/tab_ddpm/6_4/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..df5c99c12cdcd86f2dc649031e74f483570fd389
--- /dev/null
+++ b/iris/tab_ddpm/6_4/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.579551256451328,3.0,4.5192379201615,1.4694920967882603,Iris-versicolor
+1,7.326088118209924,2.9035840232791172,6.30712453265941,1.7851764372694203,Iris-virginica
+2,4.615297382752043,3.5872070819615614,1.0000005077027838,0.2037906988087214,Iris-setosa
+3,7.372267004933478,3.0,6.3249730533499475,2.0820206755157793,Iris-virginica
+4,5.9169056791382255,3.0,5.113666969955997,1.7969530917915164,Iris-virginica
+5,6.1795094346715,2.2052516182758053,4.497619165922811,1.502674934668852,Iris-versicolor
+6,6.384403111931461,2.2926600437112468,4.457885352525872,1.3481540914601586,Iris-versicolor
+7,5.798841050056879,2.6974372083609395,5.088009876458952,1.9127601715834217,Iris-virginica
+8,4.608764335421148,3.2036799565273766,1.3939706156875185,0.20760762725899592,Iris-setosa
+9,5.993074903653547,2.903498020164593,4.491114068273744,1.4864942742792784,Iris-versicolor
+10,5.091075239425856,3.642823404644323,1.416094154545866,0.20422249413401664,Iris-setosa
+11,7.71837551663532,2.58931319036071,6.9,2.268659909508884,Iris-virginica
+12,6.720500918364798,3.121780226871786,4.716421777933265,1.505356445652938,Iris-versicolor
+13,4.811483326303726,3.0,1.4051030420473647,0.2961087276370276,Iris-setosa
+14,5.764146260764714,3.0693102270107038,4.315519327571631,1.3656343757047458,Iris-versicolor
+15,5.662936581542609,2.8676462893343606,4.304167164803649,1.3302677599161046,Iris-versicolor
+16,5.8359443155070165,2.870081457393271,4.460264735258429,1.4104605305264335,Iris-versicolor
+17,6.695516815314596,3.2964859123177264,5.72449239006031,2.1025637766534526,Iris-virginica
+18,5.668661198800414,2.88226709442781,3.7947888218376162,1.2975811073478272,Iris-versicolor
+19,4.9077464348482875,3.0,1.402093745567962,0.19951274995898313,Iris-setosa
+20,4.836126499183702,3.0,1.4224011082693695,0.1,Iris-setosa
+21,5.000576809773042,2.0,3.524340587019586,0.9841066857315159,Iris-versicolor
+22,6.318098186595006,2.310436065438431,4.394178861257974,1.3017808493515528,Iris-versicolor
+23,5.12389590924855,3.3193691391839337,1.66712575631521,0.4906662111696958,Iris-setosa
+24,4.972276276437041,2.000000627423648,3.5496780869975932,1.0596687036513315,Iris-versicolor
+25,5.887326595330204,3.2148052602928074,4.778396841825574,1.7849891954888133,Iris-versicolor
+26,5.826482760450533,2.684330132649907,4.126967102315266,1.025404746700159,Iris-versicolor
+27,4.590195917513427,3.6472304042854247,1.000000369978575,0.19831812868899457,Iris-setosa
+28,7.692065405340668,2.791370739567079,6.704652091299877,2.0144743990377227,Iris-virginica
+29,6.355499326276351,2.2914519484153435,4.423480461299006,1.3015339547577456,Iris-versicolor
+30,4.819949858985596,3.0,1.420542110555828,0.1,Iris-setosa
+31,4.501619825753534,2.3053974303264515,1.3282126654283577,0.29799576305274184,Iris-setosa
+32,6.549504123331305,3.0,4.343544271120975,1.3771348291511958,Iris-versicolor
+33,6.29081187176268,2.309004522270521,4.384518012622255,1.2899858681576664,Iris-versicolor
+34,4.892894259348061,3.0,1.4123359138754,0.2004107205523968,Iris-setosa
+35,6.297838536730544,2.3235101694283276,4.3743422896535,1.2933019871347833,Iris-versicolor
+36,6.92179173337202,3.083141793179801,5.273492996729507,2.2816933556619503,Iris-virginica
+37,6.250575343053103,3.412714205307913,5.401788770330607,2.3019672960283373,Iris-virginica
+38,4.640713296858194,3.2521709215072505,1.435576021935381,0.19779264572856342,Iris-setosa
+39,6.306612382668056,2.724411180385375,4.920630393199593,1.7946611809160662,Iris-virginica
+40,7.422453939175084,3.0,6.381754263348223,2.071031533092425,Iris-virginica
+41,7.290247462184713,2.905042359685119,6.268107798060259,1.7992896454988672,Iris-virginica
+42,4.99878478879277,2.0,3.5065983760184802,0.9834500828046759,Iris-versicolor
+43,5.639470177799406,2.927886395842544,3.9307463081318685,1.3014284946618138,Iris-versicolor
+44,5.059356185224718,3.6685832010843926,1.428476554489004,0.20420864649439827,Iris-setosa
+45,4.79976267222505,3.399804571060185,1.5890290293978775,0.19919600584741454,Iris-setosa
+46,4.731563658069268,3.0,1.4088307503141242,0.28602819560717196,Iris-setosa
+47,6.1371204192721,3.376749924403138,4.569674132997519,1.563764152893577,Iris-versicolor
+48,5.412951832501717,3.4128361291960516,1.5805900590275832,0.19581283445959713,Iris-setosa
+49,7.571686691915242,3.0,6.595858466009629,2.1095709057702847,Iris-virginica
+50,6.3217070282665535,2.6853317158585415,4.922579692104505,1.8211048413384516,Iris-virginica
+51,5.699309254621757,3.7816733565520155,1.7056677161708802,0.3466111139879884,Iris-setosa
+52,6.862296915096593,3.1093700143896656,5.078286837002704,2.2933230546186545,Iris-virginica
+53,5.5309557154909905,4.199999291390672,1.4116089331130692,0.20251218532292223,Iris-setosa
+54,6.305620537158019,2.3027394793788254,4.40979606924879,1.30498773421767,Iris-versicolor
+55,5.653235871561819,3.0,4.22846158807928,1.3257965244464986,Iris-versicolor
+56,6.2360048117969145,3.3811008129655598,5.415502139505974,2.279582168297581,Iris-virginica
+57,5.4732980650370475,3.0,4.470808393734991,1.4877726129035482,Iris-versicolor
+58,4.8672343413795,3.0,1.4535742020456444,0.1000000983326609,Iris-setosa
+59,6.0387271446459625,2.2088391716228397,3.958930703827099,1.0189077413186762,Iris-versicolor
+60,5.809877352375875,2.7131788202940426,5.123983663128074,1.9051462339418812,Iris-virginica
+61,5.699093721069267,3.771067801681868,1.6419902054095117,0.29275805214174583,Iris-setosa
+62,4.63491976669469,3.207519020182533,1.3919808906231823,0.20392869901533509,Iris-setosa
+63,5.801019954768456,2.685568970499617,5.140394787810751,1.9307507710996126,Iris-virginica
+64,5.5868564512619425,2.489573241979354,3.8601452350815575,1.0897403124222191,Iris-versicolor
+65,6.812872739721952,2.7913670307899334,4.8491862699150365,1.4112159171814047,Iris-versicolor
+66,7.667531934159751,2.6212561553274902,6.8999983136152645,2.2836844516693526,Iris-virginica
+67,6.297006407822517,2.3072518971514917,4.413729252469779,1.2987650620907853,Iris-versicolor
+68,5.6903208465683965,3.7773435614666786,1.7623558730263134,0.30657620391388885,Iris-setosa
+69,5.8990188837458035,3.0,4.496851131772094,1.397072681095549,Iris-versicolor
+70,6.627001447726403,3.1333372784417053,4.738988845738044,1.5227185095357938,Iris-versicolor
+71,5.478008448773469,3.886280144359576,1.3283525817225015,0.3462929656924818,Iris-setosa
+72,4.656748964305999,3.194610835294352,1.4091719462210808,0.20101139836339982,Iris-setosa
+73,4.608624629399142,3.1912618406168773,1.3948397122743086,0.1984302279109169,Iris-setosa
+74,5.399508688519248,3.3903115956728276,1.4945122297966973,0.37439034885128,Iris-setosa
+75,5.100692531601602,3.6854066032883903,1.5165797226021223,0.3892749049560729,Iris-setosa
+76,6.5865521666939895,3.0,4.358107663604729,1.3916402774018761,Iris-versicolor
+77,5.563981153787539,2.5410689809213647,4.218457499056863,1.1514675340129572,Iris-versicolor
+78,6.7106686940834654,3.3005195580868927,5.681057031137936,2.082808619197881,Iris-virginica
+79,6.2640163393180925,2.290423667086103,4.380175574427675,1.2869772265718806,Iris-versicolor
+80,5.8114772616823185,2.9941119360933235,4.516294229989778,1.4388736720157662,Iris-versicolor
+81,7.608951181561131,3.0,6.606448730874397,2.0942126611138527,Iris-virginica
+82,7.685404912597484,2.6176506162928526,6.8999987527223325,2.2985706177391445,Iris-virginica
+83,5.393876354993397,3.4013136735787035,1.566868672960754,0.19940421152218982,Iris-setosa
+84,6.829692114286799,3.197657988006991,5.934044152036703,2.3048687473896274,Iris-virginica
+85,6.314068244128049,2.543203026279204,4.97543677429668,1.869527068614294,Iris-virginica
+86,7.698846985320098,2.593556109268002,6.899998993620547,2.301446653757798,Iris-virginica
+87,5.486210632163098,4.2,1.389550885151822,0.18628029019083658,Iris-setosa
+88,7.7058899920045665,2.6000880701506306,6.9,2.320532321262364,Iris-virginica
+89,6.287510117348611,2.483242159653783,5.023059673026097,1.9109746939862087,Iris-virginica
+90,5.798599626351431,2.694361912004817,5.136265327030386,1.9070326927796764,Iris-virginica
+91,5.49342345442646,2.3890473880073766,3.740766019147226,1.014379351845499,Iris-versicolor
+92,6.180510064855617,2.8373970530017503,4.334890658686621,1.1547610159556492,Iris-versicolor
+93,5.269918969231213,3.7578288891558507,1.475987190610303,0.2035130019676937,Iris-setosa
+94,5.605605375806869,2.51549401347235,3.957431898088029,1.1128200044421623,Iris-versicolor
+95,5.083544080262124,3.3099599138351965,1.5531760465010427,0.5371346187245649,Iris-setosa
+96,7.647391015831635,3.0,6.614297316422014,2.0861281833658687,Iris-virginica
+97,5.596374808878021,3.0,4.492707232976839,1.5149251160981345,Iris-versicolor
+98,5.512042314959103,2.592226651573082,4.374316239981394,1.2062561014728843,Iris-versicolor
+99,5.5916885404261425,2.6653675354002115,4.346496776720898,1.200304783925158,Iris-versicolor
+100,5.752023135771203,2.829570358721863,4.241441211903185,1.2012067121677157,Iris-versicolor
+101,6.680369455104378,2.4734126905260347,5.771182111781014,1.8106109358090008,Iris-virginica
+102,4.805277669381073,3.0,1.397061546058219,0.31196062780929623,Iris-setosa
+103,4.60192303995045,3.5986831533904042,1.0000005485755947,0.19014078462045936,Iris-setosa
+104,5.402295445250756,3.9139348175907682,1.2949610482834129,0.38130407199611205,Iris-setosa
+105,4.4,3.193395745145708,1.3099263492036948,0.20121742835619896,Iris-setosa
+106,5.702594331622556,2.8827862794093906,4.076976132759487,1.3160762687080967,Iris-versicolor
+107,4.98983477062874,3.6033990263959033,1.401984506527477,0.20312012007205987,Iris-setosa
+108,5.8004899410167425,2.7004464791338796,5.099596505400019,1.9045336988401822,Iris-virginica
+109,6.702222406783672,3.3004550323874007,5.711061752721594,2.1080753328010178,Iris-virginica
+110,6.308470475565927,2.3005399166780793,4.397080358109627,1.2802722544716512,Iris-versicolor
+111,6.6897631574534655,3.0,4.980056855216453,1.6989763778834355,Iris-versicolor
+112,5.3254722752816654,3.3691303224045632,1.7356067721931485,0.19844157124152717,Iris-setosa
+113,6.456017145848887,3.0,5.398876543758125,1.7958593486344496,Iris-virginica
+114,6.682470092782859,3.0,4.983873091852824,1.713466827878582,Iris-versicolor
+115,5.830031748101211,2.690514366047411,5.1457445948063905,1.9072472088314478,Iris-virginica
+116,6.679619855961752,2.4927791061993285,5.813427419427721,1.7954353595939883,Iris-virginica
+117,7.7047620870358555,2.5787769095219004,6.9,2.3016161387384164,Iris-virginica
+118,5.80888642969799,2.8164409474835583,5.11798655860514,2.409711850978015,Iris-virginica
+119,5.5763246384921645,2.487872484659221,3.8791756279724856,1.079050480639968,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/4/test.csv b/iris/tab_ddpm/6_4/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/4/train.csv b/iris/tab_ddpm/6_4/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/4/val.csv b/iris/tab_ddpm/6_4/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/5/synth.csv b/iris/tab_ddpm/6_4/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2b93ec2ac2a8c668f2c6c2edfaac17d6673648f
--- /dev/null
+++ b/iris/tab_ddpm/6_4/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.576183012412695,2.94098693156729,3.5124675587874683,1.3172885405008454,Iris-versicolor
+1,4.833299755004557,3.0,1.431705273483865,0.10000010150044425,Iris-setosa
+2,6.225635550154365,2.2115665715471766,4.511555009763033,1.503825517537396,Iris-versicolor
+3,4.794281574708734,3.4029564088167352,1.68215497941196,0.20310530532861157,Iris-setosa
+4,4.797327718240676,3.396653148575069,1.826911095943659,0.20293261448142147,Iris-setosa
+5,6.708695316905405,2.488876974086312,5.801236462901369,1.8000222603734068,Iris-virginica
+6,5.67952057707007,2.7812521280020532,4.507107095255943,1.279492300258878,Iris-versicolor
+7,6.90087782069806,3.094896774892242,5.122874900771711,2.3050451485150165,Iris-virginica
+8,7.555844600135565,3.0,6.5571400041646735,2.0976964128911564,Iris-virginica
+9,5.94197832474849,3.410148856696466,4.481882260914388,1.6139764329238713,Iris-versicolor
+10,6.016275332356195,2.1942563852552137,4.061446560891247,1.0233486827948335,Iris-versicolor
+11,4.9115257827336825,2.417296629244859,3.2712520253660733,1.0052342832747556,Iris-versicolor
+12,6.706381873711022,2.4727240762783853,5.826599688294682,1.8004764422482247,Iris-virginica
+13,5.401899195440705,3.416808845168706,1.69975719901255,0.1988907550185812,Iris-setosa
+14,5.408299747495317,3.417470581489237,1.6937238868174709,0.20236805627706325,Iris-setosa
+15,5.472112188889902,3.0,4.4957181582666115,1.5098380158442553,Iris-versicolor
+16,6.052504530654683,3.383583414306615,4.528701927868785,1.5976599609996964,Iris-versicolor
+17,5.585602311004722,3.0,4.522942631748668,1.4945682646717033,Iris-versicolor
+18,7.245111098245978,2.907193372139964,6.271222242554983,1.7975710834853333,Iris-virginica
+19,6.699504884339779,3.121134789004152,4.730922936988108,1.4891017666188266,Iris-versicolor
+20,6.694862918030749,3.0,5.006511064420346,1.716598037970533,Iris-versicolor
+21,5.842908102755658,2.8557146080469034,4.267501846919642,1.2160327876121058,Iris-versicolor
+22,4.4,3.1765481047897035,1.3110593558257395,0.19913356182443653,Iris-setosa
+23,5.945687980559505,2.8964198759965165,4.474279819437069,1.4761245742115199,Iris-versicolor
+24,6.537841508024373,3.2146722906533114,5.093193749113058,2.0005941930669313,Iris-virginica
+25,5.101828941173963,3.5058075473135304,1.3846130303819315,0.20053197845224777,Iris-setosa
+26,5.19050982316866,3.67023515341115,1.445284576035096,0.2034138692687253,Iris-setosa
+27,4.978603328914555,3.6029615176276524,1.3985777551318903,0.19669713595832417,Iris-setosa
+28,6.5265085947973285,3.18263375595837,4.667630190006391,1.5449779543909359,Iris-versicolor
+29,5.812626051409676,2.7970083465576163,5.109071041024875,2.394482845179758,Iris-virginica
+30,6.426430511091539,3.0,5.4063189915673435,1.791175492929575,Iris-virginica
+31,7.704414787841946,2.619599110740595,6.899998846742548,2.3060041773550783,Iris-virginica
+32,4.9918682985252865,3.5426854954143105,1.4012034802642523,0.20129793600681162,Iris-setosa
+33,5.991602944052805,3.3933114595438862,4.456660059691247,1.5802437854737774,Iris-versicolor
+34,6.509087220927522,3.0,5.757192459186378,2.1763756426490297,Iris-virginica
+35,4.400000557652389,3.195025677832844,1.3343837810749135,0.2041767846849411,Iris-setosa
+36,5.62422355386703,2.866674760495343,3.8277387705317834,1.291437977301392,Iris-versicolor
+37,5.874552246119789,3.204703777188019,4.784308996234114,1.7716318651051162,Iris-versicolor
+38,4.617765308913638,3.2167090989934297,1.419592087583312,0.19929430574860213,Iris-setosa
+39,5.520437602093231,2.380357582462651,3.751977676637442,1.0280053925927206,Iris-versicolor
+40,5.814564028994855,2.754572649316632,4.0932717862136245,1.0003627183860435,Iris-versicolor
+41,5.014999248427343,2.0000005360565964,3.524363913270926,1.017771693302621,Iris-versicolor
+42,7.706748735596989,2.622634502387781,6.9,2.2989223690306364,Iris-virginica
+43,6.1984021910893325,3.3829601467887294,5.440031192996272,2.310327107778503,Iris-virginica
+44,6.697641626068004,3.0,5.020551112808599,1.707971903496994,Iris-versicolor
+45,6.136671451883573,2.9599756028237905,4.565628833866179,1.5250216034826438,Iris-versicolor
+46,5.413930271500722,3.406406174749061,1.5655456777024637,0.269578782483887,Iris-setosa
+47,5.027390162168837,3.0,1.5693625931305437,0.19445526053322681,Iris-setosa
+48,5.562952661195627,2.4873963485038804,3.830812709878448,1.087421106256794,Iris-versicolor
+49,4.575325988543845,3.5688764748067445,1.0,0.19658613213072784,Iris-setosa
+50,5.796592123212686,2.6858515235693288,5.094935984501839,1.89190312226251,Iris-virginica
+51,5.377074450429433,3.7237972900533265,1.5107847236543155,0.2127641114589368,Iris-setosa
+52,5.464541891232353,3.0,4.4469889660784165,1.5203566778125843,Iris-versicolor
+53,5.67323183357238,3.8035798022467726,1.5594787173923013,0.38645430407512,Iris-setosa
+54,5.712759935298854,3.8066647046487296,1.6483455958725084,0.2918765810643814,Iris-setosa
+55,6.714694259552636,3.0,5.014275032199413,1.720272143550804,Iris-versicolor
+56,4.824340816750056,3.4009724106432295,1.804482283990751,0.20210802161813457,Iris-setosa
+57,7.712358360562566,2.6183933164310664,6.899998569382349,2.307070219132818,Iris-virginica
+58,6.794819896842339,2.8030118089264815,4.811048635888325,1.4048404339871103,Iris-versicolor
+59,5.505127445762166,2.395514822585777,3.629985609266967,0.9504745171515361,Iris-versicolor
+60,5.204344357118716,3.3949603766333674,1.4067987875290775,0.20230923511025736,Iris-setosa
+61,7.674508877491905,2.808367277136478,6.686700526548229,1.9848824091354063,Iris-virginica
+62,7.725543143485922,2.6196937955094124,6.899998863655929,2.305371585339441,Iris-virginica
+63,4.820478543827852,3.4088460611663085,1.8452461383295868,0.20646595921629804,Iris-setosa
+64,4.786892967678689,3.0,1.3900552054442956,0.2989629054272013,Iris-setosa
+65,5.830342099047152,2.7214688613640674,5.08928260100209,1.857846264484008,Iris-virginica
+66,6.162589607940404,2.9235784725230802,4.570913495158734,1.49480087502627,Iris-versicolor
+67,5.9236543986471695,3.0,5.140817070064098,1.7902244567248597,Iris-virginica
+68,6.335024567890184,3.0,5.35525822586357,1.7928891783323366,Iris-virginica
+69,6.389918653799667,2.897749691996842,4.294830965269036,1.2834403149026434,Iris-versicolor
+70,5.807140018490584,2.810412725154322,5.101541659271606,2.396176800949851,Iris-virginica
+71,5.865677340393536,3.205713487996948,4.798925140357368,1.7996563188061458,Iris-versicolor
+72,5.957860805779723,2.180343651584478,4.029216066972852,1.0139614144532325,Iris-versicolor
+73,4.804925167745309,3.0,1.3723603054845275,0.10000009120101337,Iris-setosa
+74,6.459442842846961,2.923659153854474,4.310501220164481,1.3192033653570034,Iris-versicolor
+75,4.400000718473954,3.1831205539543,1.2806630473892218,0.20006798690939157,Iris-setosa
+76,4.992480188526261,2.000000493753386,3.5088664391240894,1.0108748696160759,Iris-versicolor
+77,6.706878884053409,3.100508387179663,4.705705726187903,1.504373527899991,Iris-versicolor
+78,4.981000212317994,3.5823315092289554,1.4082424489107823,0.19992217807029622,Iris-setosa
+79,5.5097740705226474,2.593347929330361,4.426192977191104,1.1805809282535935,Iris-versicolor
+80,5.856051299592614,2.6590261443966483,3.9728056737273274,1.0060531059077262,Iris-versicolor
+81,7.664677855018551,2.5862544784270582,6.899998962950869,2.299999675166633,Iris-virginica
+82,6.098978925542258,2.8091920265384203,4.700595338709742,1.225452040558805,Iris-versicolor
+83,5.444322762189037,3.0,4.453295711435764,1.5012350683151758,Iris-versicolor
+84,5.712616439228313,3.0,4.206396799950855,1.2024561262646498,Iris-versicolor
+85,4.974544769346091,3.0,1.5426841717151527,0.1967809356861141,Iris-setosa
+86,5.107470779518673,3.304510345141836,1.8197997049166503,0.4945444860463084,Iris-setosa
+87,5.64100095222033,2.926023740893348,3.9097238254133044,1.2947337038291273,Iris-versicolor
+88,7.395716043289036,3.0,6.353204515532427,2.111793751204901,Iris-virginica
+89,5.680803105461064,2.9143658999109383,3.9801898508709885,1.2841488966735617,Iris-versicolor
+90,5.595304577359275,2.712221593461027,4.432567463171099,1.2697730763963961,Iris-versicolor
+91,6.651893988857037,3.0,4.519085937554204,1.4551546748611537,Iris-versicolor
+92,6.709514381884093,2.8135238614385156,4.792768137292308,1.3637317581648016,Iris-versicolor
+93,5.7873550552610435,2.688427862052031,5.091005099608428,1.8888063025681012,Iris-virginica
+94,4.804471364668261,3.0,1.402786951246564,0.3363093914673365,Iris-setosa
+95,6.175372847729507,2.2193463322188083,4.4681460260585855,1.4321959503223258,Iris-versicolor
+96,5.763959505091581,2.887758887765418,4.320893206247682,1.3341221105614154,Iris-versicolor
+97,7.899998913967875,3.810830686249838,6.402031755808261,2.031719108616245,Iris-virginica
+98,6.672306809060136,3.262221146116054,5.573603779375375,2.06339359224004,Iris-virginica
+99,5.758276189046875,3.0,4.235781600911413,1.2004910056480083,Iris-versicolor
+100,5.630252193479778,2.910743885763593,3.819758463229221,1.3000308648213255,Iris-versicolor
+101,5.379673831563886,3.904822597701735,1.293185747119868,0.39641315845122493,Iris-setosa
+102,5.728470254640511,2.621124057965939,3.999243176603513,1.012695935851692,Iris-versicolor
+103,4.923170279100061,3.407149553873269,1.8339363848510781,0.25200046927200215,Iris-setosa
+104,6.231595467088072,2.1988311576568043,4.470106227750092,1.4824209486068727,Iris-versicolor
+105,6.665309251588216,3.0,4.5305995738640155,1.426628847498435,Iris-versicolor
+106,5.283078115106886,3.744310916102623,1.426662648121368,0.22442735063424296,Iris-setosa
+107,5.49333179245814,4.1999992148099565,1.3630411976511407,0.19475101705612285,Iris-setosa
+108,4.400000655206765,3.186286034109244,1.3137967893875608,0.20803425962645716,Iris-setosa
+109,4.994536587440592,3.0,1.6108860193507821,0.20040793603292534,Iris-setosa
+110,6.499167710422183,3.1939684318769492,5.119523536545679,1.9963263925209005,Iris-virginica
+111,5.088760265794216,3.3185215832643205,1.7017115267067195,0.45801258151137336,Iris-setosa
+112,6.603722750840131,3.0,4.415776581514735,1.400579607509731,Iris-versicolor
+113,6.021850261683879,2.217859505328766,4.040995673629642,1.042472105823447,Iris-versicolor
+114,5.924071125308364,3.0,5.129304412233889,1.8097075708587342,Iris-virginica
+115,5.013313506816361,2.0,3.533972743979479,1.0454905931468808,Iris-versicolor
+116,6.701786730927851,2.507186987527673,5.8146728062945865,1.8132160658726362,Iris-virginica
+117,6.241163646343466,3.343584220285761,4.630427604402506,1.5816712847122787,Iris-versicolor
+118,7.688552538772633,2.795501736933798,6.682575404520936,1.995569945262416,Iris-virginica
+119,5.984442782394091,3.0,4.536860363408859,1.4064082589318705,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/5/test.csv b/iris/tab_ddpm/6_4/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/5/train.csv b/iris/tab_ddpm/6_4/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/5/val.csv b/iris/tab_ddpm/6_4/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/6/synth.csv b/iris/tab_ddpm/6_4/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..88e5931e7de116ca27bf3532607923712234618f
--- /dev/null
+++ b/iris/tab_ddpm/6_4/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.802869111208498,2.6841865523068944,4.149718473829194,1.0201819518723163,Iris-versicolor
+1,6.7927334838334765,3.1684008510580974,5.699687245951087,2.2986736264663015,Iris-virginica
+2,6.251383848322609,2.7119088046609447,4.931513595860583,1.7825249008866486,Iris-virginica
+3,5.48706917730565,3.0,4.488571933024547,1.4953279005512456,Iris-versicolor
+4,5.687873856949741,2.900324651771262,4.106263999149486,1.2768324814447536,Iris-versicolor
+5,6.859232056867264,2.8040132165278533,4.8057196306142,1.413967747289158,Iris-versicolor
+6,5.057816253709747,3.509958908473011,1.4009387023004254,0.1986501696638895,Iris-setosa
+7,7.708451556117555,2.606947268616995,6.899998985246361,2.3030018319885803,Iris-virginica
+8,6.477200119693988,3.0,5.497578209830334,1.7964777021463378,Iris-virginica
+9,7.708251887306621,2.603037986210358,6.8999989523218055,2.2976579142059683,Iris-virginica
+10,5.3757374884354325,3.8890390910439283,1.303066160064502,0.4265022506407318,Iris-setosa
+11,4.765450051171747,3.0,1.3864489062969134,0.1,Iris-setosa
+12,6.8906513767343105,3.1143698901937946,5.112989518381022,2.298375788236638,Iris-virginica
+13,6.402740671951494,3.2699462693118684,4.767118903668224,1.56045425226231,Iris-versicolor
+14,6.073215146501892,3.3911797415209106,4.536596964708464,1.6021750298536794,Iris-versicolor
+15,6.298451083498581,2.9194210205526736,5.5735450261249335,1.8114600755977657,Iris-virginica
+16,5.139298826412292,3.3150118260932055,1.5683985232186193,0.5148061470225584,Iris-setosa
+17,4.908701538517087,3.10153503543052,1.5008598486889277,0.10000011051770907,Iris-setosa
+18,6.269916209717676,2.2560566024807143,4.435611823357158,1.3642933820700143,Iris-versicolor
+19,5.713466873461001,3.8252915364029008,1.8281612105719522,0.29398245217330543,Iris-setosa
+20,6.69230900402605,3.0,4.994660669437602,1.6947987401358444,Iris-versicolor
+21,7.6928956587172355,2.598148389331831,6.9,2.3022111061094597,Iris-virginica
+22,6.703853692669059,3.307428526174395,5.730158102687465,2.5,Iris-virginica
+23,4.99836088253089,3.38850232781733,1.7255727094603404,0.34377516871372354,Iris-setosa
+24,4.796598271690826,3.0,1.4031249076253869,0.2970601501556647,Iris-setosa
+25,6.745762492218423,3.327521637592365,5.733226314960223,2.4999980515947153,Iris-virginica
+26,6.803156740635303,2.799070790326719,4.814895182125249,1.4100512198371902,Iris-versicolor
+27,4.793245982318595,3.0,1.3770585680705891,0.10000011125664886,Iris-setosa
+28,6.493161982855605,3.1837644758522052,5.091692553972974,1.9945229752566747,Iris-virginica
+29,4.982646949872422,3.4035394604784286,1.6852804149089111,0.33476760970070374,Iris-setosa
+30,7.236828397494769,2.9097141000363664,6.323563071655893,1.8112368932561997,Iris-virginica
+31,5.497579648796547,4.19999930779618,1.3934304358432827,0.19856230148757603,Iris-setosa
+32,5.609426747738479,3.0,4.528187944968055,1.5564546487184336,Iris-versicolor
+33,6.292335336220037,2.5165860961585618,5.010967725921518,1.8981881507699847,Iris-virginica
+34,5.802820163875847,2.797273444340607,5.098647798295527,2.4091717464610283,Iris-virginica
+35,4.848165352329702,3.0,1.4015302262642808,0.2804828014012142,Iris-setosa
+36,5.526670010029291,3.0,4.461654764342742,1.494686481095873,Iris-versicolor
+37,6.800492351876734,2.794989597055975,4.799155751132295,1.396213343859975,Iris-versicolor
+38,5.0019208487019675,2.0,3.477247485325382,1.0196202426856569,Iris-versicolor
+39,4.824309662727846,3.0,1.405394745329673,0.3028386989522158,Iris-setosa
+40,6.502061545894196,3.0,5.44713382141965,1.7903692945230556,Iris-virginica
+41,6.71205125386747,3.314910610864718,5.687907908694447,2.5,Iris-virginica
+42,6.321666561563092,2.8927864064391815,5.6128586105247065,1.817539708830409,Iris-virginica
+43,4.888453516750323,3.111878199999299,1.4891855288218583,0.10000009629362061,Iris-setosa
+44,6.694350915089586,3.0939824185980473,4.700935168170171,1.5436766565020452,Iris-versicolor
+45,5.608428085440816,3.0,4.478477814871187,1.5035124571883054,Iris-versicolor
+46,5.351258905272856,3.706445343077806,1.5046459336535238,0.20852871123983624,Iris-setosa
+47,6.717619373879881,3.29736658146228,5.62864424499394,2.5,Iris-virginica
+48,7.709836935071794,2.621453624105368,6.9,2.2824405072802283,Iris-virginica
+49,6.190551955266259,3.400132647296703,5.396830520850073,2.3013127224504593,Iris-virginica
+50,4.400000449265307,3.2075897960628823,1.314208323780093,0.20484817942499087,Iris-setosa
+51,6.190284538566288,3.0,4.6025841340709475,1.3987337739101349,Iris-versicolor
+52,5.114782366343295,3.68128609915103,1.5087155283932079,0.4037926536436332,Iris-setosa
+53,5.204809544016853,3.435379139338374,1.4121228596898168,0.20106731723941934,Iris-setosa
+54,5.443994240557928,3.0,4.483480872122632,1.480589136688758,Iris-versicolor
+55,6.7000785118276145,3.2646827559704925,5.696290522010991,2.4999995297895654,Iris-virginica
+56,5.500535849828947,4.2,1.388219554033249,0.2030162985137576,Iris-setosa
+57,4.807662514705604,3.412705418385878,1.6768961801919013,0.19700923521656533,Iris-setosa
+58,7.9,3.7779149250845605,6.378148358488049,2.000259626618764,Iris-virginica
+59,5.665069299583063,2.880340762499154,3.9085553732497345,1.295767448294241,Iris-versicolor
+60,5.381231346909932,3.3762449740476845,1.5197892956152292,0.3458880258858864,Iris-setosa
+61,5.800204892506873,2.712337683708022,5.08363159495625,1.9120585965985553,Iris-virginica
+62,6.719779611887521,3.262260562014868,5.762481891417235,2.1807028890898126,Iris-virginica
+63,6.132709059427198,2.798045195981458,4.688414844181385,1.2074397871025322,Iris-versicolor
+64,5.891237974197871,3.2045808055101945,4.789486971260679,1.8029328539963059,Iris-versicolor
+65,4.400000441112432,3.1874721142211246,1.3190740197288096,0.19679839681313888,Iris-setosa
+66,7.899998433297638,3.849775585546487,6.325727074295758,1.9846958869041977,Iris-virginica
+67,5.593192598482068,3.0,4.1422314160332805,1.2599827451966557,Iris-versicolor
+68,5.545124974697028,2.4340789860846934,3.7756486005692595,1.0506977885124473,Iris-versicolor
+69,5.666282121021339,3.7873328306291896,1.7246083441302522,0.32397569802137294,Iris-setosa
+70,4.953561611213289,3.0,1.4867001933766355,0.1961252817807227,Iris-setosa
+71,6.439738948451506,3.190184469885653,4.781944008108429,1.6479138343081339,Iris-versicolor
+72,5.401838388016141,3.0,4.511289143743278,1.4952948774737194,Iris-versicolor
+73,5.006376466826127,2.000000751158468,3.4933565857096407,0.9631922995118194,Iris-versicolor
+74,7.740653006631153,2.5860917995988153,6.9,2.307994714085201,Iris-virginica
+75,4.907664164945362,2.4036437466218126,3.129114637179994,0.9666843683060997,Iris-versicolor
+76,6.331243922038255,2.7366560853127266,4.907071506548084,1.8115977843692823,Iris-virginica
+77,5.915113735645625,3.2390218351230287,4.841960065372181,1.830214019924366,Iris-versicolor
+78,5.972965351408527,3.0,5.125151581299623,1.8019947464095194,Iris-virginica
+79,6.693077501494314,3.087640671231914,4.683874020405831,1.4977811955571592,Iris-versicolor
+80,5.092141572217795,3.301847787977015,1.990098138475458,0.4931540736992014,Iris-setosa
+81,7.7008898947367,2.6154466632825315,6.899998830037428,2.304923440817898,Iris-virginica
+82,5.58958003289193,2.917705989774644,3.650589319552419,1.3103959100282199,Iris-versicolor
+83,6.056652993370881,3.3795687560893346,4.510138615932012,1.5775648231389339,Iris-versicolor
+84,5.501622814389422,2.5817192928711545,4.392140923989225,1.1753658194616317,Iris-versicolor
+85,5.803752690213905,2.8119996888998946,5.143258555055112,2.3702913726147985,Iris-virginica
+86,7.5344623360945,3.0,6.505452027749642,2.095275922160337,Iris-virginica
+87,5.747281462087304,2.805740431038721,4.514130263046372,1.3008139538694374,Iris-versicolor
+88,6.671055544101655,3.0,5.821457242647894,2.1491711111166105,Iris-virginica
+89,6.099374155047382,3.0,4.55621323773541,1.3914866868176072,Iris-versicolor
+90,5.8122733544820155,2.6657742602316565,4.144579783163426,1.018100893993019,Iris-versicolor
+91,4.605881285951354,3.5723026156803455,1.0000004574297312,0.1967188868315301,Iris-setosa
+92,5.820932864733858,2.8104628290694778,5.140323916754062,2.402777175201645,Iris-virginica
+93,4.81179612285447,3.0,1.4139246589943315,0.10000011235453685,Iris-setosa
+94,6.709726160967229,3.295684902088295,5.7339600994042135,2.076517794811372,Iris-virginica
+95,6.944383414008542,3.0894427838456515,5.161514941452883,2.3132723752558233,Iris-virginica
+96,6.207510137778165,3.0033025794086594,4.629156622294701,1.4354870530704487,Iris-versicolor
+97,6.790575630930859,3.2181197347957755,5.886237556632931,2.287711084895464,Iris-virginica
+98,6.277865638881132,2.2717907543850613,4.375872446186643,1.285021910634853,Iris-versicolor
+99,5.005747647739844,3.0,1.6393720743514721,0.20256254627937914,Iris-setosa
+100,5.02778278475613,3.0,1.7077553862476678,0.20335658941170495,Iris-setosa
+101,7.397243419241291,2.8705487438932704,6.442853542530513,1.8235103563509922,Iris-virginica
+102,6.17347386900747,2.1687107954790994,4.492533407272451,1.4991528381092176,Iris-versicolor
+103,5.731916176256842,3.0,4.223548909498885,1.2186000259101493,Iris-versicolor
+104,6.007359937631973,2.9271932961084293,4.5172679216796,1.5058877941755775,Iris-versicolor
+105,5.495350667996638,4.2,1.4002987471020842,0.19465208935618783,Iris-setosa
+106,5.582270797962258,2.504565009823907,3.900663902302685,1.060609868074996,Iris-versicolor
+107,5.0793774789910255,3.3437471545284136,1.7757280729114193,0.39747805533177294,Iris-setosa
+108,5.290638928373582,3.6777937285601956,1.496559111322406,0.20117558927939239,Iris-setosa
+109,5.974703872031566,2.1839623761180973,3.9733313136527966,0.9763300846774234,Iris-versicolor
+110,5.586057271234637,3.0,4.019832486367841,1.3021373778588885,Iris-versicolor
+111,6.72670456081539,3.0,5.013280318330025,1.7063995485638404,Iris-versicolor
+112,7.706040958324265,2.603341106326559,6.899998951035121,2.3012903371277758,Iris-virginica
+113,6.310124178134535,2.4978594932719895,5.005911377133727,1.8881838573775238,Iris-virginica
+114,7.290979088704839,2.9043652962122586,6.268446151764934,1.8040810246371621,Iris-virginica
+115,6.517829565572235,3.2136726169359062,5.121418658012444,1.9981871535179603,Iris-virginica
+116,5.023188482212514,2.000000490423771,3.555109169660113,1.0259759901187855,Iris-versicolor
+117,7.717039291162868,2.6137363174580504,6.899998247809878,2.3070473043603865,Iris-virginica
+118,7.308066182483237,2.9195046308856423,6.3622969900964454,1.8782511299923126,Iris-virginica
+119,6.699822590606262,3.0,5.006439980068613,1.6937532339493362,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/6/test.csv b/iris/tab_ddpm/6_4/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/6/train.csv b/iris/tab_ddpm/6_4/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/6/val.csv b/iris/tab_ddpm/6_4/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/7/synth.csv b/iris/tab_ddpm/6_4/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c502a64b37d527fcc1c61a7dc6f08d76f1cb5011
--- /dev/null
+++ b/iris/tab_ddpm/6_4/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.50257883492767,2.2845664538126265,1.301135109630251,0.2961335025593426,Iris-setosa
+1,4.940335267346098,3.0,1.4950265780021108,0.2062452579603976,Iris-setosa
+2,6.950056528063469,3.1001574689610547,5.081273649182236,2.299585338700427,Iris-virginica
+3,5.59786852030222,3.0,3.952742441040512,1.3023037264757178,Iris-versicolor
+4,5.776575671234713,2.7990065927365393,5.0986561618405934,2.4033544667380533,Iris-virginica
+5,6.817227698637572,3.1873540862272307,5.892723580798739,2.3016342544322623,Iris-virginica
+6,5.0556063297960225,3.339658824558738,1.6208835376731694,0.45414331249456996,Iris-setosa
+7,5.706802018743444,2.931032015200561,4.211339245523269,1.291389265052242,Iris-versicolor
+8,6.18191172211595,3.404715091276818,5.384825324575722,2.3074596341269613,Iris-virginica
+9,6.682943595301564,3.3169358920667817,5.724695346138646,2.4999995278458225,Iris-virginica
+10,4.4000007764659355,3.2100661236868206,1.3169310331788378,0.21220951514925313,Iris-setosa
+11,4.895980549936842,3.074489144787849,1.4688925896804688,0.1,Iris-setosa
+12,4.807708468809696,3.4016822487280622,1.6671867473118729,0.20283428547904034,Iris-setosa
+13,4.606404484567524,3.60768037376316,1.0,0.19447634432824362,Iris-setosa
+14,5.003103626710426,3.382059922309511,1.575292253343807,0.4479321047401726,Iris-setosa
+15,7.705306838796975,2.5839969548650332,6.9,2.3108111807287464,Iris-virginica
+16,4.400000575950319,3.224766067736468,1.3212801439445077,0.2000791906156332,Iris-setosa
+17,6.27834432080383,2.4728315089049384,5.008032665880462,1.8808160750792613,Iris-virginica
+18,5.39617266135479,3.9011553570118216,1.3026548653833898,0.32972717838794674,Iris-setosa
+19,6.253545569951815,2.925890425294296,5.551201891232193,1.7949716021132882,Iris-virginica
+20,6.8798679188743534,3.08579277309478,5.136997003976458,2.2739384260178555,Iris-virginica
+21,6.901946652550173,3.103026177444574,5.116779509315084,2.311172111714656,Iris-virginica
+22,6.1437366060009815,3.0,4.644860621480317,1.3927590744551246,Iris-versicolor
+23,4.784618635036328,3.0,1.3751457097738868,0.10000011281775649,Iris-setosa
+24,6.7256899863409085,2.4862568300241605,5.824757488018669,1.797840141956439,Iris-virginica
+25,5.807186067770234,2.7065603683607344,5.145079090903368,1.8890660668530317,Iris-virginica
+26,7.713302736906386,2.7934990170220018,6.73556967460919,2.0035810225651147,Iris-virginica
+27,7.703420096763254,2.7899298086694535,6.702284798678046,2.0008508058948844,Iris-virginica
+28,5.025728455671326,3.3982860688551715,1.5746402278841851,0.4769795529509929,Iris-setosa
+29,5.792030414640788,2.80278519058517,5.088421703870827,2.4015770797206364,Iris-virginica
+30,6.381582439663752,3.2221036238060825,4.737336339613417,1.5623919326582403,Iris-versicolor
+31,5.350318707334204,3.8710928189937572,1.3005759313544114,0.29131121241294766,Iris-setosa
+32,5.674466914710311,2.3434843148182405,3.881923060963954,1.0279338265377873,Iris-versicolor
+33,5.8129240763913,2.681372323802018,5.097042091313272,1.897854593067039,Iris-virginica
+34,6.296489277885706,3.2900368774293773,4.650980052978502,1.6048446028755232,Iris-versicolor
+35,4.609203013243748,3.637918398475654,1.0000013529239233,0.2034517484301267,Iris-setosa
+36,4.885963257879857,3.0,1.401835161267123,0.19756131814083466,Iris-setosa
+37,5.394296859389372,3.3944069114901994,1.8144782792987906,0.2001123480200387,Iris-setosa
+38,5.7878522899060885,2.7076410757861913,5.098959385785557,1.900435286432464,Iris-virginica
+39,6.248551821802716,2.2981678962731573,4.37563018316572,1.2695009158849233,Iris-versicolor
+40,6.712101168529256,3.0903852640315588,4.712936492993417,1.5172743521376422,Iris-versicolor
+41,6.715902217909633,3.31114250873054,5.6861635026188635,2.4999996031139062,Iris-virginica
+42,5.015729646953693,2.0000007723294275,3.4666056214962033,1.005643835907802,Iris-versicolor
+43,5.594413539932322,3.0,4.4842091460719224,1.4674736838824163,Iris-versicolor
+44,5.2883626215252,3.794715043950122,1.362864665554049,0.3652541837141613,Iris-setosa
+45,4.918033903555519,3.137597892429654,1.5095472063011288,0.1000001010734874,Iris-setosa
+46,6.307247050277551,2.502380598875594,4.990192464312929,1.9040939239938603,Iris-virginica
+47,6.56655492269994,3.0,4.355764062991977,1.3938713205105075,Iris-versicolor
+48,4.995436415162574,2.0000005066611,3.5781438676728152,0.9875912717040085,Iris-versicolor
+49,6.5157932345469245,3.0,5.784882135607135,2.2256143668177715,Iris-virginica
+50,4.578130198944301,3.605838740063261,1.0000004031222711,0.20517960474203273,Iris-setosa
+51,6.160688555168824,2.8125555098690036,4.719041963563233,1.2037127275853572,Iris-versicolor
+52,4.783574017282497,3.4059106100075804,1.656996652001937,0.20124772162817464,Iris-setosa
+53,6.725181973269048,2.499707401283504,5.8202444924717405,1.800763535949625,Iris-virginica
+54,6.358836052712608,2.366997291909476,4.423241513955581,1.2581206155657987,Iris-versicolor
+55,5.788662261643841,2.800188685227202,5.090058436637583,2.401431911952815,Iris-virginica
+56,6.822667319609891,2.9035933497867594,6.002866936918495,1.7886709623590542,Iris-virginica
+57,5.917350124290276,3.0,5.154220980427277,1.7905478826577639,Iris-virginica
+58,6.317997079572625,2.475627060709834,5.03483924302564,1.9102944906036137,Iris-virginica
+59,5.785437153425933,2.7136220349447524,5.152538713527642,1.898788740602601,Iris-virginica
+60,7.7020068090789096,2.6600002788383206,6.8999986937256805,2.3121403757037675,Iris-virginica
+61,5.589921520083382,2.4673338747645914,3.8811089201311813,1.0888465208124818,Iris-versicolor
+62,5.814040082244367,2.727562037911698,5.119015204126129,1.9049125443790438,Iris-virginica
+63,5.564225121407785,2.4498330857010626,3.917343733014828,1.064220321405236,Iris-versicolor
+64,5.6443366713011365,2.9283273606210543,3.877379482675566,1.2948175416018226,Iris-versicolor
+65,4.898035893988185,2.4048983852557138,3.127700602317053,1.0081739793532711,Iris-versicolor
+66,4.6046173420807355,3.5739992580126994,1.0000004399475915,0.20110143604527697,Iris-setosa
+67,6.715327380575496,3.0,5.004894400522081,1.7042200441067448,Iris-versicolor
+68,5.666461601166231,2.8963505733977986,4.256944073022875,1.2968215678932822,Iris-versicolor
+69,5.631512273261196,3.0,4.172604407371519,1.257798344016661,Iris-versicolor
+70,5.906585596047254,3.2308844069813007,4.50369180358044,1.5394862254497925,Iris-versicolor
+71,6.134157723482436,3.0,4.627595433296098,1.471103580817704,Iris-versicolor
+72,5.7040667276870884,3.7632127636440837,1.992356383142364,0.3208047757393919,Iris-setosa
+73,5.524857414485243,4.2,1.4137888138133412,0.2129961012687652,Iris-setosa
+74,5.686767106855467,3.7794543979616306,1.571928312692818,0.32146389785763607,Iris-setosa
+75,7.690861120325276,2.621205112883843,6.8999988428219465,2.283195639176852,Iris-virginica
+76,5.502603331735038,2.410383448058728,3.728267576782045,0.993163899901176,Iris-versicolor
+77,6.031941076602664,2.2065607274652055,4.066464428634774,1.026962337976758,Iris-versicolor
+78,6.319891980722178,3.274074659946893,4.687517004300506,1.5886634193949194,Iris-versicolor
+79,4.829948440792497,3.0,1.433975524889933,0.1,Iris-setosa
+80,6.351868940371126,2.9479170034924396,5.49409384903325,1.7974208555748394,Iris-virginica
+81,6.513258798342664,3.0,5.675301170518424,2.09412990198463,Iris-virginica
+82,6.246404178764109,2.883239614495762,5.564357047546302,1.8151155095830702,Iris-virginica
+83,7.9,3.8046367001997243,6.439151729936249,1.9777618152375405,Iris-virginica
+84,5.511613850621999,3.418321676876388,1.524447341860013,0.3136358158983444,Iris-setosa
+85,5.785042596970231,2.805074317246341,5.1450680536127384,2.3504537143486637,Iris-virginica
+86,5.54499831789735,3.0,4.526737718741297,1.5129044236262426,Iris-versicolor
+87,7.674827110797538,2.8154837390416176,6.65470395090659,1.9962793911505308,Iris-virginica
+88,5.0194919475076345,3.6384712091082285,1.4043299535930784,0.19653032962990086,Iris-setosa
+89,5.090520064694968,3.7329500418880026,1.5151284147624549,0.39246454790379814,Iris-setosa
+90,5.900488225222456,3.1747162133088715,4.806867737473216,1.7976127405381555,Iris-versicolor
+91,4.960791062749613,3.1045161573478093,1.3948810129795195,0.22664704640529132,Iris-setosa
+92,4.598680044191099,3.6289238577868113,1.0,0.2004043518695182,Iris-setosa
+93,6.12137426284324,2.79636485591477,4.7219655644419145,1.2121866234842744,Iris-versicolor
+94,5.632401304788458,2.9651844125587807,4.010005719147377,1.3027729529450045,Iris-versicolor
+95,5.9413466221237,3.213659352781273,4.501276345058799,1.4995875883380814,Iris-versicolor
+96,5.896201927382043,3.0,5.096441315406164,1.9131326890679459,Iris-virginica
+97,6.714491113013339,3.3167205979390992,5.691634597494755,2.5,Iris-virginica
+98,6.00597562549159,2.8902202285779506,4.494273363456464,1.5051327572456952,Iris-versicolor
+99,5.119884987614736,3.706014828281922,1.50152160859761,0.39380560261214065,Iris-setosa
+100,6.298451106222274,2.447556123853807,4.991913707649796,1.8819672769729714,Iris-virginica
+101,5.117031095935544,3.276451697786737,1.737101141865184,0.5451451694989338,Iris-setosa
+102,5.53254529474322,3.0,4.471634728096453,1.4985204862851416,Iris-versicolor
+103,7.713117077241976,2.800361129195079,6.704532836621503,1.990933464667633,Iris-virginica
+104,6.759953206882416,2.7916042913247683,4.805181452154669,1.3884860291810859,Iris-versicolor
+105,4.8095529952423615,3.4093674215862415,1.5685312554433546,0.20130761934673297,Iris-setosa
+106,6.487635533493763,3.0,5.766075826988398,2.1748648545007576,Iris-virginica
+107,5.973495825214756,3.4084203108044586,4.497983092721287,1.6093948355478953,Iris-versicolor
+108,6.21771614004557,2.1905279949153313,4.52221808717305,1.52989987817847,Iris-versicolor
+109,5.815796627965793,2.732352082576763,4.1573339980919695,1.0208104189248268,Iris-versicolor
+110,5.893948258868048,3.1973620395521665,4.784847383637518,1.7894259003559865,Iris-versicolor
+111,4.923629348960831,2.4136658985613964,3.2751671051243125,0.9802022996189641,Iris-versicolor
+112,6.689808046026281,3.295675184754754,5.682058063634153,2.088179471520697,Iris-virginica
+113,7.9,3.7860539475793815,6.40357064451867,1.9827579923981582,Iris-virginica
+114,5.868866732437595,3.197411927947655,4.774321608168439,1.8029296772915973,Iris-versicolor
+115,6.7074991351151025,2.5030975841684633,5.830901796149841,1.8162004196528254,Iris-virginica
+116,5.995023522355747,3.4193731241598595,4.494987478645422,1.610151155339301,Iris-versicolor
+117,6.214562409767116,3.3895100718357614,5.435170318264671,2.2980543912296665,Iris-virginica
+118,7.586011999116969,3.0,6.556048205655795,2.1124383704455703,Iris-virginica
+119,4.90858075036885,3.0,1.4037795688867982,0.19949573297319265,Iris-setosa
diff --git a/iris/tab_ddpm/6_4/7/test.csv b/iris/tab_ddpm/6_4/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/7/train.csv b/iris/tab_ddpm/6_4/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/7/val.csv b/iris/tab_ddpm/6_4/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/8/synth.csv b/iris/tab_ddpm/6_4/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7d2ecd3abbb0dd7b6a67271b2cd484977648d5f9
--- /dev/null
+++ b/iris/tab_ddpm/6_4/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.685988476509758,3.1667040623793508,5.54487415541377,2.074263582201289,Iris-virginica
+1,5.560433702095116,3.0,4.5225949985398906,1.4877734669953324,Iris-versicolor
+2,5.384109143158362,3.3824783525266318,1.5079083012419312,0.3235661565711966,Iris-setosa
+3,5.206200329543803,3.648153812493709,1.4627812798501667,0.20086551137827166,Iris-setosa
+4,6.11257582178698,2.799023631951736,4.696815700478073,1.2017892380331456,Iris-versicolor
+5,6.0452005948601295,2.7996770269441784,4.67936210014277,1.204490074990606,Iris-versicolor
+6,6.002052124316335,2.2058167471851826,4.068496575154556,1.0076019701376726,Iris-versicolor
+7,5.4475855679568514,3.411633447176433,1.514583821024031,0.4438452568419061,Iris-setosa
+8,5.875759458552939,2.8234397284312216,4.522939529085293,1.350290970353036,Iris-versicolor
+9,6.800687539858492,3.0563597255680532,5.73114311997861,2.0841391023474474,Iris-virginica
+10,4.887420503392151,2.4064751539339473,3.336687234656299,0.966054044480867,Iris-versicolor
+11,7.721765657625858,2.7995175691189136,6.73175004413871,2.0050430798142282,Iris-virginica
+12,4.510948479652962,2.2895584428522464,1.3108288282118166,0.2997535233753568,Iris-setosa
+13,6.18807543273671,3.4106151561300733,5.370007902136387,2.2854560397638912,Iris-virginica
+14,5.092359243167383,3.5128046561700232,1.3917943058569315,0.19961474345970032,Iris-setosa
+15,6.282410552855815,2.2725256079963696,4.415210371115689,1.3117406649807846,Iris-versicolor
+16,5.011457004309782,3.4025921704756406,1.577962649866834,0.4342843579925779,Iris-setosa
+17,5.456587542879403,2.421810104291213,3.7128990481233863,0.9900455961807255,Iris-versicolor
+18,5.48998740008795,3.0,4.475542463766337,1.514150543520194,Iris-versicolor
+19,4.899179053894805,3.0,1.3705536952835746,0.19684395811348143,Iris-setosa
+20,6.3204852945727925,2.6442267082950526,4.924896436325498,1.844425692273932,Iris-virginica
+21,7.727681317211839,2.5951246432745396,6.9,2.309055210633078,Iris-virginica
+22,5.784604150101024,2.684138212164216,5.096856966162646,1.8872856516394942,Iris-virginica
+23,7.899998076558764,3.766310158186594,6.472781969041137,1.9981109466894966,Iris-virginica
+24,4.605467980420942,3.661475181567088,1.0,0.1989078423767636,Iris-setosa
+25,5.7785904432639645,2.716050989720256,4.213238130861535,1.0307249063303905,Iris-versicolor
+26,4.6035049158148285,3.6275670495179555,1.00000046593171,0.20162377472737525,Iris-setosa
+27,4.7575940531132925,3.4024368704393977,1.5601359334983247,0.19924505991986802,Iris-setosa
+28,6.19273520681662,2.1956031954248703,4.486469780320884,1.5049928766660212,Iris-versicolor
+29,6.286210732026824,2.547041479102134,4.970882550210069,1.873090262312052,Iris-virginica
+30,7.700652935538074,2.6066486237417013,6.9,2.306713126120787,Iris-virginica
+31,4.4,3.1954581786359393,1.2859995311280978,0.1987351269629217,Iris-setosa
+32,4.816928594030812,3.399899518395624,1.8344145825289453,0.20247516839822924,Iris-setosa
+33,5.800440305578028,2.7156399021543094,5.090196573510024,1.9910539275831431,Iris-virginica
+34,4.9090706034155875,2.4245220057021775,3.2639676215133955,1.032796354505412,Iris-versicolor
+35,5.810362165664366,2.700051583409879,5.146896329258168,1.9017981667560646,Iris-virginica
+36,7.729340631830452,2.7986435567609984,6.732247023859143,1.9945720004083352,Iris-virginica
+37,5.199722418407282,3.420233205122285,1.3823533371576455,0.20034255613172453,Iris-setosa
+38,6.81606288416748,2.799363467244096,4.831429659985106,1.4055860736225199,Iris-versicolor
+39,4.9961245359161826,3.0,1.730333674545414,0.20365268964965408,Iris-setosa
+40,6.119832754032101,2.9007383961343254,4.5665137587190365,1.357875466095475,Iris-versicolor
+41,5.393528652605355,3.88053565179552,1.3409128887194404,0.4036997552590888,Iris-setosa
+42,5.292220082423891,3.0,4.483377165352282,1.507612282121946,Iris-versicolor
+43,6.689450617596765,3.0,4.999948241319964,1.710223647529916,Iris-versicolor
+44,6.461342519931642,3.189041932765152,5.086288138693267,2.0058217584674076,Iris-virginica
+45,5.668325879755293,3.7215956900475886,1.672657988264175,0.27923725651031894,Iris-setosa
+46,5.372603089094618,2.4222769792306593,3.7776231757443037,1.0102155056700843,Iris-versicolor
+47,6.284355030285714,2.890284390247444,5.590048855744567,1.8009138136051503,Iris-virginica
+48,5.798829068059903,2.7485483771116814,4.121365101417948,1.0103323866774028,Iris-versicolor
+49,4.4000006099092355,3.2135329623616316,1.3384244931409541,0.20444213839671646,Iris-setosa
+50,5.872155687926908,3.2026824575233523,4.793964768581721,1.8090917849843975,Iris-versicolor
+51,4.823937093752586,3.0,1.4085984977808743,0.10000010571690356,Iris-setosa
+52,6.195324438156124,3.402887334420154,5.437597876184158,2.276557396715606,Iris-virginica
+53,4.827010947631937,3.404788629599723,1.6447422276196226,0.2029043411723772,Iris-setosa
+54,5.299576115014859,3.668945313782097,1.5168797360197774,0.1997313738408687,Iris-setosa
+55,5.008453881466442,2.0,3.546635053953685,0.9221573301840775,Iris-versicolor
+56,6.0620075099743165,2.9310220177818125,4.544075163912951,1.5162428167386741,Iris-versicolor
+57,5.535572068661706,2.6364241065557383,4.397264860425313,1.2219946073395642,Iris-versicolor
+58,7.592700742355959,3.0,6.569686185055336,2.128307650733043,Iris-virginica
+59,5.903214357042444,3.225938783153693,4.801053124705242,1.8092093120373378,Iris-versicolor
+60,4.864509990444517,3.3768838765008424,1.881172415284849,0.20206243826650408,Iris-setosa
+61,6.475051337590905,3.0,5.82494707506664,2.207700831937972,Iris-virginica
+62,5.655030658556536,3.0,4.0234588247102545,1.2780702328562978,Iris-versicolor
+63,6.702095382562612,3.108403120161318,4.7071869393228685,1.5049368186116316,Iris-versicolor
+64,5.176610140545641,3.4018119678387237,1.4019087886672463,0.20300978453361526,Iris-setosa
+65,5.095551521614454,3.293211241658306,1.6948514414478328,0.45255060530785907,Iris-setosa
+66,5.492607338312346,3.0,4.432931387801068,1.5045160243501434,Iris-versicolor
+67,5.88787425050169,3.0,5.106147109968407,1.7996083510389802,Iris-virginica
+68,6.061268332647343,2.2034236381288372,4.055390697540735,1.012450632203376,Iris-versicolor
+69,7.685579071706209,2.5930837563125317,6.89999899880698,2.292205043853349,Iris-virginica
+70,6.2655732987534085,3.4074077775411724,5.384155773904814,2.282983156172374,Iris-virginica
+71,5.650269806995006,3.0,4.541061917346243,1.5429235011347706,Iris-versicolor
+72,5.693066264181018,3.0,4.208734656721291,1.1952735139634778,Iris-versicolor
+73,4.601219080715485,3.541493304101979,1.0000006276354467,0.2001806892874583,Iris-setosa
+74,4.677679388443512,3.230938163838496,1.463359940762516,0.200333594495871,Iris-setosa
+75,5.593716758002769,2.486040708197625,3.8837337843334465,1.1057453352493771,Iris-versicolor
+76,6.519614067590795,3.211781798748643,5.144743699231181,2.0000424470054234,Iris-virginica
+77,4.972710254414539,2.0,3.4751916086745305,1.01445745274679,Iris-versicolor
+78,5.802047114590815,2.802719058775835,5.14307808340011,2.389290172373467,Iris-virginica
+79,7.067288092187259,3.0,5.877810591885144,2.1535347155261584,Iris-virginica
+80,4.8080537100971,3.0,1.4016596208943586,0.2669801187979628,Iris-setosa
+81,5.9941026811518,2.7952650957909015,4.668603588718828,1.1523467923245405,Iris-versicolor
+82,5.879210702132234,3.244426075108821,4.759793855819969,1.7579275896650322,Iris-versicolor
+83,5.654100087557273,3.0,4.215564354613496,1.2528877036032084,Iris-versicolor
+84,7.599996455584793,3.0,6.6011689519649455,2.131466893984527,Iris-virginica
+85,6.008686095565914,3.4005849052705526,4.527734058287539,1.5857184428070201,Iris-versicolor
+86,4.495296835335523,2.2879365274288097,1.3121582688042992,0.2930600397997501,Iris-setosa
+87,7.693400074444747,2.808883991642565,6.705271538287539,2.012158988366216,Iris-virginica
+88,5.955449374275086,2.9078160530760324,4.492072194626224,1.478175244349276,Iris-versicolor
+89,4.996649485402444,2.000000482732165,3.522419484045216,0.9389270502235727,Iris-versicolor
+90,5.182220370703504,3.327489101168235,1.5712562685874154,0.45297371585550783,Iris-setosa
+91,4.820908536883562,3.0,1.388935955344763,0.35962581854502357,Iris-setosa
+92,6.378643489843546,3.2270241431790367,4.725250460384718,1.5741465433752797,Iris-versicolor
+93,6.648871743330225,3.0012846304517042,4.547025836762601,1.4307092732613578,Iris-versicolor
+94,5.04630562313262,3.295584501113481,1.3831340755011903,0.2001694621913916,Iris-setosa
+95,6.02904557482819,2.2021706901527542,4.018165833626115,1.0071141671971968,Iris-versicolor
+96,6.172839259140352,3.3365766405730577,4.6340766797751884,1.6212127763095237,Iris-versicolor
+97,5.385513468961602,3.4052338391144583,1.609358370528128,0.20000306579649993,Iris-setosa
+98,5.066849723433121,3.524089425426352,1.4191481682039426,0.20440050246405467,Iris-setosa
+99,5.021884461269412,3.35661536297512,1.6075700306447465,0.39192343582036715,Iris-setosa
+100,4.4935400609346,2.2848905976329883,1.2958745078188414,0.32348184114175726,Iris-setosa
+101,4.8952471656279055,3.1105061748607756,1.5048823855713058,0.1000001291246953,Iris-setosa
+102,4.778872893042763,3.0,1.3994181477101046,0.31861928705383225,Iris-setosa
+103,5.481194566630264,4.2,1.4047359235169488,0.19260815782349155,Iris-setosa
+104,5.806170120080959,2.7959226718588237,5.080236745293711,2.3728880253069082,Iris-virginica
+105,6.7015209479685165,3.0761128065450363,4.707383175797925,1.5322586548181372,Iris-versicolor
+106,6.698197329052088,3.0,4.989084295476576,1.7090040410346479,Iris-versicolor
+107,4.9888443282490185,3.6093968899150335,1.4006399957099844,0.19541958285473737,Iris-setosa
+108,4.7987117619341335,3.4049482043939645,1.854411064073079,0.19743058343257766,Iris-setosa
+109,4.809440455175122,3.0,1.4070356132173032,0.10000009056447014,Iris-setosa
+110,6.3184786145418075,2.9007963344210124,5.612084137166548,1.7971362036497613,Iris-virginica
+111,4.608325395592332,3.5885103058922274,1.0,0.192017692761729,Iris-setosa
+112,7.610719058612313,3.0,6.618124169923837,2.0749844806401545,Iris-virginica
+113,6.5265192790603646,3.0,4.355027607578042,1.3592238363476619,Iris-versicolor
+114,5.682353607002128,2.8868512053383655,4.124239432415518,1.3096739271986442,Iris-versicolor
+115,6.231543590706099,2.201440543857614,4.525404532258617,1.4794429585961335,Iris-versicolor
+116,7.474300300542733,3.0,6.428207276875098,2.08005329694765,Iris-virginica
+117,6.901323997632322,3.080288890788667,5.100685145459518,2.3118601844709734,Iris-virginica
+118,6.282938728743407,2.2758574670088496,4.428580079848311,1.3392854890803823,Iris-versicolor
+119,6.381975622542974,2.888450076479796,4.314611634427434,1.2923634560025916,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/8/test.csv b/iris/tab_ddpm/6_4/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/8/train.csv b/iris/tab_ddpm/6_4/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/8/val.csv b/iris/tab_ddpm/6_4/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/9/synth.csv b/iris/tab_ddpm/6_4/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5d6bacaa7cb17d4574a67c56338d17b2b866923e
--- /dev/null
+++ b/iris/tab_ddpm/6_4/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.388218392146883,3.3843647955003346,1.6541800626141632,0.2045641513076338,Iris-setosa
+1,6.884020815452122,3.087243669220431,5.094022361453217,2.294448718344638,Iris-virginica
+2,5.509357545552886,2.5956902189754265,4.391889840477189,1.195800487626143,Iris-versicolor
+3,5.183278643083332,3.2591023441530447,1.759743864120049,0.2049270400974733,Iris-setosa
+4,5.383279632597482,3.3962345545588946,1.7109345473473165,0.20019734234245617,Iris-setosa
+5,5.673267078700711,3.0,4.172046385373297,1.2018968487618868,Iris-versicolor
+6,4.894092511354537,3.1034116984241296,1.498747971910658,0.10000011232925228,Iris-setosa
+7,5.077686423298697,3.612434258111983,1.4062292094630504,0.2035794389431299,Iris-setosa
+8,5.4151827261321515,3.8884670180371974,1.3748088934045406,0.3303232557104778,Iris-setosa
+9,5.636682734963183,2.8173981567341677,4.487854299736805,1.304494381266589,Iris-versicolor
+10,5.965337049157716,2.195508684755023,4.059197098705006,0.915243093344525,Iris-versicolor
+11,5.195772340485327,3.4022460384743147,1.403345567785457,0.20107099014470076,Iris-setosa
+12,5.889669461823376,3.200004665202409,4.80279465458724,1.8058903557204942,Iris-versicolor
+13,5.991998640346112,3.4144141776582058,4.493575781841958,1.6162726300821217,Iris-versicolor
+14,7.363772015684519,2.898367616723235,6.318448024159633,1.782203502431302,Iris-virginica
+15,5.4047735481871575,3.8877846849371585,1.3133870993956807,0.4370247514415226,Iris-setosa
+16,4.940480150109292,3.5033571444953586,1.4065600279033013,0.19623154649616853,Iris-setosa
+17,6.73152908144752,3.219762237700397,5.874094769856539,2.2859025343578234,Iris-virginica
+18,6.658882264044648,3.3117778420468813,5.624502528728492,2.1040252680430958,Iris-virginica
+19,6.5199017152749805,2.993319593873713,4.32822679573232,1.3637325219670327,Iris-versicolor
+20,5.798114432904542,2.8759738244407638,4.508686642352986,1.3822109519703187,Iris-versicolor
+21,4.9886605206746095,3.390555728395577,1.637022612109355,0.3994220029190361,Iris-setosa
+22,6.109500275880521,2.889067178306193,4.497153064701607,1.4901902058794045,Iris-versicolor
+23,5.603928553064958,2.8974109855123933,3.663453230161304,1.2944097446089424,Iris-versicolor
+24,4.789280567199758,3.4039909361143494,1.6699578847914585,0.20156697235441576,Iris-setosa
+25,4.893753191192922,3.0963582467293596,1.5053806280505562,0.1000001219704324,Iris-setosa
+26,7.713525595006119,2.7994626072449305,6.711792870713532,1.993784921916171,Iris-virginica
+27,6.712527088413345,3.0,5.035690139917585,1.7019450779780425,Iris-versicolor
+28,5.032483183329801,3.3799053680733513,1.6788115477638814,0.4464838455389487,Iris-setosa
+29,6.1333880145466395,2.808851210800846,4.684899827033575,1.2278306377731627,Iris-versicolor
+30,4.807138110451449,3.0,1.402090267930912,0.29923741045480645,Iris-setosa
+31,7.717081301675783,2.6137309782289577,6.899998938640804,2.3180384864953014,Iris-virginica
+32,5.213717683621601,3.4059235434185284,1.407116054910478,0.20228967702067194,Iris-setosa
+33,6.492729718740542,3.207763736708925,5.215114040663798,2.0194400567073236,Iris-virginica
+34,7.89999872085752,3.8222536457829985,6.389995750831407,2.0091171594309465,Iris-virginica
+35,6.307976824310148,3.287073567867349,5.239958587536777,2.110204521861498,Iris-virginica
+36,5.2419717397657,3.684154694161996,1.4621807772795918,0.19921700538641768,Iris-setosa
+37,6.525955097679281,3.1824047420614803,5.0981681169820225,2.005755586830529,Iris-virginica
+38,5.770272086611435,2.6763800007968417,4.002702786763173,1.019790424505047,Iris-versicolor
+39,5.164113460162574,3.72571736165104,1.5058742889115182,0.3442462027912372,Iris-setosa
+40,6.349029515009676,2.8574850345862193,4.377015914470195,1.2639233210273195,Iris-versicolor
+41,5.664839899490079,3.0,4.55092599447223,1.5004004028061366,Iris-versicolor
+42,5.840783187017329,2.693643646728344,5.098583804540389,1.912144642598066,Iris-virginica
+43,4.506307626705851,2.307750069311039,1.3074451140000471,0.3221921418699689,Iris-setosa
+44,5.559385748378904,3.0,4.489650469044047,1.4796511433545918,Iris-versicolor
+45,5.818337443092452,2.7051275775432697,5.104813092846185,1.8870642476109911,Iris-virginica
+46,5.9163945816330035,3.1759250329079984,4.812374017340004,1.8029119407770908,Iris-versicolor
+47,7.703660044501047,2.5999175970407697,6.9,2.311336803272821,Iris-virginica
+48,6.492657598711604,3.2066570170562185,5.1170965273884965,2.0000471365579986,Iris-virginica
+49,7.705202279868951,2.798800682367238,6.700102313544988,2.0061231447394374,Iris-virginica
+50,5.03650406988139,3.6440295005359573,1.4151290020574667,0.20289451396632063,Iris-setosa
+51,6.705416513387789,3.339014567785156,5.664332453572845,2.5,Iris-virginica
+52,6.338406660397887,2.2836831369824067,4.40333856801309,1.3146052271479267,Iris-versicolor
+53,6.341766711328654,2.88238885134431,4.3042231128197725,1.2724136024373396,Iris-versicolor
+54,6.507921273831433,3.216141746110324,5.0905238009810105,2.0269257218517818,Iris-virginica
+55,5.1325267400033665,3.3203976922214204,1.6928522428662311,0.4481081214978405,Iris-setosa
+56,5.301043143632457,3.40804227310602,1.4407881211335731,0.20354859883679946,Iris-setosa
+57,4.603332334498128,3.2104670957703836,1.4142872909074022,0.20260958319781697,Iris-setosa
+58,5.389155541240659,3.4121546643611405,1.6059499242908042,0.19844930517495346,Iris-setosa
+59,7.899998387906472,3.7705541629342947,6.433807072107688,2.004912234974642,Iris-virginica
+60,5.293388367158751,3.643346644501957,1.481924083959296,0.1948716387117932,Iris-setosa
+61,5.795199214935836,2.696575601931712,5.1161227097091695,1.9022062354887914,Iris-virginica
+62,6.47276896340977,3.0,5.7869196014344695,2.1852565174343694,Iris-virginica
+63,5.52354888624866,2.406913776814732,3.7206890039639235,0.9961019876864146,Iris-versicolor
+64,5.503076042043815,2.5961464915274184,4.401004485746881,1.177673774901541,Iris-versicolor
+65,7.189949639269239,3.0,5.993990612996911,2.0827053865168925,Iris-virginica
+66,5.407413903955585,3.389395552552241,1.512741725852433,0.5007222245532664,Iris-setosa
+67,6.322451414460119,2.895538137196772,5.60222551521064,1.8105696049185154,Iris-virginica
+68,4.4,3.1968701658244973,1.3034493126887248,0.2029812901249661,Iris-setosa
+69,4.894906655052562,2.3984556747161325,3.242068414856478,1.0238369585154616,Iris-versicolor
+70,5.201376189573485,3.4017225449407085,1.4101175908827628,0.1956122027026643,Iris-setosa
+71,6.041367424256717,2.212887292355054,4.0463871551602235,1.003975214857152,Iris-versicolor
+72,7.713680616350564,2.602672986037421,6.9,2.3017208871048855,Iris-virginica
+73,6.134622498258695,3.0,4.600452509624461,1.3777105495727577,Iris-versicolor
+74,6.677181438599553,3.2827615504327605,5.688871892729953,2.499999215419181,Iris-virginica
+75,5.003652202072646,3.6465224402203504,1.4016940909734432,0.20439353785455996,Iris-setosa
+76,6.311935538294293,2.7185488734633463,4.909395706907734,1.8074339357038272,Iris-virginica
+77,5.800951651543845,2.6976978420232745,5.099062298984636,1.9090165561673205,Iris-virginica
+78,4.9967651138551465,2.0000005333513475,3.493780920317165,0.9079219631142645,Iris-versicolor
+79,6.803751012565932,3.1928162606255124,5.889797873426696,2.2961200083110804,Iris-virginica
+80,6.72301910571883,3.28937772046052,5.739478733385375,2.499999604211879,Iris-virginica
+81,4.812022370157923,3.4033540575715904,1.9294567156742113,0.2029217242365334,Iris-setosa
+82,6.688694213188426,2.507963271663339,5.8066044811946185,1.8113522408083984,Iris-virginica
+83,5.600999824775744,3.7946479277809457,1.5563712843520143,0.2681622233569385,Iris-setosa
+84,5.53570246822404,2.4264002447207766,3.6876299130658223,1.0228853054241158,Iris-versicolor
+85,5.107662365716018,3.493591967559493,1.397466462292722,0.19940938114451473,Iris-setosa
+86,6.478210943337977,2.961841016578216,4.319550074233152,1.3387190103156787,Iris-versicolor
+87,5.675997235122621,3.0,4.201631982998374,1.2132667090733957,Iris-versicolor
+88,4.8115670473241465,3.0,1.4408390890441796,0.1,Iris-setosa
+89,6.886393425205999,3.162371268510119,5.52448510463446,2.3062586837426498,Iris-virginica
+90,5.636480041115626,3.790234968768824,1.5690390042132702,0.3005623816040701,Iris-setosa
+91,5.72345429066281,3.0,4.527184934073207,1.5044928930743324,Iris-versicolor
+92,4.593759466395955,3.609890130361083,1.0,0.20309261248688998,Iris-setosa
+93,5.807132453027534,2.7021227110212704,5.099688918452427,1.9015752874037788,Iris-virginica
+94,6.787746503814135,2.8019777428823187,4.773075727407084,1.4046438326655701,Iris-versicolor
+95,7.004090147170248,3.0,5.690618215265103,2.1398696723721264,Iris-virginica
+96,5.036386165169074,3.5816281799304845,1.3953383970576723,0.19932078970586106,Iris-setosa
+97,5.022538198087832,3.6350186108826392,1.4052662405586527,0.20491153335863302,Iris-setosa
+98,6.005789070301869,2.205433050027153,4.030300608737874,1.0089726069732696,Iris-versicolor
+99,6.256887490146488,3.3087067438623774,4.664960921535918,1.6268806248834446,Iris-versicolor
+100,5.13744419980106,3.3044146531310203,1.7868966342388048,0.48884407358255166,Iris-setosa
+101,5.911148177093108,3.17636432506483,4.772098502245137,1.8140582588307947,Iris-versicolor
+102,6.097895426384699,2.8027688133619493,4.701995801922867,1.1817059347113117,Iris-versicolor
+103,6.681843995394118,3.294993054813922,5.623688089247281,2.110672314559121,Iris-virginica
+104,6.680294801660405,3.0,5.035628735754651,1.703000199426932,Iris-versicolor
+105,6.790661722136814,2.7996081021712547,4.798980165205914,1.386877495443689,Iris-versicolor
+106,6.035097287089394,2.900119383410673,4.513533144399894,1.5122192625166335,Iris-versicolor
+107,5.721934515701838,2.808723839681591,4.322708420831652,1.2514014938642368,Iris-versicolor
+108,6.709075323094991,3.0,5.030879112676659,1.7094184684154432,Iris-versicolor
+109,4.83369149019565,3.0,1.3841427531993689,0.31990211164828297,Iris-setosa
+110,6.300420202707203,2.484809759577202,5.016853391156715,1.9160794424159482,Iris-virginica
+111,5.436016121631272,3.378743073826072,1.8703859705513897,0.20168380928147878,Iris-setosa
+112,6.791567832607274,3.205352097154816,5.919766769214676,2.289037728810248,Iris-virginica
+113,5.595094315257339,2.5056619325850105,3.9326433007918027,1.1265337447876191,Iris-versicolor
+114,6.71224504570387,3.0,4.9831528606439965,1.6830003783231766,Iris-versicolor
+115,6.005137283021626,2.8908288323753557,4.476355851527146,1.494789017888982,Iris-versicolor
+116,6.6247333588979735,3.0,4.425675912751599,1.413344672095902,Iris-versicolor
+117,5.011811861409216,3.6265799962048195,1.4060159948042508,0.2040408826961826,Iris-setosa
+118,6.2944137716831605,2.5155996166949173,4.990190131187279,1.8954951108282059,Iris-virginica
+119,5.094958973186672,3.69344249260509,1.5011764814735074,0.3749048728279217,Iris-setosa
diff --git a/iris/tab_ddpm/6_4/9/test.csv b/iris/tab_ddpm/6_4/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/9/train.csv b/iris/tab_ddpm/6_4/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/6_4/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_4/9/val.csv b/iris/tab_ddpm/6_4/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/6_4/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/6_4/params.json b/iris/tab_ddpm/6_4/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..8fdc1b1f11be89c79d68e2e89b298553e0fc9da4
--- /dev/null
+++ b/iris/tab_ddpm/6_4/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5318c6dee80f69f0ca2a20cc52d3c9f97dcd42187941e64f67c1643f4797ecea
+size 331
diff --git a/iris/tab_ddpm/6_4/tab_ddpm_eval.ipynb b/iris/tab_ddpm/6_4/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..336ee9f46a98ffe13eeacfac1542df48e36bbf37
--- /dev/null
+++ b/iris/tab_ddpm/6_4/tab_ddpm_eval.ipynb
@@ -0,0 +1,2107 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "e790dba3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:30.328302Z",
+     "iopub.status.busy": "2024-07-22T02:15:30.327954Z",
+     "iopub.status.idle": "2024-07-22T02:15:42.212369Z",
+     "shell.execute_reply": "2024-07-22T02:15:42.211187Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 11.896625,
+     "end_time": "2024-07-22T02:15:42.214967",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:30.318342",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 99%\r",
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "6028b057",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:42.237821Z",
+     "iopub.status.busy": "2024-07-22T02:15:42.237465Z",
+     "iopub.status.idle": "2024-07-22T02:15:42.245495Z",
+     "shell.execute_reply": "2024-07-22T02:15:42.244647Z"
+    },
+    "papermill": {
+     "duration": 0.021791,
+     "end_time": "2024-07-22T02:15:42.247509",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:42.225718",
+     "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": "263eb446",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009486,
+     "end_time": "2024-07-22T02:15:42.266486",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:42.257000",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f901e34a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:42.286761Z",
+     "iopub.status.busy": "2024-07-22T02:15:42.286463Z",
+     "iopub.status.idle": "2024-07-22T02:15:42.293679Z",
+     "shell.execute_reply": "2024-07-22T02:15:42.292800Z"
+    },
+    "papermill": {
+     "duration": 0.01968,
+     "end_time": "2024-07-22T02:15:42.295661",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:42.275981",
+     "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": "12868561",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:42.316215Z",
+     "iopub.status.busy": "2024-07-22T02:15:42.315750Z",
+     "iopub.status.idle": "2024-07-22T02:15:42.320998Z",
+     "shell.execute_reply": "2024-07-22T02:15:42.320148Z"
+    },
+    "papermill": {
+     "duration": 0.017864,
+     "end_time": "2024-07-22T02:15:42.322865",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:42.305001",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 4\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/6_4\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.7\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "4740408a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:42.344875Z",
+     "iopub.status.busy": "2024-07-22T02:15:42.344563Z",
+     "iopub.status.idle": "2024-07-22T02:15:42.350225Z",
+     "shell.execute_reply": "2024-07-22T02:15:42.349342Z"
+    },
+    "papermill": {
+     "duration": 0.018891,
+     "end_time": "2024-07-22T02:15:42.352270",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:42.333379",
+     "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": "9623c813",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:42.373029Z",
+     "iopub.status.busy": "2024-07-22T02:15:42.372783Z",
+     "iopub.status.idle": "2024-07-22T02:15:43.644927Z",
+     "shell.execute_reply": "2024-07-22T02:15:43.643902Z"
+    },
+    "papermill": {
+     "duration": 1.285343,
+     "end_time": "2024-07-22T02:15:43.647373",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:42.362030",
+     "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": "439885c1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:43.670304Z",
+     "iopub.status.busy": "2024-07-22T02:15:43.669503Z",
+     "iopub.status.idle": "2024-07-22T02:15:44.680778Z",
+     "shell.execute_reply": "2024-07-22T02:15:44.679672Z"
+    },
+    "papermill": {
+     "duration": 1.02532,
+     "end_time": "2024-07-22T02:15:44.683082",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:43.657762",
+     "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": "ce9e7395",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:44.706085Z",
+     "iopub.status.busy": "2024-07-22T02:15:44.705736Z",
+     "iopub.status.idle": "2024-07-22T02:15:44.715414Z",
+     "shell.execute_reply": "2024-07-22T02:15:44.714512Z"
+    },
+    "papermill": {
+     "duration": 0.023796,
+     "end_time": "2024-07-22T02:15:44.717514",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:44.693718",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/6_4\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "3cf3d498",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:44.742172Z",
+     "iopub.status.busy": "2024-07-22T02:15:44.741860Z",
+     "iopub.status.idle": "2024-07-22T02:15:45.116486Z",
+     "shell.execute_reply": "2024-07-22T02:15:45.115649Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.389968,
+     "end_time": "2024-07-22T02:15:45.119138",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:44.729170",
+     "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": "fa5267ee",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:45.143916Z",
+     "iopub.status.busy": "2024-07-22T02:15:45.143002Z",
+     "iopub.status.idle": "2024-07-22T02:15:46.909034Z",
+     "shell.execute_reply": "2024-07-22T02:15:46.907957Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.780994,
+     "end_time": "2024-07-22T02:15:46.911915",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:45.130921",
+     "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": "64194b56",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:46.944564Z",
+     "iopub.status.busy": "2024-07-22T02:15:46.944120Z",
+     "iopub.status.idle": "2024-07-22T02:15:46.952734Z",
+     "shell.execute_reply": "2024-07-22T02:15:46.952005Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.026197,
+     "end_time": "2024-07-22T02:15:46.954776",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:46.928579",
+     "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": "d22b121c",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:46.979140Z",
+     "iopub.status.busy": "2024-07-22T02:15:46.978848Z",
+     "iopub.status.idle": "2024-07-22T02:15:46.983789Z",
+     "shell.execute_reply": "2024-07-22T02:15:46.982786Z"
+    },
+    "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": 0.020148,
+     "end_time": "2024-07-22T02:15:46.986139",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:46.965991",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "dac92b3e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:47.009405Z",
+     "iopub.status.busy": "2024-07-22T02:15:47.009109Z",
+     "iopub.status.idle": "2024-07-22T02:15:47.136733Z",
+     "shell.execute_reply": "2024-07-22T02:15:47.135903Z"
+    },
+    "papermill": {
+     "duration": 0.142196,
+     "end_time": "2024-07-22T02:15:47.139138",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:46.996942",
+     "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": "364cec2b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:47.165758Z",
+     "iopub.status.busy": "2024-07-22T02:15:47.165351Z",
+     "iopub.status.idle": "2024-07-22T02:15:51.539384Z",
+     "shell.execute_reply": "2024-07-22T02:15:51.538382Z"
+    },
+    "papermill": {
+     "duration": 4.390587,
+     "end_time": "2024-07-22T02:15:51.541907",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:47.151320",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:15:48.944723: 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 02:15:48.944780: 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 02:15:48.946430: 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": "1213a6d0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:51.566408Z",
+     "iopub.status.busy": "2024-07-22T02:15:51.565470Z",
+     "iopub.status.idle": "2024-07-22T02:15:51.571588Z",
+     "shell.execute_reply": "2024-07-22T02:15:51.570402Z"
+    },
+    "papermill": {
+     "duration": 0.021212,
+     "end_time": "2024-07-22T02:15:51.574461",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:51.553249",
+     "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": "98663043",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:51.599554Z",
+     "iopub.status.busy": "2024-07-22T02:15:51.599254Z",
+     "iopub.status.idle": "2024-07-22T02:15:54.279525Z",
+     "shell.execute_reply": "2024-07-22T02:15:54.278729Z"
+    },
+    "papermill": {
+     "duration": 2.695662,
+     "end_time": "2024-07-22T02:15:54.281905",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:51.586243",
+     "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": "57889631",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:54.308165Z",
+     "iopub.status.busy": "2024-07-22T02:15:54.307495Z",
+     "iopub.status.idle": "2024-07-22T02:15:54.314000Z",
+     "shell.execute_reply": "2024-07-22T02:15:54.313086Z"
+    },
+    "papermill": {
+     "duration": 0.02181,
+     "end_time": "2024-07-22T02:15:54.316012",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:54.294202",
+     "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": "1d40c740",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:54.340064Z",
+     "iopub.status.busy": "2024-07-22T02:15:54.339786Z",
+     "iopub.status.idle": "2024-07-22T02:15:54.855356Z",
+     "shell.execute_reply": "2024-07-22T02:15:54.854446Z"
+    },
+    "papermill": {
+     "duration": 0.530423,
+     "end_time": "2024-07-22T02:15:54.857762",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:54.327339",
+     "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": "12a14c33",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:54.885449Z",
+     "iopub.status.busy": "2024-07-22T02:15:54.884688Z",
+     "iopub.status.idle": "2024-07-22T02:15:54.891500Z",
+     "shell.execute_reply": "2024-07-22T02:15:54.890632Z"
+    },
+    "papermill": {
+     "duration": 0.022818,
+     "end_time": "2024-07-22T02:15:54.893562",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:54.870744",
+     "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": "0836e055",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:54.918015Z",
+     "iopub.status.busy": "2024-07-22T02:15:54.917725Z",
+     "iopub.status.idle": "2024-07-22T02:15:54.964344Z",
+     "shell.execute_reply": "2024-07-22T02:15:54.963652Z"
+    },
+    "papermill": {
+     "duration": 0.061466,
+     "end_time": "2024-07-22T02:15:54.966408",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:54.904942",
+     "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": "e1feacc5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:54.992901Z",
+     "iopub.status.busy": "2024-07-22T02:15:54.992584Z",
+     "iopub.status.idle": "2024-07-22T02:15:54.998043Z",
+     "shell.execute_reply": "2024-07-22T02:15:54.997179Z"
+    },
+    "papermill": {
+     "duration": 0.020803,
+     "end_time": "2024-07-22T02:15:54.999937",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:54.979134",
+     "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": "f7528f54",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:55.024420Z",
+     "iopub.status.busy": "2024-07-22T02:15:55.024136Z",
+     "iopub.status.idle": "2024-07-22T02:15:55.028084Z",
+     "shell.execute_reply": "2024-07-22T02:15:55.027223Z"
+    },
+    "papermill": {
+     "duration": 0.018713,
+     "end_time": "2024-07-22T02:15:55.030124",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:55.011411",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "bf732cf2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:55.054515Z",
+     "iopub.status.busy": "2024-07-22T02:15:55.054248Z",
+     "iopub.status.idle": "2024-07-22T02:15:55.060025Z",
+     "shell.execute_reply": "2024-07-22T02:15:55.059161Z"
+    },
+    "papermill": {
+     "duration": 0.020452,
+     "end_time": "2024-07-22T02:15:55.062032",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:55.041580",
+     "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": "33f6e219",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:55.086749Z",
+     "iopub.status.busy": "2024-07-22T02:15:55.086462Z",
+     "iopub.status.idle": "2024-07-22T02:15:55.092962Z",
+     "shell.execute_reply": "2024-07-22T02:15:55.092078Z"
+    },
+    "papermill": {
+     "duration": 0.021189,
+     "end_time": "2024-07-22T02:15:55.094969",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:55.073780",
+     "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": "7c0635e8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:55.121856Z",
+     "iopub.status.busy": "2024-07-22T02:15:55.121505Z",
+     "iopub.status.idle": "2024-07-22T02:15:55.130300Z",
+     "shell.execute_reply": "2024-07-22T02:15:55.129473Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.024866,
+     "end_time": "2024-07-22T02:15:55.132256",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:55.107390",
+     "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": "38339ddd",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:15:55.157177Z",
+     "iopub.status.busy": "2024-07-22T02:15:55.156716Z",
+     "iopub.status.idle": "2024-07-22T02:20:26.393397Z",
+     "shell.execute_reply": "2024-07-22T02:20:26.392369Z"
+    },
+    "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": 271.251858,
+     "end_time": "2024-07-22T02:20:26.395792",
+     "exception": false,
+     "start_time": "2024-07-22T02:15:55.143934",
+     "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 1000/59381 MLoss: 0.0 GLoss: 0.3485 Sum: 0.3485\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/59381 MLoss: 0.0 GLoss: 0.3007 Sum: 0.3007\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/59381 MLoss: 0.0 GLoss: 0.2852 Sum: 0.2852\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/59381 MLoss: 0.0 GLoss: 0.277 Sum: 0.277\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/59381 MLoss: 0.0 GLoss: 0.2695 Sum: 0.2695\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/59381 MLoss: 0.0 GLoss: 0.2619 Sum: 0.2619\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/59381 MLoss: 0.0 GLoss: 0.2579 Sum: 0.2579\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/59381 MLoss: 0.0 GLoss: 0.2529 Sum: 0.2529\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/59381 MLoss: 0.0 GLoss: 0.2487 Sum: 0.2487\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/59381 MLoss: 0.0 GLoss: 0.2468 Sum: 0.2468\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/59381 MLoss: 0.0 GLoss: 0.2405 Sum: 0.2405\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/59381 MLoss: 0.0 GLoss: 0.2401 Sum: 0.2401\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/59381 MLoss: 0.0 GLoss: 0.2367 Sum: 0.2367\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/59381 MLoss: 0.0 GLoss: 0.2322 Sum: 0.2322\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/59381 MLoss: 0.0 GLoss: 0.2313 Sum: 0.2313\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/59381 MLoss: 0.0 GLoss: 0.2299 Sum: 0.2299\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/59381 MLoss: 0.0 GLoss: 0.23 Sum: 0.23\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/59381 MLoss: 0.0 GLoss: 0.2255 Sum: 0.2255\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/59381 MLoss: 0.0 GLoss: 0.2235 Sum: 0.2235\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/59381 MLoss: 0.0 GLoss: 0.2251 Sum: 0.2251\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/59381 MLoss: 0.0 GLoss: 0.2197 Sum: 0.2197\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/59381 MLoss: 0.0 GLoss: 0.219 Sum: 0.219\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/59381 MLoss: 0.0 GLoss: 0.219 Sum: 0.219\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/59381 MLoss: 0.0 GLoss: 0.2162 Sum: 0.2162\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/59381 MLoss: 0.0 GLoss: 0.2156 Sum: 0.2156\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/59381 MLoss: 0.0 GLoss: 0.216 Sum: 0.216\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/59381 MLoss: 0.0 GLoss: 0.216 Sum: 0.216\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/59381 MLoss: 0.0 GLoss: 0.2157 Sum: 0.2157\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/59381 MLoss: 0.0 GLoss: 0.2151 Sum: 0.2151\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/59381 MLoss: 0.0 GLoss: 0.2128 Sum: 0.2128\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/59381 MLoss: 0.0 GLoss: 0.2108 Sum: 0.2108\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/59381 MLoss: 0.0 GLoss: 0.2127 Sum: 0.2127\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/59381 MLoss: 0.0 GLoss: 0.2105 Sum: 0.2105\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/59381 MLoss: 0.0 GLoss: 0.2115 Sum: 0.2115\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/59381 MLoss: 0.0 GLoss: 0.2083 Sum: 0.2083\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/59381 MLoss: 0.0 GLoss: 0.2065 Sum: 0.2065\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/59381 MLoss: 0.0 GLoss: 0.2076 Sum: 0.2076\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/59381 MLoss: 0.0 GLoss: 0.2083 Sum: 0.2083\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/59381 MLoss: 0.0 GLoss: 0.207 Sum: 0.207\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/59381 MLoss: 0.0 GLoss: 0.2028 Sum: 0.2028\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/59381 MLoss: 0.0 GLoss: 0.2047 Sum: 0.2047\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/59381 MLoss: 0.0 GLoss: 0.2029 Sum: 0.2029\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/59381 MLoss: 0.0 GLoss: 0.2006 Sum: 0.2006\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/59381 MLoss: 0.0 GLoss: 0.2015 Sum: 0.2015\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/59381 MLoss: 0.0 GLoss: 0.2006 Sum: 0.2006\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/59381 MLoss: 0.0 GLoss: 0.2012 Sum: 0.2012\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/59381 MLoss: 0.0 GLoss: 0.1978 Sum: 0.1978\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/59381 MLoss: 0.0 GLoss: 0.199 Sum: 0.199\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/59381 MLoss: 0.0 GLoss: 0.1981 Sum: 0.1981\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/59381 MLoss: 0.0 GLoss: 0.1974 Sum: 0.1974\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/59381 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/59381 MLoss: 0.0 GLoss: 0.1961 Sum: 0.1961\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/59381 MLoss: 0.0 GLoss: 0.1954 Sum: 0.1954\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/59381 MLoss: 0.0 GLoss: 0.1966 Sum: 0.1966\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/59381 MLoss: 0.0 GLoss: 0.1952 Sum: 0.1952\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/59381 MLoss: 0.0 GLoss: 0.1967 Sum: 0.1967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/59381 MLoss: 0.0 GLoss: 0.1925 Sum: 0.1925\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/59381 MLoss: 0.0 GLoss: 0.1957 Sum: 0.1957\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/59381 MLoss: 0.0 GLoss: 0.1922 Sum: 0.1922\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": "f7d15987",
+   "metadata": {
+    "papermill": {
+     "duration": 0.017727,
+     "end_time": "2024-07-22T02:20:26.431842",
+     "exception": false,
+     "start_time": "2024-07-22T02:20:26.414115",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "4cb595e3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:20:26.466825Z",
+     "iopub.status.busy": "2024-07-22T02:20:26.466487Z",
+     "iopub.status.idle": "2024-07-22T02:20:26.474354Z",
+     "shell.execute_reply": "2024-07-22T02:20:26.473570Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.027587,
+     "end_time": "2024-07-22T02:20:26.476214",
+     "exception": false,
+     "start_time": "2024-07-22T02:20:26.448627",
+     "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": "9fcdac5b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:20:26.510148Z",
+     "iopub.status.busy": "2024-07-22T02:20:26.509852Z",
+     "iopub.status.idle": "2024-07-22T02:20:42.511371Z",
+     "shell.execute_reply": "2024-07-22T02:20:42.510549Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.021144,
+     "end_time": "2024-07-22T02:20:42.513640",
+     "exception": false,
+     "start_time": "2024-07-22T02:20:26.492496",
+     "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": "345e6c63",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018863,
+     "end_time": "2024-07-22T02:20:42.550587",
+     "exception": false,
+     "start_time": "2024-07-22T02:20:42.531724",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyP9QeEydtXrVGW6XxyuLIx2",
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\ No newline at end of file