diff --git a/iris/tab_ddpm/0_3/0/synth.csv b/iris/tab_ddpm/0_3/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..64b02f21a93f4c75b68be37d418f1e26987d79d0
--- /dev/null
+++ b/iris/tab_ddpm/0_3/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.720070402966613,2.802825977279773,6.899956854674109,2.2462048229965266,Iris-virginica
+1,7.673274064286577,2.583605845605142,6.9,2.2359039283286126,Iris-virginica
+2,6.2198637347140355,2.356091154347091,4.610585914955131,1.5258065626374373,Iris-versicolor
+3,7.264024463331935,3.0,6.17559989855267,2.0536897445185702,Iris-virginica
+4,5.532204990316237,2.859584481008186,4.5313092906217545,1.3743815458616395,Iris-versicolor
+5,5.983988749290891,2.508541103705491,5.204848794839975,1.4815822280791084,Iris-virginica
+6,4.57326906745022,3.6444403912247774,1.0,0.2003154534057796,Iris-setosa
+7,5.939235569424219,2.6422515864009473,4.255831214308441,1.0534790528816815,Iris-versicolor
+8,6.771330357026747,2.8947826855889423,4.604265015136033,1.3939714343218854,Iris-versicolor
+9,5.031416678507317,3.499970223514445,1.383946017337654,0.22705682729422688,Iris-setosa
+10,5.4837082396266865,2.942137894654079,4.376383190047589,1.333436885092564,Iris-versicolor
+11,5.387466585022744,3.7673766178856463,1.5012125200591866,0.210641966480269,Iris-setosa
+12,6.221031914935231,2.4554728779140715,4.817833110962707,1.4680227117854485,Iris-versicolor
+13,5.277615599507248,2.54013982868811,3.760716234282933,1.1300315750688432,Iris-versicolor
+14,5.392976629624368,2.4103292810977006,3.240950577928397,1.0150608168477933,Iris-versicolor
+15,6.515714321327489,3.0,4.442021795768176,1.417471018426073,Iris-versicolor
+16,5.5354888317665445,2.638106133333553,4.287613211949385,1.3018849075180157,Iris-versicolor
+17,5.460854540907911,3.9,1.3527223404100641,0.3669507646960764,Iris-setosa
+18,5.141331079538635,2.4373183899636413,3.8435558843725284,1.0321507648714152,Iris-versicolor
+19,7.686261232563797,2.8815036555930784,6.681984794652256,2.0230324047654333,Iris-virginica
+20,5.01437133772809,3.44962922256039,1.2915696559691248,0.25787914426897995,Iris-setosa
+21,5.368933455028178,2.5799652866941,3.874807678932764,1.2403257170700812,Iris-versicolor
+22,4.77053513405186,3.48870731591741,1.4144006802675797,0.28094229285237043,Iris-setosa
+23,5.0430332982501875,2.000126550062708,3.5805338177948016,1.1164593206934899,Iris-versicolor
+24,5.3792765413452095,3.356525470812394,1.4664601212184785,0.1942378241330005,Iris-setosa
+25,5.840701204938193,3.1840819038777197,4.50774439148882,1.500920540256412,Iris-versicolor
+26,5.793792311383322,3.131121766973431,4.305393817008188,1.4296749322881297,Iris-versicolor
+27,6.86874864943177,3.1274464147447625,5.290261405911137,2.2356267704420003,Iris-virginica
+28,7.633298746678683,2.5900869722254836,6.899998716812356,2.3319483175388025,Iris-virginica
+29,5.398605062809492,3.3628796185743157,1.864095849839167,0.28542090084251015,Iris-setosa
+30,7.455197867233347,2.835840509237498,6.496434255289197,1.8865752647845138,Iris-virginica
+31,6.2330455189113625,2.412420325594601,4.555688488282341,1.3776174385691577,Iris-versicolor
+32,4.58023607396693,3.536901951101745,1.0,0.2118593562797328,Iris-setosa
+33,4.976471126094538,3.1344799246081503,1.428280183522698,0.23554936947828034,Iris-setosa
+34,5.015441950873081,2.0,3.782050056933291,0.6254615506699095,Iris-versicolor
+35,7.899998620710584,3.798912441340207,6.296895534274559,1.9712242131851705,Iris-virginica
+36,6.701858350620766,2.6220658349909662,4.681411383246714,1.3728106627222079,Iris-versicolor
+37,4.984163197949135,2.0,3.769974649299921,0.9583482114356194,Iris-versicolor
+38,7.71293732806591,2.6227451694803006,6.899998899574293,2.2795107780169763,Iris-virginica
+39,5.846092516503337,3.2606044699581997,4.386438497784851,1.4994777107067176,Iris-versicolor
+40,4.942081956829444,3.518557763099567,1.4460133454975743,0.34517300896443676,Iris-setosa
+41,5.246446457261392,3.3878126274264972,1.6458202282744265,0.243182338956805,Iris-setosa
+42,6.856592319147153,3.0261813120628287,5.082572137896435,2.28860085303478,Iris-virginica
+43,6.228786165750888,3.3680043983416903,4.502261054109821,1.5700188941154989,Iris-versicolor
+44,6.170789589932955,3.1515610467032977,4.622043501298165,1.5164463251674634,Iris-versicolor
+45,5.626571132670151,2.7022090010039412,4.163938971038858,1.1220948337478998,Iris-versicolor
+46,6.638972849853036,3.0,5.348487230046482,1.9946293309258591,Iris-virginica
+47,4.680159306246116,3.0,1.3268146763832422,0.36832592375628176,Iris-setosa
+48,6.303172360347445,2.988637399533053,5.318460237947068,1.846765432461354,Iris-virginica
+49,6.6511635672567815,3.308166584800422,5.653177169170116,2.1364004826281704,Iris-virginica
+50,7.685333754498965,2.621257404952675,6.897986554543347,2.1400034590332044,Iris-virginica
+51,5.339091337424133,3.8999992173005333,1.309167571782815,0.44373254297659,Iris-setosa
+52,4.400000697290148,3.095804732464478,1.3243248746550864,0.1925230537600628,Iris-setosa
+53,6.432320481841363,3.197868208441756,5.704801230946711,2.3469943829830746,Iris-virginica
+54,7.515191244269398,3.0,6.531472463501195,2.0956274298399182,Iris-virginica
+55,5.506043141120216,2.9456919540422004,4.261107920584976,1.3538422165297341,Iris-versicolor
+56,4.941385535382858,2.0,3.5242349960472743,0.8518396432497006,Iris-versicolor
+57,7.899763963130332,3.5541977687374033,6.3105356079437955,1.9785067593483048,Iris-virginica
+58,5.299083405797779,3.8956822934454687,1.4298970254190349,0.2812991023697764,Iris-setosa
+59,5.671052769475607,2.7760551017363135,4.543523775947608,1.3155051806355926,Iris-versicolor
+60,5.069850623299866,2.4279759066187534,3.3442864201213327,1.115331534400953,Iris-versicolor
+61,5.1272396864485925,3.5904470103461823,1.550135441288831,0.19310250768220671,Iris-setosa
+62,5.150734395900614,3.4309574841735238,1.626038833977792,0.37816281738618124,Iris-setosa
+63,7.697333957282053,2.6026954893141983,6.9,2.3144206707191675,Iris-virginica
+64,6.14279866326976,2.296446667516496,4.536440420982787,1.4807905770545107,Iris-versicolor
+65,4.4,3.0,1.3339796145289449,0.19088432622422608,Iris-setosa
+66,4.554060473128966,2.0,2.5432977855673666,0.2512621296386042,Iris-versicolor
+67,6.707004784294619,3.3360633879904324,5.709548677750448,2.5,Iris-virginica
+68,4.400001079007191,2.85142919842277,1.4036312159401654,0.21158263168705055,Iris-setosa
+69,6.337696564174446,2.318004147255248,5.2397551860228555,1.7190481030094655,Iris-virginica
+70,6.495674453926446,3.3192348658748196,5.635169008192714,2.2759186071924886,Iris-virginica
+71,7.665611761617406,2.6226520630071666,6.9,2.319871166568248,Iris-virginica
+72,4.5871462889901045,2.0,3.4157907102777854,0.9991600469141193,Iris-versicolor
+73,7.9,3.8223775238475626,6.389631718035552,1.9574766884999057,Iris-virginica
+74,4.584807282622258,3.543763709506619,1.0000009582968754,0.19657806247162551,Iris-setosa
+75,4.729537359623671,3.2880234692737536,1.37833206778198,0.28774816017229304,Iris-setosa
+76,5.115277173445866,3.5435244314552556,1.3951137625807797,0.1978755088604736,Iris-setosa
+77,4.471729207853933,2.229908429603932,1.269548761083679,0.2916841062575685,Iris-setosa
+78,5.7965730182799735,2.352966226554707,4.264680549088492,1.0293635197555695,Iris-versicolor
+79,4.881316284156915,3.0552184851092075,1.4637542903857268,0.10000010617389164,Iris-setosa
+80,4.50599445752046,2.31686617444823,1.3531026423122747,0.3048710811035693,Iris-setosa
+81,6.0482016606364,3.4381423459067615,4.650857554937111,1.686898581270214,Iris-versicolor
+82,5.444523937544783,2.391285546474639,4.212483396335653,1.1153840839089788,Iris-versicolor
+83,5.292185303560967,3.439165224385451,1.4884398795941371,0.2607296396616338,Iris-setosa
+84,6.352106744884739,3.0,4.6326300389292125,1.4458203172556243,Iris-versicolor
+85,5.794722528761345,3.054224135433637,4.380915898499668,1.350678759235322,Iris-versicolor
+86,5.078332713989777,2.482012040236683,3.077926408854492,1.111908485791831,Iris-versicolor
+87,6.275174267432724,2.3750603153494243,4.881658633720547,1.5278253919554585,Iris-versicolor
+88,6.728899347422498,3.0059830201987445,4.741642633420717,1.47771522177147,Iris-versicolor
+89,5.492452619910331,3.5169553270621807,2.2513644736973344,0.1986445712440427,Iris-setosa
+90,6.079064976928855,3.221261962323993,4.555316201502966,1.5242119308381343,Iris-versicolor
+91,6.532923327399095,3.2085401216667693,5.542216190856834,2.107660045542322,Iris-virginica
+92,7.264633561085781,3.0,6.016721036458332,2.1579537760103853,Iris-virginica
+93,5.173982100506621,3.348404575789086,1.491761182748695,0.2446165596976612,Iris-setosa
+94,6.75008125001466,3.2202522697001355,5.7758371096531675,2.1117633368461997,Iris-virginica
+95,4.400000633313497,3.0,1.364965691985342,0.19971930677443372,Iris-setosa
+96,4.849143177863248,3.0,1.4434236393542863,0.1,Iris-setosa
+97,4.847780539375763,3.0,1.4275092475941542,0.1,Iris-setosa
+98,5.892623705650964,2.8553918333928,4.328260771502299,1.2090497922500896,Iris-versicolor
+99,6.204874399791885,2.764369181617418,4.774273402404073,1.4895681615039442,Iris-versicolor
+100,5.1245043543782485,3.6581020830104705,1.4773104547551446,0.3160532295443792,Iris-setosa
+101,6.1564933806845445,2.320287634506304,5.113597923917335,1.5905384931558921,Iris-virginica
+102,5.599470949161194,2.9754427623272286,4.100725766842273,1.3930354558144697,Iris-versicolor
+103,4.922871134939298,2.459378590956113,3.066475911639542,1.0612206947926635,Iris-versicolor
+104,6.12084648709111,3.0,4.393499415582496,1.4007534232423,Iris-versicolor
+105,7.664668229974178,2.6111141850878785,6.899985215784001,2.252623851542253,Iris-virginica
+106,6.019091292949076,3.3784936380601986,4.535965240655548,1.5462307140363032,Iris-versicolor
+107,7.322995973063641,3.005442667513264,5.853954002770127,2.1962714745344525,Iris-virginica
+108,7.89999862225029,3.797048231764205,6.493972243392336,1.9322826734805727,Iris-virginica
+109,4.400000951137704,3.0828034384702994,1.3499887085510416,0.20046294173286613,Iris-setosa
+110,7.899998273471191,3.782327917205249,6.383384724330279,1.9790569946511842,Iris-virginica
+111,5.961115915317821,2.7868058152069284,4.4939220505591635,1.1428003327730654,Iris-versicolor
+112,6.488126211780549,3.2318768842956422,4.818718602534158,1.597295222810359,Iris-versicolor
+113,5.1714494136634155,3.8204673698371283,1.8273152043481125,0.19921693608189628,Iris-setosa
+114,6.594978264681768,3.061532516874871,4.649453172637178,1.4743548080750257,Iris-versicolor
+115,5.216861687979618,3.381484130598422,1.5704464831935958,0.18235551542756506,Iris-setosa
+116,5.3609908636259425,2.7244652177640947,4.206147417320216,1.3422338660974327,Iris-versicolor
+117,6.312247024303448,2.518201329888296,4.877302312918628,1.5146631163868878,Iris-versicolor
+118,7.635383956142045,2.5394532908273817,6.9,2.2806538433815113,Iris-virginica
+119,4.995964512308007,3.519519702843271,1.268911214527195,0.24720747531584708,Iris-setosa
diff --git a/iris/tab_ddpm/0_3/0/test.csv b/iris/tab_ddpm/0_3/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/0/train.csv b/iris/tab_ddpm/0_3/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/0/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/0/val.csv b/iris/tab_ddpm/0_3/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/1/synth.csv b/iris/tab_ddpm/0_3/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ce716e468443af45080c87b7383bef97931e62cd
--- /dev/null
+++ b/iris/tab_ddpm/0_3/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.043075512109608,3.3179436419828305,1.407795987560015,0.18597890352353202,Iris-setosa
+1,4.660596806833924,3.5862058389476053,1.0000004576411807,0.20944430640435963,Iris-setosa
+2,5.311784663885313,3.602347448236501,1.4658612475207267,0.4459924235324544,Iris-setosa
+3,5.403191498535549,3.899992010371294,1.3773328998944332,0.4118422915895633,Iris-setosa
+4,5.748411702311819,2.6631466987502526,3.9991230402738625,1.0931301797352377,Iris-versicolor
+5,4.9601165565365815,3.086396875831089,1.3972506149791326,0.26317378282763004,Iris-setosa
+6,4.5087179737774585,2.0,3.1062635895791173,0.40606091050710746,Iris-versicolor
+7,5.991701545297017,2.8034454261245942,5.482262190097502,1.72503609535622,Iris-virginica
+8,6.247174874231019,3.3782730008824084,4.5707824112455535,1.6032177655377422,Iris-versicolor
+9,4.852049592546865,2.4542229204781507,3.1974036226680695,0.8983908816838615,Iris-versicolor
+10,6.587084614160418,3.0,4.606033111833784,1.4054217281544594,Iris-versicolor
+11,5.223619888521569,2.748323271985994,3.4722839721661596,1.3179293642345575,Iris-versicolor
+12,6.729545621035898,3.2424557255004056,5.685111789158008,2.5,Iris-virginica
+13,6.417017688111503,3.0,4.632006282525688,1.565029434308911,Iris-versicolor
+14,4.592293051401059,2.7356917671631042,1.3238046510072963,0.27913532039598654,Iris-setosa
+15,4.40000063035238,2.9236061235421102,1.378537982430782,0.18308399718587398,Iris-setosa
+16,5.01238964193262,2.0000005027318264,3.024148340514229,1.017085308763179,Iris-versicolor
+17,5.359822158570471,3.3141507973918696,1.4796833820145097,0.21951470206229307,Iris-setosa
+18,6.373971941786921,2.677540466286919,4.975669726272896,1.5033918019626822,Iris-versicolor
+19,6.370799845588588,3.2114102871084516,5.194281138438186,1.9330439478211554,Iris-virginica
+20,7.9,3.839243578699744,6.45915461894596,1.9933824560327564,Iris-virginica
+21,7.9,3.808194353593296,6.342386911041144,2.0284755838321735,Iris-virginica
+22,7.727761834901035,2.6019758638170583,6.899995235476958,2.3182610847694423,Iris-virginica
+23,7.052231337583362,2.9637097027654824,5.94890816946108,1.8739222980743446,Iris-virginica
+24,6.850436595001011,3.078134221863311,5.792855436131747,2.233788115063815,Iris-virginica
+25,4.608445087966175,3.5641822810395403,1.0000004526286685,0.19773064163731424,Iris-setosa
+26,5.0735968682384565,3.531086753314586,1.400494052903764,0.22152534448052644,Iris-setosa
+27,7.790707268055208,2.6012686245629704,6.9,2.3150083161080524,Iris-virginica
+28,7.700529416850464,2.6266285722750493,6.9,2.3012860306251075,Iris-virginica
+29,5.823949046767319,3.0063833790209498,4.418650808219055,1.6086242955687853,Iris-versicolor
+30,6.031645082659435,2.870721743601757,4.555101805341154,1.1583801932827793,Iris-versicolor
+31,5.876974760252345,2.7522432863203665,4.281848009964951,1.10403217954319,Iris-versicolor
+32,6.9339442676086325,2.6470034665666953,5.889145783135792,1.768396750392348,Iris-virginica
+33,7.453128701437783,3.0,6.469479190518141,2.0611205636764454,Iris-virginica
+34,6.785770628815545,3.2439175050121443,5.790741890175439,2.259595713063724,Iris-virginica
+35,5.433531370323058,3.708429668091066,1.4980448932629808,0.30769273327795327,Iris-setosa
+36,6.082924152657645,2.8549760726654174,5.015080500877007,1.8636150062914356,Iris-virginica
+37,6.668234657695083,3.0,4.417352839369722,1.4907616432622144,Iris-versicolor
+38,5.9883109164073405,3.1687159615047387,4.358424902059831,1.4162569733399697,Iris-versicolor
+39,4.563195624432419,3.5853280657976616,1.0,0.1770517553822707,Iris-setosa
+40,5.116673426342623,3.4935409924961163,1.3202729685822003,0.19867396835888484,Iris-setosa
+41,4.788538769596301,3.0,1.4418760842942657,0.10000014487492097,Iris-setosa
+42,6.063106478173384,2.597704688697032,4.982587294322259,1.5073636298756057,Iris-versicolor
+43,6.670393253373743,2.809813471520083,4.611224465654036,1.375093422481928,Iris-versicolor
+44,5.84641543359659,2.801189252320987,3.978540270822443,1.061898499424017,Iris-versicolor
+45,5.5310866484661565,3.688575300342707,2.088399572228995,0.27358106836821494,Iris-setosa
+46,6.489994653563013,3.3349799914511027,5.610140931206311,2.373189427067091,Iris-virginica
+47,6.298576813864762,2.1897811677678063,4.503333551836209,1.4593271730286266,Iris-versicolor
+48,5.907233667268046,3.3434475472017553,4.479482748036216,1.5436450101502979,Iris-versicolor
+49,5.128117018524991,3.5960388238580236,1.4582373343282926,0.20069518499503686,Iris-setosa
+50,5.808747902540343,3.1830783672982235,4.556242815355443,1.5502303223452092,Iris-versicolor
+51,4.400000496657076,2.9251718237286153,1.4007357556379585,0.196217257234641,Iris-setosa
+52,5.674940352244217,2.637168653305483,4.040367644971426,1.2262139435430501,Iris-versicolor
+53,7.738073873477917,2.5994003526056284,6.9,2.3181964820565346,Iris-virginica
+54,7.682877491811264,2.530801600293429,6.9,2.3421970239620964,Iris-virginica
+55,5.094551869831713,3.603214388507776,1.4332129704578747,0.2656694715813905,Iris-setosa
+56,7.687658440735352,2.5921683750412488,6.9,2.3337609609654666,Iris-virginica
+57,5.764492982382584,2.9052255005011447,4.2255196121578456,1.2071636902272305,Iris-versicolor
+58,6.456357616427376,3.0,5.652302341280264,2.020367519143557,Iris-virginica
+59,4.955450424466073,3.0887772772260194,1.4059172847682926,0.2385717251871633,Iris-setosa
+60,5.901738663379483,2.956011082180317,4.372437370801353,1.294690134940847,Iris-versicolor
+61,7.020658655700648,3.078010375074201,5.010420327359478,2.3326194697532996,Iris-virginica
+62,5.050280842593242,3.6523970828016403,1.9518473206216347,0.19746344461544904,Iris-setosa
+63,4.750736071862538,3.283381774759532,1.4914794601434371,0.3496346502604058,Iris-setosa
+64,4.814936437531795,3.0,1.4400654160828423,0.1,Iris-setosa
+65,5.629262322756553,3.0,4.230663330312649,1.3907409348071205,Iris-versicolor
+66,5.710056865174238,2.241325794639279,4.245615088307191,1.311256353196185,Iris-versicolor
+67,5.004750892555082,2.0000965988319677,3.551323880992286,1.0559650174201953,Iris-versicolor
+68,5.285637491506454,2.5014817600052224,3.540339288226072,1.00424465983178,Iris-versicolor
+69,4.951405814873573,3.016321132919725,1.4182401452091733,0.21927838422661747,Iris-setosa
+70,5.372306142675446,3.3562640896923845,1.4996420172244727,0.2050714466266927,Iris-setosa
+71,5.621730341339581,2.501618032879123,4.019126364322382,1.0926400913623262,Iris-versicolor
+72,4.658622901751366,2.734927565728131,1.3473984954521496,0.2944399609511451,Iris-setosa
+73,5.731150857509291,2.984051278579655,4.630799158272553,1.4911653968635876,Iris-versicolor
+74,5.544099684620214,2.4598081496810975,3.726517839439418,0.890304381016296,Iris-versicolor
+75,5.55592799155913,2.9376900728952138,3.9304079001439067,1.3978093463870018,Iris-versicolor
+76,4.9958191576769195,2.521276239899188,3.3214300926495364,1.1455471722910038,Iris-versicolor
+77,4.4,3.0,1.4083923643438117,0.19742730081512339,Iris-setosa
+78,4.9306901105382375,2.4546746471766228,2.861189558004854,0.9446897569759132,Iris-versicolor
+79,7.89999812398683,3.7788279849325037,6.374394253732614,2.0236281719466067,Iris-virginica
+80,4.815123322292083,3.0,1.4258739445045139,0.10000020655399897,Iris-setosa
+81,5.08471221134663,3.4303838798304693,1.3629300222077876,0.21614985384152982,Iris-setosa
+82,6.665596213102393,3.3202145881575436,5.690685551376645,2.5,Iris-virginica
+83,5.810841787818903,3.19074888897349,4.321836509444984,1.3967881723130984,Iris-versicolor
+84,6.674339293857266,3.183010589773038,5.545815116601908,2.4996990076776164,Iris-virginica
+85,7.899987531449195,3.7411378959794197,6.196192949727695,1.9594089365358909,Iris-virginica
+86,7.9,3.822311508121848,6.33551037462834,1.9823574276531122,Iris-virginica
+87,7.721425618354437,2.7680520342752644,6.760764190690838,2.0026129122874,Iris-virginica
+88,7.899998987701098,3.812000963273221,6.4294537391321045,1.9558135989896375,Iris-virginica
+89,5.372952569802141,3.899999642560601,1.2597410165564895,0.29791352616310973,Iris-setosa
+90,6.024155732975159,2.22964066178358,5.183453851130912,1.4570445296451129,Iris-virginica
+91,4.82289773350941,2.0,2.3767532599399837,0.9794290086819382,Iris-versicolor
+92,6.487461342544116,2.6380682841111636,4.787619950225194,1.369949269457471,Iris-versicolor
+93,6.230589105334815,2.8699947288539405,4.284341509032069,1.2542277897644882,Iris-versicolor
+94,7.290139462107685,2.7969836905730996,6.34803979769906,1.8665222027691348,Iris-virginica
+95,5.56257641618539,3.0,4.2889546890656645,1.4736721309556877,Iris-versicolor
+96,5.109169289574479,3.4932349158608034,1.3594544865179004,0.19689777277458884,Iris-setosa
+97,7.899998584599891,3.8116276877180444,6.382795698280421,2.0528652242256524,Iris-virginica
+98,7.702131520595291,2.606124415266262,6.9,2.299402571427211,Iris-virginica
+99,7.604446920950128,2.7737538509274797,6.630908381776714,1.9279507595298446,Iris-virginica
+100,7.773503190865052,2.6122438606183347,6.9,2.3162102551465096,Iris-virginica
+101,5.7640421465274985,3.29388760711366,4.492268384002346,1.5178184602665745,Iris-versicolor
+102,5.623996636152167,2.9961086528401113,4.071039563876703,1.3364199616917178,Iris-versicolor
+103,6.480711646518766,3.1924218603292065,5.023644519753965,1.9778620505318805,Iris-virginica
+104,6.590542688648277,2.9189913363886966,4.3235234431190595,1.3449620949434453,Iris-versicolor
+105,5.842527668423651,3.087086034541155,4.326992644439217,1.3882203351620868,Iris-versicolor
+106,5.563979359197515,2.8907388267587484,4.256320625512359,1.2346370509304865,Iris-versicolor
+107,5.653608819507137,2.946413274462576,3.8458993219169635,1.2905755383858413,Iris-versicolor
+108,6.612211832312152,3.0375568243061744,5.407917418411335,1.9369500010147755,Iris-virginica
+109,5.563552783980258,2.6515770075361176,4.252215861343364,1.1042132365016268,Iris-versicolor
+110,5.933851945863092,2.199056234603912,5.1437017255902235,1.4363577761940545,Iris-virginica
+111,6.977400352959932,3.1783395914064316,5.734823091851366,2.2948406530259766,Iris-virginica
+112,6.663436475702432,3.2635040921330947,5.682722921918172,2.5,Iris-virginica
+113,4.725547503249877,3.0,1.3030826540525,0.1,Iris-setosa
+114,4.412145533835794,3.1671307221486447,1.380776526524411,0.2784046110572729,Iris-setosa
+115,4.874766310217974,3.070617223315213,1.4960130255923558,0.1,Iris-setosa
+116,6.725576171053602,3.0,5.454830758691032,2.059013772321167,Iris-virginica
+117,6.545464494571797,2.747672367587118,4.427436053118739,1.2447269137951575,Iris-versicolor
+118,5.584157575847764,3.73359896397251,1.4859513253498386,0.25993853408559153,Iris-setosa
+119,6.36261573819594,3.1485308493480506,4.547190311039841,1.4723202347630597,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/1/test.csv b/iris/tab_ddpm/0_3/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/1/train.csv b/iris/tab_ddpm/0_3/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/1/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/1/val.csv b/iris/tab_ddpm/0_3/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/10/synth.csv b/iris/tab_ddpm/0_3/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..756b50b62d6650da36878dc10bb965e41787239a
--- /dev/null
+++ b/iris/tab_ddpm/0_3/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.463104083897221,2.6110036876544838,3.9139183540453124,1.3120423554243286,Iris-versicolor
+1,6.1007122261025435,2.7125748234621234,5.335763838932499,1.6019083448905653,Iris-versicolor
+2,6.691311106186646,3.2311874747842806,5.662350195511671,2.5,Iris-virginica
+3,5.954257982581115,3.377354184551248,4.433251992208563,1.569433027199694,Iris-versicolor
+4,6.685552758506509,3.2675297438041526,5.721229837980087,2.4999970054697287,Iris-virginica
+5,5.7725018793708385,2.939014022126722,4.253670246419614,1.3174723284018053,Iris-versicolor
+6,4.912302244190486,2.45393334178936,2.8399624214443486,0.8148433047495931,Iris-versicolor
+7,6.170169394330377,2.836998876474615,4.376258816134509,1.228721204970731,Iris-versicolor
+8,6.78927356028837,2.940424980973063,4.61836980986756,1.424025057413434,Iris-versicolor
+9,7.616622918050152,2.676434598085014,6.89973621471327,2.1900818556898165,Iris-virginica
+10,5.03049216039589,2.0,3.5956933073611195,0.8757743785633703,Iris-versicolor
+11,6.234252809120481,3.0,4.292272269465167,1.5338418297530245,Iris-versicolor
+12,4.4909453398467685,3.0,1.3732064822311665,0.3037574549387821,Iris-setosa
+13,7.73238662426552,2.6221472634489036,6.9,2.307684228284427,Iris-virginica
+14,5.02195200460656,3.7669262577664657,1.4364325426235558,0.2559317610593221,Iris-setosa
+15,5.464780743301659,2.4489409429625844,4.110817383682571,1.133259437202319,Iris-versicolor
+16,5.073469460588104,3.706416757983974,1.619662051589853,0.20147363921953337,Iris-setosa
+17,7.646110665303785,2.8531393658394144,6.6903774993947644,1.957407312603694,Iris-virginica
+18,5.828625171917291,3.0417286526625587,4.161965228294733,1.4442369443403273,Iris-versicolor
+19,5.8481102951276664,3.283912779914075,4.372919858965336,1.4862853725497778,Iris-versicolor
+20,5.113431394006234,3.5676654648891177,1.4871788916505007,0.2741052717109214,Iris-setosa
+21,5.132245722223733,3.5887615617744846,1.8982979488703813,0.22101741985201512,Iris-setosa
+22,5.923881856593865,3.0,4.528538519687375,1.3824441717653857,Iris-versicolor
+23,4.68144362728301,2.0,3.0278975675724773,0.47273834680735505,Iris-versicolor
+24,6.685550428706361,3.21916339263781,5.136464708362436,2.1597101265503458,Iris-virginica
+25,7.899996974934753,3.7547926321953424,6.284786922231128,2.0102049368558186,Iris-virginica
+26,4.80654529126419,3.0,1.3719605629576384,0.1000002189178785,Iris-setosa
+27,7.736434400223135,2.564046037310466,6.9,2.2450120398315674,Iris-virginica
+28,4.783741910546261,3.0,1.397281966282594,0.10000012698049807,Iris-setosa
+29,6.430461280995125,2.5522061224724784,5.6261125318099685,1.5575561290819413,Iris-virginica
+30,4.523172462177302,2.553621266680904,1.3213469740165542,0.2713257448626097,Iris-setosa
+31,6.693144376862649,3.0793178519899587,4.667774766501632,1.4817889452646094,Iris-versicolor
+32,6.267000620802288,2.6176176335143544,5.356173656481209,1.7435241034110405,Iris-virginica
+33,7.782753481423736,2.8487349128917296,6.758041501895066,2.059507676832713,Iris-virginica
+34,5.064199276364048,3.7021229844325587,1.4342614064059875,0.19984773812477472,Iris-setosa
+35,6.480671896144862,3.379335151485636,5.710422204857916,2.3908001104344523,Iris-virginica
+36,6.072685092878482,3.4069941265030868,4.643897385229096,1.6671489688544272,Iris-versicolor
+37,5.274109045241144,3.4907249296679153,1.6807863109074457,0.29893514726147186,Iris-setosa
+38,5.340540785935735,3.4274284767746703,1.4662813116953468,0.21760765590616077,Iris-setosa
+39,6.087081897397825,2.4404755655907966,4.5871392607241495,1.44613150822962,Iris-versicolor
+40,5.884671466269264,2.8531836571180444,4.390924659151166,1.1649830327118844,Iris-versicolor
+41,6.649622442832771,3.2559804788114137,5.638641376193163,2.16990418929224,Iris-virginica
+42,6.4184546051249916,2.7797282972558524,4.742906137612629,1.4831333478113022,Iris-versicolor
+43,5.958260747005368,3.012010741708088,5.155227281808629,2.053067957101079,Iris-virginica
+44,4.763819223069799,3.6049758293231493,1.000134523035181,0.20113423073054967,Iris-setosa
+45,4.449484154433634,2.0,1.8852873250659232,0.20886027969810278,Iris-versicolor
+46,5.397222885013747,3.899999649090111,1.3183483287378712,0.5931661079833779,Iris-setosa
+47,4.631749236433557,3.638730419846046,1.0000006552112963,0.20315714841921237,Iris-setosa
+48,4.585060846400643,2.0,2.1555939161958473,0.21765914999775696,Iris-versicolor
+49,7.9,3.815645003796152,6.256405319781766,1.9720153294408667,Iris-virginica
+50,6.004201467867872,2.2275558730158442,5.141113749934268,1.4924109986593723,Iris-virginica
+51,6.371747408389312,2.2446961109343246,4.496410785944722,1.48953712618765,Iris-versicolor
+52,5.499211345851678,2.921087676545469,4.272847913625811,1.4284022903798559,Iris-versicolor
+53,6.432885835550078,2.4074036921308184,4.655014701377209,1.4185616570764699,Iris-versicolor
+54,5.796020158198874,2.737744058598092,4.679832944557055,1.1972382631912073,Iris-versicolor
+55,6.713356656380531,3.318931101946432,5.679664156514535,2.5,Iris-virginica
+56,6.125795772001184,3.1577867203894665,4.583382710805043,1.5099574107812965,Iris-versicolor
+57,5.93275026276321,3.0987663025521237,4.384602420168294,1.489166792325252,Iris-versicolor
+58,6.3290958510050075,2.747486900462335,5.63785300478698,1.7530292978293764,Iris-virginica
+59,6.675113732778487,3.3178323885460728,5.631251660778206,2.4999880008035626,Iris-virginica
+60,4.54836820896616,2.0,1.9324890859558825,0.292650744393873,Iris-versicolor
+61,6.234295820797212,2.2971039161009617,5.251213902764656,1.6617942146362246,Iris-virginica
+62,6.386568016916703,3.118953171492647,5.530841743405647,2.048488697671242,Iris-virginica
+63,6.713030852299658,3.3258636210057313,5.629426262989695,2.5,Iris-virginica
+64,5.774229516394604,3.1209442134052767,4.569415703636874,1.451717630957414,Iris-versicolor
+65,5.226561581642251,2.541064074596338,3.3643747177504073,1.2258225046649562,Iris-versicolor
+66,5.43174661034111,3.842995035562507,1.902786946895483,0.21676938198460224,Iris-setosa
+67,6.067005877656742,2.578107781942388,4.730090622049602,1.3387112943551878,Iris-versicolor
+68,5.718219896061324,2.7526958979186107,4.70129490448846,1.3469770034073834,Iris-versicolor
+69,5.530985027998312,2.0032556292877306,4.745250707504838,1.3784995823349222,Iris-virginica
+70,7.721954252293034,2.776742325876167,6.72849000415999,2.0642901849114734,Iris-virginica
+71,5.924053448525754,3.0,4.331244452880259,1.3594404455844669,Iris-versicolor
+72,7.12285725208123,2.9713648985803145,6.292112756335597,2.0466203369658884,Iris-virginica
+73,5.450657855248414,2.847065907684869,3.7897531196620697,1.2480288934172155,Iris-versicolor
+74,5.621169597042496,2.836000966726457,4.3465813145082715,1.1806410493327681,Iris-versicolor
+75,4.5385716893208246,2.562869431348289,1.387305475066978,0.4344036272757755,Iris-setosa
+76,5.196432218191676,3.438801929534236,1.4401878210329713,0.19470313308489623,Iris-setosa
+77,4.4,2.9905391062480304,1.4155311207556305,0.1964705862575487,Iris-setosa
+78,6.647043062629829,2.972334575251552,4.534857632473128,1.3891044434778244,Iris-versicolor
+79,4.400002690259169,2.791317925797247,1.3344336175483036,0.20849066133268798,Iris-setosa
+80,5.011257656644077,3.413663595014074,1.4959530393641174,0.35177823123533986,Iris-setosa
+81,5.7891370907992705,2.9199363806240544,3.563740501256133,1.2421550724053663,Iris-versicolor
+82,6.189606846581537,2.838748983092952,5.036181242339706,1.5450644974512167,Iris-versicolor
+83,4.635817183319595,3.281353467289746,1.4274647007675085,0.3334764574502128,Iris-setosa
+84,4.873501344281274,3.0,1.3900084588599901,0.23841898641497664,Iris-setosa
+85,4.99554905386231,3.50973426274997,1.2988629606604345,0.2056453442998288,Iris-setosa
+86,6.362305001026559,2.8509763501243675,4.269044179340692,1.4335875252025847,Iris-versicolor
+87,6.391275417077085,3.40774975484381,5.644565464189098,2.40540416874308,Iris-virginica
+88,6.4367022426198695,2.9846983275105217,5.311457912218953,1.8297088897927969,Iris-virginica
+89,4.9608958317430085,3.446227793168701,1.4325673761116646,0.5018844022463327,Iris-setosa
+90,4.587605611480646,3.6404402787354018,1.000000519216066,0.21844177250570912,Iris-setosa
+91,6.129212249913059,2.203088578827274,4.468172557084982,1.4390565587523352,Iris-versicolor
+92,6.075237700104019,2.6842514391025385,5.115657317139217,1.7021671016316242,Iris-versicolor
+93,5.174785539150997,2.6855954546533707,3.7459276037655,1.3671986876806848,Iris-versicolor
+94,7.899998799812028,3.7790167249501763,6.468582631000599,1.976968056143927,Iris-virginica
+95,7.7836082002152285,2.9471315578277193,6.76127468187126,2.0907631277812646,Iris-virginica
+96,5.043916380432601,3.502398682194585,1.6882439420659965,0.1814507635883272,Iris-setosa
+97,7.9,3.860570601489187,6.489115093457841,2.041507872240409,Iris-virginica
+98,7.044830104429385,3.003073560953329,5.795662263829249,2.170819786125203,Iris-virginica
+99,5.541743010479312,2.518985360578974,3.8009647087925473,1.0688413707025715,Iris-versicolor
+100,5.391542496077065,3.8945967742905463,1.437996308966996,0.2686362015479424,Iris-setosa
+101,7.680026573651521,2.913560980641622,6.655553994407267,2.0185842254533823,Iris-virginica
+102,5.934780167816437,3.4106330961675773,4.438751492486803,1.5740698511268072,Iris-versicolor
+103,6.485924174373876,3.1187158068682197,4.487605377948711,1.5133755394508481,Iris-versicolor
+104,5.076874350676908,2.50476966148902,3.584466698560057,1.1347269272168052,Iris-versicolor
+105,6.289338047646551,2.957010719505154,5.674770525691296,2.153911360376993,Iris-virginica
+106,4.400001088496579,2.9663597682620257,1.4003644641000075,0.20561334784081517,Iris-setosa
+107,7.763341454187844,2.9390680928485526,6.7556174344989035,2.057060994015684,Iris-virginica
+108,4.575825211597609,3.6203193422285267,1.0,0.20230837276792843,Iris-setosa
+109,5.580743573758923,2.521477542533283,4.125063536367971,1.0575828765445165,Iris-versicolor
+110,7.7173981500909035,3.0,6.736748702448618,2.055595402275307,Iris-virginica
+111,5.000005480292371,3.5352023093077274,1.3858828885558339,0.22789361080577208,Iris-setosa
+112,5.332326015255247,3.505517079914797,1.6305400571592803,0.2370805308470401,Iris-setosa
+113,4.919976892612117,3.0,1.4161751163001786,0.2139274356664822,Iris-setosa
+114,6.741250783998367,3.0,4.676504202627073,1.4652003082316472,Iris-versicolor
+115,6.299712659597695,3.0,5.208971817616899,1.8866670920021,Iris-virginica
+116,6.041256778352913,2.655180136024041,4.711249194186598,1.1302767320707157,Iris-versicolor
+117,6.799989263121432,3.070269818180526,4.740080812842589,1.517195621774821,Iris-versicolor
+118,5.165766108874604,3.412651599564612,1.409595229704839,0.21060085552640273,Iris-setosa
+119,4.976975311799508,3.1384567616044805,1.42546270103383,0.2581090826844121,Iris-setosa
diff --git a/iris/tab_ddpm/0_3/10/test.csv b/iris/tab_ddpm/0_3/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/10/train.csv b/iris/tab_ddpm/0_3/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/10/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/10/val.csv b/iris/tab_ddpm/0_3/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/11/synth.csv b/iris/tab_ddpm/0_3/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..74a5cebfa8b552e42ebd5be5d8cf7973aeb639cd
--- /dev/null
+++ b/iris/tab_ddpm/0_3/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.085074268925163,3.4075320038910886,1.4494929120121554,0.5565072709989041,Iris-setosa
+1,6.73342442037971,3.3074968034585472,5.684251365990361,2.5,Iris-virginica
+2,6.710507185715152,2.8352171218285975,4.810854897769968,1.3901391061706256,Iris-versicolor
+3,5.709490010251817,2.764178062181374,4.283184175429981,1.199685379794376,Iris-versicolor
+4,5.088370174356573,2.4535573599685896,2.6713717094605274,1.1786687120676145,Iris-versicolor
+5,4.849784980284178,3.125584244243829,1.489922614132169,0.10000014221685943,Iris-setosa
+6,4.81304161045108,3.0,1.4814471848454647,0.10000010489916183,Iris-setosa
+7,4.781019458737197,3.0,1.3192120317782143,0.1,Iris-setosa
+8,6.150777178913542,2.9210068892643943,5.519743799022256,1.7846762445601057,Iris-virginica
+9,5.606196237632523,2.914417812481164,4.534567033021577,1.3519976711459836,Iris-versicolor
+10,7.152453336870862,3.116672993140219,5.695572918162818,2.2742944403342586,Iris-virginica
+11,6.054410156203197,2.284000031784597,5.105348105405075,1.4575586576606994,Iris-virginica
+12,7.342164286098909,2.918603478649975,6.441976412273117,1.984316254319878,Iris-virginica
+13,5.2392870266288165,2.5324047385847983,3.8592080988763495,1.0908925640439326,Iris-versicolor
+14,4.623433974051012,3.619353761745534,1.000000529005747,0.2207978499968227,Iris-setosa
+15,5.409463322408824,3.78543408546134,1.9634429800701154,0.23016259994121682,Iris-setosa
+16,7.899997534014277,3.794425568162533,6.3477863855061525,2.0056847628852794,Iris-virginica
+17,4.8234701728845755,3.0,1.4282107950374638,0.10000009515895655,Iris-setosa
+18,5.95517775278881,2.5670133622252043,5.17800052510924,1.8528687560494164,Iris-virginica
+19,5.829391843131413,3.0113710260629993,4.253975984821376,1.4231882946850118,Iris-versicolor
+20,5.809301687297742,3.0,4.100504554909745,1.3384798275825074,Iris-versicolor
+21,7.7021577337610365,2.6536733653451474,6.89999853105418,2.3234579550096246,Iris-virginica
+22,7.9,3.8301852540501344,6.412356646847047,1.961272043955133,Iris-virginica
+23,6.6139397921219985,3.239400185540231,5.599330043667516,2.0780665867340464,Iris-virginica
+24,6.580780131835769,3.2915826935897985,5.752854046152055,2.334297717376555,Iris-virginica
+25,6.8740406675301235,3.081123038507163,6.136602091052086,2.276439756497124,Iris-virginica
+26,5.877838759004565,2.569410962466821,4.442095312368462,1.2246762389606756,Iris-versicolor
+27,7.899998729158282,3.8024168623039674,6.370190494148204,1.9971757389142952,Iris-virginica
+28,4.840835718041457,3.0346873470919467,1.433920307635964,0.100000249969423,Iris-setosa
+29,6.652619049470974,3.0,4.717059958615167,1.3900190912149266,Iris-versicolor
+30,6.13570868099552,2.3919990504329145,4.502528492110632,1.3284960163426611,Iris-versicolor
+31,6.133267138503599,2.6633069901827335,5.231768595543043,1.6299821870509872,Iris-versicolor
+32,5.282425729698319,3.759516122194327,1.4424536548967661,0.26618368757936056,Iris-setosa
+33,5.3689955318757265,3.4274984791274914,1.4903865714404503,0.20245997035157073,Iris-setosa
+34,5.153252903247489,3.383638204877705,1.5928768825809052,0.2949589768910728,Iris-setosa
+35,6.628987629257333,3.0258752838153895,5.241482285809336,2.0456477580647516,Iris-virginica
+36,6.053884369614913,2.8167492780502013,5.556583302924031,1.5355365380317,Iris-virginica
+37,6.270968201097768,2.6030425389305836,4.800549774481651,1.3677537396931927,Iris-versicolor
+38,4.932450702545693,3.5579881865590353,1.3774399183727337,0.27022781853731914,Iris-setosa
+39,5.1129902756455055,3.4350502460580628,1.6727636847878293,0.20587207629350737,Iris-setosa
+40,5.2186873623175885,2.7185566347609806,4.303153900054925,1.4033729282913747,Iris-versicolor
+41,6.6800793578315005,3.2760210943083377,5.668079884106606,2.5,Iris-virginica
+42,5.973074092606413,2.5644876174021607,4.474388703956932,1.2457576934036396,Iris-versicolor
+43,4.584577823972612,3.598958092369856,1.0,0.19029165157211664,Iris-setosa
+44,5.1209699846781485,3.7163868451860598,1.4606592512845427,0.1962643247389284,Iris-setosa
+45,4.554914133442223,2.0,2.8889168010295223,0.232409886708399,Iris-versicolor
+46,5.082020225284771,3.6701018740362605,1.4501864838115872,0.2300875996753537,Iris-setosa
+47,4.875963003318506,3.105208184589426,1.7121433559901693,0.1,Iris-setosa
+48,4.4,3.2555540372766814,1.3045142607477132,0.1995190813699595,Iris-setosa
+49,4.468187760767396,2.0,1.4453822198364286,0.22488139121869896,Iris-versicolor
+50,5.8205127985182665,3.2073507321767347,4.495596476148538,1.5256332389002463,Iris-versicolor
+51,5.601037672494302,2.7661997345255034,4.0340610481844195,1.3008639400827293,Iris-versicolor
+52,6.878726604551465,3.114003551404018,5.187219922941053,2.2968082114153594,Iris-virginica
+53,5.907622870914002,2.682475124705129,4.657642269387847,1.1624202935436465,Iris-versicolor
+54,6.658591145346397,3.2637312406640966,5.722068423414896,2.4999993818206643,Iris-virginica
+55,6.788767317703681,2.5469788215687443,6.093274601482015,1.8290280227138627,Iris-virginica
+56,6.357263041841489,3.3938188270428205,4.748272254751444,1.6259251264648533,Iris-versicolor
+57,4.801446017751432,3.0,1.4228975007985178,0.1,Iris-setosa
+58,5.06856976594376,3.753727780341227,2.1766913195906286,0.19567510454163806,Iris-setosa
+59,6.832673079054424,2.970812758881433,5.7810458852580435,1.9301489379131376,Iris-virginica
+60,6.114117990326819,3.3040922296994033,4.426498935144217,1.5585168813325894,Iris-versicolor
+61,6.191969741846265,2.307537563081752,4.629508145884262,1.4618406392578795,Iris-versicolor
+62,6.9647917469998495,3.0,4.89535018015133,2.267507895154833,Iris-virginica
+63,4.8944863967793975,3.478034705717502,1.4045626912837488,0.20157087016682015,Iris-setosa
+64,7.321365837239015,2.905961973945098,6.256147523902305,1.8331498404045339,Iris-virginica
+65,6.093830118194667,2.6776885096872323,4.443508430926352,1.164507679920621,Iris-versicolor
+66,6.720992054629455,3.000940633164425,4.762279193351975,1.4714879159586347,Iris-versicolor
+67,7.899998962041337,3.80403846727001,6.328686632687227,1.9283423312906307,Iris-virginica
+68,4.918918798703637,3.414291702385285,1.4760036900273514,0.3532226164353146,Iris-setosa
+69,6.115816219001032,2.7223999433259074,5.645050039236537,1.546171934468959,Iris-virginica
+70,7.9,3.786042905733537,6.377182962626002,2.014625544246477,Iris-virginica
+71,6.152620841700336,2.2939885703566336,4.856092114387288,1.6216943370990975,Iris-virginica
+72,4.40436477184069,2.9412708303109953,1.2806032387267796,0.290580963828839,Iris-setosa
+73,7.899997879704771,3.79306612604098,6.354962630521592,1.9897727132018406,Iris-virginica
+74,5.8756469435989676,2.8616627628106914,4.623630023634359,1.262138228039737,Iris-versicolor
+75,6.1385064086463625,3.2413954807067302,5.523255232722748,2.371411956246695,Iris-virginica
+76,5.183639184725255,3.565483727083415,1.4038214237704811,0.2350901651643773,Iris-setosa
+77,5.964948216881752,2.9078806473463374,3.9504286252834113,1.287210422678596,Iris-versicolor
+78,6.1687501287027455,2.5410632058805507,5.1481454695554225,1.6101205845837245,Iris-versicolor
+79,7.899998226535688,3.8014549154268322,6.3979549438367265,1.9986439134265301,Iris-virginica
+80,5.090887009282687,3.1774871341200073,1.4614483070615745,0.23390320049822647,Iris-setosa
+81,6.635056170197778,3.0,4.769679017916244,1.4767719309021388,Iris-versicolor
+82,5.425845872091801,2.7063857894467134,4.252220067928124,1.3846592387176275,Iris-versicolor
+83,6.208224897329599,2.5278192093283085,4.9301678241980476,1.507480049567547,Iris-versicolor
+84,7.899998831230895,3.809857539815197,6.39180684043539,2.029579918063843,Iris-virginica
+85,4.911614761252543,3.166581891664457,1.3970959916594736,0.22466502777556732,Iris-setosa
+86,6.033621457004092,2.3335503153834694,5.073297059623417,1.4697117422294008,Iris-virginica
+87,5.112148394604119,3.767929844305208,1.932999123089512,0.2398740756818648,Iris-setosa
+88,5.057977962999986,2.000042322391938,3.4383248208692803,1.0386481848628912,Iris-versicolor
+89,5.880230474732519,3.0870349481164348,4.559666816537911,1.4978992735223982,Iris-versicolor
+90,5.455725020279303,3.9,1.3157925858066473,0.5364453924450445,Iris-setosa
+91,5.6527974800029295,2.9353918007745277,4.435760182134856,1.2627363379639926,Iris-versicolor
+92,5.0529971686702275,3.74524880982634,1.9193969286227952,0.1992156892335672,Iris-setosa
+93,4.598679842746912,3.6036215142948973,1.0000004753048588,0.1995175540198778,Iris-setosa
+94,4.601595064853329,3.5982463480348157,1.0,0.19537306772425816,Iris-setosa
+95,7.715124032451415,2.5823696060548453,6.9,2.3343150703203737,Iris-virginica
+96,4.924198647856356,3.396771697370028,1.4901205030254028,0.5269591996606385,Iris-setosa
+97,6.739763267629457,3.2728911536061336,5.677378592896093,2.5,Iris-virginica
+98,5.371265213427268,3.365384508641138,1.465462299443212,0.19204022220331707,Iris-setosa
+99,6.475807521355942,3.2278087110969036,5.85168220217919,2.3508570813963914,Iris-virginica
+100,6.651625428399576,3.1041903782198306,4.695128957379123,1.4767788020212225,Iris-versicolor
+101,5.50270340468123,2.7680327961790554,3.5973143196347785,1.216194564231401,Iris-versicolor
+102,4.956366709158669,2.518355079147715,3.5281573881015027,1.3061188161712989,Iris-versicolor
+103,6.722188627073733,3.3038206245498776,5.73592430639736,2.5,Iris-virginica
+104,5.820280057920326,2.6129670910335903,4.046525277050728,1.3151717069939584,Iris-versicolor
+105,4.91765860363782,3.1119617127267922,1.4410756242050744,0.3469796352875042,Iris-setosa
+106,5.990282684151605,3.0,4.358409428275902,1.445123504177322,Iris-versicolor
+107,5.509465822130531,2.8652980565016124,3.748289058363153,1.2556171482418708,Iris-versicolor
+108,7.753943368004449,2.596365093793878,6.9,2.3297075977496,Iris-virginica
+109,4.74178576647473,2.0,2.0375484481092165,0.2926803957646864,Iris-versicolor
+110,7.711259434441591,2.553922990240539,6.9,2.303735869848743,Iris-virginica
+111,6.77076990078347,2.976544104465267,4.613400620596177,1.4206295181439677,Iris-versicolor
+112,5.960218870853048,2.9253745501991406,4.42425543150871,1.31142598045622,Iris-versicolor
+113,7.720133288833902,2.559268566135769,6.9,2.319019019132498,Iris-virginica
+114,4.570993613106485,3.63337501573955,1.0,0.1990503818844353,Iris-setosa
+115,7.726249180147882,2.6143424296576874,6.9,2.3316888747718822,Iris-virginica
+116,5.434518018017713,3.899999632616724,1.2722991842551312,0.5254893453515825,Iris-setosa
+117,6.178463449519289,2.282323402892996,5.193172660890811,1.545028118620097,Iris-virginica
+118,6.698096740196788,2.9287663472493954,5.679386717523784,1.9376807311944633,Iris-virginica
+119,7.9,3.819451986880776,6.354026747701447,2.0240025729376874,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/11/test.csv b/iris/tab_ddpm/0_3/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/11/train.csv b/iris/tab_ddpm/0_3/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/11/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/11/val.csv b/iris/tab_ddpm/0_3/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/12/synth.csv b/iris/tab_ddpm/0_3/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2f4281b8099c29d266594a312a1c5083b4efff4b
--- /dev/null
+++ b/iris/tab_ddpm/0_3/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7257575843389485,3.155949532917387,5.35134032109309,2.1738513525771896,Iris-virginica
+1,6.280704357767544,2.992906770863655,4.279542126946399,1.37113535670862,Iris-versicolor
+2,5.3150623704856255,3.9,1.2665512713277052,0.40647492196090174,Iris-setosa
+3,5.097002711741773,3.2664484570725696,1.4675175429808318,0.27534471790681886,Iris-setosa
+4,6.746647028598714,3.2337487750634053,5.0850438422080195,2.279988784368393,Iris-virginica
+5,5.916137960056198,2.5835194860467836,4.600083231511108,1.3219408719195265,Iris-versicolor
+6,6.027669619589945,3.06912049357416,4.419745737168972,1.5278315026119473,Iris-versicolor
+7,5.975957653563334,2.8008174600506335,4.26349752327791,1.015433947200327,Iris-versicolor
+8,6.478251064646415,3.0881904406752403,5.265601818486141,2.011243322931007,Iris-virginica
+9,4.872047757365608,3.0453903402356346,1.4649626197512253,0.1,Iris-setosa
+10,5.004889376998423,3.2970706121604803,1.4488841412191242,0.22188634637060264,Iris-setosa
+11,5.131640744212064,3.5105243271589734,1.4030073501959504,0.2472489616017575,Iris-setosa
+12,6.768281516028905,3.3508332640140237,5.770793276792673,2.5,Iris-virginica
+13,6.267490223898912,2.3733763345815575,4.479106236707316,1.3546698449938719,Iris-versicolor
+14,5.532624760145726,2.8281606870033835,4.241750754809332,1.3226960892095279,Iris-versicolor
+15,5.651313073614248,2.603490350633667,3.8493366908752518,0.8787894112907444,Iris-versicolor
+16,6.112870891217409,3.0,4.78780824001656,1.508242126623365,Iris-versicolor
+17,4.7254453524958056,2.941959670124279,1.3870248924361135,0.29153171006609735,Iris-setosa
+18,5.173701639634255,3.7361118308499783,1.4961406794901304,0.1855291331019561,Iris-setosa
+19,5.077833970727322,3.596957241647142,1.4009016396865497,0.20427988346029524,Iris-setosa
+20,7.899997527312069,3.7770799649956888,6.399803119059195,1.9957564471504188,Iris-virginica
+21,6.249208897343314,3.0,4.649422358442399,1.4763016538688014,Iris-versicolor
+22,6.212135753443552,2.258995543782005,4.942619928342712,1.7783225175240427,Iris-virginica
+23,4.949168988414225,3.0103675078474765,1.4087334385276165,0.22127281031785545,Iris-setosa
+24,5.605202546178696,2.892550435264218,4.5346506254757,1.3534342701292739,Iris-versicolor
+25,4.677843998266161,3.3935210227404364,1.4404066015515546,0.2532096062813208,Iris-setosa
+26,4.473874769528335,3.3263985419212743,1.4091235942665212,0.26962504400512904,Iris-setosa
+27,6.1828660866062,2.9528038900582008,4.501382978602614,1.3170188771333284,Iris-versicolor
+28,4.400000979899745,3.2200095257087527,1.3054011219636594,0.19724111784814735,Iris-setosa
+29,5.963364473591372,2.734100014240051,4.491164068251859,1.2285614953506867,Iris-versicolor
+30,6.276473939242427,3.0,5.04613561428312,2.0220889371478465,Iris-virginica
+31,6.673532722561727,2.800321777847509,5.941780389124619,1.7068149248196938,Iris-virginica
+32,5.5845947278156896,3.0,4.225915835713494,1.3357262620473334,Iris-versicolor
+33,4.943061485742191,3.1234918695646803,1.4095905705912637,0.44203260751507556,Iris-setosa
+34,4.9402251793406595,3.1355139244048424,1.4271139038878746,0.10000282462517468,Iris-setosa
+35,5.414202876240822,3.3605881217460327,2.045740546690916,0.19821999215323743,Iris-setosa
+36,6.551093428821976,3.2724424940024988,5.465816357261321,2.024628436070509,Iris-virginica
+37,6.170452555752968,2.8003473909585144,4.036723739876514,1.2015448402138662,Iris-versicolor
+38,6.46273175228458,3.274156913243487,5.758971817770742,2.235552249331467,Iris-virginica
+39,5.160238908098737,3.4874210390106035,1.403618822848073,0.19971822316213908,Iris-setosa
+40,4.547004220896718,2.0,2.370909398999267,0.45678616011986467,Iris-versicolor
+41,5.3815267066613135,3.899999400813534,1.3496678939448392,0.4660516678069675,Iris-setosa
+42,5.684041801858709,3.0,4.167672237507074,1.349991086727982,Iris-versicolor
+43,5.170626801648304,2.635435274488573,3.8610275490678085,1.2804470681377866,Iris-versicolor
+44,6.336441001560904,2.7635902550973213,4.184399118536032,1.3325187303270039,Iris-versicolor
+45,5.00173993698219,2.4431099276918493,2.706852332469201,1.0225267721021638,Iris-versicolor
+46,6.2596156016987585,2.9880735470357576,4.281003020953189,1.414405235933881,Iris-versicolor
+47,5.149979701420622,2.4259609526117916,3.703875815190509,0.9197144260286347,Iris-versicolor
+48,5.705516192262001,2.747905748924535,4.583732730596093,1.1069218966585699,Iris-versicolor
+49,5.237705220781212,3.9,1.2622090495410316,0.35601919616169575,Iris-setosa
+50,5.318355107424193,2.610798312771085,3.4773297422419702,1.1361919388862545,Iris-versicolor
+51,4.401317328931404,2.0,1.3478257947425953,0.12615660174868212,Iris-setosa
+52,7.693834259220616,2.787208785586544,6.749736400811271,2.0286296846300473,Iris-virginica
+53,4.771822907404579,3.3496978821855694,1.4887750847034071,0.22318691297854867,Iris-setosa
+54,5.874838726366659,2.823421491082904,5.508185849146358,1.5085270665556227,Iris-virginica
+55,7.048529058584005,3.0,4.845528340852649,1.4476530645811236,Iris-versicolor
+56,7.713910397158931,2.619196372286923,6.899995108088232,2.260224087112258,Iris-virginica
+57,6.134527725864813,3.0,4.300319909781146,1.3542091909705058,Iris-versicolor
+58,6.439333016822598,3.412808705930715,5.687165071008949,2.3883873354546385,Iris-virginica
+59,7.6873770379087505,2.580705944647553,6.9,2.2748904160143653,Iris-virginica
+60,4.911547421355667,3.07611955807341,1.4706406503619625,0.1,Iris-setosa
+61,5.205573106396651,2.5977968515453544,3.515548592331455,1.1245850539443432,Iris-versicolor
+62,6.220581929992618,2.7363819654484023,4.375494878749707,1.1668540891041144,Iris-versicolor
+63,4.607522074728715,2.0,2.4302422957401055,0.5336524093925724,Iris-versicolor
+64,4.9944784979694505,3.5327026357974907,1.4695137038262926,0.20774163587760727,Iris-setosa
+65,5.214290803877179,3.5030893519872217,1.4771333589990825,0.20277694827706658,Iris-setosa
+66,4.58142892216458,2.0,2.3907000520176345,0.2949957451010575,Iris-versicolor
+67,5.086053667607992,3.584936178485569,1.4045080636377936,0.20674501332057138,Iris-setosa
+68,4.585438791422459,2.0,3.79845654319998,0.2619066754469615,Iris-versicolor
+69,5.883863617901576,3.20367858097398,4.619363235574453,1.5375153956907899,Iris-versicolor
+70,6.585512202553517,3.0,4.74889229766209,1.4874772572257484,Iris-versicolor
+71,5.347970772537523,3.9,1.286627629295595,0.6767572005230269,Iris-setosa
+72,5.439836009052331,3.795069529385781,1.4961351765338247,0.23473065546675567,Iris-setosa
+73,5.121606366695991,2.0000488406547143,3.588939270016421,1.1044101075650554,Iris-versicolor
+74,5.324516507631435,3.4628675581782713,1.42743479851114,0.2429840877755796,Iris-setosa
+75,6.083459184113637,2.947203275947581,4.769294498317137,1.330342126227728,Iris-versicolor
+76,4.962299141979057,2.0,3.099264646650118,1.0037515147964802,Iris-versicolor
+77,7.7478000053267095,2.6169088362633257,6.9,2.3382433309473916,Iris-virginica
+78,6.58926952118249,3.0,5.436306411321873,2.048335286694423,Iris-virginica
+79,5.49738972002144,2.932728265204032,3.9032147463066202,1.3202292493483723,Iris-versicolor
+80,6.780123767019475,2.8611795973561125,4.7387982998235465,1.3987690805504194,Iris-versicolor
+81,6.268312537991996,2.321732987903345,4.355412553730112,1.3909990164110204,Iris-versicolor
+82,4.912596643738265,2.4055074872887943,3.2755391407027457,1.030250057570885,Iris-versicolor
+83,5.466332383358347,2.533018436685974,4.067765397173534,1.0313858050144908,Iris-versicolor
+84,5.027500056014632,3.152735532904236,1.4604193713665803,0.3386080895456618,Iris-setosa
+85,4.783087089978317,3.0,1.3566466840574258,0.1,Iris-setosa
+86,6.066574026927518,3.1809140811274568,4.65012997226678,1.5144894476039477,Iris-versicolor
+87,6.061885584058271,2.320753819040126,4.221000389095454,1.153621742703791,Iris-versicolor
+88,5.038347557640575,3.4436134856640277,1.3362299542651221,0.26652730414647297,Iris-setosa
+89,6.678557181388686,3.0074285187772407,5.658674196502519,2.022697927110706,Iris-virginica
+90,6.766013086712818,3.115976206740333,5.045573409473483,2.2584484487332825,Iris-virginica
+91,5.723879660531621,3.178853723179092,4.373119063858004,1.4953756420678932,Iris-versicolor
+92,5.588696297774732,2.68004362089544,4.410123006491894,1.2031024531004941,Iris-versicolor
+93,5.09433375499175,2.5008428668626674,3.4567431758551894,1.1469631807895122,Iris-versicolor
+94,7.803703222741762,2.8628626855506067,6.8251776545410205,2.066223568273731,Iris-virginica
+95,6.7083978158349185,3.363914238390884,5.661099059687563,2.5,Iris-virginica
+96,6.520280955460093,3.271732690086382,4.664376023691061,1.5601538769024113,Iris-versicolor
+97,6.533824235975967,3.2668331177867174,5.718336746584636,2.3669200723755606,Iris-virginica
+98,4.461895492042794,2.1612584181555285,1.2986314860246768,0.29663991852221927,Iris-setosa
+99,5.902084389347552,2.1522806388425675,4.83021955877461,1.4412685118664048,Iris-virginica
+100,7.675623997958917,2.6240927280295194,6.9,2.3116373104071646,Iris-virginica
+101,4.4000007534938685,3.0,1.3511466592520893,0.20411224041851656,Iris-setosa
+102,7.720215321553654,2.529435551640908,6.9,2.316665893756868,Iris-virginica
+103,5.240214978777285,3.6705434514729878,1.4390882384557657,0.23606395531482935,Iris-setosa
+104,5.305676976632738,2.5563889116147083,3.7874328597055626,1.2721461497229924,Iris-versicolor
+105,4.867133394493073,3.0,1.4207187387014704,0.1,Iris-setosa
+106,6.755966337132358,3.0,5.234201256281878,2.1840910643084803,Iris-virginica
+107,5.693862611609253,3.0,4.22766899843381,1.3718342866127695,Iris-versicolor
+108,7.748351418579133,2.8795831426915814,6.756075423954446,2.0584518805636955,Iris-virginica
+109,6.284906845702934,2.2946899908393563,4.300845736224617,1.2032777276675357,Iris-versicolor
+110,6.640906268001784,3.2380098276531184,5.6731737893976275,2.499999401834223,Iris-virginica
+111,5.211742293570702,3.6132804144716157,1.4165728099467807,0.21538683650811377,Iris-setosa
+112,6.47839804428531,3.0,5.954997892685927,2.2917877042405475,Iris-virginica
+113,4.985500592329685,3.2382107969355483,1.4860816831233732,0.2042741486056148,Iris-setosa
+114,4.566282065405968,2.65904734986736,1.3432079284640965,0.26882505430528203,Iris-setosa
+115,5.034080494382219,3.7030544787604343,1.4218084069466308,0.1892874251362963,Iris-setosa
+116,7.730198443007114,2.5458541112003057,6.9,2.286584878334282,Iris-virginica
+117,6.682218809765344,3.286264695737787,5.715308352513162,2.5,Iris-virginica
+118,6.056739597551275,2.564433513432151,4.516412251730043,1.098670827157916,Iris-versicolor
+119,6.592847242950941,3.2381145898996158,4.733647892090423,1.5306094239197698,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/12/test.csv b/iris/tab_ddpm/0_3/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/12/train.csv b/iris/tab_ddpm/0_3/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/12/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/12/val.csv b/iris/tab_ddpm/0_3/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/13/synth.csv b/iris/tab_ddpm/0_3/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6a32808443130a181b25ed3afeb067d10ead8118
--- /dev/null
+++ b/iris/tab_ddpm/0_3/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.065768984967932,2.243841702218349,4.933793680453222,1.6492179873930648,Iris-virginica
+1,4.931752862418859,2.0,3.0814103011792593,0.6779863773414387,Iris-versicolor
+2,4.900559544588546,3.0,1.4354056550298797,0.22820016242036395,Iris-setosa
+3,6.66495415950161,3.265101351822382,5.688920939243199,2.499998710956844,Iris-virginica
+4,7.715474809440994,2.5414553324953326,6.9,2.3575646381255733,Iris-virginica
+5,5.040368456022636,2.0000031908905567,3.4834795710883304,1.0142788482582619,Iris-versicolor
+6,5.58438347431315,3.0,3.966734749444636,1.3674071681936415,Iris-versicolor
+7,5.558760198860108,3.9,1.3152852187752466,0.5790232782893638,Iris-setosa
+8,4.496089871861284,2.223435560953263,1.275434231369129,0.27900437395857763,Iris-setosa
+9,6.123724461438778,2.3139975670336312,5.1179790813231305,1.6165930333497838,Iris-virginica
+10,7.9,3.8086297671667095,6.3586513350304825,1.9401808397055973,Iris-virginica
+11,4.400302046508433,2.826086527504707,1.3665872888947215,0.2388384797481432,Iris-setosa
+12,6.680484156665589,3.0,5.674563432562245,1.9588200506314375,Iris-virginica
+13,4.624070139527747,3.602930543568488,1.000000901332474,0.2016929504610693,Iris-setosa
+14,6.167740884419443,2.528290773732749,4.285008504876131,1.1231349765332974,Iris-versicolor
+15,6.173282190146166,2.7320076081102562,4.6259236460117625,1.1908184318948007,Iris-versicolor
+16,5.902042767409602,2.870408332067408,5.290671761273332,1.822245671666176,Iris-virginica
+17,7.9,3.8177407279291327,6.349433925947629,1.9871413374999094,Iris-virginica
+18,4.400000458346974,3.1585585064771835,1.2840638538645306,0.19950420603556487,Iris-setosa
+19,7.69640641183077,2.6220290595630225,6.89999895623067,2.272987441581495,Iris-virginica
+20,7.694647296928731,2.6287720308174936,6.8999988135019645,2.298645536847307,Iris-virginica
+21,5.26657760912743,3.49010955924975,1.3959191036642622,0.22056286786226162,Iris-setosa
+22,4.793921437732991,3.0,1.4014153678700576,0.1,Iris-setosa
+23,6.71367649999505,3.096131260912431,4.7390484148884715,1.4799398507662322,Iris-versicolor
+24,6.4048302713381124,2.6136902980935086,4.453423652780357,1.3648924279475882,Iris-versicolor
+25,5.33233128344622,3.8999988973298927,1.319581361832492,0.48158762126580723,Iris-setosa
+26,6.795459872916092,3.1509119630482356,5.594662092185542,2.292378175001733,Iris-virginica
+27,5.1917459551716645,2.0002544479367663,3.4404065297631985,1.2138537133626714,Iris-versicolor
+28,5.775212553961262,2.8923990736410756,5.053982383691297,1.8652966358556973,Iris-virginica
+29,7.754151168806282,2.6017846351265215,6.899997741083208,2.3088270601847345,Iris-virginica
+30,6.768623920942596,3.0297740462011573,5.28915689240294,2.239038926518221,Iris-virginica
+31,5.437752579496914,3.8977123582681776,1.4447111748687702,0.4183616542971398,Iris-setosa
+32,6.150078657603714,2.9669738820768847,5.003610946962469,1.626100818641628,Iris-versicolor
+33,7.9,3.8033856088096467,6.36799998139022,1.9659346585232316,Iris-virginica
+34,7.655203814008584,2.6225529149107047,6.9,2.2957091485512984,Iris-virginica
+35,4.739783601083486,3.0,1.365612846944188,0.26967797187528497,Iris-setosa
+36,4.909714913223261,3.090089606171812,1.491226558163676,0.1,Iris-setosa
+37,7.899997077017238,3.7779488368459067,6.3433597814823806,1.8877052670938814,Iris-virginica
+38,6.11960031661537,3.3296196382611623,4.57201119284044,1.628831277268628,Iris-versicolor
+39,6.674474431599711,3.335464290231449,5.731576287007185,2.5,Iris-virginica
+40,4.809475066348331,3.0,1.3601171881888239,0.271184879159561,Iris-setosa
+41,5.167510459216221,3.7114444661967783,1.4612180512723374,0.24009234628571646,Iris-setosa
+42,4.999600132010162,3.1004714141248875,1.419514411683347,0.21833992501566046,Iris-setosa
+43,7.746465118714374,2.600049559869702,6.9,2.3154382730651535,Iris-virginica
+44,4.566695818645479,3.613529177082377,1.0,0.20792482964381542,Iris-setosa
+45,4.40000068870427,3.1828603199386594,1.2799036273268862,0.2095255380211929,Iris-setosa
+46,6.141168155410329,2.624674522945842,5.643559617786574,1.4572926392898982,Iris-virginica
+47,4.590712912962055,3.591949781834237,1.0,0.2024669044793394,Iris-setosa
+48,7.710275960715331,2.629486293744264,6.9,2.3117032413475114,Iris-virginica
+49,4.673661427409318,3.4273148338518906,1.412623257670467,0.23237160428580872,Iris-setosa
+50,5.41280469943447,3.9,1.3212466144372679,0.5550812474562683,Iris-setosa
+51,6.4921121938101845,3.1944401038964436,5.211089733504226,1.9644556270701568,Iris-virginica
+52,4.929494019409168,2.0,3.6679334761589266,0.9221465672153495,Iris-versicolor
+53,5.443232835461821,3.6871448119769004,1.9588387197230823,0.23801246574611026,Iris-setosa
+54,6.648079361166099,2.9936625794479754,5.58566818141259,2.0186812005264017,Iris-virginica
+55,6.699283762821673,3.2815787178653353,5.653010380339258,2.156707462314612,Iris-virginica
+56,5.8849796821167555,2.9114120438312243,4.335757614669528,1.3562009112567708,Iris-versicolor
+57,7.6609536835632905,2.5618961734100916,6.899998513931726,2.301102851096284,Iris-virginica
+58,6.7147112105375175,3.145671880956471,5.548281599861267,2.023788103576837,Iris-virginica
+59,4.858218459140647,3.0,1.4300708191578664,0.24909257427116574,Iris-setosa
+60,5.934320341080195,2.50733682709134,5.100981660422819,1.7515401932815078,Iris-virginica
+61,7.726798231810114,2.6227633576549536,6.9,2.3090319644311394,Iris-virginica
+62,6.728597973523669,3.0,5.6804607897327974,1.9614622449574792,Iris-virginica
+63,5.03876628660213,3.7875322546799635,1.4937240216605885,0.2192110439499351,Iris-setosa
+64,7.720953886514721,2.7594621432310054,6.758865043242375,2.02137034070684,Iris-virginica
+65,5.230532795184352,3.8005759791336344,1.8061097486120723,0.21387940056220262,Iris-setosa
+66,7.748538199635408,2.5589647975135157,6.9,2.3482893394148974,Iris-virginica
+67,4.400000442673556,2.9164368344097324,1.376952846702495,0.18814240093260542,Iris-setosa
+68,5.451373551380317,3.9,1.3319835185525029,0.6627828699242662,Iris-setosa
+69,5.604868776765381,2.677351715170384,4.195562266697113,1.3275652037676355,Iris-versicolor
+70,4.400001315216999,3.0,1.381296465081598,0.22118572477608545,Iris-setosa
+71,5.947827127257218,2.2163762868906236,4.998511056076803,1.5120355262261387,Iris-virginica
+72,5.018887781763178,3.4745197229246085,1.4174543677423117,0.21373024889019032,Iris-setosa
+73,5.980141143462751,3.0,4.409440661775718,1.3574120304141557,Iris-versicolor
+74,4.790767427802112,3.0,1.4149224553347342,0.10000012122028529,Iris-setosa
+75,7.777520660374056,2.587516370357594,6.9,2.313739079487493,Iris-virginica
+76,4.473868700734489,3.210891643463599,1.310454326738218,0.3583177309638521,Iris-setosa
+77,4.4006079034590115,3.0,1.3909173227410627,0.2840148504004184,Iris-setosa
+78,6.2461775242358915,2.483200515761469,4.991168310861168,1.4884205613962207,Iris-versicolor
+79,6.4858062397503335,3.4116885377306563,5.663362957977124,2.3274518386064424,Iris-virginica
+80,6.201162920635952,2.5408890796545247,5.394141746453029,1.6265655111572341,Iris-virginica
+81,5.033456923071161,3.1118081620034554,1.4135959579325557,0.18926296571801116,Iris-setosa
+82,4.585637602512468,2.7274530995581547,1.295880130694596,0.2975084569325344,Iris-setosa
+83,5.016024191036594,2.4617354997434577,3.5141037287335464,1.1200501566591836,Iris-versicolor
+84,6.712641794801159,3.303532013292375,5.681881827531701,2.5,Iris-virginica
+85,6.931999711638135,3.0738490271402026,5.368500059729452,2.283619766446956,Iris-virginica
+86,4.837054337023348,3.3832003061907723,1.4292386503021555,0.25745253390630707,Iris-setosa
+87,6.8433142200041805,2.973958921558388,6.00502953580909,1.8027601374571236,Iris-virginica
+88,6.6515068341420545,3.2714293952704785,5.7175664428184385,2.5,Iris-virginica
+89,7.010072459462279,3.065746951039748,5.775511100354279,2.2511243150234623,Iris-virginica
+90,4.602885412072007,2.0,3.632614447363026,0.2701877404765919,Iris-versicolor
+91,6.346209368147563,2.758918119783303,5.387473277334029,1.8970075955736048,Iris-virginica
+92,7.650082896197004,2.627965764110159,6.89999806114532,2.296341371741192,Iris-virginica
+93,6.771126665547124,3.3949289420627617,5.728031948989772,2.5,Iris-virginica
+94,5.842669913538222,2.901112966844876,4.178849653377755,1.165341301743696,Iris-versicolor
+95,7.7215208986854424,2.5690412458936174,6.9,2.3377234489947214,Iris-virginica
+96,7.9,3.8271776223939957,6.470722279139436,2.0564464594510596,Iris-virginica
+97,7.610048447464915,3.0,6.626067051698436,2.133554234334519,Iris-virginica
+98,4.9631152460655485,2.467203763224639,3.035204819417733,1.0741112603166474,Iris-versicolor
+99,7.756702347970987,2.665115595954609,6.9,2.319783373095916,Iris-virginica
+100,6.707754064660431,3.355674495428926,5.732777685536743,2.5,Iris-virginica
+101,5.962452296959554,3.3480006753295117,4.558465393462779,1.5301711099847841,Iris-versicolor
+102,6.735837431173654,3.415034304549624,5.718354998083226,2.5,Iris-virginica
+103,5.93919694022352,3.4077439185524288,4.416241276800651,1.5736055750913347,Iris-versicolor
+104,7.7703750433091905,2.932015036046392,6.739767009330743,2.0559606400792267,Iris-virginica
+105,4.794142425459726,3.0,1.3728795729077614,0.2947735504217769,Iris-setosa
+106,7.100125427316057,3.08716757830449,5.748300164522179,2.245685823636032,Iris-virginica
+107,5.188723058533684,2.5106277611320182,3.7141994969345276,1.210322509356637,Iris-versicolor
+108,7.74563882137742,2.5321617955441464,6.9,2.3002682168153967,Iris-virginica
+109,6.048559033820869,2.9013561327265163,4.31253300516253,1.4525230824761117,Iris-versicolor
+110,6.7507618917952845,3.0,6.195108342647405,2.2590006151557267,Iris-virginica
+111,6.982148218517234,3.083441466463737,5.3033375284780755,2.267507293849102,Iris-virginica
+112,5.6691790920050495,2.9499111207850794,3.7268262495907307,1.3185278899119008,Iris-versicolor
+113,5.648695040856253,2.724406328847898,3.8238651171566067,0.8717589939016983,Iris-versicolor
+114,5.776794072898252,2.94259440572662,4.6187701941364105,1.3572907338083624,Iris-versicolor
+115,5.080218642789192,3.5031156395509404,1.4017374126108637,0.29312902641248384,Iris-setosa
+116,4.9277136666088905,3.105589935839276,1.9752614497275522,0.1,Iris-setosa
+117,7.9,3.815095251521042,6.4943214732360595,1.9066923454687017,Iris-virginica
+118,5.958179297407749,2.6959451690598675,4.931258850204549,1.4846824360092679,Iris-versicolor
+119,7.77020712022264,2.5927757321840565,6.899998982183554,2.2627675414619617,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/13/test.csv b/iris/tab_ddpm/0_3/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/13/train.csv b/iris/tab_ddpm/0_3/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/13/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/13/val.csv b/iris/tab_ddpm/0_3/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/14/synth.csv b/iris/tab_ddpm/0_3/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5a99ad0e4bc62bc82152c11f883b5c7174e830c7
--- /dev/null
+++ b/iris/tab_ddpm/0_3/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.530096972772224,2.438587528121253,3.7027609807135766,0.962168571972831,Iris-versicolor
+1,6.214271415253751,2.8430266241892252,4.254670610947889,1.1417151383161184,Iris-versicolor
+2,5.776092529587725,2.7695418102803426,4.546537731389337,1.1766105728472962,Iris-versicolor
+3,4.9742644056945196,2.0,2.7947592241368504,0.9429315390382906,Iris-versicolor
+4,5.428782265807638,2.86464922828682,3.4443732224280175,1.3861754910977488,Iris-versicolor
+5,4.619539045455271,3.6311510196522274,1.0,0.19925408343305717,Iris-setosa
+6,6.630774882829167,3.0291735927039865,5.658024371473778,1.9339520609189826,Iris-virginica
+7,6.315152937235252,2.912800859540957,5.534007606334797,1.681549903378575,Iris-virginica
+8,4.400551426920034,2.0,1.4263521003906017,0.11850050032637756,Iris-setosa
+9,5.027658898582477,3.449569684393822,1.4093128957249215,0.22786125167767882,Iris-setosa
+10,5.726909158811504,2.746253482965276,4.4836020283078035,1.2760555377302651,Iris-versicolor
+11,7.9,3.819396528611273,6.397203592417853,1.9214198126750226,Iris-virginica
+12,5.751272496360453,2.9450120767495767,4.22069623988132,1.2310525825919478,Iris-versicolor
+13,4.63765355225369,3.624753868802657,1.0000022417951235,0.20574972842654993,Iris-setosa
+14,5.189849175107237,2.5032053044048905,3.5734243148681606,1.023032816677807,Iris-versicolor
+15,4.4,2.8490503489895653,1.4007568280877953,0.18727260844616844,Iris-setosa
+16,7.558384546320449,2.932025316248858,6.542445270810634,1.9424567284768635,Iris-virginica
+17,5.745910517309987,3.152358684365768,4.222062088142539,1.422710268899113,Iris-versicolor
+18,6.626887711746455,3.1651618277768665,4.907270195318818,2.0935500918029937,Iris-virginica
+19,7.135929169311111,3.0,6.19374140045451,2.033058705207985,Iris-virginica
+20,6.707107319156557,3.3185147932665626,5.691570396389592,2.212611312666779,Iris-virginica
+21,5.038972120803587,2.396682471851446,3.3079363880363317,1.0433363257441075,Iris-versicolor
+22,4.614859988358759,2.0,2.733426827879022,0.2675517296273613,Iris-versicolor
+23,7.178954690254614,3.0,4.825772005683515,1.4955811302226598,Iris-versicolor
+24,5.366557819301844,3.4701529882574422,2.199207885107723,0.4805704380272892,Iris-setosa
+25,6.38739465078463,2.329647372957551,4.619295621186731,1.3917439678894061,Iris-versicolor
+26,6.66696892349992,3.2243632978033623,5.6241179059763855,2.158240472764236,Iris-virginica
+27,5.81764001845003,2.8420170291127844,4.917030175962069,1.5251817523159374,Iris-versicolor
+28,6.7457726672428855,3.209408397890133,5.871004969263281,2.281910839305552,Iris-virginica
+29,6.057022542969213,2.7786712521084347,4.855775466284714,1.2827988106008226,Iris-versicolor
+30,6.059708377443723,2.6277390468851753,4.846075502686304,1.5404431533359746,Iris-versicolor
+31,6.553872649517858,2.3885180499078893,5.683792135961937,1.7417124223172196,Iris-virginica
+32,7.708388984995767,2.5880162900841257,6.9,2.2769184584977493,Iris-virginica
+33,6.373069717307676,2.83670669038585,5.355827602216998,1.7779641871482519,Iris-virginica
+34,4.766117251140172,3.2407451785255836,1.4137260132663303,0.2666317148620894,Iris-setosa
+35,6.342034607933828,2.312200644692084,4.389326273027409,1.3087148899416012,Iris-versicolor
+36,6.320454167885244,3.2777704723854817,4.716112865268845,1.576686616312399,Iris-versicolor
+37,6.6834486249943845,2.7859601047440736,4.751740242575731,1.45113554750879,Iris-versicolor
+38,7.014192480099676,3.13524812872611,5.849381124782572,2.256012508537742,Iris-virginica
+39,7.624616015875744,2.6221492929534835,6.899994849367146,2.330386333694342,Iris-virginica
+40,4.704438017250384,3.5802642407348912,1.0000018322597408,0.20350351905735992,Iris-setosa
+41,6.892834437299465,2.906937845103631,6.1243061238745735,1.706837047194457,Iris-virginica
+42,5.009680601403635,3.530495868304609,1.9215445959652206,0.2038472169467443,Iris-setosa
+43,6.364126253936301,2.576958545647662,5.720612645129265,1.522449134906511,Iris-virginica
+44,5.5065166472759275,3.809014763792874,1.9415867011148387,0.2934851693760949,Iris-setosa
+45,5.493367118748456,2.5803013897648492,4.308520973522814,1.0797508580232626,Iris-versicolor
+46,5.54003070330716,2.6018314396841884,4.427904967873371,1.1821630161300578,Iris-versicolor
+47,7.716705481338671,2.592792638923329,6.9,2.283194421185546,Iris-virginica
+48,6.730291304429376,3.3012654771927927,5.721904220748903,2.5,Iris-virginica
+49,5.056686941560458,2.000014685095661,3.3350170988568837,1.1110993776658666,Iris-versicolor
+50,4.769871132659101,3.0,1.3815000938572883,0.1,Iris-setosa
+51,5.290511437589377,3.9,1.2523539713926015,0.6153964395440887,Iris-setosa
+52,5.057869115664403,2.4676171561107694,3.711798971864047,0.9821158888541044,Iris-versicolor
+53,6.1507413980789245,2.849887032397936,4.310936454853235,1.1206386010011764,Iris-versicolor
+54,4.91091187226141,3.6082654530722555,1.4160711269762472,0.2389242589475149,Iris-setosa
+55,4.974898151711401,3.6521236746506287,1.4561440005639557,0.22844408793852772,Iris-setosa
+56,5.901824434106979,2.6047007049718682,4.361489798834432,0.9572183510830279,Iris-versicolor
+57,7.69847907816049,2.781151644422423,6.71141590839227,2.0389998201621147,Iris-virginica
+58,5.038694653506232,3.4290329057990325,1.402989587834838,0.18579674191106832,Iris-setosa
+59,5.372498109676474,3.41978555175034,2.1026924398024582,0.2931753576831339,Iris-setosa
+60,6.714753376222864,2.9668320161320545,5.746077093109596,1.7841182240272533,Iris-virginica
+61,6.006254310625413,2.920344683710965,5.3229027573181416,1.8061667042161624,Iris-virginica
+62,6.775323613765175,3.0,4.7201094348911,1.4423487164046755,Iris-versicolor
+63,5.623269088539528,2.9211842613604566,4.446796955566622,1.5385293753763198,Iris-versicolor
+64,6.080304963132888,3.380345320532169,4.489774684298774,1.6215534395061997,Iris-versicolor
+65,5.871297667308052,2.5770973599955806,4.278685300517822,1.0300926326714583,Iris-versicolor
+66,7.635700095697372,2.6075525755000513,6.9,2.3084151655037677,Iris-virginica
+67,6.745027911284943,3.1366047809561035,5.58845513146266,2.10589470742925,Iris-virginica
+68,5.6325752382150664,2.5129298318203155,4.2627261471610165,1.2290258698417242,Iris-versicolor
+69,5.843376521510355,2.7438879391120863,4.354255629472082,1.1689878529994635,Iris-versicolor
+70,7.666356011233949,2.5977539486884456,6.8999989077956485,2.2946413059225876,Iris-virginica
+71,5.948591240958507,2.253947483490363,4.2638662497542885,1.3254186718382175,Iris-versicolor
+72,4.4690670363114275,2.0,1.4794712798362748,0.2609565206217812,Iris-versicolor
+73,6.285232156152801,2.943102002540802,4.613500994128783,1.3536431573999421,Iris-versicolor
+74,7.7781154470409035,2.936215364091243,6.756362315829953,2.107153234272946,Iris-virginica
+75,5.061448382219507,2.5023936949250642,2.661812477019872,1.104181142425915,Iris-versicolor
+76,4.457191483528238,2.1692208522958425,1.343466315023377,0.274400764298798,Iris-setosa
+77,5.002034286127605,3.497885949082819,1.3730839011297498,0.21385244329612244,Iris-setosa
+78,4.7629158488135035,3.0,1.415784886836555,0.1,Iris-setosa
+79,6.861225922903932,3.084856218077125,5.779928510643305,2.223474748104249,Iris-virginica
+80,5.071339859828475,3.7934768568581108,1.4811821356102475,0.20943299439046886,Iris-setosa
+81,4.5824277765095935,3.6071342016626167,1.0,0.2073516430788229,Iris-setosa
+82,5.439009079018677,2.6610992019031445,3.707567605533513,1.210265756551408,Iris-versicolor
+83,6.292967088895368,3.0,5.3297539198656,1.7760827827368333,Iris-virginica
+84,5.131495902991165,3.759356702353574,2.185456164494606,0.21370939563441194,Iris-setosa
+85,5.967493171385332,3.3012413286653626,4.425449526193229,1.568929949535151,Iris-versicolor
+86,6.110853910436563,2.6233462664288365,4.859771390398957,1.4910866224620658,Iris-versicolor
+87,4.90560476183603,3.0,1.3961861816730423,0.1,Iris-setosa
+88,4.4,2.9753737553264332,1.3864342907325211,0.2160088127247455,Iris-setosa
+89,5.847906777020318,3.0,4.419913190928391,1.5742274930010636,Iris-versicolor
+90,6.103287698148783,2.2380753667298694,4.805227535941419,1.564288289626207,Iris-virginica
+91,7.9,3.850949875459546,6.514094257157208,1.976595631052,Iris-virginica
+92,5.569471697412893,2.589311060091672,3.976233816117293,1.186566283058414,Iris-versicolor
+93,4.6982145670463265,3.4587573760934207,1.4042061399672,0.288741491132798,Iris-setosa
+94,6.043712128563817,3.1014270614934656,4.5437718617956415,1.5153618646138307,Iris-versicolor
+95,5.156750947648619,3.4976750271175328,1.6359613669963406,0.24103634790281547,Iris-setosa
+96,6.24655799802532,2.1917584956564244,4.487398708168811,1.4785515904007378,Iris-versicolor
+97,6.1904595485977,3.161009864701742,5.4125556818379925,2.0702355209188608,Iris-virginica
+98,6.073634937212085,2.5698649124331365,5.0426396606918855,1.4926163409021609,Iris-versicolor
+99,7.28807438577721,2.870623290700093,6.275121590994162,1.7921356692638475,Iris-virginica
+100,4.903167429754872,3.117282518807789,1.6645533502911698,0.1,Iris-setosa
+101,5.260500630191861,3.735604285270805,1.6739549482754874,0.2802856809486923,Iris-setosa
+102,5.355067929176744,3.8999991910275327,1.2987211426748875,0.29889132156638065,Iris-setosa
+103,5.8911353081757944,3.1728186248731394,4.407742363219031,1.4494098959500654,Iris-versicolor
+104,6.681259917615834,3.3306012993848246,5.611441255874747,2.5,Iris-virginica
+105,6.719976275182564,3.0,5.519266795562588,2.1075008932133854,Iris-virginica
+106,4.400000509949969,2.8363373532851934,1.327414548822852,0.1979747985406393,Iris-setosa
+107,5.3594030616875195,3.9,1.2909315285678962,0.34403227930893854,Iris-setosa
+108,5.5434664680925065,2.6199583970248956,3.8281011691227853,1.1980888243714123,Iris-versicolor
+109,5.870251551754309,3.263384512837541,4.532401945518105,1.5892595830142837,Iris-versicolor
+110,6.109746531114769,2.9344577711015045,4.208162511788966,1.1846683516747403,Iris-versicolor
+111,7.396038708661334,2.9355130904404234,6.551527147014453,2.043919088863924,Iris-virginica
+112,6.958583425859784,3.0,5.6167387048988315,2.0638125670185516,Iris-virginica
+113,4.863121770753023,3.4890153293498543,1.433948944612565,0.2489176922588288,Iris-setosa
+114,5.069266954584112,3.661229846798073,1.4154198267344356,0.2192719547790891,Iris-setosa
+115,4.962826660592222,2.5291417046491707,3.156102317814578,1.207552024300853,Iris-versicolor
+116,4.794338207572207,3.343565679287962,1.470090900962132,0.27487552617929456,Iris-setosa
+117,5.2808922657835025,3.9,1.2477565441298626,0.45733769010201725,Iris-setosa
+118,7.727069478979198,2.592760390298926,6.9,2.332227479709076,Iris-virginica
+119,7.899995255049252,3.732155605671825,6.258824742082699,2.0424014050015122,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/14/test.csv b/iris/tab_ddpm/0_3/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/14/train.csv b/iris/tab_ddpm/0_3/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/14/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/14/val.csv b/iris/tab_ddpm/0_3/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/15/synth.csv b/iris/tab_ddpm/0_3/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9110ce5fc08e4cc8d668ef8a8afb5a586dad73d7
--- /dev/null
+++ b/iris/tab_ddpm/0_3/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.680858350224727,2.7561421614630635,4.447772020412387,1.2153378387314788,Iris-versicolor
+1,5.730042954990308,2.883709820848506,3.965029818842088,1.2633738923262663,Iris-versicolor
+2,5.8113058417794745,2.9469862122836816,4.451016157762124,1.3267340405332193,Iris-versicolor
+3,4.969181687948318,2.0,3.656715375637937,0.7755754349296116,Iris-versicolor
+4,4.750246896684451,3.0,1.3129541818233315,0.10000012086182813,Iris-setosa
+5,5.6678756145646245,2.6955174744551353,4.429731819663731,1.3678033513376475,Iris-versicolor
+6,6.1291635464673195,2.9873088950630455,4.794829099197893,1.56418319508716,Iris-versicolor
+7,6.082117407251751,2.172282177213602,4.39041997723709,1.4282216419695304,Iris-versicolor
+8,7.9,3.8350934237857177,6.39069770412047,1.971623440614953,Iris-virginica
+9,7.710195994825363,2.592925380739673,6.9,2.312028733879582,Iris-virginica
+10,5.747046173865821,3.0316438171946323,4.46149894300178,1.527433631844666,Iris-versicolor
+11,6.658612549852994,3.2902116396736014,5.675749001260762,2.5,Iris-virginica
+12,4.847433329330578,3.024292209526087,1.4527891875564745,0.1,Iris-setosa
+13,7.108700413413631,3.0680270677267854,6.147109785466604,2.1618446715923443,Iris-virginica
+14,7.899998105477464,3.761721791900291,6.448761357851003,1.940610812566716,Iris-virginica
+15,4.989397355417361,3.5557867777361514,1.3093146209340083,0.2203939594152242,Iris-setosa
+16,4.980664762022535,2.0,3.4994373571502084,0.7761288789190867,Iris-versicolor
+17,5.632851980073418,2.7438049528785844,3.5272563056082586,1.1833225369425766,Iris-versicolor
+18,6.766340169269361,3.254596814487924,5.737164624892105,2.5,Iris-virginica
+19,4.8459604902342885,3.0,1.4152347079036496,0.10000010939996912,Iris-setosa
+20,5.51668806776645,3.603413637710525,1.839958755364806,0.6107814002877334,Iris-setosa
+21,5.951443616485746,2.7370052203230473,5.022115237872957,1.6040900072009965,Iris-versicolor
+22,4.675062255405078,2.0,1.4750126824399428,0.3222595227983781,Iris-versicolor
+23,6.627381401917186,3.138650036226963,4.700991455134788,1.5270319396216323,Iris-versicolor
+24,6.071146348907467,2.6649582995722496,5.5129619310231295,1.6565255185676218,Iris-virginica
+25,6.00915770059889,2.2686435923194015,4.067034431498177,1.2215037674450568,Iris-versicolor
+26,4.799487024368441,3.386164785323771,1.4901294500555935,0.18841355978534136,Iris-setosa
+27,5.859166010567222,3.1372362159503933,4.644372492286423,1.542078483143948,Iris-versicolor
+28,6.745438341420513,3.2604157644300167,5.6977184793230915,2.5,Iris-virginica
+29,5.630161508210149,3.0782146349423805,4.246297229720668,1.604443302989884,Iris-versicolor
+30,6.785305541566941,2.943686483680906,4.7394593455716025,1.4014968880702214,Iris-versicolor
+31,4.508526557663797,2.4179120489611754,1.3308422814306653,0.460076084708631,Iris-setosa
+32,5.194342283443905,3.8512525203345858,1.4731995831214952,0.26302144853620896,Iris-setosa
+33,4.881158526733615,3.1144861129671146,1.4736798199694379,0.100000230295335,Iris-setosa
+34,6.389900207565685,2.347540036312652,5.47658582689672,1.7841776677372707,Iris-virginica
+35,4.602925900605771,3.5929828681445173,1.0000005786836133,0.19642287507129552,Iris-setosa
+36,5.057413152091387,3.488827369234577,1.3085221820497184,0.21623506447132798,Iris-setosa
+37,7.140232093194595,3.0,6.065668566345758,1.9753287358438303,Iris-virginica
+38,5.075337085107421,2.6285029869227095,4.012189465709198,1.4251869854788863,Iris-versicolor
+39,7.675092215110486,2.59254248556429,6.899998272605206,2.292139016462621,Iris-virginica
+40,4.864474595123803,3.0,1.3599430430790562,0.22920850274120522,Iris-setosa
+41,4.5567331005845,2.0,2.96062392048289,0.2927696569928832,Iris-versicolor
+42,5.888089203153754,3.0965907629919713,4.5447915961932175,1.4295609576270554,Iris-versicolor
+43,7.9,3.8092844913882136,6.4001576240125155,1.9647165597305134,Iris-virginica
+44,6.597589719465071,2.5381269689742383,5.799838374499158,1.7395879326186878,Iris-virginica
+45,7.9,3.807155847610212,6.323867029883352,2.0029033890402057,Iris-virginica
+46,6.0939276091257515,2.914551313849453,4.032877560690714,1.2894994302808462,Iris-versicolor
+47,6.091824198888163,3.409894501591826,5.562141383950081,2.3851659537405663,Iris-virginica
+48,6.318122199222381,3.1681808649110503,4.467632850506934,1.5170398689593196,Iris-versicolor
+49,4.983094789457163,2.0,3.5296894523397855,0.9325532229182893,Iris-versicolor
+50,7.664733969465743,2.6164517293496954,6.9,2.310884719597886,Iris-virginica
+51,5.156915104729492,2.4726997251954383,3.5678087768528433,1.1308642873366954,Iris-versicolor
+52,5.35728994242135,3.432776172696449,1.4190104559143843,0.21241899593868224,Iris-setosa
+53,6.688961099101619,3.3376375528254343,5.7633021618374,2.5,Iris-virginica
+54,5.359271775466976,3.9,1.22296802752852,0.37363329957523006,Iris-setosa
+55,4.847532031063186,3.4422022693571965,1.4131908304295673,0.28013875823545054,Iris-setosa
+56,6.489476300895776,3.102131293066342,4.617184524985513,1.4791831424874384,Iris-versicolor
+57,5.398205050694806,3.452147996189867,1.8175400480839032,0.2072158492932002,Iris-setosa
+58,5.971241647597888,2.509880310353884,4.388790707761588,1.3385321423759255,Iris-versicolor
+59,6.878168849229476,3.131674524598848,5.477674056607791,2.3324410517716982,Iris-virginica
+60,6.169058190646563,2.3215375063383075,4.45697988418657,1.3824840955856674,Iris-versicolor
+61,5.035665433979105,3.499158929269176,1.4448411499049276,0.1876697628390669,Iris-setosa
+62,7.670954604911362,2.66846181316593,6.9,2.3051056010337563,Iris-virginica
+63,6.788510383243643,3.189479706832639,5.781081345829507,2.2963740413157527,Iris-virginica
+64,6.029818239448266,2.2479374003919017,5.224029286485427,1.4928524667121577,Iris-virginica
+65,7.675068926160649,2.589928107432639,6.899996971636954,2.2957967660274425,Iris-virginica
+66,7.780982161766002,2.944631810356766,6.767636274162145,2.049785818998344,Iris-virginica
+67,6.368833175193113,3.1673248863178687,5.1074785423434355,1.917926739746767,Iris-virginica
+68,5.5008249249730214,3.3477510480646044,1.9993178228155442,0.18701429472884612,Iris-setosa
+69,5.7779957364330095,3.0,4.328996920087103,1.4053522402265,Iris-versicolor
+70,5.972826449464553,3.0,4.290886034025509,1.3498578695227381,Iris-versicolor
+71,6.1117748672939785,2.5587599306336704,5.103911534197149,1.5298912706129373,Iris-versicolor
+72,6.743674291576596,3.3203620070624327,5.734782671365897,2.5,Iris-virginica
+73,6.155917169275836,2.306415594043566,4.50400503769824,1.4231728031472082,Iris-versicolor
+74,7.9,3.8221808572666007,6.336316032112801,2.037993769039229,Iris-virginica
+75,6.722328393317148,3.30843207492764,5.689231192490896,2.499998644040301,Iris-virginica
+76,4.4,3.220700571655059,1.317460170972907,0.2064528937135785,Iris-setosa
+77,5.8581543134121725,3.263635192039101,4.419501571004862,1.5129665057358324,Iris-versicolor
+78,7.502229661441621,2.842478513747844,6.58962328628173,2.00108252695266,Iris-virginica
+79,6.690073737866273,3.0,4.458123172729645,1.4613427980117748,Iris-versicolor
+80,4.645557918647383,2.0,2.454103563849114,0.2709021576428162,Iris-versicolor
+81,7.11898757552115,2.585733122952808,6.298792500626577,1.876902965708741,Iris-virginica
+82,6.727172065933719,3.0,5.566911944348664,1.997086222794769,Iris-virginica
+83,6.270016750745674,2.2181829460758262,4.4746510805948745,1.4688452735496247,Iris-versicolor
+84,5.70418163407825,3.0195360974409766,4.506603170240394,1.4469371914499485,Iris-versicolor
+85,7.9,3.832086823403677,6.505678066339692,1.9513765447008025,Iris-virginica
+86,7.9,3.8145078858107966,6.385238519839835,2.008738589903878,Iris-virginica
+87,5.3589845181833065,3.89999949743006,1.2370250875747586,0.29686605888163864,Iris-setosa
+88,7.596915661250461,2.8734001752759792,6.578548132146437,1.9433289488012018,Iris-virginica
+89,6.0898042915599,2.7603754818892945,4.9813298965913875,1.5661410280807824,Iris-versicolor
+90,6.450796878843054,3.0,4.476073009071876,1.4526305303278362,Iris-versicolor
+91,7.720854999078752,2.571629305174829,6.9,2.279532011335831,Iris-virginica
+92,5.461592921449839,3.7548205577555667,1.490610653474278,0.2700370097488423,Iris-setosa
+93,7.687052682499387,2.639208866047033,6.899998862461233,2.3355433058026764,Iris-virginica
+94,4.594960981562441,3.6319228307463325,1.0000007056174995,0.1957514887018485,Iris-setosa
+95,5.426229858767524,3.9,1.3047958810138587,0.3929658831058196,Iris-setosa
+96,4.972650560491367,3.4640400149793353,1.3302937780646857,0.2179943233522022,Iris-setosa
+97,6.134300779809349,2.401531592103276,4.483617982710738,1.4576586618427954,Iris-versicolor
+98,5.420611649904871,3.9,1.2938963925935312,0.5378506681104275,Iris-setosa
+99,4.760272450709496,3.0965343245109596,1.437833398912915,0.28387000325200396,Iris-setosa
+100,6.93968666020494,3.0,5.502838200723079,2.1004487665895533,Iris-virginica
+101,5.897960775539603,2.700578145537914,4.07115984598547,1.1588917747364713,Iris-versicolor
+102,4.596511541117273,2.0,3.623263604901928,0.2524971973290577,Iris-versicolor
+103,5.562745646748933,2.9221585724466745,4.390787779926462,1.381743739925456,Iris-versicolor
+104,5.184459031092897,3.792906379948234,1.7083367123476285,0.1943542940633261,Iris-setosa
+105,6.323612320297143,2.6178995837636543,5.114681023052491,1.53001435313208,Iris-versicolor
+106,6.666126791541172,3.29622027123325,5.746863290590514,2.3401873255737864,Iris-virginica
+107,4.577202954448097,3.6527738691473584,1.0,0.20380820833134292,Iris-setosa
+108,4.681200600858492,2.0,2.7246004801651207,0.5474759017861245,Iris-versicolor
+109,6.7818307860186575,3.146440774515828,5.64569200778614,2.3045172481398075,Iris-virginica
+110,6.367510774498808,2.7298353981592003,4.290919072453576,1.1811364459922888,Iris-versicolor
+111,7.721079029762784,2.6074356083423784,6.9,2.335547677104401,Iris-virginica
+112,6.155849594693983,2.364637375821555,4.756969503735656,1.5311882605145377,Iris-versicolor
+113,6.173580183928407,3.4255367054530135,4.6831044652313825,1.6522988432723633,Iris-versicolor
+114,5.525894769000033,2.519356244402942,4.2915497952644985,1.0195043191678248,Iris-versicolor
+115,5.473683736942734,2.233457128954364,3.612555837042942,0.9801320002205107,Iris-versicolor
+116,7.740302851960038,2.535906043904015,6.9,2.337486920547432,Iris-virginica
+117,6.707113541306036,3.3022495725993233,5.7532563488611475,2.5,Iris-virginica
+118,5.179616684646464,3.486642969608176,1.9548207183426252,0.7336635602142201,Iris-setosa
+119,4.518040483423285,2.44205875422478,1.3517387825609153,0.3388976242263181,Iris-setosa
diff --git a/iris/tab_ddpm/0_3/15/test.csv b/iris/tab_ddpm/0_3/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/15/train.csv b/iris/tab_ddpm/0_3/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/15/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/15/val.csv b/iris/tab_ddpm/0_3/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/16/synth.csv b/iris/tab_ddpm/0_3/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cccf145fecd2aa9b2a389b32a0e903dd49d997b8
--- /dev/null
+++ b/iris/tab_ddpm/0_3/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.71604704944963,2.913319959757808,1.3419954901801165,0.19848264744925948,Iris-setosa
+1,5.848658059709895,3.0019191373271448,4.613354844606627,1.4910940928997993,Iris-versicolor
+2,6.880872433044089,3.170617052678395,5.780212825462905,2.3012180489589493,Iris-virginica
+3,6.239116330684684,3.0,4.332997579117596,1.4546110082198995,Iris-versicolor
+4,6.686657553934552,3.2645527875682023,5.724563996243196,2.5,Iris-virginica
+5,6.696171015103242,3.3156483704588022,5.698734023862854,2.5,Iris-virginica
+6,6.6144342684289015,3.107904307258226,4.639145191657713,1.4915046288132006,Iris-versicolor
+7,5.633792081185818,2.263710126574882,4.0146166969651,1.1470195772811727,Iris-versicolor
+8,4.836881213808998,3.441618798651956,1.423084847180487,0.6888726236549149,Iris-setosa
+9,4.832946821936892,3.0,1.4224692152840124,0.10000009073266815,Iris-setosa
+10,5.120068193386698,2.468807594731522,3.1489516028992632,1.0378621708156544,Iris-versicolor
+11,7.9,3.808544584161612,6.357858275954204,1.9817969317419697,Iris-virginica
+12,5.813602886567512,2.9178546002914487,5.081041904155108,1.8346614682425075,Iris-virginica
+13,5.542795182621322,3.0,4.357745910098351,1.435939974857453,Iris-versicolor
+14,5.002738785479084,2.330865217679969,3.09385254027735,0.8525597533030538,Iris-versicolor
+15,4.930367336929993,3.3952930359452913,1.4391280933104789,0.2192085754531002,Iris-setosa
+16,5.481369792574855,2.903816183759522,3.641429537706863,1.3274206954738357,Iris-versicolor
+17,6.436159238990711,3.0,5.515004478594335,1.8163238664232486,Iris-virginica
+18,5.509464097345753,2.6198426349636845,3.7605960508277594,1.1799168928727086,Iris-versicolor
+19,4.4,3.1337378037639145,1.3057738779845605,0.18965916879329386,Iris-setosa
+20,6.055185317230457,2.334724984033067,4.214794957144523,1.352273939471248,Iris-versicolor
+21,5.021157455851966,2.402894135090931,3.5159405089915956,0.9499244958245303,Iris-versicolor
+22,5.123278226843216,3.4809096461034366,1.5486846931863458,0.5426564800937236,Iris-setosa
+23,6.197328550898594,2.7409580841015413,5.55330946933826,1.8148229284075441,Iris-virginica
+24,5.460871857738786,3.6927216939173184,1.4903613140999719,0.20929646224931703,Iris-setosa
+25,6.039683516322625,2.6794459919421842,4.469187555712064,1.4930350392905507,Iris-versicolor
+26,4.4,3.3001670116458106,1.2610427034049205,0.19504767685417057,Iris-setosa
+27,6.619673070529533,2.981795799207886,4.387042672583723,1.3509800591907961,Iris-versicolor
+28,5.264233980860333,3.438241330851924,1.4483527991381902,0.18240424814607836,Iris-setosa
+29,7.704622012382728,2.571797000150805,6.9,2.318254471061478,Iris-virginica
+30,6.742489056329073,3.351876087481386,5.731271956920849,2.5,Iris-virginica
+31,4.957667741501004,3.6415754480267317,1.490870552055702,0.22779823035913607,Iris-setosa
+32,4.4,3.0,1.3582934478531161,0.20304116264627484,Iris-setosa
+33,6.768313215520038,3.207868128732195,5.7900219451022625,2.2533875224824667,Iris-virginica
+34,6.371164449179373,3.0057864038709083,5.387799145735972,1.8817099102750259,Iris-virginica
+35,5.477134169518568,2.580817276603634,4.18961680043443,1.0456179386280184,Iris-versicolor
+36,7.717414155068389,2.56340727068693,6.9,2.254067034479658,Iris-virginica
+37,4.587042831010848,3.623424380943317,1.0000003825013914,0.2046493757362635,Iris-setosa
+38,4.749571891453381,3.0,1.4024805367429778,0.1,Iris-setosa
+39,5.108245122421339,2.490777634629411,3.8294930799783637,1.3040474032099225,Iris-versicolor
+40,4.536453021058707,2.0,3.229659864184305,0.2889874491734189,Iris-versicolor
+41,5.8278006000836875,2.901701659565037,3.867748696837626,1.388630098218927,Iris-versicolor
+42,7.771055094761438,2.5892609912106876,6.9,2.3316989725871387,Iris-virginica
+43,6.721707390777069,3.3538221237051786,5.772188068715339,2.5,Iris-virginica
+44,7.9,3.7437646380405663,6.467496044967455,2.0698880172250944,Iris-virginica
+45,4.642376532792699,2.0,3.5916432920352777,0.2975829023952524,Iris-versicolor
+46,7.899997162262632,3.7865169532585288,6.565560786237598,1.9237187019449493,Iris-virginica
+47,4.726412990111097,3.4715905005221246,1.4716148132166726,0.2802863562442502,Iris-setosa
+48,5.479011782208441,2.449131926404678,4.175656637786588,1.182725992120098,Iris-versicolor
+49,5.384186188847524,3.3587343284539175,1.6755104352937171,0.49137711664484973,Iris-setosa
+50,7.60627879079191,2.76670781701002,6.884964344286783,2.0580666046782037,Iris-virginica
+51,6.1433757290502085,2.905779295552127,5.30170972617481,1.7806893692756776,Iris-virginica
+52,4.920383983256102,3.2010587444119736,1.4240264402850498,0.1941490264221175,Iris-setosa
+53,7.70003120362194,2.640490375608252,6.89999842323991,2.2963634940177107,Iris-virginica
+54,4.566304393303218,2.0,2.104749207383075,0.25734222954635017,Iris-versicolor
+55,6.491996190256835,3.2395875505292433,4.839599147687922,1.590035616343518,Iris-versicolor
+56,5.9505414528460285,2.845457729858805,4.53738876861358,1.3173318964721237,Iris-versicolor
+57,5.942263472152774,3.4442537754049427,4.597656305980547,1.5850493401167056,Iris-versicolor
+58,7.761875995765527,2.812239408131202,6.773139854723306,2.0515029650321472,Iris-virginica
+59,5.927433129605692,3.0,5.148852169641738,1.8164953552524328,Iris-virginica
+60,7.9,3.772858251245824,6.47127239959967,1.9705635440709233,Iris-virginica
+61,4.509721329445706,2.0,2.9254811436010506,0.27520341318580804,Iris-versicolor
+62,6.351592378144858,3.0087850534033835,5.17464253725172,1.8910050233950004,Iris-virginica
+63,6.0454251554658525,2.7821662179298707,5.442861902218079,1.8486792124766969,Iris-virginica
+64,6.43104776127748,3.2144149837160456,5.230594988523071,2.1387272846973735,Iris-virginica
+65,6.130139765396417,2.201881923372349,4.367700518426694,1.3234148215843147,Iris-versicolor
+66,5.0963283380335405,3.4700917488348004,1.3767934303415563,0.20147198674606143,Iris-setosa
+67,6.3531730728149896,3.3202547169723453,4.7333720519468745,1.5509088768706345,Iris-versicolor
+68,6.384905733648754,3.0,5.19870919722785,1.8217051631493124,Iris-virginica
+69,6.884528452906324,2.8738447710860373,6.100740151627337,1.6621220252956757,Iris-virginica
+70,4.962276257230294,3.448565228921882,1.4444654920539681,0.23262043805530355,Iris-setosa
+71,6.520746539384847,3.3378386282666646,5.74621552999359,2.499992504246006,Iris-virginica
+72,5.087734015855384,3.7103867668315402,1.483562799616492,0.1931631625100773,Iris-setosa
+73,4.450860226382404,2.0,1.5801690303703853,0.27100186281481664,Iris-versicolor
+74,5.7458572057547075,2.5764393266199215,4.183283827112149,1.083729143073617,Iris-versicolor
+75,5.06344861268342,3.4797029253183265,1.6178532846915261,0.1969690830739573,Iris-setosa
+76,6.921558707693635,3.2128331584702297,5.888236703049043,2.3318050803926624,Iris-virginica
+77,5.515789364822949,3.609220844368093,1.4999748393979382,0.24167250469443147,Iris-setosa
+78,6.800993892050871,3.1056278362192087,5.677690439236439,2.1020247751156873,Iris-virginica
+79,5.860369133348347,2.894867109312865,5.096664791504782,1.696845659596145,Iris-virginica
+80,5.041700727386022,2.5214362492200113,3.4690720301687947,1.1029480882838434,Iris-versicolor
+81,6.675731660188479,3.0,4.502415073939537,1.4505625197752976,Iris-versicolor
+82,7.9,3.840273887338209,6.334263404086851,2.034187291353927,Iris-virginica
+83,5.041704935225316,3.356126023452833,1.4084586318490575,0.23331464000842944,Iris-setosa
+84,5.653160585137915,3.841284104677292,1.4981593350524227,0.34733994497524995,Iris-setosa
+85,6.184837683606622,2.9232988710241146,4.571643918628722,1.2867164133604234,Iris-versicolor
+86,4.678380153781736,2.0,3.0706277876637307,0.4505818646473815,Iris-versicolor
+87,5.540258839368369,3.617605819550544,1.490363999856463,0.320383783743261,Iris-setosa
+88,7.899998878570002,3.817973435803525,6.453376888323968,2.054615391777369,Iris-virginica
+89,4.673040690752075,3.534569914001846,1.0000009010055946,0.20686210613698444,Iris-setosa
+90,6.605413402311093,3.0575385027260014,4.454140475295348,1.4425792974897491,Iris-versicolor
+91,4.687537994389191,3.1993458338845024,1.416343520845801,0.24460440570320988,Iris-setosa
+92,5.336692340140728,3.8999995677444077,1.319323847709669,0.283123977362307,Iris-setosa
+93,5.620490824580965,2.9317520047852956,4.275087540452912,1.2546381841371526,Iris-versicolor
+94,7.072646762428737,3.1094551160148565,6.019803547412,2.2828310574479427,Iris-virginica
+95,5.99618410853384,3.438203525486667,4.623155045437985,1.695773323472992,Iris-versicolor
+96,7.3708679674777615,2.7192452489698007,6.401580242759142,1.863726699817745,Iris-virginica
+97,4.595861696657884,2.0,2.341815238883228,0.3295602984523617,Iris-versicolor
+98,6.0861373465328885,2.521730493182984,4.3020206932754395,0.8535139640904255,Iris-versicolor
+99,4.402274742437904,2.0,1.4062302536878408,0.12330548871513261,Iris-setosa
+100,5.942935603033879,2.537632069177631,5.019406452366839,1.8303454837483641,Iris-virginica
+101,5.717145730206142,2.588399490650607,4.35922556206995,1.1982324737334382,Iris-versicolor
+102,6.038073800267062,2.094921426225524,4.223874910477489,1.1820024348065488,Iris-versicolor
+103,5.294610904794991,3.336837892961452,1.5280106372759004,0.22288505052195126,Iris-setosa
+104,4.929666144019663,3.098336871661468,1.4618299054591923,0.1,Iris-setosa
+105,6.626074268275605,3.0,4.51371270352219,1.449493368829927,Iris-versicolor
+106,5.884069162170752,2.85791770413649,4.609994926930168,1.121408429317074,Iris-versicolor
+107,4.5827314626534355,2.0,1.9199618733819481,0.2777046546996109,Iris-versicolor
+108,6.689316204029435,2.9811007430328273,4.437057095099129,1.3873034452954214,Iris-versicolor
+109,4.738751366810192,2.0,3.5989435220249333,0.31806306601825635,Iris-versicolor
+110,6.667126995198196,3.301733628783755,5.732450051799835,2.5,Iris-virginica
+111,5.375283969424912,2.709739187947223,4.367598974138857,1.3575698363856956,Iris-versicolor
+112,7.644772424643551,2.6072569349068595,6.899998876437037,2.299463888663592,Iris-virginica
+113,6.166649616393671,3.4112435303400646,5.671253626484932,2.3953881790182834,Iris-virginica
+114,4.4,2.918612498524004,1.4017199238250944,0.19174865119012402,Iris-setosa
+115,5.308831901653276,3.501164523891876,2.0231210973185156,0.4335348781204198,Iris-setosa
+116,5.349289894278957,2.6514319511549385,4.140214522947199,1.2196729629317327,Iris-versicolor
+117,6.965163167549851,3.238215160231856,5.8232363412004995,2.331335833652718,Iris-virginica
+118,5.167493834240273,2.7628902661993178,3.566232122970357,1.3825894285326252,Iris-versicolor
+119,6.529956549965766,3.0,4.372114095623951,1.4448700576138116,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/16/test.csv b/iris/tab_ddpm/0_3/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/16/train.csv b/iris/tab_ddpm/0_3/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/16/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/16/val.csv b/iris/tab_ddpm/0_3/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/17/synth.csv b/iris/tab_ddpm/0_3/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..390760e3e52822ee4ac790ead8ecd0749ca696b5
--- /dev/null
+++ b/iris/tab_ddpm/0_3/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.11566588878334,2.535785411933028,3.5999880271733855,1.1824326712573099,Iris-versicolor
+1,6.422542199586189,3.029787059035724,4.655031809985165,1.4341302659730604,Iris-versicolor
+2,4.890340676288272,3.096953735394024,1.488659971566834,0.10000013751738476,Iris-setosa
+3,5.396256752299202,3.602173199922031,1.4829381218111348,0.21692329884574335,Iris-setosa
+4,6.920682109971536,3.1952112882841393,5.74656835530363,2.290670781533604,Iris-virginica
+5,4.608270393672478,3.594701108921884,1.000001366250666,0.20234694394070055,Iris-setosa
+6,5.304811900243976,2.4808143816826633,3.2194425559326305,1.0416392887358363,Iris-versicolor
+7,5.988934484564964,2.8959725358487436,5.5223432294708985,1.8246822818241009,Iris-virginica
+8,5.098683249170094,3.4479274655237977,1.67945121062712,0.531633145901199,Iris-setosa
+9,6.787489790137759,2.827551929297875,6.104311048755089,1.6771406845602521,Iris-virginica
+10,6.710889291646446,3.2918137015105513,5.674387188333414,2.4999995834193367,Iris-virginica
+11,6.858452700584617,2.9835819922532543,5.979627711548501,1.9215608065177494,Iris-virginica
+12,4.659896003481644,2.0,3.10044714645268,0.2866929792900584,Iris-versicolor
+13,6.325876787759484,3.0066720007533085,5.176526347081249,1.7374560167225586,Iris-virginica
+14,6.676233370842447,3.3226785169664783,5.6852373637038935,2.5,Iris-virginica
+15,4.4,2.978745030833185,1.3786864967028407,0.198532356479163,Iris-setosa
+16,5.938618823224355,2.599784063823275,5.256029910261771,1.833664068801871,Iris-virginica
+17,6.361912828287746,3.0,5.743586952573452,2.2718935505876643,Iris-virginica
+18,5.4175687594206865,3.899999150911318,1.3453004867878404,0.4629930381445954,Iris-setosa
+19,5.193579421190643,2.631618430049019,3.639585445119352,1.360561360066989,Iris-versicolor
+20,6.755627773033093,3.3175688129089296,5.664438404194708,2.5,Iris-virginica
+21,7.9,3.833330711025837,6.444702015814223,2.0082415923715033,Iris-virginica
+22,5.333081610187898,3.7264953811256794,1.4948789697151683,0.46240082385545894,Iris-setosa
+23,4.5960333249662355,3.624956536054264,1.0000006401587664,0.20549785016085526,Iris-setosa
+24,5.5882240175732445,3.794976158745375,1.678397123348027,0.27472895945626274,Iris-setosa
+25,7.697714965102023,2.644409254448936,6.9,2.2912603224985135,Iris-virginica
+26,5.03975032872318,3.6622222767613666,1.4870441290445826,0.233103455913858,Iris-setosa
+27,5.265669815285938,3.5279465466641455,1.4927983747832432,0.18990401477323626,Iris-setosa
+28,5.897961534139818,3.289527215348771,4.439017362588675,1.4677732497324432,Iris-versicolor
+29,5.758950670648546,2.727731966916153,4.41027945921616,1.3052815600886565,Iris-versicolor
+30,5.493103997420001,3.509980837009075,1.5932266831253477,0.3224639188410273,Iris-setosa
+31,5.796273054767092,2.82320471438846,5.005353193862712,1.519011632984409,Iris-versicolor
+32,5.260095645315,3.4991405330582954,1.4390558107344147,0.21431205825096084,Iris-setosa
+33,5.838204380883029,2.979370989870949,3.9541905089988276,1.4394084882685738,Iris-versicolor
+34,5.0686231741547125,3.4824265318082,1.414042942941022,0.19622283000071566,Iris-setosa
+35,5.5709403903528285,2.9320518100135318,4.379408940333161,1.3284097589305015,Iris-versicolor
+36,5.3859986965503435,3.7355680608206643,1.4853555426351068,0.22077823897817372,Iris-setosa
+37,6.792159351945292,3.0756476632262273,4.676223258487936,1.5078770457019923,Iris-versicolor
+38,6.285153092392393,3.0,4.239182342177034,1.4097984351574557,Iris-versicolor
+39,6.111117167801582,2.7978325257321672,5.052383857318699,1.5327387880358376,Iris-versicolor
+40,7.9,3.8281227858151734,6.383705632378213,2.0127219210100873,Iris-virginica
+41,5.086772824355686,3.291415187847783,1.4775392777510268,0.24717325345978963,Iris-setosa
+42,7.763752550110045,2.580024269491685,6.9,2.347016143131373,Iris-virginica
+43,5.121556474202792,3.659813284390293,1.4414313516572397,0.20076720110566262,Iris-setosa
+44,5.220255172652956,3.425923813872467,1.4703494604373297,0.2868147141457203,Iris-setosa
+45,7.718935491882453,2.5554859701056807,6.9,2.2792681369275596,Iris-virginica
+46,4.4,3.2540128259358085,1.2474066618252586,0.19221423055917625,Iris-setosa
+47,5.984991893619184,2.653119258606157,4.499645763253874,1.2820809001232125,Iris-versicolor
+48,4.8450431962496125,3.010088293319585,1.4533446119697764,0.1,Iris-setosa
+49,4.606997607382349,3.5931933847471,1.0,0.20086190425014536,Iris-setosa
+50,6.569240409489355,3.045767900541917,4.518197315791689,1.4790100247113476,Iris-versicolor
+51,6.017772685620127,2.244243793979607,4.91137358103717,1.6599026990739103,Iris-virginica
+52,5.01965610240816,2.4570260485973043,3.157358071336456,1.014865914229913,Iris-versicolor
+53,5.878847578158998,2.5918674842614617,3.890484284645294,0.7714895612259154,Iris-versicolor
+54,5.596797286734122,3.899966309657769,1.4292609232050915,0.3921521899235414,Iris-setosa
+55,5.9235351860381025,2.943675379171542,4.452577585394388,1.3621598492034463,Iris-versicolor
+56,4.400000806371853,3.0556438862908206,1.3218626948522445,0.21908505458628524,Iris-setosa
+57,4.602510580968721,3.591344841778574,1.0,0.20187861922393105,Iris-setosa
+58,5.652513913530583,3.0,4.21458381103335,1.327019837614677,Iris-versicolor
+59,6.099760920210566,2.7426945026639644,4.909481481830355,1.5686484475662426,Iris-versicolor
+60,6.273109581043635,3.088819268282023,4.4767817577512625,1.530181391276223,Iris-versicolor
+61,6.038557322250462,2.8704798866659824,4.322596413220592,1.201081708565712,Iris-versicolor
+62,5.345129137110973,2.726697794408141,3.5126689153314503,1.2051952120111475,Iris-versicolor
+63,6.498979883439593,3.0,4.55617151437065,1.4556473594863355,Iris-versicolor
+64,4.507895610811603,2.546691598520218,1.3150128274537827,0.5320272521474483,Iris-setosa
+65,5.627703990621702,3.4174749658766217,1.946173928588809,0.2717245899787778,Iris-setosa
+66,5.910884558691792,2.3069814535548003,4.257115710770774,1.327153037876564,Iris-versicolor
+67,4.628014936112493,3.6170718303448015,1.0000017341000318,0.2036629062905225,Iris-setosa
+68,7.697724260738017,2.647642115006133,6.899998991726284,2.3032770011717236,Iris-virginica
+69,4.6014447701800405,3.634769025923086,1.0,0.2342767180410749,Iris-setosa
+70,6.852025963473285,3.1313055616468186,5.206986322385146,2.3348211969245174,Iris-virginica
+71,5.489402642050508,3.7917121741008253,1.5337355395261367,0.26754211503875935,Iris-setosa
+72,6.6481832154920495,3.2646323492648803,5.785463822779699,2.5,Iris-virginica
+73,5.765625155670245,3.1256022487099435,4.436974758662622,1.4184945261961182,Iris-versicolor
+74,5.02544223664758,2.0,3.486456505665589,1.030501946987389,Iris-versicolor
+75,5.091335109566015,2.000011159619753,3.653336521665048,0.9279377091614069,Iris-versicolor
+76,4.961830228698676,3.0,1.4168073465559283,0.23901289428005554,Iris-setosa
+77,4.799037106586923,2.9049287936866213,1.3861223724086154,0.23694770279092936,Iris-setosa
+78,6.254924912521096,2.8496021665393907,5.601769705874243,1.5523845752241678,Iris-virginica
+79,5.603736214042701,2.8651493208096905,3.799473380278355,1.332388893970765,Iris-versicolor
+80,7.434428146989811,2.9121571312308454,6.349807936578171,1.818839989489415,Iris-virginica
+81,5.3991867744834865,2.936268133461401,4.371542363394975,1.4631291881426522,Iris-versicolor
+82,5.9182869516268575,2.1840343172158554,4.891767545797575,1.4966109900458324,Iris-virginica
+83,5.977617309169125,3.0,4.313321588292555,1.4977856457231724,Iris-versicolor
+84,5.186433132264957,3.3345401200679197,1.467140656227528,0.21675110831157365,Iris-setosa
+85,6.022020739336157,2.2851307788402697,5.395928708720559,1.5473656389950676,Iris-virginica
+86,5.489277738138913,2.8872036685847795,3.8744218040455007,1.3872744966212265,Iris-versicolor
+87,5.999764449484767,2.8734648717176707,5.101876868217557,1.5447806954726326,Iris-versicolor
+88,6.733320900618086,3.2491239139526567,5.7590476059116735,2.5,Iris-virginica
+89,7.776678447950696,2.8346515996342463,6.767506320713645,2.0571806625342264,Iris-virginica
+90,4.763937883750154,3.40985004222061,1.4234900373317059,0.22076628242914972,Iris-setosa
+91,4.811537827546338,3.4525685840460376,1.4386110406098953,0.23103297518551186,Iris-setosa
+92,5.729615816647365,2.7640491833302234,3.9389799264261907,1.1740882047187984,Iris-versicolor
+93,6.81708988744024,3.0471867487340116,5.229190241908228,2.2520360120058363,Iris-virginica
+94,5.360670158211802,3.43230108828957,1.5150105562382867,0.23221391994803275,Iris-setosa
+95,5.069466885454756,3.7132496928237138,1.436726051215867,0.1857347776199079,Iris-setosa
+96,6.560846231741284,2.8065733120994847,5.654694852873352,1.7054577296593734,Iris-virginica
+97,6.0833542958875215,2.7302248819741957,4.337121285307417,1.0862216340845383,Iris-versicolor
+98,5.945534655876162,2.0980216612776768,4.320950205013339,1.430533216213147,Iris-versicolor
+99,6.631541776190072,2.5099187677160875,5.733360095839339,1.818363069378274,Iris-virginica
+100,5.989064028012801,3.199362210982857,5.5335350735425335,2.1888700315060743,Iris-virginica
+101,6.1907201857451,2.562812671862271,5.600548305210353,1.4103719296933999,Iris-virginica
+102,5.414313367992966,3.899996566273913,1.3016093567949567,0.44471367578682897,Iris-setosa
+103,7.7521915681891596,2.810105258463354,6.76930812685703,2.0340925063637014,Iris-virginica
+104,6.819955011181225,3.1052259218721923,5.242792359349962,2.275691292096199,Iris-virginica
+105,6.675882969342117,3.2864672273761384,5.622226968150491,2.4999955335000035,Iris-virginica
+106,5.597884761585017,2.943226844478393,4.449551516114376,1.519242285680161,Iris-versicolor
+107,7.899998379971021,3.801947697601704,6.375257640948423,2.0275034811174057,Iris-virginica
+108,5.6651719914652805,2.9507505589427367,4.4068005121980125,1.350208691418295,Iris-versicolor
+109,4.924938400056424,2.3827930178276797,3.479257431947763,1.076104678798576,Iris-versicolor
+110,5.9324813433945485,2.1663905996121104,5.046224365187989,1.5014553506504373,Iris-virginica
+111,4.574150619864517,3.606126062124598,1.0000007214148807,0.19547322345170642,Iris-setosa
+112,6.909882505327039,3.1345363509776734,5.832281095759943,2.2538462459463227,Iris-virginica
+113,5.6132204743600695,3.0,4.478085978868502,1.4545636117711573,Iris-versicolor
+114,6.157849430610065,3.190656421110793,4.655425104664812,1.533827367675508,Iris-versicolor
+115,5.201140288306471,3.4748714003472587,1.4288363059045748,0.28520999923774054,Iris-setosa
+116,7.899998599335502,3.8034284706015624,6.391906295558198,1.9478246939088102,Iris-virginica
+117,4.63491118712746,2.0,2.8083571339363367,0.2776903026575659,Iris-versicolor
+118,7.754861572187872,2.5682918878455183,6.9,2.3500451468578976,Iris-virginica
+119,4.735925285558107,2.0,2.903339665662699,0.2846096735276271,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/17/test.csv b/iris/tab_ddpm/0_3/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/17/train.csv b/iris/tab_ddpm/0_3/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/17/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/17/val.csv b/iris/tab_ddpm/0_3/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/18/synth.csv b/iris/tab_ddpm/0_3/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8b95f3954234713fa4a60648746eaf197f73e545
--- /dev/null
+++ b/iris/tab_ddpm/0_3/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.787266432860168,2.5673349124740783,6.9,2.3171210217869573,Iris-virginica
+1,4.962407890743864,3.454636539303166,1.4424148422206944,0.186132868832344,Iris-setosa
+2,5.376474850894748,2.667333302301949,4.236962856840681,1.3025492947367225,Iris-versicolor
+3,6.754637753911418,3.0097610812727678,4.597866495279346,1.438844932460798,Iris-versicolor
+4,5.059847317600794,2.4974684670297704,3.3672582488662113,1.1067255199463233,Iris-versicolor
+5,4.614574446703877,3.576562029519854,1.0,0.20750433818225467,Iris-setosa
+6,5.49684826314506,3.7635528661566955,1.4939193748594362,0.2657675209426751,Iris-setosa
+7,5.19903500454085,3.458217164926938,1.4267471703291414,0.2046826167025788,Iris-setosa
+8,4.606124750429968,3.607785028310205,1.0,0.19455360559165633,Iris-setosa
+9,6.7209500362174985,3.1844967691371235,5.535243599089632,2.0810767795815615,Iris-virginica
+10,7.097111104856319,3.214349251782054,5.768110583035888,2.3157888000068834,Iris-virginica
+11,5.365690609033243,3.6516148203681755,1.4979319636101753,0.23944024273225248,Iris-setosa
+12,7.415237743909129,3.0,6.372155980661224,2.0584712936154417,Iris-virginica
+13,5.567750012840136,2.9699078498508023,4.114082449794137,1.273310187881488,Iris-versicolor
+14,6.195883608473885,2.269002692480364,4.530970239646873,1.4363218464366616,Iris-versicolor
+15,6.495221331092806,3.124025536178304,5.734054297654387,2.2579792987739986,Iris-virginica
+16,7.747425571580893,2.585321445405255,6.9,2.2855769897170477,Iris-virginica
+17,6.046840814629646,2.525235837428425,4.498872313771827,1.4753741979766706,Iris-versicolor
+18,7.723555958031504,2.605223967726297,6.9,2.3081296978611183,Iris-virginica
+19,7.771404732673786,2.523735291209919,6.9,2.3700606298470133,Iris-virginica
+20,6.111163762888764,2.2305023839686386,4.959885674623718,1.5305699284287615,Iris-virginica
+21,7.899984083176285,3.7312919311238857,6.287261912187755,1.9746855475428122,Iris-virginica
+22,6.736104079479167,3.3175713190128047,5.685902481949072,2.5,Iris-virginica
+23,5.420513079241338,3.780000325545074,1.4844528297394608,0.29108957577635103,Iris-setosa
+24,4.6011117621913975,2.0,2.013182767112536,0.2877637260485881,Iris-versicolor
+25,6.50817747295891,2.979972889394233,4.473500697860888,1.3451416081616316,Iris-versicolor
+26,5.239465134008171,3.4145566508490415,1.4351626891507763,0.2479894390974946,Iris-setosa
+27,5.075593484077301,3.5064062326784224,1.4344678693029047,0.2016326573698043,Iris-setosa
+28,6.598541485142619,3.1427279364845764,5.662669165040823,2.275090972563487,Iris-virginica
+29,7.738266626554159,2.91222874230381,6.746616819554509,2.045594009913066,Iris-virginica
+30,6.869915786500271,3.227651868806244,5.379119680056552,2.315467075807753,Iris-virginica
+31,6.660828792448091,3.2998624191069257,5.731741220803324,2.5,Iris-virginica
+32,6.024743750111274,3.2959117745480286,4.546131052343359,1.5285044601372304,Iris-versicolor
+33,6.3323394669076105,2.381005944365991,4.915184792529646,1.5254713254291867,Iris-versicolor
+34,5.75711151611736,3.0,4.169295340140003,1.378845575713383,Iris-versicolor
+35,5.359694634058907,2.5851503015578907,4.313602079143519,1.1337008623887732,Iris-versicolor
+36,6.673160811642213,3.264917304269043,5.317731931317312,2.2702609959719346,Iris-virginica
+37,6.730833609418803,3.0253687436015033,4.66346345862537,1.4721127933012814,Iris-versicolor
+38,4.872848875749444,3.426537713233742,1.5916316413770926,0.27877356032459355,Iris-setosa
+39,5.234904112204134,2.705353780245683,4.157434995714946,1.3571837656821135,Iris-versicolor
+40,4.898228056613036,3.426328595036008,1.7964833731516041,0.23637616393648753,Iris-setosa
+41,6.698713008787123,3.296566303484355,5.73349139885834,2.5,Iris-virginica
+42,6.639436699708929,3.299886897192439,5.665552226909408,2.33653409449703,Iris-virginica
+43,5.23567365888398,3.692076933542998,1.4386842889335554,0.197095264061417,Iris-setosa
+44,6.763347811810348,3.016466044079299,5.750733812658446,2.0394704896774645,Iris-virginica
+45,5.011371172984541,3.562868703753834,1.516371422860288,0.289616203875642,Iris-setosa
+46,5.686866362950505,2.7770478099552798,4.229776678974692,1.0080406685639811,Iris-versicolor
+47,4.746327055744594,3.0,1.335549405594645,0.1,Iris-setosa
+48,4.78191933626373,3.2842220892723932,1.470008884747002,0.2531660583284856,Iris-setosa
+49,6.547173424597834,3.011975851037557,4.61747196948385,1.4597811751594365,Iris-versicolor
+50,4.562238572927707,2.0,2.5170890373002135,0.25595829031132056,Iris-versicolor
+51,4.933483745099268,3.0104504924216107,1.4340469854967137,0.18882154773997872,Iris-setosa
+52,5.242356614295261,3.6969648803724047,2.0766000964696154,0.2948041467409215,Iris-setosa
+53,4.663632032348741,3.5934217184626744,1.0,0.21325506221382515,Iris-setosa
+54,4.469467098488367,2.0,1.5049973427404126,0.2805777091752893,Iris-versicolor
+55,5.401307581827524,2.787540929207109,3.4773964645707234,1.3122834886567183,Iris-versicolor
+56,6.809548374321679,2.6971906348267067,4.729386285108656,1.4097959329608216,Iris-versicolor
+57,5.727389154630141,2.911674315651311,3.7868572536362484,1.3044207802665235,Iris-versicolor
+58,4.600429503609207,3.6450255858601515,1.0,0.20139065526302385,Iris-setosa
+59,5.062200555775833,3.721411335629667,1.462257061529827,0.22219437109799675,Iris-setosa
+60,6.963956157801899,3.0,4.823631081698908,1.446106787285204,Iris-versicolor
+61,6.020160008669106,2.9631553786191263,4.688283276665824,1.379383942773422,Iris-versicolor
+62,5.4196283395327605,3.4891877641167177,1.4576776975320387,0.2087783366071645,Iris-setosa
+63,7.710870223628936,2.6228346725812908,6.899997905599235,2.310230657097487,Iris-virginica
+64,6.199490381911334,2.198244560011136,4.363067464672656,1.3727852030306251,Iris-versicolor
+65,4.776232369345184,3.0,1.3708054841601938,0.10000009278178684,Iris-setosa
+66,4.4,2.950863215194222,1.3775245899062667,0.20577474599752987,Iris-setosa
+67,6.620893186266908,2.9550645531183797,4.480626215525695,1.4249830098544554,Iris-versicolor
+68,6.93668302528905,3.0906515690745513,5.813333300795898,2.2894427585136734,Iris-virginica
+69,5.200162879482064,3.687785305740612,1.4560859686655139,0.2921016468838783,Iris-setosa
+70,6.534496990192337,2.774973545944818,5.729537309971584,1.6254567226404475,Iris-virginica
+71,6.788296060167313,2.97697567422605,4.782170671305653,1.4630945080141944,Iris-versicolor
+72,6.67790996036051,3.2932604998332535,5.738859152346645,2.5,Iris-virginica
+73,6.465956069624635,2.9510171645058976,4.4958649265885375,1.332644113718802,Iris-versicolor
+74,5.960257793010554,2.553241791113587,5.185208887744615,1.7402834186490208,Iris-virginica
+75,7.597987288160603,2.836025612492114,6.670457442872855,1.9154267591547245,Iris-virginica
+76,7.248445412555139,3.0688360017292706,6.03990843366625,2.2092507772855914,Iris-virginica
+77,7.711651503243358,2.852433799239243,6.719212531383182,2.021001090008751,Iris-virginica
+78,5.0829678533731295,3.4278702167155104,1.307196673017395,0.2418588065221618,Iris-setosa
+79,5.848883930850712,2.9972103184958883,5.049472099760167,1.7544620172124563,Iris-virginica
+80,6.26689561386406,2.641267432467063,4.462663659094619,1.096328795141415,Iris-versicolor
+81,4.4000007234579765,3.0758469864711966,1.248658259058222,0.20297090181712957,Iris-setosa
+82,6.274615013014551,3.067796447839461,5.102406905935841,1.9694301097191005,Iris-virginica
+83,7.67106014658562,2.598759548648532,6.9,2.3135145010399394,Iris-virginica
+84,5.422668295877838,2.6374259607840633,4.374744362622473,1.2163281335231064,Iris-versicolor
+85,5.224403990972112,2.548925854649467,4.008041981467877,1.1264477821674113,Iris-versicolor
+86,4.645034342033585,3.6501047828476443,1.0,0.18963156170191164,Iris-setosa
+87,6.177515117668836,3.068405968383254,5.092499279524991,1.9368738409202508,Iris-virginica
+88,6.7485487925369085,3.172623589779756,5.656173384285952,2.0787750270832412,Iris-virginica
+89,4.804785221198627,3.0077894979547004,1.4624824627650548,0.10000010816980602,Iris-setosa
+90,5.629068380286156,2.612094960024825,4.275905993711383,1.1398494296658805,Iris-versicolor
+91,6.055652391719472,2.711468095375317,4.337472600917084,1.1929770667275679,Iris-versicolor
+92,5.076498432782224,3.507155850311478,1.4025975035134362,0.19918558272756975,Iris-setosa
+93,4.400000752585111,2.9933519137427456,1.3666659177421452,0.19113825170105225,Iris-setosa
+94,5.816390284476372,2.984563640351536,4.203973539889274,1.4492999826974338,Iris-versicolor
+95,5.155978633996884,2.5016767542838108,3.398688407221499,1.0681057632955875,Iris-versicolor
+96,5.873353619000776,2.7524614159039706,4.150820572414968,1.0011941267657574,Iris-versicolor
+97,4.837144344397113,3.0,1.3838430666530477,0.10000011990919112,Iris-setosa
+98,5.647726891783653,2.8945095205183042,3.871083914411944,1.1690680730564569,Iris-versicolor
+99,4.453622689708819,2.143952259538066,1.2877249155593264,0.28006084207697685,Iris-setosa
+100,4.87169129848516,3.0896119741686006,1.4524306423834912,0.10000009393037466,Iris-setosa
+101,4.979968087106123,2.000000535445174,2.8129264635801796,0.9502551725968409,Iris-versicolor
+102,6.325602815178728,2.9541482297812207,5.121465990963142,1.9698459329372957,Iris-virginica
+103,6.502337620597486,3.0,5.7216306483981825,2.0800453823998466,Iris-virginica
+104,6.332250853632466,3.085404761248089,5.653576257604435,2.2220730783180955,Iris-virginica
+105,5.694646811486218,2.6527752338103507,4.309054964906251,1.0532351452066244,Iris-versicolor
+106,5.6762931844465525,2.8849563251400734,4.102868870537826,1.1666087359036188,Iris-versicolor
+107,6.112933154772193,2.9823737636901586,5.513606889163348,1.9626573922606028,Iris-virginica
+108,5.365680441432999,3.6275174323295714,1.4757542669619312,0.40731753079048694,Iris-setosa
+109,6.998626749866017,3.1903478792539466,5.722386188286078,2.3303500054700503,Iris-virginica
+110,4.4,2.8749181474847814,1.4045257538751053,0.19782106406024197,Iris-setosa
+111,6.083564910656489,2.3459867460029864,5.37317325513861,1.4800277613238635,Iris-virginica
+112,4.642476476773426,3.503380642682806,1.0,0.18892329098097793,Iris-setosa
+113,5.977214699778885,3.0873690115052383,4.922695931367952,1.862616636362022,Iris-virginica
+114,7.695674327135324,2.5708841099431776,6.899999003574843,2.264266152731053,Iris-virginica
+115,6.292616852837089,2.8875046442955075,5.58370128817689,1.8660628564585562,Iris-virginica
+116,5.903036640806292,2.6380439133631755,4.359482485600077,1.0613832627760602,Iris-versicolor
+117,4.4,3.0,1.352158882684407,0.21025164406288768,Iris-setosa
+118,7.684476587894237,2.557306306667426,6.9,2.324200242478435,Iris-virginica
+119,5.043549743736004,3.4845235912615724,1.3801499337454972,0.18236630642610635,Iris-setosa
diff --git a/iris/tab_ddpm/0_3/18/test.csv b/iris/tab_ddpm/0_3/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/18/train.csv b/iris/tab_ddpm/0_3/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/18/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/18/val.csv b/iris/tab_ddpm/0_3/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/19/synth.csv b/iris/tab_ddpm/0_3/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c801ac5e1ae6d8d2a0cd88a85de4d9085a193b0a
--- /dev/null
+++ b/iris/tab_ddpm/0_3/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.723443600281304,3.3210043381131045,5.714372580393785,2.499999427159088,Iris-virginica
+1,5.138417228269746,3.503348488089244,1.3279990894052833,0.2699033230682849,Iris-setosa
+2,7.685015856499569,2.734638127133133,6.663408497738693,1.9443921461313827,Iris-virginica
+3,7.9,3.8020746441193105,6.471039978376827,2.0000990982865052,Iris-virginica
+4,6.628806156768231,3.3119228385263906,5.704088442399527,2.5,Iris-virginica
+5,6.837906679886404,2.944239680933644,5.833409682757684,1.9002609202099778,Iris-virginica
+6,4.98972543962639,3.3942275345071744,1.4720419836158762,0.2533245814973519,Iris-setosa
+7,6.757762840083412,3.0,5.735309108857774,1.9150159349593947,Iris-virginica
+8,6.799316274541859,2.7736908427934415,4.8457153329754,1.4134453138675496,Iris-versicolor
+9,6.617678557645927,2.6384497043724355,5.780013594152483,1.8774723024299178,Iris-virginica
+10,5.441912837459715,3.8999996212831594,1.3599914027723443,0.4595207002777815,Iris-setosa
+11,4.799197577319532,2.0,1.6750220455141638,0.6498950498035652,Iris-versicolor
+12,4.560409038331799,2.0,2.4905588251721187,0.41722544128313865,Iris-versicolor
+13,6.2753403313863085,2.7701248499870936,5.169773774893708,1.5622690709783926,Iris-versicolor
+14,7.9,3.820152706458264,6.539021909629696,2.0337904161113816,Iris-virginica
+15,4.61124105299994,3.6256516342287832,1.0,0.20032198398702059,Iris-setosa
+16,6.135144544600929,2.9495256108602623,4.541336961365602,1.3465641335316374,Iris-versicolor
+17,5.800863220182275,2.862766197101569,5.018261671741057,2.007470972445315,Iris-virginica
+18,6.294979870593817,2.943577981003031,4.303133635169227,1.3348136355707352,Iris-versicolor
+19,6.6369292081234965,3.2452081947401124,5.648595308807939,2.4999871199792003,Iris-virginica
+20,6.210951601776858,2.752965239729958,5.526482733067316,1.9121153768071164,Iris-virginica
+21,6.652210590945566,3.2910336372167577,5.729977754292238,2.5,Iris-virginica
+22,5.435472209199504,3.899998973273626,1.3466426940787526,0.3989185622862327,Iris-setosa
+23,4.985337885547361,3.363807224246666,1.4200429121693146,0.19149204480975784,Iris-setosa
+24,6.6883430439457925,3.316717697618223,5.745494764947909,2.5,Iris-virginica
+25,6.721213706505263,3.3300359320980286,5.620104558242252,2.5,Iris-virginica
+26,7.6922418986132675,2.6019527543906547,6.9,2.31842750339138,Iris-virginica
+27,5.460362971227055,2.599261097502606,3.9732998234117076,1.0846536756440037,Iris-versicolor
+28,5.647483313781236,2.604373808026055,3.8216939333472886,1.067561282785018,Iris-versicolor
+29,6.716452451561437,3.342028793075184,5.709781333129632,2.5,Iris-virginica
+30,6.433584050975153,3.356251160512509,5.596137796347231,2.373663001015315,Iris-virginica
+31,7.625534022531251,2.6043344166139635,6.9,2.2767477498191444,Iris-virginica
+32,6.094653380050628,2.291507228109306,4.934970364860025,1.564075137774297,Iris-virginica
+33,4.617989517846489,3.598954971502543,1.0,0.20057839903827787,Iris-setosa
+34,7.012069618987271,3.1607666591764523,5.457049491699903,2.3053562391752314,Iris-virginica
+35,5.131520957971603,2.477369926212222,2.913480551586738,1.0689215545406165,Iris-versicolor
+36,7.70959673089623,2.5800088468724156,6.9,2.3361652086286164,Iris-virginica
+37,5.007601769030964,3.48889568103742,1.313181198420411,0.2159621935511658,Iris-setosa
+38,6.463885153356762,3.0032764614242793,5.43006932155002,1.9411028730850557,Iris-virginica
+39,4.893669873135541,3.04261962491436,1.4752421247200718,0.10000010643693111,Iris-setosa
+40,4.497883203633513,2.0,2.853439542351767,0.4194234252597695,Iris-versicolor
+41,6.4062349614416165,3.346560601009852,5.720494875748534,2.4970686198984655,Iris-virginica
+42,5.046930502505272,3.4687517279800093,1.4077253416655835,0.28403293698296955,Iris-setosa
+43,5.932903359197635,3.2172440754763443,4.421711453137008,1.5221122130853455,Iris-versicolor
+44,6.039020663356,3.120439762421225,4.483323421203582,1.5054948635786571,Iris-versicolor
+45,4.401779490955834,2.0,1.4522159434405406,0.11908375443616093,Iris-setosa
+46,5.173780546431906,3.370448442894662,1.9149351329711055,0.38564251920994025,Iris-setosa
+47,5.307418934522872,3.4569692417056275,1.410612734931816,0.20348976081460485,Iris-setosa
+48,4.853446462223383,3.38654916039845,1.442549973570507,0.24959901265928822,Iris-setosa
+49,5.977393637023855,2.696930194245101,4.1540731839139475,1.0213090360137904,Iris-versicolor
+50,7.717768002871092,2.626241943677252,6.8999979129482,2.378543699485533,Iris-virginica
+51,7.9,3.757666988244354,6.304928181907039,1.9487096119434841,Iris-virginica
+52,5.4364367884316795,3.3559385910101627,1.7537309244081982,0.26127324470642893,Iris-setosa
+53,5.802567870603301,2.9543840043646514,4.616501992882833,1.4009866987592874,Iris-versicolor
+54,6.772345587939743,2.757431242646786,4.935532214549269,1.3996794898781904,Iris-versicolor
+55,6.4384311296823675,2.3938631708031792,5.59148959868311,1.650142571634939,Iris-virginica
+56,4.515004819245746,2.5096782421901622,1.3046605756578291,0.3300482090583821,Iris-setosa
+57,5.9042924855051115,2.904847077936554,4.709960501193202,1.4026595964951771,Iris-versicolor
+58,5.512304678093098,2.6200643734531064,4.315721987651961,1.3024824108059336,Iris-versicolor
+59,4.917426551768543,3.351859215985665,1.8210891141210361,0.21377112369425363,Iris-setosa
+60,6.196318254077456,2.8189475282258063,4.255509164864544,1.1302447557609319,Iris-versicolor
+61,7.9,3.843998564367105,6.496107113051438,2.0703270237372715,Iris-virginica
+62,6.3587299560340185,3.357667619356213,4.79616614012728,1.6461242765608854,Iris-versicolor
+63,5.100270646229392,3.5056484872640588,1.4087060127148965,0.21969430009815547,Iris-setosa
+64,7.459242521430957,2.987846741858519,6.362593283594073,2.06446798610245,Iris-virginica
+65,7.789012053701955,2.77205437266352,6.753181197077558,2.0597074461166414,Iris-virginica
+66,4.988868134075646,2.4227283014159937,3.116068890924267,1.0361919064424279,Iris-versicolor
+67,5.05399743202569,3.4477834110366246,1.3566503826392886,0.21173535382179906,Iris-setosa
+68,6.263288761063609,3.0,4.778672465432043,1.559960476455529,Iris-versicolor
+69,5.761985583407999,2.933655377382082,4.5156033965718265,1.3371162361537963,Iris-versicolor
+70,6.853541845913253,3.0121907135415937,5.090743571319103,2.218963118990779,Iris-virginica
+71,6.345692288600786,2.3224495468181354,5.3746689156728635,1.6507182329731138,Iris-virginica
+72,5.853496656484337,3.2927751613659133,4.48014749018405,1.5358542846513965,Iris-versicolor
+73,7.79271608158499,2.9377574045248447,6.8072255204137635,2.0600110215927594,Iris-virginica
+74,7.70140704720229,2.7838474418926014,6.655491566575318,1.9883964569773,Iris-virginica
+75,5.073015871629376,2.480578335708637,3.4690613498271325,1.0156461585428502,Iris-versicolor
+76,5.714836244212853,3.0,4.283538106331756,1.356159341761836,Iris-versicolor
+77,7.192661460948541,2.849078984191113,6.151705562916244,1.73022267570591,Iris-virginica
+78,5.550018880638698,3.025635367303876,4.246153299709504,1.3556248258612784,Iris-versicolor
+79,5.64029224667888,2.8255656546705756,4.19264032806149,1.2214704620535048,Iris-versicolor
+80,7.706392393632429,2.5632309070979944,6.9,2.3341636632169203,Iris-virginica
+81,6.053491971784268,3.100683814645895,4.553865768160284,1.4547886965223937,Iris-versicolor
+82,4.8582319408321935,3.0,1.4384916795422202,0.10000015468180298,Iris-setosa
+83,4.479149851231246,2.0,1.4579047994121512,0.26938846156092083,Iris-versicolor
+84,5.767414062602749,2.9098757234258885,4.412554441724616,1.3430442028201903,Iris-versicolor
+85,4.622256324143989,3.59770809525598,1.0,0.20091435240506422,Iris-setosa
+86,5.337084902922958,3.6532229548561514,1.9726764895230704,0.21981984911287766,Iris-setosa
+87,5.379436023194669,2.846619027719916,4.2632913244449435,1.450274918524863,Iris-versicolor
+88,5.898954518339061,3.0,4.507263343520278,1.574059829441709,Iris-versicolor
+89,5.63096985785371,2.507130164424126,3.8459885303080523,1.053045992153999,Iris-versicolor
+90,6.588534004976724,3.3492984684047635,5.673740312724905,2.4999877439321745,Iris-virginica
+91,4.836548209754073,3.138147077035611,1.4677223018906287,0.10000014254866417,Iris-setosa
+92,5.681907962669115,3.0,4.430324852097193,1.4728098965860383,Iris-versicolor
+93,5.811763324479398,2.6413841075956253,4.334870670322676,1.3401554035410177,Iris-versicolor
+94,6.816764791508493,3.2676857011718816,5.607341426854515,2.3350892753694503,Iris-virginica
+95,6.5476600364862945,3.1678613696783553,4.584739887373482,1.4889305687671217,Iris-versicolor
+96,7.621249212630519,2.641487438595294,6.9,2.293407744658297,Iris-virginica
+97,4.4,2.9028784755678063,1.3865168208585528,0.20053577786113916,Iris-setosa
+98,5.776711697783648,2.3778155150633724,3.96343479558792,1.0927614729664905,Iris-versicolor
+99,4.822261644971233,3.0,1.4350500083241706,0.10000010188887883,Iris-setosa
+100,5.029097863600281,3.4938309056256114,1.3084726811461191,0.2083363868718881,Iris-setosa
+101,4.548511452933427,2.0,2.4555562626825562,0.7403353697123574,Iris-versicolor
+102,5.3216020342078565,3.846857639560197,2.19296557381958,0.231984246170179,Iris-setosa
+103,6.195575081525358,2.400994542434132,5.449272173775887,1.4806305012776502,Iris-virginica
+104,5.514205968744553,3.8999988695659993,1.3419123586319899,0.49983389399189826,Iris-setosa
+105,5.866197863948705,3.234229230938923,4.256139760598367,1.5319197922857883,Iris-versicolor
+106,5.110003319262587,3.620640597749845,1.4572708194224948,0.3952743739119394,Iris-setosa
+107,7.531325917168915,3.0294688744368123,6.578170351137035,2.12707529371591,Iris-virginica
+108,6.747906354053907,3.287674624924012,5.748792855569915,2.5,Iris-virginica
+109,6.039464601383288,2.2743302013911153,4.378894570871401,1.3923582720709702,Iris-versicolor
+110,4.649588650643471,3.624142240523853,1.0,0.2058291135614869,Iris-setosa
+111,5.077190297245966,3.4766583591183386,1.4959638952751937,0.19862055457899844,Iris-setosa
+112,7.418889876668096,3.0,6.456182971733387,2.066946963317092,Iris-virginica
+113,5.05114260779844,2.00000091393284,3.3713685458584313,1.0226018954904108,Iris-versicolor
+114,5.055022907173833,3.6633582145975168,1.4322304214884238,0.19747759558284766,Iris-setosa
+115,7.899998358463943,3.7707711350826925,6.4322298200501615,2.020348334435063,Iris-virginica
+116,4.588627742922774,2.0,3.298104013162089,0.3387829796246937,Iris-versicolor
+117,7.9,3.7945850971547976,6.374732508392441,1.9747537590793132,Iris-virginica
+118,4.591444910261057,3.1412072859346947,1.4013263743021167,0.2765590519332165,Iris-setosa
+119,4.556244487985638,2.59876390770452,1.3319431313225027,0.2833545343969389,Iris-setosa
diff --git a/iris/tab_ddpm/0_3/19/test.csv b/iris/tab_ddpm/0_3/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/19/train.csv b/iris/tab_ddpm/0_3/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/19/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/19/val.csv b/iris/tab_ddpm/0_3/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/2/synth.csv b/iris/tab_ddpm/0_3/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a54df5e50585ddeb2fa8e051918140522a1d87ac
--- /dev/null
+++ b/iris/tab_ddpm/0_3/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.084707379655747,2.479619705144624,5.191413396483233,1.553090241971722,Iris-virginica
+1,4.596890664443788,3.6511152154149524,1.0,0.2022200930932666,Iris-setosa
+2,6.566989113725631,3.0,5.526158735651703,1.787436096143897,Iris-virginica
+3,6.785477186345445,2.685352071117201,4.798123526976091,1.392725776348758,Iris-versicolor
+4,6.375000543464109,3.3953181990485977,5.676401178858187,2.3643060137042142,Iris-virginica
+5,6.459368556775762,3.2449497885354566,4.726699702107864,1.5583377949294248,Iris-versicolor
+6,5.099228601873745,3.242525894460539,1.427598054883882,0.20161070561613295,Iris-setosa
+7,4.995653258410114,3.3973751567562083,1.4617529295615297,0.21074567128396338,Iris-setosa
+8,7.713530451629396,2.5667260887850025,6.9,2.3029136263314127,Iris-virginica
+9,5.781593957705441,2.923207106043319,4.650953845389259,1.368193870033569,Iris-versicolor
+10,5.329804844605414,3.602827460890697,1.5028092525061212,0.4934198251645242,Iris-setosa
+11,7.9,3.807509913073495,6.395947867257539,1.9477087377249924,Iris-virginica
+12,5.876349326508908,2.997180522746177,3.757819639661905,1.3855179005961555,Iris-versicolor
+13,7.736065516201082,2.5898027386999134,6.9,2.2911728396514004,Iris-virginica
+14,5.716265352864747,2.8037779098248694,5.1242595039859475,1.927436242968085,Iris-virginica
+15,5.653914176293521,2.7420077449486375,4.238216711174378,1.298455140526544,Iris-versicolor
+16,6.053522749921149,2.5078657739843933,5.5596629452689434,1.400880018096948,Iris-virginica
+17,5.3127682908907135,3.527933283080463,1.4347489640598845,0.20725943621600038,Iris-setosa
+18,7.753446130909429,2.6369911889126696,6.9,2.3068965919897124,Iris-virginica
+19,5.0765756412932745,3.4862586687896298,1.4650892639650803,0.34403092938430785,Iris-setosa
+20,7.757388512825905,2.6073050941698397,6.9,2.3126941418504487,Iris-virginica
+21,6.076639952709637,2.747703002645004,5.527496644104499,1.5420203426838222,Iris-virginica
+22,5.956097380811578,2.163657968571216,4.883834371216291,1.5858027680424989,Iris-virginica
+23,6.1097606813548495,3.417506443882423,5.550511045768222,2.4371591553335565,Iris-virginica
+24,5.4612007012853,2.6693111189984844,3.9076340907132474,1.1638691751259411,Iris-versicolor
+25,5.101625764750591,3.808927838482445,1.8906194806092884,0.25505095260032445,Iris-setosa
+26,7.703330620319361,2.8760236250375026,6.680658021418885,2.0590210859066054,Iris-virginica
+27,5.0971911165896575,3.4648712960888584,1.47869337614534,0.1877074705856063,Iris-setosa
+28,5.077647447768136,3.652858332178196,1.7557763184378485,0.20882538804670994,Iris-setosa
+29,5.698915236096245,3.0051440135015506,4.264262137061315,1.4295747728893837,Iris-versicolor
+30,4.400000627743537,3.0436809568809395,1.2963245645013224,0.1806411280299347,Iris-setosa
+31,5.3255304849099305,3.8999995042990725,1.241051109092731,0.4489553204070791,Iris-setosa
+32,4.59972459948074,2.0,2.8557086255575506,0.23071019389972092,Iris-versicolor
+33,4.937646557764527,2.503370735679075,3.453753684893483,1.1686637960400486,Iris-versicolor
+34,6.706343613327692,3.2695009919707965,5.74185260485648,2.5,Iris-virginica
+35,5.730626642011544,2.9782024850427278,3.79807342673177,1.33238303653413,Iris-versicolor
+36,4.948686858906363,2.41717444207121,3.4458914151481155,0.9890695056787466,Iris-versicolor
+37,7.899997784898862,3.787350989124184,6.299609416589234,2.0155465994756305,Iris-virginica
+38,6.658216342251466,3.0223245690723277,4.568770059195308,1.4382691362176079,Iris-versicolor
+39,5.278734747429943,3.477566394344494,1.4760596806966546,0.2989991105345009,Iris-setosa
+40,5.536379465170036,2.8989086814247638,4.218118284432833,1.3782589871365742,Iris-versicolor
+41,5.37637421208523,3.9,1.3010540402116668,0.42948909801098023,Iris-setosa
+42,7.433880125524211,3.0,6.277329084698506,2.102902588481629,Iris-virginica
+43,6.424395037403715,3.1775536160996403,4.699248965987791,1.4990034306915154,Iris-versicolor
+44,5.660900516155055,2.824071006944702,3.840781325011075,1.2299016583638853,Iris-versicolor
+45,5.030233339187959,2.498030407521223,3.361896651746961,1.1577158715852485,Iris-versicolor
+46,6.142208166831479,2.5107512573472226,5.123369140656701,1.573580453045029,Iris-versicolor
+47,6.1755799015629185,3.404129866821778,4.618527860057609,1.7015579363565394,Iris-versicolor
+48,6.5762861550549125,3.250532636132716,5.549935791462758,2.3357025458395553,Iris-virginica
+49,4.697341445580985,2.9357730246441993,1.4004613855954544,0.32784706940692876,Iris-setosa
+50,5.812463728637626,2.7037118302392598,3.9181814931174026,1.3057170479129945,Iris-versicolor
+51,5.444242332051106,3.8999992465860385,1.2703622138049635,0.34042611152853686,Iris-setosa
+52,4.911782241132929,3.468244110754357,1.4911651462582536,0.24512507934195327,Iris-setosa
+53,5.916743713061853,2.8278954293679015,4.800557959704731,1.5109595416089292,Iris-versicolor
+54,5.197100088273727,3.2740964277422235,1.4603769153575243,0.1886447306032878,Iris-setosa
+55,6.674293742607078,3.017969941753827,5.770996922106446,2.265206575116858,Iris-virginica
+56,5.46745035769032,3.3715599868598143,1.4899985679144372,0.19761508568639852,Iris-setosa
+57,5.5090583339851324,2.556372737736515,4.20932312855477,1.0980905028516592,Iris-versicolor
+58,5.130149807088231,2.632914477964508,3.5154079319918705,1.3037211122984678,Iris-versicolor
+59,6.633167123162249,3.356749568931878,5.742086459078958,2.380782232411415,Iris-virginica
+60,7.9,3.7971828413789113,6.499056878803175,1.9958041139079932,Iris-virginica
+61,5.943214160983137,3.0,4.47043618943663,1.5215780268599282,Iris-versicolor
+62,4.808963749953476,2.0,3.414657519074619,0.2983070042562122,Iris-versicolor
+63,6.2255778964456985,2.7270409998873406,5.1213848781850775,1.51722798387012,Iris-versicolor
+64,5.326971860292719,3.6858957696977184,1.4995182614032054,0.2374915820474671,Iris-setosa
+65,4.4,2.921570469142547,1.4050177208673111,0.20118866932532362,Iris-setosa
+66,4.619518050186562,2.0,3.502765962839046,0.2993676669639178,Iris-versicolor
+67,5.615779102480204,2.849237055682796,4.69401518837978,1.5581580351829294,Iris-versicolor
+68,6.1218927349601096,3.259130819087963,4.632303608361834,1.5112540153155027,Iris-versicolor
+69,6.8088713177918425,3.195169682604892,5.564511520589798,2.32425794926732,Iris-virginica
+70,5.134528622453873,3.38514013217416,1.4030347593132388,0.22117134393464863,Iris-setosa
+71,6.257169204143444,3.3199389445374483,4.523957093092257,1.635452115696786,Iris-versicolor
+72,6.232332811985933,2.6986226533985804,5.067078377956281,1.9777147400491297,Iris-virginica
+73,5.458192850293536,2.689868461688493,3.514598813489806,1.2974249994786762,Iris-versicolor
+74,6.870990775150269,3.108445031970283,5.372246859504967,2.2311435135377495,Iris-virginica
+75,6.093226509941278,2.7179521205914194,5.5521738546875135,1.6799367131861624,Iris-virginica
+76,5.018837520736163,2.4988330236862035,3.2355976680551235,1.1265675958549062,Iris-versicolor
+77,5.542385375688582,2.720607845974936,3.56965465599074,1.200744729484272,Iris-versicolor
+78,4.627428522471725,2.8353042983708416,1.3525455510315234,0.27794060001967286,Iris-setosa
+79,6.2040763964168395,2.4187270408510786,5.313623632994009,1.5398234061758567,Iris-virginica
+80,4.727906121317191,2.3724221696198766,3.1430584624984625,0.8696121866977251,Iris-versicolor
+81,6.795069609200251,2.933867638213069,4.76158115085418,1.4267307421848676,Iris-versicolor
+82,4.685486469300282,2.9309644177448715,1.3559411268127162,0.29461112389164196,Iris-setosa
+83,5.872449110502572,2.4177832523512297,4.205531503150923,1.1880154707353716,Iris-versicolor
+84,4.962678551866116,3.4617954923226733,1.277267579087067,0.23065673069830636,Iris-setosa
+85,6.650190928461093,3.1716599929457407,5.545888864651937,2.176478356756953,Iris-virginica
+86,5.497462364788436,2.9819648324175607,4.288127466935321,1.3160183707279445,Iris-versicolor
+87,5.284463651012294,2.620353904725196,3.8262747329387956,1.2774192071610417,Iris-versicolor
+88,6.616200828465907,2.5371910118652146,4.619827436943315,1.3751277649375764,Iris-versicolor
+89,6.756633612570715,3.1876240200686343,5.641042195121533,2.1932655466839925,Iris-virginica
+90,5.286758569734217,2.6296153086476775,3.3925893119050343,1.1447248608394118,Iris-versicolor
+91,4.906496123673342,2.3898050258222447,3.4760698049889585,1.0291215297988396,Iris-versicolor
+92,5.24346913869012,3.346423280139525,1.4019951038694218,0.20238432987553898,Iris-setosa
+93,5.655414057449283,2.6608164942462307,4.719329473317508,1.3144031504800235,Iris-versicolor
+94,6.404711254095855,2.698596212695496,4.474910696760334,1.257092009080123,Iris-versicolor
+95,6.204536276120456,2.5774935114374395,4.948333417564429,1.522470259490428,Iris-versicolor
+96,6.370879532128352,3.0,4.614368862376197,1.4927616191201523,Iris-versicolor
+97,6.666378749878286,3.293005884555195,5.7184620083843996,2.5,Iris-virginica
+98,4.581941989010206,3.5920985257419624,1.0,0.1782331881348414,Iris-setosa
+99,5.303367092960068,2.499254417672518,3.706861895766,1.1282929331337384,Iris-versicolor
+100,5.763430820736973,2.9111104001716,4.439814861640167,1.3715494658348786,Iris-versicolor
+101,5.377700502730216,2.5194570078580036,3.8700206423572165,1.1192135158094254,Iris-versicolor
+102,5.602646423368948,3.0,4.355968350307915,1.4442785903836535,Iris-versicolor
+103,6.767293917631027,3.0,4.652204491857572,1.4306225024961141,Iris-versicolor
+104,5.762154186262445,2.759504527678864,4.229800645067807,1.0613803439155605,Iris-versicolor
+105,6.661869479493938,3.4001443443860606,5.693381539638534,2.5,Iris-virginica
+106,4.879686940121909,3.1138154158298246,1.487520296836346,0.1,Iris-setosa
+107,5.0656908322655525,3.805311953116372,1.4990085467646912,0.23274064096631095,Iris-setosa
+108,5.918739639136107,2.611470021670733,3.9639726381177476,1.1700357157137249,Iris-versicolor
+109,5.329494413765775,3.4077019016738883,1.5365940343006432,0.2775263232768669,Iris-setosa
+110,5.480887246646874,3.523629542265972,1.4920641733428097,0.2857797281115273,Iris-setosa
+111,7.9,3.8258359452673827,6.512185284397904,2.0127670233535007,Iris-virginica
+112,6.011053975039262,2.8927013626236526,4.80391546633964,1.5196522295466697,Iris-versicolor
+113,5.45911343048827,2.5592320873216927,4.36327284134621,1.2342059712494313,Iris-versicolor
+114,4.561629723447478,2.6026784386146713,1.3362269786251648,0.3239435477504083,Iris-setosa
+115,4.4,2.804354068162777,1.4063320609515375,0.19941237720885208,Iris-setosa
+116,5.134880331696276,3.3175218619306945,1.3685290097933525,0.2042715267812393,Iris-setosa
+117,6.740240341623298,2.541578126857777,5.777296606929312,1.721512957338439,Iris-virginica
+118,6.261141846195061,2.644958837195219,5.617353183673497,1.48272146081514,Iris-virginica
+119,5.254515452596174,3.7024094023100553,1.472246801977609,0.20360432309871926,Iris-setosa
diff --git a/iris/tab_ddpm/0_3/2/test.csv b/iris/tab_ddpm/0_3/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/2/train.csv b/iris/tab_ddpm/0_3/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/2/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/2/val.csv b/iris/tab_ddpm/0_3/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/20/synth.csv b/iris/tab_ddpm/0_3/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..97c1cbe3ab274e6585efc022bcf74feaeaad1b8d
--- /dev/null
+++ b/iris/tab_ddpm/0_3/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.158992083040479,3.3134080373899724,4.618469492062804,1.6678929203997719,Iris-versicolor
+1,5.490081623906837,2.908096864591996,4.310441152072966,1.422451094182468,Iris-versicolor
+2,6.502817086912836,3.159529723646921,5.57349226785062,1.994994085429281,Iris-virginica
+3,6.723814347547766,3.3342260872703307,5.708363022988966,2.5,Iris-virginica
+4,5.5087565298509595,2.6920173134481287,4.301093694456201,1.2946123236316325,Iris-versicolor
+5,7.738046551263323,2.608321508461593,6.9,2.3356471984586076,Iris-virginica
+6,5.749568560070974,3.0873810571914926,4.296983968767443,1.3997516468847486,Iris-versicolor
+7,6.674838926059538,3.3127575236015336,5.702010928020562,2.5,Iris-virginica
+8,5.618051375268548,2.940571395735337,3.820198780905804,1.2602712685834467,Iris-versicolor
+9,4.89698320539991,3.059428201195632,1.4800138622433836,0.10000015532558876,Iris-setosa
+10,7.9,3.8158088855463568,6.35643772033158,2.0246032665124436,Iris-virginica
+11,6.667856523563818,3.205838257376457,5.436976278615197,1.9980940659678894,Iris-virginica
+12,4.942207239458101,2.0,2.8420211072060075,1.0700608069144315,Iris-versicolor
+13,5.835235790496375,2.941404793407454,4.489994069259759,1.3360502284328089,Iris-versicolor
+14,6.3130858029826165,3.211883747141347,5.175363265460345,1.9407067719820583,Iris-virginica
+15,4.4010539114117755,2.0,1.4310101959403003,0.129764275190799,Iris-setosa
+16,6.259143844207456,2.3195739672969427,4.978594112513167,1.738746557704557,Iris-virginica
+17,5.685737500104473,2.921005914404825,4.758822080190518,1.5681306959033332,Iris-versicolor
+18,7.9,3.8188881425360903,6.4525382020378155,1.9615181148072487,Iris-virginica
+19,6.641633753765673,3.307952287947904,5.705587893155132,2.5,Iris-virginica
+20,5.581180096173286,2.6775142924003936,3.8081823741575436,1.2852348867563028,Iris-versicolor
+21,4.60952802531246,3.6039817665064366,1.0000004713004598,0.21037997508085127,Iris-setosa
+22,6.126069036275084,2.414136184268625,4.255830983009595,1.0429750891094638,Iris-versicolor
+23,4.901885845550382,3.020197056897935,1.4521436806945889,0.1,Iris-setosa
+24,5.014608754582729,2.500210921775785,3.156791454384045,1.022830563338924,Iris-versicolor
+25,6.266989289943688,2.5986415875331814,4.452547957611936,1.278541037281161,Iris-versicolor
+26,6.755023523060788,3.0816023783420805,5.277663044152478,2.25578240597061,Iris-virginica
+27,4.7875885842216,3.400141344931755,1.4258869294291312,0.20872836870320116,Iris-setosa
+28,5.135356900018601,3.482123891986864,1.3869889709343097,0.20184706277307635,Iris-setosa
+29,6.416590766121649,3.132667081215887,5.355612323936466,2.0257733527184665,Iris-virginica
+30,6.0387818130334265,3.0,4.47113746567509,1.4093290289228566,Iris-versicolor
+31,6.186989529854806,2.9446503839517817,5.082230089033909,1.9367437694601937,Iris-virginica
+32,6.162236347842169,2.110791706935813,4.387375495152432,1.4824886686988594,Iris-versicolor
+33,6.590179499988239,3.3428620586627096,5.652232511180372,2.16250202079009,Iris-virginica
+34,7.789678068514121,2.5542511215135044,6.9,2.3372824888582255,Iris-virginica
+35,5.088149919416166,3.806776686762243,1.5077734803390714,0.24009128668096408,Iris-setosa
+36,5.389149581969309,3.899999228571458,1.273370466969391,0.29846975096523604,Iris-setosa
+37,7.678243167421231,2.5816619795691094,6.899997050392846,2.308546463877362,Iris-virginica
+38,6.762944977012904,3.2833589389165097,5.629195608572469,2.499998795209345,Iris-virginica
+39,6.590696933020581,3.30643699618689,5.564434228297408,2.3731272479239154,Iris-virginica
+40,6.689596663155622,3.3043075346267514,5.763918144891711,2.5,Iris-virginica
+41,5.548475203769464,2.5100547388624284,3.69023737384708,1.040964320454014,Iris-versicolor
+42,6.107029658665628,2.9923396767790575,4.464500253402454,1.3735778692936513,Iris-versicolor
+43,6.051444081430601,3.083649401492498,4.2742550167578175,1.4610428010210255,Iris-versicolor
+44,6.461754791953934,2.5395814725796093,4.426371577493758,1.312259822976957,Iris-versicolor
+45,6.082661081882356,3.4313251909054423,4.631517418160403,1.6323815018388916,Iris-versicolor
+46,4.759008215623797,3.0,1.4213236195802983,0.1,Iris-setosa
+47,5.947562928515457,2.822538190211769,5.229191518190535,1.7535112360347074,Iris-virginica
+48,5.294196387312652,3.9,1.2777249025617703,0.29712173085131455,Iris-setosa
+49,5.1464348459035305,3.3178806142552792,1.4570064319086675,0.289701235811888,Iris-setosa
+50,6.685449324822745,3.3287152622130276,5.743038092518599,2.5,Iris-virginica
+51,7.698059431002451,2.6120480762273384,6.9,2.3162576348377266,Iris-virginica
+52,6.540935594865395,3.300848516714247,5.629468392849951,2.387814405934512,Iris-virginica
+53,6.115975086533471,2.65881040130751,5.064758463729854,1.6034861601977177,Iris-versicolor
+54,5.884197338768599,2.961699225695636,5.305165206904921,1.8827113817225218,Iris-virginica
+55,4.795288805703926,3.453473977244554,1.4515676529652062,0.2082000689843604,Iris-setosa
+56,6.710128324162573,3.3201317413103153,5.733177929301276,2.5,Iris-virginica
+57,5.491860864985499,3.5355474330860477,1.5170690976665004,0.20195837319789184,Iris-setosa
+58,7.766256398216077,2.861948069067117,6.708731693911047,1.9550960130428963,Iris-virginica
+59,6.75637127660228,3.265285139958426,5.790630717461569,2.3179000289421765,Iris-virginica
+60,6.622441374411407,2.913301913003447,4.487480035270961,1.3496466717622988,Iris-versicolor
+61,6.667333038840469,3.296178572604596,5.70979060961622,2.5,Iris-virginica
+62,4.975344052772365,3.4050287632202836,1.4683567500157377,0.4288040569558231,Iris-setosa
+63,6.285358922149419,3.34294093708205,4.792505772770572,1.6108630530524157,Iris-versicolor
+64,6.5604919678445945,2.9358001396657216,5.668614310375152,1.739266672492194,Iris-virginica
+65,6.1283666392133425,2.745625916288769,5.633936092079352,1.5044214974106014,Iris-virginica
+66,7.720301089071883,2.573041879841168,6.9,2.2943588021105166,Iris-virginica
+67,6.8663244741334335,3.016136927849945,5.6052385947867975,2.2337313265244774,Iris-virginica
+68,5.002898040208648,3.290757480078805,1.4056833260648784,0.18642376410521325,Iris-setosa
+69,5.328223030313518,2.3714195207961475,3.6449643142193184,1.0390170198973598,Iris-versicolor
+70,7.72859999255276,2.643482972997751,6.88903742456821,2.1153603706135633,Iris-virginica
+71,5.72469045786416,2.8213529293345623,3.7327941835018477,1.1913629728210513,Iris-versicolor
+72,4.847615936883505,3.0340434264565945,1.4299250664302527,0.1,Iris-setosa
+73,6.086073722324205,2.942588788310242,4.463438498582149,1.2736271402538422,Iris-versicolor
+74,5.064757550595913,3.1797967147354806,1.4740380200397971,0.2729267224843383,Iris-setosa
+75,6.283573785049487,3.0,5.7357403443502815,2.103926001188314,Iris-virginica
+76,7.617177047217382,2.9250217089245374,6.658403406492731,2.0335209684154867,Iris-virginica
+77,4.714557715474835,2.9981841067449753,1.2429487585373564,0.1,Iris-setosa
+78,4.60095937768636,2.0,2.3302536150247204,0.6581143439031314,Iris-versicolor
+79,7.9,3.8223002898101255,6.366870131421736,2.0477638700397347,Iris-virginica
+80,6.609498618071182,3.1237847398812875,4.592770365497802,1.4756714220390807,Iris-versicolor
+81,5.752422075361529,3.1212550561957513,4.207721618663115,1.4440790970927047,Iris-versicolor
+82,6.353594025802942,2.3926946172315326,5.1070214855168015,1.860163219828008,Iris-virginica
+83,5.480239820169911,3.628394091056305,1.4839299537560675,0.27726506253474514,Iris-setosa
+84,5.846002358492894,2.6476238642885117,4.674905810015874,1.1621026910527612,Iris-versicolor
+85,6.668807386820234,3.2061721504614935,5.68418445373856,2.5,Iris-virginica
+86,4.855004232018099,3.0,1.4323760736094795,0.10000012146821846,Iris-setosa
+87,6.696062993662129,3.342066651774067,5.653643394217696,2.5,Iris-virginica
+88,4.49668845196159,2.0,2.340706121489039,0.29727011486494476,Iris-versicolor
+89,4.635215491775602,2.0,1.4926846747483045,0.28402697603465693,Iris-versicolor
+90,6.732293184613852,2.7358017309438525,4.714851862417321,1.411449237432644,Iris-versicolor
+91,5.555761515817867,3.5786202564628624,1.7023949462955066,0.21903896289552038,Iris-setosa
+92,6.62335759239983,3.213161407915688,5.71055099420402,2.499999369656727,Iris-virginica
+93,7.256042413128716,2.9427778053407514,6.188897429905009,1.8368171104079376,Iris-virginica
+94,7.355060774378426,3.154638579071026,5.535505040261352,2.3173697799254427,Iris-virginica
+95,6.927221010223148,3.129196580344467,5.154584383292041,2.2941823911216828,Iris-virginica
+96,4.773873555803102,3.2991414490106132,1.3641743734432477,0.21622322272543157,Iris-setosa
+97,6.064827265434407,3.2725108806108496,4.576440992855527,1.5570493012947033,Iris-versicolor
+98,4.513416286539396,2.0,1.528401042106089,0.2554315317646151,Iris-versicolor
+99,6.071687051435894,3.0414087145563617,4.330656693106625,1.51463765797299,Iris-versicolor
+100,5.705907579293819,3.0,3.8914829815908973,1.3891841874817568,Iris-versicolor
+101,5.8616023760186104,3.0584578964533713,4.618021528743935,1.5768260499503473,Iris-versicolor
+102,7.008316153299366,2.9083520338493907,6.120264038020179,1.888527911532144,Iris-virginica
+103,6.343603623252085,2.6001134925653178,5.597567492840322,1.529972076453966,Iris-virginica
+104,4.956863730187806,3.174711042274515,1.4491137544554957,0.27297582393244013,Iris-setosa
+105,6.41613683978701,2.5621410283234685,5.706906975886009,1.4824592533961771,Iris-virginica
+106,4.934355766675827,2.0,3.6006229077905347,0.8730130366957005,Iris-versicolor
+107,7.634205125290622,2.532226262050764,6.9,2.3331558162716854,Iris-virginica
+108,5.997387878392351,3.1662703461977144,4.976492814038368,1.8815899018981297,Iris-virginica
+109,5.350497869823455,2.2946435651562864,2.96090384442798,0.7632215969921071,Iris-versicolor
+110,5.96237349752915,3.0,4.794851053151543,1.5165616505372461,Iris-versicolor
+111,5.451861566639193,2.6217648919978522,3.714609066416344,1.2665013731375352,Iris-versicolor
+112,5.341156109918083,2.6271822751500715,4.176933093023177,1.2540143235568328,Iris-versicolor
+113,5.452971094867004,2.7638176614001417,3.9100286562615496,1.2607310494059225,Iris-versicolor
+114,5.534442436369699,2.609524564050236,3.6880784918985197,1.3407587160428132,Iris-versicolor
+115,6.7608675254677495,3.4200603183889093,5.69438014030629,2.5,Iris-virginica
+116,5.705071935501999,2.2272282297803163,3.84846636274848,1.0685116521689395,Iris-versicolor
+117,5.484426725162535,3.780540960357448,2.063692640633174,0.3199371741930006,Iris-setosa
+118,6.099680056089096,2.63066150559285,5.138584610068296,1.492555114128894,Iris-versicolor
+119,5.695760466998846,3.0,4.075676120434702,1.3185116869790017,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/20/test.csv b/iris/tab_ddpm/0_3/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/20/train.csv b/iris/tab_ddpm/0_3/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/20/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/20/val.csv b/iris/tab_ddpm/0_3/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/21/synth.csv b/iris/tab_ddpm/0_3/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..01a656ec0bf8dfa02833938cf21eb692d6f21b2d
--- /dev/null
+++ b/iris/tab_ddpm/0_3/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.76539958417923,3.2191710383506376,5.303010748472834,2.3184352522133858,Iris-virginica
+1,5.75981808950743,3.5615671819924404,1.6105834646146395,0.2798182640218334,Iris-setosa
+2,6.097920985337453,2.6050770274170754,4.907523664267282,1.487847332073602,Iris-versicolor
+3,4.4,3.0,1.3719943390791527,0.19745142233337243,Iris-setosa
+4,7.718229481149763,2.793949763230501,6.765702738425045,2.0645176208151073,Iris-virginica
+5,7.9,3.84300078161973,6.384393179971857,2.005905005802799,Iris-virginica
+6,4.827157817389391,3.0,1.447696975630025,0.19614854588230532,Iris-setosa
+7,7.661751801418877,2.781778187616245,6.683837447304819,2.023659217665761,Iris-virginica
+8,5.257204156271887,3.412283786572753,1.3787866087921201,0.19837103154121483,Iris-setosa
+9,5.245899883690537,3.435775499555279,2.267583544051822,0.41795224938785636,Iris-setosa
+10,5.814848447280826,2.7352230105413375,4.3858549201348564,1.144484555184948,Iris-versicolor
+11,5.86799347053511,2.9190886519902004,4.5032842453531785,1.3000685789547861,Iris-versicolor
+12,6.794973554349648,3.15256919561414,5.429957001396659,2.280384838399311,Iris-virginica
+13,6.003376982329568,3.0372412936782487,5.166101898792835,1.8308731119396986,Iris-virginica
+14,6.472492550836905,2.9312397398689884,4.26650311830527,1.361134198848033,Iris-versicolor
+15,6.7705473791954764,3.0,5.53819289803072,2.0042504395359533,Iris-virginica
+16,6.747789989192561,2.9307426940851107,4.594212674742054,1.362282715292032,Iris-versicolor
+17,4.965522501041335,2.428475368543054,3.475371318144125,0.9279290679748373,Iris-versicolor
+18,4.75092140851567,3.0,1.3389734084359848,0.1,Iris-setosa
+19,7.227662174137847,3.093379111933632,6.211547746762543,2.122522595924948,Iris-virginica
+20,4.840248124059799,3.0534551926482156,1.4705973302192663,0.10000013371436814,Iris-setosa
+21,6.664714832315178,3.303237094572401,5.672855095171736,2.5,Iris-virginica
+22,5.718442355923159,3.0,4.358896190452274,1.4975505345213904,Iris-versicolor
+23,4.736187964282554,2.972231476929049,1.3426651469723252,0.2644868384282464,Iris-setosa
+24,5.482042925857004,3.9,1.2885254775927149,0.43388593215596766,Iris-setosa
+25,5.123974578431058,3.5780750798350467,1.772277723953968,0.5970415794708632,Iris-setosa
+26,4.887284343826602,3.1174270592737696,1.4608334859809127,0.1,Iris-setosa
+27,7.711317309419902,2.6093695971164528,6.899998717585223,2.2682170876290937,Iris-virginica
+28,6.428690352762874,3.384891035756467,5.637040647322281,2.286648714878406,Iris-virginica
+29,5.910026442417657,3.0,4.616331973161462,1.5908450623849446,Iris-versicolor
+30,4.400000454462912,3.0,1.3177687528477695,0.20067209790742513,Iris-setosa
+31,5.4580626030816575,2.935132906578623,4.449315640687305,1.451229283993754,Iris-versicolor
+32,6.2397974275573596,3.4098381422559725,5.600074944808333,2.416435516336238,Iris-virginica
+33,4.776531350562197,3.404984133954379,2.0319602426120182,0.1744031565647926,Iris-setosa
+34,4.939200036851708,3.4084450247992635,1.430960780597222,0.26918237886713403,Iris-setosa
+35,4.588107837867527,3.5922064021279456,1.0,0.19454004750576584,Iris-setosa
+36,6.0785867448942,2.646595333934351,4.447383021734403,0.988146600305271,Iris-versicolor
+37,5.818843101254509,2.836908912418254,5.173508169993458,1.8258988424734224,Iris-virginica
+38,5.226273428666105,3.766922847952518,1.6606838885489221,0.2161799837633673,Iris-setosa
+39,7.72706960438706,2.6157497174858215,6.899998769139268,2.2941750011520057,Iris-virginica
+40,4.876251405901646,3.0333818268522954,1.475336148675814,0.10000012940981289,Iris-setosa
+41,6.338137399069505,2.5027421373692604,4.566848016153996,1.3103419965617478,Iris-versicolor
+42,5.428384393403784,3.692564463798711,1.4898916539942448,0.24643567954936024,Iris-setosa
+43,5.623176659116966,2.5546375651944104,4.254859290286026,1.1411554204085679,Iris-versicolor
+44,6.7669943876296506,3.00973266058766,5.442416587172602,2.0976574698463737,Iris-virginica
+45,6.326101607762149,2.910163590563351,4.314828499394387,1.2958036238684072,Iris-versicolor
+46,5.099322150405209,2.4222347585899495,3.277267315120008,1.0144832519436893,Iris-versicolor
+47,5.467272758764266,3.9,1.2969075085408208,0.3865202297009534,Iris-setosa
+48,5.038088296340421,2.0,5.1216246463780335,1.3191326937814594,Iris-virginica
+49,6.181756988537934,2.5019860449910234,4.963330815420204,1.9365148708666842,Iris-virginica
+50,4.993234202113682,3.3560045265960565,1.36662201204481,0.18920861875100434,Iris-setosa
+51,5.641557261221337,2.9377252580958637,4.373969330096026,1.3829296384417176,Iris-versicolor
+52,4.738522745064547,2.0,3.215205112847247,0.6084003782949176,Iris-versicolor
+53,6.511172055367057,3.1809970388391546,4.628679467868813,1.4915155788640126,Iris-versicolor
+54,4.621043515491217,3.523500599959678,1.0000005914060772,0.21150108325988534,Iris-setosa
+55,7.7578126291514025,2.5967972389139065,6.9,2.2829443290622984,Iris-virginica
+56,4.581179930458107,2.0,3.3622451766328254,0.2660050025814813,Iris-versicolor
+57,4.504317850559732,2.239834590844834,1.3382264340532044,0.4621201833106081,Iris-setosa
+58,4.473516662305939,2.4002472179953345,1.2962262945600722,0.33920577668144436,Iris-setosa
+59,5.056569129720585,3.6949373832112204,1.4742860682737315,0.43136776642961455,Iris-setosa
+60,6.328814814567232,2.5359727229453495,5.053470324854886,1.9697678365897486,Iris-virginica
+61,4.843176980184601,3.0,1.4034191709827384,0.20631068472157196,Iris-setosa
+62,4.505580136721645,2.0,3.6381540987914893,0.27656235055299794,Iris-versicolor
+63,6.75058325352258,3.2813275790124945,5.650711250531577,2.5,Iris-virginica
+64,5.259067591521514,3.4719523970405155,1.8316358036134708,0.5398501113529951,Iris-setosa
+65,5.512431704451006,2.3952373474727677,3.6368347505490144,1.0314183974284783,Iris-versicolor
+66,6.639185018313771,3.254989346151915,5.62562617861669,2.4835609645277428,Iris-virginica
+67,6.001995048502022,3.2044519631556994,4.534228030372816,1.5089116454008291,Iris-versicolor
+68,6.067225081061026,3.3463465519729834,4.557393356780097,1.6336923843946565,Iris-versicolor
+69,4.874458359163722,3.005463788107068,1.4615004800769287,0.10000009630543151,Iris-setosa
+70,4.620352509626574,3.5970771097076457,1.0,0.21540752917278505,Iris-setosa
+71,4.921331316618685,3.4195308782059977,2.3746711927252697,0.2749081496219722,Iris-setosa
+72,6.369487344709674,2.347368922393617,4.672245650616269,1.4258641567566999,Iris-versicolor
+73,6.654000196836954,3.297957030752884,5.703392697702888,2.5,Iris-virginica
+74,6.176868164993564,3.3558663625807923,4.651080256357694,1.624821803804256,Iris-versicolor
+75,5.729716804096233,3.0,4.483957596668639,1.354541835245318,Iris-versicolor
+76,6.809007015609932,3.1586897065955277,5.929013619791215,2.248871275999347,Iris-virginica
+77,7.14259309464738,3.2336023490504346,5.6509988421978115,2.296592901524701,Iris-virginica
+78,6.7973003620693175,2.9929309291068047,5.733000184469362,1.8184450111742945,Iris-virginica
+79,6.8353704736457805,3.1867971950513856,5.08777930011699,2.3381532023330087,Iris-virginica
+80,7.653997773278183,2.9015337199897964,6.638717627138289,1.9259971351349343,Iris-virginica
+81,6.314104562672629,3.0,5.551460498079469,2.2071353518285157,Iris-virginica
+82,6.806300275756634,3.1465248028941493,5.32159978610885,2.257129979220139,Iris-virginica
+83,7.703507539759227,2.618404265116652,6.9,2.308511070967725,Iris-virginica
+84,7.899998756191693,3.813275493756514,6.263589877776439,2.0047942446219444,Iris-virginica
+85,5.790918390738181,2.7147300297640555,5.111116589480529,1.8969605623273738,Iris-virginica
+86,4.6950377964421,2.0,2.5681723730326205,0.2786695227429452,Iris-versicolor
+87,5.907189337828127,2.5296640963782573,4.238758686995795,1.0151399760693909,Iris-versicolor
+88,4.806638486725184,2.0,2.2552583872433347,0.44197451611250527,Iris-versicolor
+89,6.7762419123395805,3.0,5.6116517750232315,2.1227164719352256,Iris-virginica
+90,6.464375601683656,2.856765155513232,4.346485527266299,1.2616170016672146,Iris-versicolor
+91,4.9825777686096675,3.0911660437887947,1.4395701622769856,0.29486295017736547,Iris-setosa
+92,5.669642869692778,2.7090521383672876,4.5094435482397,1.4212117891947378,Iris-versicolor
+93,4.876750849722583,3.0948146491380726,1.4459278806084608,0.1,Iris-setosa
+94,5.321228495997291,2.5759663669633186,3.5832794011347753,1.0825606247141712,Iris-versicolor
+95,4.901543890011995,3.1050305457543357,1.749153240818834,0.10000012408784877,Iris-setosa
+96,4.964653599189664,3.477426153644762,1.4436255944734488,0.2820806223744432,Iris-setosa
+97,6.671427167514585,3.1479723215944437,6.025555606912538,2.333629083710497,Iris-virginica
+98,5.620622747256491,2.287454569805366,3.9990267095590193,1.0675575411860883,Iris-versicolor
+99,6.132220742486046,3.0,4.57904185885597,1.415790020565631,Iris-versicolor
+100,4.871175288263523,3.0487703456881503,1.34195323632491,0.3157130292617367,Iris-setosa
+101,7.3884694416483585,2.6668568956498704,6.483659235504527,1.868842771280136,Iris-virginica
+102,6.673598358881888,3.2460169908731538,5.665384502831514,2.5,Iris-virginica
+103,6.337167032308146,3.4204869246625487,5.509800729567757,2.369520167326511,Iris-virginica
+104,6.722365928253872,3.267412458917839,5.699920898450134,2.5,Iris-virginica
+105,6.152104085855185,2.6979855743007293,5.483221552850437,1.4965719972267182,Iris-virginica
+106,7.443930374168973,2.9910574604652767,6.4606831305424945,2.037695926623088,Iris-virginica
+107,5.402403974931837,3.9,1.2852276001352756,0.3499383891020442,Iris-setosa
+108,6.730512187293872,3.2995292243957417,5.712887445782431,2.5,Iris-virginica
+109,5.604364282354431,2.5310844749632686,4.206126267748642,1.137477183206797,Iris-versicolor
+110,6.171191096364147,2.668709037348433,5.0545802291862625,1.5334278079817443,Iris-versicolor
+111,6.30617795275151,2.2574451420834047,4.879872960355006,1.5229831438860537,Iris-versicolor
+112,5.353116356374348,3.9,1.3205741386539191,0.48488434873996217,Iris-setosa
+113,6.086042996293829,2.5922305267016807,5.109266609176923,1.7421483177715298,Iris-virginica
+114,5.848482930885202,2.9428756651276977,4.23787601548814,1.380045556221256,Iris-versicolor
+115,5.438388315213751,3.4191573529466006,1.4836291097842684,0.2082784020792297,Iris-setosa
+116,4.863725292800548,3.0,1.3751221886169351,0.2850928838237648,Iris-setosa
+117,5.400695743638243,3.40885763965351,1.4973757397295597,0.26072267630197216,Iris-setosa
+118,4.4,2.9354331908704383,1.3355319070575928,0.2097293819180573,Iris-setosa
+119,4.400001560158264,2.9268189311765873,1.3549999829207673,0.20560849193336952,Iris-setosa
diff --git a/iris/tab_ddpm/0_3/21/test.csv b/iris/tab_ddpm/0_3/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/21/train.csv b/iris/tab_ddpm/0_3/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/21/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/21/val.csv b/iris/tab_ddpm/0_3/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/22/synth.csv b/iris/tab_ddpm/0_3/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3084d0070512c85c2d96378fbb436a65503dbed5
--- /dev/null
+++ b/iris/tab_ddpm/0_3/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.139721544841185,2.8497607437261347,5.432786524990854,1.742813955453908,Iris-virginica
+1,5.797852773518222,2.803117396762422,4.764385617517515,1.433156832068738,Iris-versicolor
+2,5.352490271279029,3.492014050086347,1.4889783018396048,0.6974586479830841,Iris-setosa
+3,5.702673636906332,3.0133828772559883,4.63466974964436,1.526427657399079,Iris-versicolor
+4,4.5063280901338105,2.0,1.5208721575670148,0.24157439195918085,Iris-versicolor
+5,7.243708149727709,2.851754331271193,6.304449275936763,1.7965750581013942,Iris-virginica
+6,5.336123196061464,3.7894440313280184,1.6705246614499836,0.41977958026886103,Iris-setosa
+7,5.409097337714727,3.899998660498224,1.3530531136290036,0.45139930313495497,Iris-setosa
+8,6.289805978250921,2.690303415446482,4.390420254558015,1.129066515220267,Iris-versicolor
+9,7.6859948849008335,2.596168492289995,6.9,2.307923188168373,Iris-virginica
+10,5.989029575420261,2.7765186983400545,4.819304522149,1.483366068837881,Iris-versicolor
+11,6.1070403619985365,3.015106844838391,4.620024437358176,1.5485098066863827,Iris-versicolor
+12,5.694736815137815,2.914543195676045,4.488126254184661,1.3389689378034033,Iris-versicolor
+13,7.9,3.8086022226674157,6.47299733281655,1.967759041296424,Iris-virginica
+14,4.822427406725956,3.0,1.3590579399799256,0.10000015069711264,Iris-setosa
+15,6.049349452562318,2.64726755975753,5.346798567564911,1.462932329274621,Iris-versicolor
+16,4.830612745047841,3.0,1.4449843960738171,0.1,Iris-setosa
+17,6.619663898885184,3.1157997289241632,4.580164335366381,1.506432895782519,Iris-versicolor
+18,6.654150149074307,2.9846932957356733,4.398485070145849,1.398710256439844,Iris-versicolor
+19,5.858552035149849,2.6510817692310495,4.269375105047239,1.1010022923732166,Iris-versicolor
+20,6.668438385680394,3.0087478178429907,5.559516452657306,1.9444391792810556,Iris-virginica
+21,5.209315613446909,2.648120184795641,4.262904080419539,1.3567808435686526,Iris-versicolor
+22,7.7030293561300525,2.561181101409594,6.9,2.348558883753346,Iris-virginica
+23,6.62268650206466,3.2085310793431767,5.400667011578896,2.1841115729954055,Iris-virginica
+24,5.35794309644066,2.424382425887732,3.353552219087033,1.1051579379649035,Iris-versicolor
+25,5.7983618002949955,2.8364310080893187,4.700133971833311,1.3410544208849218,Iris-versicolor
+26,7.582981422472202,2.8541160215378722,6.605715649851443,1.9643642368431902,Iris-virginica
+27,4.781286896723913,3.0,1.3544681928794162,0.1000002084351517,Iris-setosa
+28,6.719281394753638,3.3052108207315176,5.782480532003316,2.5,Iris-virginica
+29,4.59717980519861,3.408555665246736,1.371872137172251,0.2773227739454843,Iris-setosa
+30,6.625328981249061,3.1402345119640147,4.635373802002669,1.5220931510496678,Iris-versicolor
+31,5.5710308119628165,2.862609565896173,4.460104384322072,1.4364989579737912,Iris-versicolor
+32,6.095821464742552,2.5219957650660563,5.101897076611089,1.641816845898582,Iris-versicolor
+33,5.164398620105483,3.291351986448311,1.4778794425661348,0.20513775046974628,Iris-setosa
+34,7.081402645833443,3.1518045781894948,6.103894656550698,2.176208208970755,Iris-virginica
+35,5.533448064161906,3.0,3.987691331327672,1.2394480158186854,Iris-versicolor
+36,4.538376866859616,2.0,1.4778957545565277,0.37189224510501295,Iris-versicolor
+37,7.552901443961971,2.9162590947383067,6.532344194756513,2.0441899631982987,Iris-virginica
+38,6.937978687616986,3.037329362465287,5.097685332950685,2.2570785061295107,Iris-virginica
+39,4.992508286866768,3.574835683740961,1.4437136425784207,0.20398186510367355,Iris-setosa
+40,4.622936329575964,2.0,2.7607099605687875,0.26774045552448444,Iris-versicolor
+41,5.629921465253142,2.9248356746116255,4.474077442200975,1.422537600354392,Iris-versicolor
+42,6.624039288046937,3.183289418732639,4.7488418005007595,1.560340873698075,Iris-versicolor
+43,5.918007421059095,3.0,4.488302002526037,1.3663446391439067,Iris-versicolor
+44,6.079194300581486,2.6046872445717804,5.047827624699443,1.5133746594845323,Iris-versicolor
+45,5.739463165810274,2.9222767294883703,4.2683830917831616,1.322751009531237,Iris-versicolor
+46,5.257479690148229,3.474135513283781,1.4326374842687444,0.20439794285423368,Iris-setosa
+47,6.162650222571258,2.2641448937382873,4.386590759999843,1.3549350319689357,Iris-versicolor
+48,6.408316245908508,2.376027838896448,4.790961966484088,1.4775810338325557,Iris-versicolor
+49,6.236965849625907,2.861897130693074,5.5583202997237695,1.5637169616355053,Iris-virginica
+50,4.72768614127469,2.0,3.5630387276603814,0.4589756543479838,Iris-versicolor
+51,6.346528377022118,3.369452891403504,5.728838388938217,2.3517479947848003,Iris-virginica
+52,6.005574773545447,2.268210411101329,5.009834089452718,1.5957683449674682,Iris-virginica
+53,4.66015695452934,3.38887230889692,1.7659445520163788,0.27994488987432153,Iris-setosa
+54,4.968101754343869,3.23609920504179,1.3216754904937091,0.10024091717095561,Iris-setosa
+55,6.067603131433804,2.2541986806355085,5.018514921731128,1.558730875341173,Iris-virginica
+56,6.217416784410309,3.1733570871468517,5.091898648327795,1.9251119445474996,Iris-virginica
+57,4.86952963394035,3.0,1.4029361243118408,0.19820517565301277,Iris-setosa
+58,6.100812925025883,2.8227096768925244,4.264072417825421,1.2326039863552531,Iris-versicolor
+59,6.646559376385181,3.3553790872444753,5.690526383668403,2.5,Iris-virginica
+60,6.613032791438908,2.951480773026352,5.581468893081023,1.9070276260928392,Iris-virginica
+61,5.753239445363801,3.0,3.9908629418261055,1.4332315062617842,Iris-versicolor
+62,5.072452256258599,3.7156179411112586,1.4449840915367196,0.19493464575344222,Iris-setosa
+63,7.666573233380259,2.581510410426053,6.9,2.2997645702269476,Iris-virginica
+64,6.768778399649759,3.186828897730014,5.672224885496779,2.067987380882862,Iris-virginica
+65,6.324456549594154,2.4956467697279887,5.070544844126721,1.9220740181410145,Iris-virginica
+66,6.699648127853849,3.2856963923522056,5.696711244325841,2.5,Iris-virginica
+67,6.008023067756891,2.680047894909781,5.1160220406835455,1.605097065647156,Iris-versicolor
+68,5.107279352606123,3.573233770263654,1.4463278497150576,0.25313440740799203,Iris-setosa
+69,5.434327223860624,3.7451824840373056,1.5809522059611696,0.23575195329908202,Iris-setosa
+70,6.089063571882994,2.5823347778398733,5.0944728440788865,1.4817695970193123,Iris-versicolor
+71,4.524754250606627,2.369493250134277,1.3012699100810827,0.299388549071412,Iris-setosa
+72,6.112179073299623,3.0,5.700824521499966,2.178014993593765,Iris-virginica
+73,4.400000596196593,3.0,1.2960211667392458,0.19906948561577725,Iris-setosa
+74,5.402518740969642,2.517076919973957,3.5719245014699443,1.0762289003982477,Iris-versicolor
+75,4.837029518000317,3.0,1.4030361409033685,0.10000009820599022,Iris-setosa
+76,6.6541430958188945,2.776475048340018,4.8352301017699455,1.3850694112174853,Iris-versicolor
+77,7.21309305051143,3.1168725561615163,6.097899662521648,2.2360713802461136,Iris-virginica
+78,4.823705621710886,3.0452211300629046,1.6001509719000668,0.1,Iris-setosa
+79,4.4,3.0,1.27551264253422,0.19615796003273367,Iris-setosa
+80,5.001805430350034,3.497297591804999,1.3701301018307965,0.2225732178657288,Iris-setosa
+81,5.298722842583882,2.730289702621595,4.1799015134610285,1.3257825873366398,Iris-versicolor
+82,6.840433471612367,3.1359744753851277,5.791953283270282,2.3213930220898176,Iris-virginica
+83,4.798779042755393,3.423959954010611,1.3768589796007298,0.2137407065805228,Iris-setosa
+84,6.731591527639975,2.7040081216774037,4.6912677615787715,1.3715227325690262,Iris-versicolor
+85,7.899997957573385,3.77546282771218,6.408130807639525,1.9699882797614017,Iris-virginica
+86,5.827122865558438,2.893008216228458,4.1564435371453285,1.1532537156542808,Iris-versicolor
+87,6.968347064813231,3.1731638536824534,5.6881557919800025,2.241670204306732,Iris-virginica
+88,7.079969554816609,2.5439448810147076,6.273550260432463,1.8168269585801207,Iris-virginica
+89,5.464528472202155,2.7003926475567392,3.852794419437584,1.2553815057981148,Iris-versicolor
+90,4.841813454656073,3.0,1.3513338557114707,0.10000010098071913,Iris-setosa
+91,6.659627729527871,3.2109179036381974,4.7046573135520875,1.512191991418965,Iris-versicolor
+92,5.837799303686789,2.9803049746254047,4.140675627329742,1.374396137578495,Iris-versicolor
+93,4.8351743868309,3.04395400565623,1.4064229631809322,0.49374196301449624,Iris-setosa
+94,6.236713184616285,3.0,5.42908749638535,1.7469038554016687,Iris-virginica
+95,5.708444571341795,2.637644083317436,3.8133333393479147,1.0744283468847782,Iris-versicolor
+96,4.612893093151607,2.728230503638845,1.3649480176053066,0.2651698611592647,Iris-setosa
+97,5.0395638941341945,3.635124994717359,1.4134846040803468,0.24098442820491378,Iris-setosa
+98,6.694241653386252,3.2836820997819385,5.70581210234399,2.5,Iris-virginica
+99,6.130227932466328,2.9787970503285828,4.430302794856536,1.338808323039105,Iris-versicolor
+100,7.046105345426261,3.016075015105432,5.457462360114905,2.199636140218494,Iris-virginica
+101,4.810504510064697,3.0,1.401138103659179,0.1,Iris-setosa
+102,4.5916084975947244,3.5109137047186447,1.0000004293021458,0.20591905954442452,Iris-setosa
+103,5.739176725755195,3.0,4.332887545374282,1.40177245940556,Iris-versicolor
+104,5.0856740709240205,3.76661541947269,1.4938052194195097,0.18739946267479957,Iris-setosa
+105,4.59407898800336,2.0,3.490716408738633,0.2862810199370272,Iris-versicolor
+106,6.379110336842612,2.3698310136907796,4.9217374279852715,1.5071803527884318,Iris-versicolor
+107,6.701433578002471,3.192730530544829,5.7235464619478735,2.5,Iris-virginica
+108,5.491710696356136,2.9742943818960574,3.686696588326491,1.3098556954295109,Iris-versicolor
+109,5.049946990002471,2.3591046056072837,3.1274074748840923,1.024255156639958,Iris-versicolor
+110,6.70872757841278,3.0457615007326093,5.782012971339426,2.2523349400691606,Iris-virginica
+111,5.366042264513833,3.899998808837001,1.2901834480573267,0.43153297181062356,Iris-setosa
+112,7.00549943767593,2.9868864932022765,5.958349966940837,1.9610085066403107,Iris-virginica
+113,6.795286046998082,3.236215788437625,5.7404550336728155,2.2870671238150813,Iris-virginica
+114,6.639163830967725,3.3836694399624783,5.64650148623428,2.5,Iris-virginica
+115,7.725651570170229,2.5721221212508,6.9,2.3020898619898325,Iris-virginica
+116,7.899998637005335,3.858455514339796,6.476140586194981,2.00386405734851,Iris-virginica
+117,5.6697512249454185,2.64681803996333,4.538174983563374,1.361745970859182,Iris-versicolor
+118,6.67077296239693,3.333591523218175,5.727100519138231,2.5,Iris-virginica
+119,4.857880066760831,3.0,1.4521191998500902,0.10000009323903285,Iris-setosa
diff --git a/iris/tab_ddpm/0_3/22/test.csv b/iris/tab_ddpm/0_3/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/22/train.csv b/iris/tab_ddpm/0_3/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/22/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/22/val.csv b/iris/tab_ddpm/0_3/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/23/synth.csv b/iris/tab_ddpm/0_3/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..17b2a380761076addee6b50aa509a6c399c99ad0
--- /dev/null
+++ b/iris/tab_ddpm/0_3/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.263202870894752,2.4735473011039333,4.878463613760738,1.5096056950726122,Iris-versicolor
+1,6.470728686032213,3.0294195480051025,4.381365142987091,1.4555481667600745,Iris-versicolor
+2,6.305785763324133,3.344019588290081,4.591113525639505,1.6166429037286691,Iris-versicolor
+3,5.28664582111515,2.5464680146751815,3.7906925878168836,1.285034639856155,Iris-versicolor
+4,7.769570457896599,2.600818974435049,6.9,2.2893887391388597,Iris-virginica
+5,6.267345985440522,3.175726094931437,4.415649309346417,1.5906897856335789,Iris-versicolor
+6,5.4327708668131995,3.7928043280968513,1.5320534810209177,0.25090104306019395,Iris-setosa
+7,6.591744265258434,3.284003679926332,5.642965494858559,2.3304935556893662,Iris-virginica
+8,5.958577457592927,2.1992467308481993,5.0888776028478935,1.579884424161283,Iris-virginica
+9,4.446531391072873,2.0,2.674117231058296,0.21815070971449343,Iris-versicolor
+10,5.240855145574061,3.4382887740053003,1.4689301684970941,0.5081790536084568,Iris-setosa
+11,5.599113816630173,3.0,4.463148431156159,1.4408081405412108,Iris-versicolor
+12,5.36601927788448,2.0007150481434173,3.7160745766834657,1.128019856728467,Iris-versicolor
+13,5.150833751969548,3.5708675791593922,1.4721665031764646,0.2007765843917497,Iris-setosa
+14,6.767882537293427,2.745788151710243,4.775895807270393,1.392472427607442,Iris-versicolor
+15,7.232210745353724,2.599412925469099,6.282605141149524,1.8913688141292586,Iris-virginica
+16,6.70624575086048,3.17163071382566,5.66463691200786,2.0524828174419274,Iris-virginica
+17,4.4,3.1886807704744387,1.2893403025552508,0.19851029892616595,Iris-setosa
+18,6.836852259064998,2.996757963508795,4.798249667475628,1.4686098781189747,Iris-versicolor
+19,6.503666915065591,2.5131917193764344,5.5322275727791554,1.7682137848244255,Iris-virginica
+20,6.647006337977613,2.6493148739032653,4.731697442813047,1.3905711110055365,Iris-versicolor
+21,5.885893046490205,2.7352823725928777,4.457440236793381,1.4672688327203272,Iris-versicolor
+22,4.82703223457015,2.98865418207016,1.4081831627537873,0.2295949187412599,Iris-setosa
+23,4.400000832923976,3.185655158505597,1.2686717288037788,0.18352225887314433,Iris-setosa
+24,5.134357754818493,2.518016722492645,3.442603303635932,1.1303182496439623,Iris-versicolor
+25,7.698890687292151,2.5801308710170976,6.9,2.3000920332159804,Iris-virginica
+26,6.614110150905751,3.106519473392372,4.506118012152609,1.468950392181608,Iris-versicolor
+27,6.703431465011865,2.8006077663922895,4.6445586744578735,1.3576994381850567,Iris-versicolor
+28,6.290707187180971,2.521866757361303,4.7661503614524,1.465465725713379,Iris-versicolor
+29,7.87241367162709,3.4004556430607837,6.276583918903453,2.032880374581628,Iris-virginica
+30,4.4,3.021842788734618,1.2853765350495108,0.21312393140402,Iris-setosa
+31,5.107408998069795,3.497036029704931,1.3189336418820234,0.22300015001717344,Iris-setosa
+32,4.640645759608712,3.46041142397151,1.4558157928979898,0.3901833683176255,Iris-setosa
+33,6.700444302790688,3.038716553181547,4.529754801276266,1.4465853595549825,Iris-versicolor
+34,6.7121719680554275,3.282150407879578,5.696523065708148,2.499999088534453,Iris-virginica
+35,6.941208139831491,3.1244083130347633,5.156639462577443,2.308606093663881,Iris-virginica
+36,5.564132740126154,3.0,4.347219184235551,1.4958995981678809,Iris-versicolor
+37,4.599214354681487,3.5847518398669833,1.0,0.19616946338793723,Iris-setosa
+38,6.760248731254217,3.384564017290906,5.67260932416586,2.5,Iris-virginica
+39,4.838971993578157,3.0,1.4571278931663274,0.1,Iris-setosa
+40,5.376969184104195,3.899999621682224,1.2565459994644521,0.2977188251212582,Iris-setosa
+41,5.752546225417891,2.7715128078625746,4.3468056236639185,1.216897154512361,Iris-versicolor
+42,5.371067368273571,3.7736005871832368,1.4848683243931897,0.2852551603701957,Iris-setosa
+43,5.05942707576826,3.73716094175994,1.47143415371515,0.2003239489046904,Iris-setosa
+44,4.912664948169032,3.5038961706053278,1.4545012049327728,0.2317422219356637,Iris-setosa
+45,5.9655478855348045,2.928645924091056,5.380615949160667,1.7634808467187995,Iris-virginica
+46,5.977977601571165,3.1691060633039005,4.623107764424792,1.6012125624678364,Iris-versicolor
+47,5.464775839741452,2.6615373426561,3.4553363976108757,1.170558106332967,Iris-versicolor
+48,4.505849789066131,2.3950492441577964,1.301664119329014,0.2935100550779058,Iris-setosa
+49,6.737783378543575,3.0028447682542376,4.550241314337823,1.454874308896398,Iris-versicolor
+50,6.045720540317774,2.7003555906970718,4.504623510515442,1.4734577698284368,Iris-versicolor
+51,6.5565739960415925,3.241669585655315,5.32891216403939,2.1851539982419554,Iris-virginica
+52,6.208708955804606,2.471057808596269,5.294751461215462,1.6424055166927265,Iris-virginica
+53,4.474959378621044,2.214024943289873,1.2785497969809774,0.2955867837758632,Iris-setosa
+54,7.203948377820737,2.572394428675892,6.427038337906073,1.8563550444984331,Iris-virginica
+55,6.186927849420631,3.281004882067396,5.119615690385565,2.0624009073702765,Iris-virginica
+56,7.8999984273951345,3.793552551164721,6.45648690982076,1.9360875000880673,Iris-virginica
+57,4.582902006698259,3.397118938709816,1.3465580058165008,0.3145045987698397,Iris-setosa
+58,4.525682233987641,2.453351557985156,1.3073612265826542,0.26685294722142583,Iris-setosa
+59,6.033777980238618,2.3165635569919956,4.495132238476152,1.5493132543547472,Iris-versicolor
+60,6.68096392585718,3.2970800189607927,5.606055822881946,2.5,Iris-virginica
+61,6.350419566192795,2.8931037074303005,4.913838066588305,1.5138098762890035,Iris-versicolor
+62,6.766617560009986,2.964134492241231,5.7102782813892246,1.670803085689571,Iris-virginica
+63,7.72439007708559,2.5700066430291364,6.9,2.3181266295559273,Iris-virginica
+64,6.452786873148928,2.5721844060103614,4.905962769493618,1.5506137841065093,Iris-versicolor
+65,6.435522720414171,3.0924564168554958,5.0742555145439665,1.9065480388844795,Iris-virginica
+66,5.154717146851101,2.469155278452279,2.927886615884911,1.0550776318618436,Iris-versicolor
+67,5.092080076247166,3.7875007899212427,1.5644416512796464,0.20048130119837382,Iris-setosa
+68,7.700164452076278,2.7073869340754015,6.899994822357693,2.264770331353416,Iris-virginica
+69,5.3733494249034415,3.9,1.247040151625993,0.4771933155967777,Iris-setosa
+70,7.792498929801598,2.8201221363555766,6.7822663689263365,2.0514510591200046,Iris-virginica
+71,5.941327087746039,2.256622017051581,5.008301846120879,1.57898577784147,Iris-virginica
+72,6.016195415984947,2.887920750284118,4.696552396162,1.382611076441096,Iris-versicolor
+73,4.632924734000481,2.0,2.3350900420334253,0.39249262410367836,Iris-versicolor
+74,4.825367049856269,2.3240099249644572,3.1659558527934695,1.054134267869771,Iris-versicolor
+75,5.8590755446657194,2.6746112955664105,4.459420526881362,1.2711551506205057,Iris-versicolor
+76,6.799808966966393,3.142497018709202,5.753928665820434,2.3305121087073224,Iris-virginica
+77,4.400001128233957,2.8994281988557185,1.3545572022263987,0.21415246435222876,Iris-setosa
+78,6.5394975907171995,2.9711976344408284,4.318343075281168,1.3433068605124288,Iris-versicolor
+79,5.64918090634512,2.8490882148919203,4.598768101688842,1.4621137513016647,Iris-versicolor
+80,6.315272653684893,2.943514966652758,4.9617839070722,1.522923154830156,Iris-versicolor
+81,6.024423884392619,2.572550674576751,5.559298159539787,1.4254655640766942,Iris-virginica
+82,7.285923297037915,2.9606148757780235,6.399347900164982,1.9087142034067663,Iris-virginica
+83,5.590452820546857,2.637993090397468,4.3630916636942265,1.3548133028663305,Iris-versicolor
+84,4.666811352740043,2.0,2.8569481584416643,0.45991690383509465,Iris-versicolor
+85,6.827226365702721,3.2099285660715666,5.655627442794241,2.292130082214455,Iris-virginica
+86,4.6240178374576155,2.81620988817745,1.3589095490206577,0.28453686589456906,Iris-setosa
+87,4.738688056078849,3.274542492432888,1.4660549670088179,0.19933392581037174,Iris-setosa
+88,6.209201174551593,3.2767330279683966,4.707094023245548,1.635778990795796,Iris-versicolor
+89,7.759162601253205,2.8857050249495346,6.761320092229916,2.0179784747364122,Iris-virginica
+90,6.687935180527974,2.5164804568725874,5.783406910287388,1.807907076711846,Iris-virginica
+91,7.70860259142355,2.591143849071533,6.9,2.24423391632573,Iris-virginica
+92,5.922352090908154,2.7703731397336457,4.6195772744100125,1.5214429804014076,Iris-versicolor
+93,5.9888244169055875,2.236927674191947,5.331550929650629,1.4270544744077958,Iris-virginica
+94,5.16448245368977,3.7652124896900627,1.7226002720204816,0.6067274838640637,Iris-setosa
+95,4.604580769610316,3.237394097344469,1.3987815605789344,0.27602526810365374,Iris-setosa
+96,5.765730344088003,2.9391147841310987,4.218089260627076,1.20139540160794,Iris-versicolor
+97,5.782504953333541,2.672571828076921,4.406955146536028,1.2190842901894325,Iris-versicolor
+98,6.266306373437603,3.0428964249809267,5.10612766026457,1.9232478161880806,Iris-virginica
+99,6.449549101255322,2.848450360137649,5.576625435388522,1.706686353544332,Iris-virginica
+100,7.7690924488867115,2.6555219338723046,6.9,2.2875478294979703,Iris-virginica
+101,7.35386485918981,3.0,5.782207181185175,2.22700545952023,Iris-virginica
+102,7.543092973701985,2.863198443722295,6.511594013059906,1.9612834923725138,Iris-virginica
+103,6.010363155953299,2.9837305426770917,4.829190075209417,1.4798050415051647,Iris-versicolor
+104,5.380155149195345,3.723732760516728,1.4687035432867694,0.2459889984888431,Iris-setosa
+105,6.612606232671474,3.2493811845001868,5.7416720496649996,2.297636782678785,Iris-virginica
+106,6.804227552495198,3.4257228499101715,5.6996341164814135,2.5,Iris-virginica
+107,4.4144073273033,2.000001562232586,1.3840397559332316,0.1846820241586224,Iris-setosa
+108,6.791052260139548,3.235601538124691,5.722217891265252,2.5,Iris-virginica
+109,6.339039874998732,2.6716212007722375,5.539530706931694,1.659634248763353,Iris-virginica
+110,5.091780308919202,3.4149878641062332,1.3847213955639575,0.24687339314727672,Iris-setosa
+111,6.308389900902476,3.4096020434860312,4.736271212868021,1.6117081872456436,Iris-versicolor
+112,5.289092442316432,3.48263351183322,1.4128823553123968,0.22761483911842825,Iris-setosa
+113,6.065381759896998,2.922552097487845,4.907325484186534,1.4147475603446544,Iris-versicolor
+114,7.685338886803385,2.651283728131428,6.899998961082707,2.33319074336974,Iris-virginica
+115,5.06888307630077,3.420591860468001,1.4690675582995256,0.19917917993588735,Iris-setosa
+116,5.749207446619175,2.698051610859949,4.858422336437083,1.9174494685008103,Iris-virginica
+117,5.658333297185491,3.8956912197258386,1.4788718207034492,0.276997825424292,Iris-setosa
+118,5.038853687275068,2.6886155817413617,3.7675607722154614,1.4349399056452492,Iris-versicolor
+119,5.662671750178667,2.925683713380274,4.299175986380937,1.3503622959246617,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/23/test.csv b/iris/tab_ddpm/0_3/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/23/train.csv b/iris/tab_ddpm/0_3/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/23/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/23/val.csv b/iris/tab_ddpm/0_3/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/24/synth.csv b/iris/tab_ddpm/0_3/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5b55902732ae8107ad1a5da3c586959d7b7aabb4
--- /dev/null
+++ b/iris/tab_ddpm/0_3/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.761355176639951,3.483936049597868,1.4117967318996627,0.26875374373633065,Iris-setosa
+1,4.607145294136754,2.0,3.5842246538359697,0.2908464273407227,Iris-versicolor
+2,6.778394059218332,3.0789945728050117,5.534086790125173,2.2550527479838585,Iris-virginica
+3,7.681342388048051,2.5406301099651474,6.9,2.3082538425676,Iris-virginica
+4,5.453260679769925,3.0,4.38097386316901,1.5203799949863714,Iris-versicolor
+5,4.401484570541762,2.0,1.4058726280119893,0.1281916468116152,Iris-setosa
+6,6.079834670065157,2.2403114889158036,5.0420532874687725,1.516672563901651,Iris-virginica
+7,7.89999793934755,3.796446534869582,6.4296334402348325,2.016537512047595,Iris-virginica
+8,4.681530606192319,2.0,1.9261014182998277,0.6212417036261195,Iris-versicolor
+9,5.8552418324191535,2.9546254519645965,4.332595054050904,1.3225279804040717,Iris-versicolor
+10,5.39151229050153,2.544770381611077,3.5447725047815433,1.098357604904595,Iris-versicolor
+11,5.438868653856325,2.7359220091058067,3.623051963765608,1.1595981461706675,Iris-versicolor
+12,6.39881727164514,2.636633444148746,4.887393440513193,1.348299915340183,Iris-versicolor
+13,5.746713568778255,2.9900807093217816,4.123042660191986,1.295613296757673,Iris-versicolor
+14,7.261536800640276,3.048282623973816,6.353431387774367,2.141037770518404,Iris-virginica
+15,5.790867393359511,3.0,4.346632920715156,1.3688883697663397,Iris-versicolor
+16,7.341406687387005,2.9988057588564376,6.395815501003113,1.9892149140080087,Iris-virginica
+17,5.5409778002336365,2.73869060325378,3.700829823967575,1.1264357728786476,Iris-versicolor
+18,5.174933007731145,3.4416733057008235,1.4784685619318214,0.1959724895776819,Iris-setosa
+19,7.899998527050963,3.766168136534611,6.389716937014853,1.939170763903092,Iris-virginica
+20,4.4,3.0198375577424446,1.299262264797291,0.19786434424261162,Iris-setosa
+21,5.832451354621508,2.949493632056609,5.023837425454024,1.8687137998043122,Iris-virginica
+22,6.384626692682909,3.091640152625681,4.5231857238277575,1.4696323632280373,Iris-versicolor
+23,4.4,2.8190729961890972,1.4124113853489015,0.21082058017250693,Iris-setosa
+24,5.173928446165145,2.341445234306765,3.438398084123284,1.0314882387650175,Iris-versicolor
+25,5.2101081852455575,3.5025267367901565,1.4050542238740729,0.22846142213418652,Iris-setosa
+26,4.932046331729729,3.0,1.3505429556493196,0.24741846287277547,Iris-setosa
+27,4.626110955431298,3.549480145636478,1.0000005120913402,0.19494070015133097,Iris-setosa
+28,6.713750575923953,3.277336934670381,5.7915203328836276,2.284745991922616,Iris-virginica
+29,4.4,3.220263669894399,1.2688073804467723,0.20972100947255848,Iris-setosa
+30,5.120579577388962,2.624581602331171,2.9073361750034312,1.2827617661891073,Iris-versicolor
+31,4.851699659317147,3.0006728578117294,1.4318014360374602,0.1,Iris-setosa
+32,6.848646729312388,3.0724960141326174,5.754403549314384,2.084039510503405,Iris-virginica
+33,4.9987218102369,3.747145257457281,1.4497870625641787,0.20261800050786707,Iris-setosa
+34,7.9,3.8361651342079317,6.513216173650395,2.025138036610421,Iris-virginica
+35,5.524160424668302,2.9563142363082378,3.916272280043156,1.3033878274872759,Iris-versicolor
+36,4.561450803632273,2.0,1.942196226783472,0.27021876046760235,Iris-versicolor
+37,5.30894382736013,3.899998846617927,1.3002697065256243,0.46255742314705206,Iris-setosa
+38,4.568499230932316,2.0,1.4911820751988756,0.7828162084267243,Iris-versicolor
+39,6.024986481280661,2.622827960937652,5.108645161547603,1.6831074009173714,Iris-versicolor
+40,7.443799945414375,2.992752659692406,6.423007181657211,1.940710791162575,Iris-virginica
+41,6.143715035538887,2.7670155428043195,5.532542923287803,1.55990469995626,Iris-virginica
+42,5.959189023297558,2.7593006198737564,5.3754698312229605,1.6068750249589643,Iris-virginica
+43,5.391181359307629,2.4301775921353608,3.5762977974306716,0.9087942582876829,Iris-versicolor
+44,5.128826486664761,2.0000244780881324,3.521367245104857,1.1588323454337088,Iris-versicolor
+45,4.630693252785782,2.0,1.5706695342149932,0.578650993295794,Iris-versicolor
+46,5.353772058735082,3.395188657774075,1.6993588563885436,0.2538759289418871,Iris-setosa
+47,4.400000879177667,3.0,1.3642193632004866,0.2055984505795202,Iris-setosa
+48,6.72598738410356,3.3200755252796355,5.70061914714337,2.5,Iris-virginica
+49,7.6936733906037515,2.598233376716964,6.9,2.2899126941043573,Iris-virginica
+50,6.288262975863465,2.5475751176663333,4.950316268822747,1.4866214754623395,Iris-versicolor
+51,5.165104240649439,3.455337364243378,1.405581636826425,0.3753894501150354,Iris-setosa
+52,5.056007044504957,3.506935118028702,1.3787259250689479,0.2537014912987661,Iris-setosa
+53,7.9,3.8181627968698835,6.336886420551508,2.021585502799413,Iris-virginica
+54,6.113157391650294,3.1899195757930867,4.55638357081117,1.5822361266379168,Iris-versicolor
+55,7.747876506261904,2.6109650031290146,6.9,2.3116728783904925,Iris-virginica
+56,5.44952942689874,2.485290103852596,3.779411298865247,1.040986955010994,Iris-versicolor
+57,5.661334527590201,2.9264963551244536,4.355395054617294,1.2136886052383877,Iris-versicolor
+58,6.052477296453751,2.647826732372958,5.394484007893189,1.5926838784807895,Iris-virginica
+59,5.936003363835726,2.7644703591936977,5.102514031615889,1.626890288140288,Iris-versicolor
+60,5.04302703049072,3.4690836124873856,1.310999654261292,0.21921296850329933,Iris-setosa
+61,6.567284958116357,3.1783084500819285,4.576546050832371,1.523522915483575,Iris-versicolor
+62,5.219990557751697,2.415688681287918,3.207857980791035,1.0779437993263183,Iris-versicolor
+63,6.445702217093578,3.289600294191759,4.7880334309337185,1.610719484852124,Iris-versicolor
+64,4.778424369845989,2.456253853297368,2.8288794051196002,1.0059004349119056,Iris-versicolor
+65,6.191374041533311,2.93386301410027,4.239119056093244,1.332290620369059,Iris-versicolor
+66,4.865215412448084,3.0046301302036644,1.447007852762081,0.10000011564703899,Iris-setosa
+67,5.622939023890048,2.513008432561633,3.8273947569664712,1.1591049086254999,Iris-versicolor
+68,6.685316194791252,3.0660315127775117,4.72586867376566,1.5042426709497188,Iris-versicolor
+69,4.8952379250869384,3.0,1.3697685021456385,0.20256553115093956,Iris-setosa
+70,5.789096170252391,2.5354189341796127,4.265487564802066,0.8975685028652218,Iris-versicolor
+71,4.914722933355333,3.09642947702376,1.4437231103688977,0.29538767235055013,Iris-setosa
+72,5.266643597465653,3.5516866620493484,1.447383835212406,0.5427518332535014,Iris-setosa
+73,6.721121046257741,3.314920876361714,5.6447265761969145,2.5,Iris-virginica
+74,7.9,3.8025458588029255,6.473369897234816,2.014726827724813,Iris-virginica
+75,5.92736268476666,2.746532130863448,5.539768179092408,1.677144494074028,Iris-virginica
+76,6.404537558054502,3.316471739076365,5.556756592713389,2.2121329011729403,Iris-virginica
+77,6.097751811870348,3.4163303433766785,4.601980491859682,1.6247344051829777,Iris-versicolor
+78,5.228987820192095,3.3966735761948703,1.4639226886515855,0.2628685601734459,Iris-setosa
+79,6.469144366564332,3.0393409773396725,5.671708861916724,2.0992984599036624,Iris-virginica
+80,4.4,2.8818501432089123,1.4034604373400617,0.18974992245829242,Iris-setosa
+81,7.9,3.8211237526722637,6.458310190893077,2.020990656090533,Iris-virginica
+82,5.008306050862805,3.47743528113363,1.8144458126368734,0.36467437496941874,Iris-setosa
+83,5.442619949969485,2.5859306505450452,3.273595476727948,1.2371003294506444,Iris-versicolor
+84,6.03393358825844,2.3266631865588714,5.072129520152734,1.6316712485587608,Iris-virginica
+85,4.595581101818467,2.0,1.9729222317851842,0.2818368340383083,Iris-versicolor
+86,4.892660387171893,3.4904421133821386,1.4151540813553316,0.1865266150785079,Iris-setosa
+87,5.207947817095995,2.6582762489856155,4.052200392909565,1.358047693224906,Iris-versicolor
+88,5.5542086702788245,3.0,4.200100293685637,1.3835460012119172,Iris-versicolor
+89,6.170548671461544,2.1786991008894003,4.35867372097772,1.424955982467446,Iris-versicolor
+90,4.717681856164436,2.0,3.675283833953176,0.3778843990573222,Iris-versicolor
+91,5.320691900686454,3.442943261075459,1.4495632377951908,0.2380888127780046,Iris-setosa
+92,6.8002581735002465,3.1046555088280883,5.315856388286384,2.123550112973623,Iris-virginica
+93,5.230410692262913,3.366872873018056,1.4929398500718756,0.2573636332911789,Iris-setosa
+94,6.391587103575487,3.123709554280311,5.602981882823747,2.128310121047912,Iris-virginica
+95,5.418050440555292,2.730584864681885,2.8475814522245875,1.3223539950867962,Iris-versicolor
+96,7.6825718422934335,2.567944518326673,6.8999986297366345,2.309546924883367,Iris-virginica
+97,5.033214301813522,3.3160036415518896,1.4881133983824697,0.272698467862177,Iris-setosa
+98,5.594484052084302,2.973675163102315,4.098459782883399,1.3579374945530716,Iris-versicolor
+99,6.666100310312131,3.24313025243291,5.661805871473839,2.499999208309042,Iris-virginica
+100,4.8766720715435605,3.037538061614513,1.4796734243233929,0.1000000960771591,Iris-setosa
+101,7.555689889799539,2.867322294418204,6.673873009291096,1.9113059109303896,Iris-virginica
+102,4.752042681685158,3.12572185267983,1.4475694147685565,0.23785744023982924,Iris-setosa
+103,6.33749753912021,2.8082967591942585,5.175966698614872,2.0181639365784787,Iris-virginica
+104,6.728564789690224,3.2842720219666712,5.7153233607789415,2.4999991316607897,Iris-virginica
+105,6.514574536588809,3.0,4.325044804331526,1.3541656986244273,Iris-versicolor
+106,6.524708183560479,3.2598788219938415,5.742849239787628,2.350978543159588,Iris-virginica
+107,5.8671968841075115,2.252760399695277,4.115122251501231,1.1210847715778587,Iris-versicolor
+108,6.662147615846355,2.4388546780381106,5.714258459775806,1.8948956907903,Iris-virginica
+109,4.75149009374144,3.445378837434918,1.4546529498892673,0.2704643686155318,Iris-setosa
+110,5.305101042134345,2.5275680685553836,3.529438238840664,1.0169221859964108,Iris-versicolor
+111,5.752076275804262,2.9839444027252684,4.20304705088468,1.3893227549512561,Iris-versicolor
+112,7.682988837344641,2.6067584127127015,6.899998822721098,2.295870126905975,Iris-virginica
+113,4.950845930264211,2.406714389800442,3.209901102549976,1.0800870957385835,Iris-versicolor
+114,4.4,2.9592611782917846,1.4116097043364293,0.20971465402305117,Iris-setosa
+115,5.7438936229545865,2.6344495375930244,4.543542432637466,1.3125465664123845,Iris-versicolor
+116,6.1109727826072895,3.4389814052889505,4.60563048608486,1.6088668259724765,Iris-versicolor
+117,4.4,3.0065812237689142,1.371847214055999,0.21163263851356065,Iris-setosa
+118,5.242441292284714,2.4957072726264204,3.4488392060277686,1.1489526614531853,Iris-versicolor
+119,4.6028161788883,2.0,2.6399184309359125,0.2664193000071581,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/24/test.csv b/iris/tab_ddpm/0_3/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/24/train.csv b/iris/tab_ddpm/0_3/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/24/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/24/val.csv b/iris/tab_ddpm/0_3/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/25/synth.csv b/iris/tab_ddpm/0_3/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2dbf0dc1d503f41a44034586e82e0c23a7c3ac2f
--- /dev/null
+++ b/iris/tab_ddpm/0_3/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.377574674130915,3.503221933871161,1.4995330428429636,0.17749738282536182,Iris-setosa
+1,6.067453281209986,2.0464093971948403,4.326110991806195,1.3595136755784267,Iris-versicolor
+2,4.5691961659745415,3.607874958828997,1.0,0.1987377227922616,Iris-setosa
+3,7.7615885680295,2.5858472032713284,6.9,2.3198559126240053,Iris-virginica
+4,6.718730943191047,3.0,5.4053316968773055,2.059303397855579,Iris-virginica
+5,6.046575528521117,2.7136309642195613,4.756019147648298,1.3775421763346343,Iris-versicolor
+6,7.65205983787326,2.6379607104801157,6.899994620323372,2.2737920945102896,Iris-virginica
+7,4.970524230845609,3.0798370901413157,1.3417132901121436,0.18927639302228347,Iris-setosa
+8,4.402307594189054,2.0,1.4511080690191176,0.1358064235844481,Iris-setosa
+9,6.745458655605777,3.3410275712602053,5.68270347988383,2.5,Iris-virginica
+10,5.276007511177342,3.489680275994596,1.42671820329482,0.21530799774140785,Iris-setosa
+11,6.133147834991337,2.161843968627577,4.287716536595836,1.290301322322943,Iris-versicolor
+12,6.6855288079954,2.966234167696945,4.400826846314304,1.3541402996878251,Iris-versicolor
+13,7.899998688198259,3.7732217769695353,6.453577036298936,2.0323439961558103,Iris-virginica
+14,6.686061792682354,3.2998419180717473,5.719676280094488,2.5,Iris-virginica
+15,6.581742846790499,2.931927858194331,4.676181437410767,1.4631854695173225,Iris-versicolor
+16,6.786863800897724,3.257164180159411,5.755244907592974,2.331368526782768,Iris-virginica
+17,7.76220125183846,2.577524916614483,6.9,2.326556153717466,Iris-virginica
+18,6.835406907829186,2.796735994066713,4.756015981182355,1.3641232815390798,Iris-versicolor
+19,6.999376857080338,3.1144338252176995,5.23066823876977,2.286022158551194,Iris-virginica
+20,7.899989199630934,3.7115290711917917,6.4014421755949,1.9904302169914652,Iris-virginica
+21,6.789684717844903,3.2224811284297625,5.6318389614983735,2.2429062435963614,Iris-virginica
+22,5.578911512003784,2.7775164457763677,4.248262600264145,1.2211415621091688,Iris-versicolor
+23,6.685801391412887,3.248260386051239,5.7476652069489305,2.5,Iris-virginica
+24,4.400008867624591,3.1518688160004977,1.3270943886827824,0.22906962278430013,Iris-setosa
+25,7.746130332971409,2.6475689314542468,6.899996806310586,2.282741288896274,Iris-virginica
+26,5.443810712787681,2.9932750529765233,4.445326377259194,1.507897383286294,Iris-versicolor
+27,5.3893301256959045,2.413875801150892,3.7349413140674526,1.0442990968452397,Iris-versicolor
+28,4.563890426179735,3.550248082221846,1.0,0.19250732080505645,Iris-setosa
+29,7.714328851521177,2.6478392423033483,6.899997464293929,2.2946089133995846,Iris-virginica
+30,7.657899292028201,2.7389337460444363,6.62472059638146,1.9743734790324754,Iris-virginica
+31,6.695548570337424,3.3170438228958026,5.654518277829177,2.5,Iris-virginica
+32,6.4364711093074085,2.8506557745226977,4.6076803358126766,1.4232377905444356,Iris-versicolor
+33,5.0508796459226115,3.5052357597519608,1.4215359499169515,0.2083244653490228,Iris-setosa
+34,5.692095165073738,2.3580930182952375,4.185927533559252,1.156237311474138,Iris-versicolor
+35,6.699361632430993,3.3415949922396115,5.718768240050154,2.5,Iris-virginica
+36,6.476846284101006,3.0,4.452776375632183,1.3994518713912185,Iris-versicolor
+37,6.310216332183949,2.3371183984978283,4.823466689435879,1.4928087629717426,Iris-versicolor
+38,6.379280430493549,2.2755704856687617,4.576111400080297,1.451658332136815,Iris-versicolor
+39,5.907311534366207,2.946795123020513,5.121446269009448,1.709539671763006,Iris-virginica
+40,7.671874358567269,2.558840438415249,6.9,2.329192861517174,Iris-virginica
+41,4.596198910074761,2.0,1.5165223237377468,0.29193583342921153,Iris-versicolor
+42,5.804012815525921,2.9008155772776902,4.49521829025956,1.2609550621054821,Iris-versicolor
+43,6.589855923821999,2.5532432008668007,4.769519642469153,1.4248251328330286,Iris-versicolor
+44,5.178575782272739,3.6529754372569307,1.4384690788221408,0.18632181129372388,Iris-setosa
+45,5.9554590425398315,2.5809739786003036,5.516815970928292,1.3989835920276117,Iris-virginica
+46,4.8219767550901445,3.099361353641986,2.0888961068737495,0.10000016145995251,Iris-setosa
+47,5.84311441643524,2.5522945822128396,4.278332946047017,1.0420487104184644,Iris-versicolor
+48,5.151359544984776,2.6798083891476008,3.669463028391446,1.3460387111311383,Iris-versicolor
+49,5.540631577595136,3.484554470222209,1.835973457243859,0.2843341865466019,Iris-setosa
+50,4.874384611243975,3.4451344709706895,1.545505144306813,0.2532197867601373,Iris-setosa
+51,7.402012156874271,2.762180082620203,6.431280659529881,1.9067219388920131,Iris-virginica
+52,4.875226730002675,3.0819025862622738,1.497186884370332,0.10000010214997036,Iris-setosa
+53,7.664051283177431,2.5899439967708338,6.9,2.297042534166245,Iris-virginica
+54,5.58558394216984,2.6352434483334752,4.218777962174582,1.0716019409560855,Iris-versicolor
+55,6.727030381063576,3.3145866631231975,5.6696064102274315,2.5,Iris-virginica
+56,7.899998034358288,3.759547849601216,6.410796060038099,1.9832355218476219,Iris-virginica
+57,5.215031382723815,3.7956123219291245,1.4824812216908965,0.20341953733788887,Iris-setosa
+58,6.312170450384956,2.9385741642598453,4.584971527136342,1.4034137282787105,Iris-versicolor
+59,6.656865545344259,3.0,4.496167456974668,1.459620739284009,Iris-versicolor
+60,4.97337007569512,3.4507085305699166,1.438927325488523,0.40850583660317347,Iris-setosa
+61,7.568382758266845,2.8979665004360506,6.556813654840363,1.8963878328894606,Iris-virginica
+62,6.5214092947628775,3.0,4.297260338997351,1.389749169106246,Iris-versicolor
+63,6.350019473605706,3.1146372305226935,4.59860632072934,1.520288208452899,Iris-versicolor
+64,6.99233046233536,2.900094060157678,6.016950425981202,1.7796558065986052,Iris-virginica
+65,6.700455947578513,3.3208205445907386,5.747251543049286,2.499999067940066,Iris-virginica
+66,6.535027344526807,3.248459616554845,5.407110618352171,2.0342849277607993,Iris-virginica
+67,4.827874159196693,3.0,1.3396655575204126,0.10000012792846431,Iris-setosa
+68,7.899998566313801,3.7528010737267086,6.411412877418179,1.993478500430362,Iris-virginica
+69,6.795413321613985,2.968395729781433,5.741817887091973,1.921848433858595,Iris-virginica
+70,5.364385331515631,3.895634972358149,1.4608628715713399,0.26040572538079576,Iris-setosa
+71,6.770784466382742,3.014201166773651,4.649759039187819,1.4907985193668356,Iris-versicolor
+72,4.905104082884945,3.008212684997332,1.4785786475365295,0.10000020874752347,Iris-setosa
+73,5.480290077874698,3.5057302552993908,1.8041377704961679,0.3878807022592131,Iris-setosa
+74,4.81233295427844,3.0,1.4111429418089652,0.10000016962058103,Iris-setosa
+75,6.2669610559448685,2.443505618673666,4.9582957505965,1.516323896663516,Iris-versicolor
+76,4.634632013287139,3.6292265042646754,1.0,0.1929500347863925,Iris-setosa
+77,6.648170554446984,3.2197896735548177,5.5716559671298125,1.9972106652729833,Iris-virginica
+78,6.560013277224338,3.0,5.591172394484114,1.8299223318017492,Iris-virginica
+79,6.250849105570404,3.0560420866175457,4.662064760657914,1.447740949618791,Iris-versicolor
+80,6.272175517486395,2.39291745797917,4.843942158830589,1.504215677588019,Iris-versicolor
+81,6.682835860310064,3.262334354351296,5.7175505608581325,2.5,Iris-virginica
+82,6.193926814328102,2.296744674340195,4.87405089242803,1.8220846417046803,Iris-virginica
+83,5.112794892785262,2.3832003961413717,3.422937271602872,0.9666481339697501,Iris-versicolor
+84,6.027024722527932,2.586723268753613,5.602832821415725,1.3648633935735481,Iris-virginica
+85,6.548937446776718,2.956965996888668,4.460062998336438,1.3667522956757436,Iris-versicolor
+86,5.831594374445107,3.01404923134121,4.423724251181625,1.4209550696989197,Iris-versicolor
+87,4.400000669139211,2.9260181967070924,1.3910337409236124,0.1972009707260946,Iris-setosa
+88,6.607601438309752,3.101167469638002,5.57186892392672,2.0769342263273294,Iris-virginica
+89,7.133388557963886,3.132377989589986,5.138384150450123,2.3192170529514002,Iris-virginica
+90,6.114126463164429,3.308921812325278,4.707060336064599,1.6124864197034312,Iris-versicolor
+91,4.903463689395375,3.4684192683497335,1.477941422434594,0.4590782080885267,Iris-setosa
+92,6.683863710606472,3.1785760100696403,5.940786239223934,2.3429435319486913,Iris-virginica
+93,4.635004371992423,3.5505417963463963,1.0000004872321833,0.19540642420536758,Iris-setosa
+94,7.7166103951679155,2.614418154351628,6.899998658138616,2.2912924384784694,Iris-virginica
+95,5.223489817367104,3.89995822424243,1.0563282469168174,0.27282312789223756,Iris-setosa
+96,6.110564087628384,2.753731717812796,5.221211939059104,1.5253503979126228,Iris-versicolor
+97,4.400000595986994,2.9153510117021955,1.381899120167386,0.2044930434795053,Iris-setosa
+98,5.756939013059713,2.991711467639993,5.189181229419594,1.8752641385395274,Iris-virginica
+99,5.939479311684891,2.9813910620106214,4.520344041366223,1.4224990611852437,Iris-versicolor
+100,6.878541836578011,3.093467055119322,5.144264151596278,2.198464035474053,Iris-virginica
+101,5.546120035390683,2.9793888476899433,4.027267000597487,1.4463604358954663,Iris-versicolor
+102,5.631381938338657,2.716130921556365,3.7596699793142374,1.1533507963676362,Iris-versicolor
+103,6.053740821780675,2.7470859268630483,5.181004028621767,1.5095406450799675,Iris-versicolor
+104,5.382498618600968,3.8362203437501736,1.4871567780606676,0.2534479034320495,Iris-setosa
+105,6.653549583881122,3.344414044111702,5.686901417072404,2.5,Iris-virginica
+106,4.9516028079534715,3.5070065304446008,1.6985618460058483,0.2142960380876761,Iris-setosa
+107,4.9557110714737505,3.1055612059908406,1.4356367110527053,0.29098996129095467,Iris-setosa
+108,5.269321858548369,3.328095096327977,1.4377527110094417,0.17997608480436875,Iris-setosa
+109,5.229490596508183,3.8082310863912605,1.482148777574185,0.21156498246156977,Iris-setosa
+110,4.643118956478332,2.0,2.013494099773299,0.2889806954090066,Iris-versicolor
+111,5.254633728813995,3.502463415346401,1.4093961905728518,0.24216007376482027,Iris-setosa
+112,5.7381057729848095,3.0,4.5188419433242375,1.5281349376161708,Iris-versicolor
+113,6.289762484529231,2.425615054370296,5.0401629554480785,1.8894485534542849,Iris-virginica
+114,7.396386585250698,2.847491171422762,6.437042826338084,1.849476380470873,Iris-virginica
+115,6.637054244909883,2.603734539946725,4.908082097484341,1.4701579431902372,Iris-versicolor
+116,5.496656792589839,2.7704513033216807,3.926805266956946,1.2359277743843866,Iris-versicolor
+117,6.133789629935224,2.5561677222198127,4.858435251044072,1.5027874537432098,Iris-versicolor
+118,5.698006858080225,2.9821497615209864,4.4395790376365545,1.3593976305924693,Iris-versicolor
+119,5.984939730749704,2.9819428050861267,5.1691825999623084,1.7766601989768986,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/25/test.csv b/iris/tab_ddpm/0_3/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/25/train.csv b/iris/tab_ddpm/0_3/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/25/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/25/val.csv b/iris/tab_ddpm/0_3/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/26/synth.csv b/iris/tab_ddpm/0_3/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..492429b2cfe1625569b9b0b88189051b2fa283c2
--- /dev/null
+++ b/iris/tab_ddpm/0_3/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0606965043076215,2.3698246190251258,2.5578701647981283,1.0429778507863956,Iris-versicolor
+1,7.899998987980881,3.819252302197379,6.41593235782589,1.9988379920251402,Iris-virginica
+2,5.550226955484314,2.898077969566304,4.473206219032083,1.4345421377424534,Iris-versicolor
+3,5.09446570519281,2.435239835884934,3.6145255476133396,1.113303376793938,Iris-versicolor
+4,7.781675957317631,2.5765194123013004,6.9,2.3082652885541823,Iris-virginica
+5,6.788206699906561,3.125785099796174,5.224292489921069,2.237695850671071,Iris-virginica
+6,6.902685144866587,3.1877581958646863,5.768876464365657,2.310467384646161,Iris-virginica
+7,4.400000571942142,3.1816379948104796,1.3482503780014699,0.20377362326278023,Iris-setosa
+8,7.9,3.8199441092909594,6.528670496999649,1.9917343983165277,Iris-virginica
+9,5.031555902986073,3.4717285842425443,1.486279312645575,0.41223103055496135,Iris-setosa
+10,4.4,3.0,1.332566161869885,0.2017985643947765,Iris-setosa
+11,6.103645975429496,2.1871291931800125,4.397646787986009,1.505465690640389,Iris-versicolor
+12,4.9568973217621535,3.447887760736017,1.4919045121200671,0.34439362518926725,Iris-setosa
+13,5.033151960788048,2.436830974311466,3.2878334192695196,1.0778741786142585,Iris-versicolor
+14,6.173235067874126,2.7863919681735276,4.237729644972378,1.2568333068208748,Iris-versicolor
+15,5.271756746102008,3.505013283747206,1.410567217112067,0.20608414324629853,Iris-setosa
+16,5.22384109716928,3.4129121355117586,1.4559739900373645,0.5190421269023076,Iris-setosa
+17,4.501982868031299,3.1806432073532083,1.4065309916931743,0.3422726294248112,Iris-setosa
+18,5.424290337667272,2.8798416679436127,3.2912575116614686,1.3252354617134396,Iris-versicolor
+19,4.831395394828584,3.3562318250069216,2.041660300783466,0.21017017001810662,Iris-setosa
+20,6.477328580521848,3.167298282692408,4.842320636390073,1.963401434219569,Iris-virginica
+21,5.0658399212907455,3.7549031634558125,1.6350610091640225,0.2351783680447363,Iris-setosa
+22,4.621749224346578,3.5566386742149336,1.0,0.19918973684796176,Iris-setosa
+23,6.627025496749077,3.292574340058232,5.4824244286935535,2.1081705836089215,Iris-virginica
+24,5.874869349372405,3.0,4.345247834550732,1.2794364293324763,Iris-versicolor
+25,7.9,3.823477476186312,6.367002601181439,2.0310272790533226,Iris-virginica
+26,5.651793993671159,2.4954577087619234,4.1022002924543415,1.3183788263166696,Iris-versicolor
+27,4.735082722109292,3.0,1.4151146102575844,0.1,Iris-setosa
+28,5.531760061464108,3.499230512546528,1.4428241014644543,0.2418583969267028,Iris-setosa
+29,4.611048328074014,3.5884309028797285,1.0,0.20258181631532168,Iris-setosa
+30,4.8957121999474005,2.0,3.1320127766648636,0.44393339157437256,Iris-versicolor
+31,5.148092515141016,2.0,4.722126778946223,1.3509409106856756,Iris-virginica
+32,5.445714796600795,3.8999995268915644,1.302561368127446,0.6562245959693234,Iris-setosa
+33,4.945558617572428,3.0,1.405352654881238,0.2591762295004001,Iris-setosa
+34,4.593823672481864,2.0,2.4406382833743487,0.2691500638736275,Iris-versicolor
+35,6.663991280496597,2.4823033480987644,5.7919865656579885,1.809829020853862,Iris-virginica
+36,4.790992097973992,3.059431389236013,1.3889066958000367,0.2709827555955578,Iris-setosa
+37,6.682527637198223,3.211047894574247,5.5798635438950015,2.2497526561266015,Iris-virginica
+38,5.215992686100772,3.4752020138740995,1.3566353509936622,0.2618884808288764,Iris-setosa
+39,6.614490007854624,3.3550928720227287,5.492358220374421,2.1905379526271513,Iris-virginica
+40,7.9,3.817208831679966,6.34396234989065,2.0279558890441103,Iris-virginica
+41,6.425387581572823,2.8739813718654164,5.680390451195644,1.8905803663702163,Iris-virginica
+42,4.886246523304358,3.070711420074743,1.452728125220555,0.10000018638284437,Iris-setosa
+43,6.673660884126756,3.2257228399630664,5.613166135120949,2.4999985110405745,Iris-virginica
+44,6.660011161470982,2.979757706131657,5.625515085219628,1.847984095143244,Iris-virginica
+45,5.030688306906044,3.805962397056098,1.4752539874995456,0.19629674339531406,Iris-setosa
+46,7.686980373630026,2.5631705969852105,6.9,2.269652548133421,Iris-virginica
+47,5.866357159552715,2.1061026125110844,3.9658290744908573,1.200498672846672,Iris-versicolor
+48,6.22927722444692,3.3583565685806422,4.652697644901488,1.657834392502583,Iris-versicolor
+49,6.030077614519122,3.008696548243414,5.357233184692398,1.9317437129766404,Iris-virginica
+50,6.744637332821634,3.315367173428733,5.747462919179265,2.5,Iris-virginica
+51,5.150203940996311,2.491761754094969,3.3109975483961485,1.1163084231157092,Iris-versicolor
+52,6.116093496259197,2.1769215029805364,4.439504066117659,1.4763792307705499,Iris-versicolor
+53,6.712693025374494,2.792952643480717,4.5186275721744655,1.3147321587263618,Iris-versicolor
+54,4.993890444876563,2.3834266250204514,3.4157780008295537,1.0840405869313563,Iris-versicolor
+55,4.736829539459265,3.5098253601866403,1.4693892326385058,0.2355885293977938,Iris-setosa
+56,4.766675662561102,3.0,1.471437409688411,0.10000011511753956,Iris-setosa
+57,5.595172895884846,2.679603482782701,4.320617433390978,1.2105642227446696,Iris-versicolor
+58,7.6926411004865995,2.55090454205227,6.899998245738913,2.321314209783869,Iris-virginica
+59,5.503762081803156,2.311105053192591,3.6081992255939115,0.9059410819426024,Iris-versicolor
+60,4.401531054247425,2.0,1.368150101303704,0.1303429691539943,Iris-setosa
+61,7.9,3.802057106637323,6.360017795779256,1.9889939921888962,Iris-virginica
+62,6.211712455099301,3.0,4.526892512964375,1.4736683159522808,Iris-versicolor
+63,6.733071952774424,3.3068351119891903,5.613591410862551,2.5,Iris-virginica
+64,4.905448868068604,2.4363224099973424,3.1661331524872347,0.8454191452128224,Iris-versicolor
+65,7.730361680213979,2.599603131332959,6.9,2.310688066902599,Iris-virginica
+66,6.489418959578005,3.232159801230504,5.04395124433481,2.0704326436839815,Iris-virginica
+67,4.513353497614044,2.56174701737213,1.3169288058562745,0.3233184348411516,Iris-setosa
+68,4.756772193134377,2.3861822920063656,3.4488711959985077,0.9122637482567177,Iris-versicolor
+69,6.63265764164919,3.3510550678623465,5.690216065670793,2.5,Iris-virginica
+70,7.384067752139322,2.9998222474348117,6.3452513622598605,2.0144119154780036,Iris-virginica
+71,4.93481284699593,3.37909275476949,1.451449089177995,0.7131785918457563,Iris-setosa
+72,6.749286645744544,2.883428219568656,4.821216735406335,1.474213143887659,Iris-versicolor
+73,6.096512445005172,3.3007952880763654,4.635761828227394,1.5232168531433732,Iris-versicolor
+74,4.610979373998762,3.6130405188937056,1.000000903762791,0.19869655636932648,Iris-setosa
+75,5.214018867066848,3.422029041965191,1.394940371420761,0.1926512748655283,Iris-setosa
+76,5.367378707023667,3.8999993177500136,1.3536253996068432,0.4448526908935655,Iris-setosa
+77,5.65436020646387,2.929026940717242,4.002607755266854,1.3350334883071555,Iris-versicolor
+78,4.543094301324253,2.783562059083958,1.338465940921221,0.2921556617377733,Iris-setosa
+79,4.870817151408982,3.112961496815199,1.493763061783489,0.10000009200919852,Iris-setosa
+80,7.739934408397021,2.597388023109884,6.9,2.3455503680775496,Iris-virginica
+81,4.598708077223868,3.605774348603102,1.0000005099386302,0.20268053177784198,Iris-setosa
+82,4.853573318249917,3.0,1.4250082764087961,0.10000017807113387,Iris-setosa
+83,6.125313837309389,2.9899682960008427,4.647465041270535,1.5259755488184603,Iris-versicolor
+84,5.326261102965421,3.5827317197613855,1.4530610633262957,0.20452477043847844,Iris-setosa
+85,7.9,3.8210969794592415,6.387875802552242,1.996073779167555,Iris-virginica
+86,6.140481259579951,2.577526294174216,5.517157567574575,1.4440545693563065,Iris-virginica
+87,6.316041128411338,2.685532164987178,4.4838469727200065,1.1767260158551256,Iris-versicolor
+88,5.587490459552604,2.9662071231797595,4.609280119673823,1.49802526086193,Iris-versicolor
+89,5.832337366338788,2.5651565007832917,5.184813254042792,1.6136081557553397,Iris-virginica
+90,6.505678255482005,2.846838176204325,5.628215939264849,2.082761551330489,Iris-virginica
+91,4.401890325514322,2.0,1.319981635575905,0.1137592477498546,Iris-setosa
+92,7.764805092089237,2.561383952246975,6.89999857019486,2.3118517791817905,Iris-virginica
+93,5.045359513565502,2.449143202024187,2.696807976073128,1.0602573063208902,Iris-versicolor
+94,6.701369515039247,3.251584503846901,5.722750762103077,2.5,Iris-virginica
+95,7.884607228021613,3.432906245839641,5.798729693150116,2.2203867933828065,Iris-virginica
+96,6.39199886446869,3.0,5.311168985545546,1.922812357080377,Iris-virginica
+97,5.855186632126799,3.0,4.462877735233487,1.321955058428116,Iris-versicolor
+98,5.283507341753118,2.612936414422548,3.496470575043329,1.1608137251156803,Iris-versicolor
+99,6.143971579976673,2.75916972654344,5.632177283077582,1.7327941627862922,Iris-virginica
+100,6.501395253147181,2.7747791717037833,5.711360494681949,1.643753563118293,Iris-virginica
+101,5.12140719178674,2.000034413633426,3.595405554009523,1.1208108220651214,Iris-versicolor
+102,7.899996688350866,3.77381652185959,6.4310410331204615,1.9860402998649909,Iris-virginica
+103,7.737658612401044,2.575434652390716,6.9,2.3334114591418977,Iris-virginica
+104,6.313468056246835,2.3514567969127564,4.781878736710796,1.462660771568623,Iris-versicolor
+105,7.674591795986382,2.6570256386939013,6.9,2.290307641684406,Iris-virginica
+106,6.274778374135663,2.623020509641792,5.133939078635463,1.5105318685914408,Iris-versicolor
+107,5.786052328559016,2.687600181254741,4.403583684725508,1.080037282493967,Iris-versicolor
+108,6.436146685885163,3.22452004620343,5.08332293991714,1.9856419524398563,Iris-virginica
+109,4.621315813702451,3.5762417190266342,1.0000010142729703,0.19526950223875578,Iris-setosa
+110,4.860236945864667,3.325887617243891,1.4887453521806886,0.2468306366449011,Iris-setosa
+111,6.413773385843302,3.12665511079829,4.439991578971582,1.4754518926530071,Iris-versicolor
+112,5.862126785867614,2.236411652078496,4.233658940469726,1.2139908778507684,Iris-versicolor
+113,6.229692554425571,3.384036861350209,4.584824212177527,1.614601054501659,Iris-versicolor
+114,7.730749751741617,2.587796315742681,6.9,2.332408397164015,Iris-virginica
+115,5.557612714237787,2.482143139465009,3.77442084695596,1.0772875385377245,Iris-versicolor
+116,7.899997790160636,3.8009293164496265,6.414441480422919,2.0034695356269587,Iris-virginica
+117,5.165120084575715,2.4098885890799178,3.4579629352862815,1.0971662756448997,Iris-versicolor
+118,4.9886499774904305,2.4564177143607466,2.9014580114041912,0.9748080524742733,Iris-versicolor
+119,4.4,3.0,1.3582869162186673,0.20429337072589324,Iris-setosa
diff --git a/iris/tab_ddpm/0_3/26/test.csv b/iris/tab_ddpm/0_3/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/26/train.csv b/iris/tab_ddpm/0_3/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/26/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/26/val.csv b/iris/tab_ddpm/0_3/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/27/synth.csv b/iris/tab_ddpm/0_3/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..464a9ee69e986403e5190bfc605106746f719c25
--- /dev/null
+++ b/iris/tab_ddpm/0_3/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.89999579203334,3.7941228937575646,6.465462924917413,1.9602322949998563,Iris-virginica
+1,4.775128651480579,3.0,1.4434099140794583,0.1,Iris-setosa
+2,5.1320872409287945,3.473025488386089,1.4442012189092048,0.18519967444777297,Iris-setosa
+3,5.808986982625183,2.829613921213167,4.261038192706833,1.2781232554412547,Iris-versicolor
+4,4.91561970285692,3.0422993120989434,1.4828516239209584,0.1,Iris-setosa
+5,7.734638660366159,2.7921184430550077,6.890680548838756,2.135301768680051,Iris-virginica
+6,4.400000715695821,2.8730059001038746,1.3577018340406142,0.2051519970083943,Iris-setosa
+7,6.420383284397291,2.383219926666321,4.702493977196995,1.384705678097471,Iris-versicolor
+8,4.899566889375361,3.4486162062011454,1.4964308390326293,0.26045971524537537,Iris-setosa
+9,4.587943697262108,3.5980232398677767,1.0,0.2038806814256039,Iris-setosa
+10,4.776382084438031,3.4164392712892764,1.4511804621981919,0.3324137157621136,Iris-setosa
+11,4.61315212331699,3.6218090733986155,1.0000006447962229,0.19488662820871355,Iris-setosa
+12,5.749127660477511,3.0,4.485947256811235,1.4724176685876995,Iris-versicolor
+13,4.845861134527407,3.3191174214763577,1.4175483858281688,0.2494546010228917,Iris-setosa
+14,6.4551093833158015,2.627645219484357,4.389170999935508,1.2462690517634862,Iris-versicolor
+15,6.226224713569635,2.936196024131283,5.659705421516161,1.9062498393183545,Iris-virginica
+16,6.767139747195314,3.0,5.027135760344497,2.1713646904873145,Iris-virginica
+17,5.8900891799040345,3.1591967067141336,4.353913585441316,1.4874471764893367,Iris-versicolor
+18,4.8624847749420255,2.375352802498357,3.459472100090981,1.0044270736246594,Iris-versicolor
+19,4.959740581657879,3.267851443188942,1.4380670519307115,0.2047166844839209,Iris-setosa
+20,5.097465860797536,3.8060687757874443,1.9606442767439434,0.19857170047474626,Iris-setosa
+21,6.487192477908481,2.3878534649944623,5.5871723518309935,1.7967560259443442,Iris-virginica
+22,5.305146321076901,3.494861593612011,1.4976386505803323,0.19649173860075717,Iris-setosa
+23,6.040066525783046,3.2351059019870174,4.370231925676469,1.5602285364392823,Iris-versicolor
+24,5.765796995130838,3.203658762693151,4.399642100782448,1.566387260976414,Iris-versicolor
+25,6.050022756587813,2.2206565929489495,5.0470351667027025,1.469214187385964,Iris-virginica
+26,5.851078295947858,2.917773922812805,4.113559976055049,1.2756899631904326,Iris-versicolor
+27,4.92225064428558,2.5394824682001316,3.5320597060964762,1.1836532692910733,Iris-versicolor
+28,4.720125288638494,2.0,2.5367706220083805,0.33668341420031905,Iris-versicolor
+29,6.727188291751817,3.2925472700748064,5.723071687238353,2.5,Iris-virginica
+30,6.233447462897768,3.4295394489958855,5.561630004470902,2.4366942934056945,Iris-virginica
+31,7.9,3.8237904232126096,6.359129483558092,2.065834954335602,Iris-virginica
+32,5.575007742034676,2.802539717795756,3.422396341607068,1.2250571656469496,Iris-versicolor
+33,5.36160292569819,2.932807938953858,4.251214632838426,1.4153688738612336,Iris-versicolor
+34,5.0561255322684096,3.7383500991962437,1.469691528622014,0.19324364247571774,Iris-setosa
+35,4.87038327855298,3.0,1.4302455036302955,0.10000009627180254,Iris-setosa
+36,5.460236603789207,2.803899200110597,3.860654787260171,1.345994179329331,Iris-versicolor
+37,5.6631409853998065,2.544805061917121,4.342596211020446,1.059248731928987,Iris-versicolor
+38,6.695245615324798,3.3474636158089477,5.641164649927547,2.314983859355608,Iris-virginica
+39,6.65417351909251,2.7699781224775655,4.572557829736131,1.382170837194205,Iris-versicolor
+40,6.060311766294288,2.5463610458454484,4.475617814005474,1.2704682448630045,Iris-versicolor
+41,5.94446694810526,3.1532105670458934,4.617955617965237,1.490211352887461,Iris-versicolor
+42,4.960625845500481,3.5354651547996347,1.3788039714948923,0.22602102110579927,Iris-setosa
+43,5.956314711470445,2.6758037547536877,5.320373053903145,1.7600321913555923,Iris-virginica
+44,4.400108940627163,3.053904175002135,1.2717273029860725,0.232493858531781,Iris-setosa
+45,5.98901094083539,3.3994667775135854,4.429889177079206,1.5759776669110346,Iris-versicolor
+46,6.626349670994167,3.269122720896463,5.682344259936573,2.31452549034223,Iris-virginica
+47,6.206663793314566,2.563054096485448,4.945695216849504,1.5308492269628904,Iris-versicolor
+48,5.077753698247898,3.677395640390164,1.4483081679870295,0.2975519102175128,Iris-setosa
+49,7.692180027521992,2.5845447678955478,6.8999989063536,2.3085269396614247,Iris-virginica
+50,4.842251285341403,3.0,1.3679030776328478,0.1,Iris-setosa
+51,7.368383261828143,3.0,6.274967124525232,2.1549720100435805,Iris-virginica
+52,5.139155689405635,2.638808134635697,3.6259668354946295,1.354489709295558,Iris-versicolor
+53,7.9,3.796389715149494,6.5193696068494535,2.034537017293957,Iris-virginica
+54,4.597818846836139,3.3386451052450097,1.4180688705558546,0.3616639769362607,Iris-setosa
+55,7.899995724255007,3.7901895669824404,6.360781801918879,2.038244856226604,Iris-virginica
+56,4.8387677658707835,3.0,1.4284707566668584,0.10000009279261228,Iris-setosa
+57,4.881421864540062,3.0,1.4209230360429528,0.10000040652124892,Iris-setosa
+58,4.588900112670049,3.6237424615807825,1.0,0.20324064725456406,Iris-setosa
+59,6.720928920155225,3.242758321424494,5.682822946613734,2.13414515116146,Iris-virginica
+60,6.755103225887076,3.186620546480581,5.792251256606719,2.304167345517487,Iris-virginica
+61,7.899997699862937,3.751232836096547,6.477357260143041,1.9816444851555945,Iris-virginica
+62,6.593354373940178,3.024556817063797,4.453599478442468,1.4489005716759549,Iris-versicolor
+63,5.298713242900806,3.8999996132104084,1.2778659177123992,0.3463660061416767,Iris-setosa
+64,5.471711674365373,3.2721506254788366,1.9075303749809274,0.19637586436668492,Iris-setosa
+65,7.69983921477218,2.5989203676301385,6.899997904483157,2.3300232556875895,Iris-virginica
+66,7.9,3.8243789139634567,6.409955907858706,2.030751614776261,Iris-virginica
+67,7.71071369910822,2.5771208287225478,6.9,2.313468650812558,Iris-virginica
+68,4.974747287438077,3.1626058652470106,1.4039609689413441,0.25155283067279816,Iris-setosa
+69,5.062311580878849,3.5542187068710773,1.3881364157621399,0.27051233831575905,Iris-setosa
+70,6.540098194183977,3.0,4.568476234262424,1.4323198131707213,Iris-versicolor
+71,6.040554449343637,3.1755827522433675,4.499950355007808,1.489862471459957,Iris-versicolor
+72,5.216454835450332,2.598443372114432,3.6417415723755564,1.3292198892979465,Iris-versicolor
+73,7.9,3.8180524485291683,6.425366249564181,2.018366988383883,Iris-virginica
+74,5.933533601623344,2.521903196804424,5.610312231488251,1.360962141177908,Iris-virginica
+75,6.5861073595389055,3.334623652606757,5.771669179985906,2.2825719310713826,Iris-virginica
+76,6.672083480682814,3.3086000534221482,5.742083669568648,2.5,Iris-virginica
+77,4.620614336188802,3.6227399373790434,1.0000014170833957,0.21285616563747553,Iris-setosa
+78,6.760364807907704,3.053458987687546,5.464208886124445,2.061579946968312,Iris-virginica
+79,4.4000010653208514,2.9952762147963496,1.4008205312200253,0.2195065120995126,Iris-setosa
+80,5.621115024652123,3.40143108125679,2.0292222955818158,0.2823576481025566,Iris-setosa
+81,5.6307162212613076,2.9069227393964328,4.355062773056614,1.1190322210404815,Iris-versicolor
+82,5.543301940423101,2.518790618257807,4.0611817625867594,1.1279906044146528,Iris-versicolor
+83,5.30385744248564,3.899999066551693,1.2788367027293506,0.3690725425118575,Iris-setosa
+84,6.615503244182305,2.9997915569862803,4.3663661057525385,1.3819752776059588,Iris-versicolor
+85,6.113212953285597,2.9041158510273277,4.6331240730078616,1.3140007762952337,Iris-versicolor
+86,6.101970852696419,2.986461911315037,5.630995037806342,1.801085766637968,Iris-virginica
+87,4.905074469159471,3.059644319818845,1.3911573911194226,0.251944122450182,Iris-setosa
+88,4.4,3.1945070333410834,1.3281996782434033,0.18679870991578734,Iris-setosa
+89,6.3514012381020395,2.7931331959157846,4.378925221850187,1.2295526353035737,Iris-versicolor
+90,6.785497294265939,3.297645762195771,5.730195400608854,2.5,Iris-virginica
+91,6.665893423226974,3.2792617032928386,5.713163445166446,2.499978860818531,Iris-virginica
+92,6.171669513563769,2.5295848991733307,5.03466565124901,1.486139366867161,Iris-versicolor
+93,6.267127020005013,3.2233484799252192,5.113441510136907,1.9503679875952746,Iris-virginica
+94,5.752624947165212,2.5586387258190757,4.627736247416864,1.182825369115806,Iris-versicolor
+95,4.598986334409426,2.754042764251426,1.336529813124675,0.36675321611084394,Iris-setosa
+96,6.213885997965407,2.284167909117345,4.433355467102093,1.3754071381356028,Iris-versicolor
+97,6.68052657662045,3.265733829238362,5.651762629376391,2.5,Iris-virginica
+98,6.174538533817654,2.2457763963620385,4.593984968892552,1.5201537768214517,Iris-versicolor
+99,6.613812366782329,2.933056733394392,4.648058896744233,1.3836153757205505,Iris-versicolor
+100,7.735805809036442,2.5881457761955864,6.899998901857611,2.290725402241757,Iris-virginica
+101,5.728359663341143,2.9267426065504245,3.685393529359254,1.2422280956902017,Iris-versicolor
+102,6.495137973282951,2.7465180794083857,4.566991308973905,1.3781504351437468,Iris-versicolor
+103,5.079544485848627,3.5619825251838657,1.4070698718505548,0.1962306292964428,Iris-setosa
+104,7.048813606686673,2.9948231178329374,5.580981447253706,2.0711616822511756,Iris-virginica
+105,5.9575164427368605,2.614864590032322,5.111043607113758,1.9357924178827497,Iris-virginica
+106,5.254227123429014,3.8053643826921304,1.9182766966451843,0.26043753535553593,Iris-setosa
+107,4.623065756489376,2.0,1.485618929793071,0.28878771694548205,Iris-versicolor
+108,6.320541860548293,2.43874806443048,4.889769873727686,1.5023330334978984,Iris-versicolor
+109,6.196370488822884,2.4912139423143356,5.032122137323291,1.5476411908998924,Iris-versicolor
+110,7.340727041509728,3.0,6.396025899767374,2.1432191429920326,Iris-virginica
+111,6.691309968327976,3.2178075298255036,4.681434769912991,1.5314513681810809,Iris-versicolor
+112,6.7906114021143384,3.194739182814958,5.746389953610145,2.281813639791374,Iris-virginica
+113,6.187128773573834,3.1767279292351365,4.621416623870377,1.521819990090163,Iris-versicolor
+114,4.400008039502239,3.0,1.4115356309702827,0.20045022853793792,Iris-setosa
+115,4.995022966106085,2.0,3.4548974176325014,0.9947783397750356,Iris-versicolor
+116,6.002675255863988,2.20227885350893,4.254003006330981,1.232682406362813,Iris-versicolor
+117,6.345160665206187,2.3298321329507115,4.775296183071545,1.5168131254215291,Iris-versicolor
+118,6.373118626356945,2.448268949186118,4.722519752049099,1.521829565733799,Iris-versicolor
+119,5.627569471039909,3.0,4.438878612946788,1.4965592438693165,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/27/test.csv b/iris/tab_ddpm/0_3/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/27/train.csv b/iris/tab_ddpm/0_3/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/27/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/27/val.csv b/iris/tab_ddpm/0_3/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/28/synth.csv b/iris/tab_ddpm/0_3/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a083cb463c988ebcb6b23f7cd8df1fdb276ef0df
--- /dev/null
+++ b/iris/tab_ddpm/0_3/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.350572289455901,3.7186514908227837,1.4621641359022404,0.2409567736895489,Iris-setosa
+1,6.200784928325382,2.9974613394127805,4.556077057478667,1.3979895067082482,Iris-versicolor
+2,7.9,3.811348375693541,6.3392958493374385,1.9687795162106125,Iris-virginica
+3,4.934177858564612,3.1455437419550396,1.4209678306979232,0.22329499029736535,Iris-setosa
+4,4.86732950960714,3.017039223360291,1.4377026822533054,0.1,Iris-setosa
+5,6.187264884596491,2.435627281333663,4.214067582063739,1.1700256712725179,Iris-versicolor
+6,5.211961326179968,3.4558328745703313,1.4467830513726399,0.18569886617204256,Iris-setosa
+7,7.38964016201035,2.991970103435464,6.334813942602695,1.9326687861402592,Iris-virginica
+8,6.200920808351567,3.3184797789384457,4.638389318035115,1.6050073802505118,Iris-versicolor
+9,5.529367399347258,2.509889999751631,3.947014746636658,1.0502856343420826,Iris-versicolor
+10,6.037969572402228,3.2783846459702723,4.725036438244646,1.5967201705309912,Iris-versicolor
+11,5.408807653205187,3.8293738956497188,1.6669535365699513,0.22961513067584108,Iris-setosa
+12,7.9,3.8151661754190567,6.358893709310823,1.9901200143094562,Iris-virginica
+13,6.724733674310472,3.345801877096087,5.693829900970338,2.5,Iris-virginica
+14,5.9895320971009545,3.221150237106591,4.515999593227918,1.5152733044375422,Iris-versicolor
+15,6.112250584066537,3.0,5.222954171321097,1.774391008814668,Iris-virginica
+16,4.910706115977048,3.127912966368557,1.5325946238487262,0.1,Iris-setosa
+17,5.258176072489386,2.518519530275156,3.828425010657333,1.1720318651429111,Iris-versicolor
+18,6.072059395690475,2.3211045077399453,5.068606565942835,1.4826261680498216,Iris-virginica
+19,7.521073918022302,2.937090051366018,6.548468251788535,1.9345333396148756,Iris-virginica
+20,7.749591607792181,2.5772991332098525,6.9,2.2541368131416775,Iris-virginica
+21,7.757667049301232,2.567352280323592,6.9,2.261424496424194,Iris-virginica
+22,7.75103501831088,2.587058890896937,6.9,2.3510193574465688,Iris-virginica
+23,7.9,3.798000273872651,6.4603225049339565,1.9895551316235576,Iris-virginica
+24,5.894682646035815,3.0,4.8109509046320555,1.3830639432237966,Iris-versicolor
+25,6.696862329518773,3.3505860397302296,5.685111073080938,2.5,Iris-virginica
+26,5.090951128217815,3.4789288724247807,1.4013478198345386,0.21356966593481758,Iris-setosa
+27,5.193133447353875,2.433524805902611,3.510416525881646,0.93485050080207,Iris-versicolor
+28,6.311134719492027,2.392932000916991,4.964096157382665,1.8333379201905309,Iris-virginica
+29,6.346411069702825,3.4090015580261155,5.657974260254877,2.395893483371318,Iris-virginica
+30,6.479994328688069,2.488737852108778,4.769301654261587,1.3774594905647484,Iris-versicolor
+31,4.4,3.0,1.4072706542476972,0.20402827919196417,Iris-setosa
+32,7.578759268484776,2.9348684776603085,6.572565829768665,2.0214364142247256,Iris-virginica
+33,6.747383051445484,3.3750610658240947,5.674771666958787,2.5,Iris-virginica
+34,6.302196354867045,2.411073674235861,4.425162227639013,1.3394924879655485,Iris-versicolor
+35,5.087630091581815,3.6276817812214257,1.4915906444648577,0.4366960201417017,Iris-setosa
+36,5.068568571707566,3.705128675770858,1.482600352045608,0.24875335842071786,Iris-setosa
+37,5.31262692379401,3.5632115002603073,1.4688105187260487,0.21709023536509667,Iris-setosa
+38,5.5823940007827755,2.8601728305604848,4.305575938692078,1.2551976667906986,Iris-versicolor
+39,6.362965582245746,3.0,5.275923846129855,1.8656081039560222,Iris-virginica
+40,6.111442168956775,2.4909990552030736,5.0437528356083945,1.64905288066523,Iris-versicolor
+41,5.853457392900605,2.822698729961149,4.559437717889625,1.5345497513518964,Iris-versicolor
+42,5.9771008339852525,2.899627487719279,3.911446692831933,1.3884818669984247,Iris-versicolor
+43,5.48398993717672,3.7922545100993426,1.4820801696757533,0.3970893398895397,Iris-setosa
+44,5.823343746037387,2.6723231145442554,4.037985689743373,0.7781594591599976,Iris-versicolor
+45,4.6499701750802,3.5930395724712754,1.0000005474205513,0.19076470540825385,Iris-setosa
+46,4.593905169845119,3.5943175597143657,1.0,0.21331982240635874,Iris-setosa
+47,5.4118039119806065,2.5382598231122127,3.658264763257369,1.0872283079322596,Iris-versicolor
+48,4.556188439986403,2.0,3.127936696175658,0.4157287950282491,Iris-versicolor
+49,5.87243300623232,3.320570779934211,4.379809870372289,1.6410546804594257,Iris-versicolor
+50,5.292509750024939,3.4479084020040838,1.4930109758049124,0.1966072536727848,Iris-setosa
+51,4.4,3.0,1.368681754891152,0.19351995633191627,Iris-setosa
+52,4.88281912339537,3.0,1.467488306259908,0.1,Iris-setosa
+53,4.400000762698691,2.895264267977998,1.4046411630155233,0.2174128993708039,Iris-setosa
+54,5.109068604735226,2.000004333164427,3.643394175294449,1.0423333194049735,Iris-versicolor
+55,6.588490849225708,3.0,4.4148317162863675,1.361762240810877,Iris-versicolor
+56,5.456749922010099,2.7501686252966238,4.398303861130472,1.429984760809164,Iris-versicolor
+57,6.821269691099878,3.18884572773191,5.756108033788035,2.3064960489352084,Iris-virginica
+58,7.680364413122782,2.585286456244422,6.899998236970092,2.288147933346925,Iris-virginica
+59,7.724621551795595,2.6161222835059426,6.899998813741181,2.27954764706764,Iris-virginica
+60,6.544831106446661,3.388197584807405,5.7483794028516035,2.381226195858358,Iris-virginica
+61,6.715258916720934,3.255107134906343,5.689419438547196,2.5,Iris-virginica
+62,5.066922795445913,3.551268438398489,1.4180891123442205,0.251309097802533,Iris-setosa
+63,6.245012550806228,2.863336137551344,5.574590655799392,1.6815961722310555,Iris-virginica
+64,6.69074687038656,3.356413743666914,5.702719501557175,2.5,Iris-virginica
+65,5.492379696368768,3.899999510899712,1.2502651707082388,0.46745780601427367,Iris-setosa
+66,5.066948392420788,2.000023058619556,3.5955281424558714,1.1308699783163378,Iris-versicolor
+67,6.688721751773253,3.2678474874931838,5.650379853717131,2.5,Iris-virginica
+68,7.664898476048961,2.8163909430747727,6.681201961958837,2.0037627862274596,Iris-virginica
+69,5.781354890622611,2.63905287576635,3.7615802630482116,1.0336171646878327,Iris-versicolor
+70,4.4,3.0,1.3271295593663712,0.19758673937399296,Iris-setosa
+71,5.404387468370651,3.794954845721991,1.8999893037393143,0.28130871155282877,Iris-setosa
+72,7.684197320737667,2.6739644695651323,6.9,2.2990688163981243,Iris-virginica
+73,5.103580208601349,3.648473479877153,1.4274999963355317,0.24910208338701817,Iris-setosa
+74,5.221565794358408,3.447537670953965,1.3871792499111584,0.23610551073764097,Iris-setosa
+75,4.528364162035732,2.5989420145596847,1.356381497150116,0.4334337681193414,Iris-setosa
+76,4.5949855740896455,3.5990171886503752,1.0,0.1795375067235787,Iris-setosa
+77,5.658927116946055,2.9242734849519088,4.047954445558952,1.2842238411102325,Iris-versicolor
+78,6.139537794169478,3.0,4.2256317986712615,1.3756890579937775,Iris-versicolor
+79,5.078107703266807,3.4783445041922705,1.40701327861609,0.236782476083978,Iris-setosa
+80,4.578141390607929,2.0,3.4004210452409898,0.3713534851860608,Iris-versicolor
+81,4.7075179922591035,3.1285250726795044,1.4552076972647086,0.22850389994265713,Iris-setosa
+82,5.987426348292606,2.434817829750602,5.307257970807275,1.4561781302454602,Iris-virginica
+83,5.688433378562589,3.0,4.296737418455101,1.2561827957004537,Iris-versicolor
+84,4.980140203156612,2.3351753019449086,3.2288670839842455,0.838311724206245,Iris-versicolor
+85,5.669782672710931,2.767439005428731,4.083724223654153,1.0428506605226175,Iris-versicolor
+86,5.192314164408445,3.4823601896748118,1.4236955220007947,0.2015861975311338,Iris-setosa
+87,5.278881233772566,3.4662137723106206,1.4055798768545742,0.21448260745093073,Iris-setosa
+88,5.380407217990411,3.440486768926213,1.6609496864267463,0.2585310193374111,Iris-setosa
+89,5.036434586223898,3.391515015892286,1.71931192409237,0.17586545692320993,Iris-setosa
+90,6.151704354027882,3.3178146946701976,4.557625580511673,1.5197256962281869,Iris-versicolor
+91,6.654311923891574,3.2800452600846906,5.752301430674892,2.3223471422841535,Iris-virginica
+92,5.779023667749104,2.6538579670437996,4.214535376601543,1.0835616832475252,Iris-versicolor
+93,4.400000714646402,2.913242895018046,1.4044851782778398,0.1979751438779584,Iris-setosa
+94,7.686420121404968,2.5718925595438256,6.9,2.290709602296305,Iris-virginica
+95,7.639431282524401,2.554286377950539,6.9,2.2916899355056337,Iris-virginica
+96,5.232540910818838,2.6948654347464185,3.977762472419406,1.4091749124388313,Iris-versicolor
+97,4.4,3.037499904790613,1.2985787708864995,0.20128094958699233,Iris-setosa
+98,5.517508823171409,2.9451244160178476,3.7871647818325935,1.3235628160806134,Iris-versicolor
+99,6.018577415733676,2.5617321418235846,4.902138673398404,1.692722997916592,Iris-versicolor
+100,4.7865899435121895,3.4196712319960088,1.4481872633684587,0.24597860911118463,Iris-setosa
+101,6.123618083114136,2.9653599220863907,4.450218037810872,1.3156812226115695,Iris-versicolor
+102,6.750540602061245,3.3436044413427677,5.7115427991211725,2.5,Iris-virginica
+103,4.400000865333845,3.0,1.4036904137958712,0.20420562753647722,Iris-setosa
+104,6.2837675456397255,2.493703123777125,4.900517402886583,1.545810510169464,Iris-versicolor
+105,5.883180006776847,2.2589225811911415,4.833799652151769,1.6555462579847084,Iris-virginica
+106,4.656068498327797,3.510551982751189,1.0000063150014609,0.18557058544521426,Iris-setosa
+107,5.440422061764454,3.3803137460400863,1.5058618729149849,0.20016166172301889,Iris-setosa
+108,4.625893008349842,3.6213408522194195,1.0000003757500762,0.18899127823344222,Iris-setosa
+109,6.720886087249616,2.9558372873574417,4.415899881216507,1.3834385552692985,Iris-versicolor
+110,4.4,3.0526934265758072,1.2746662788761256,0.20652775342538338,Iris-setosa
+111,5.0683584598715745,2.35635333910658,2.971053481267109,1.0056840796972046,Iris-versicolor
+112,4.834601928037011,3.0,1.4219830575485275,0.1,Iris-setosa
+113,6.696287186742236,3.2690386521622226,5.695972115340509,2.5,Iris-virginica
+114,6.351664464339867,2.700941252486641,5.714185110139888,1.9792482148936943,Iris-virginica
+115,7.9,3.828932671096841,6.430687449341106,2.0378631345043523,Iris-virginica
+116,6.8064897227746854,3.215666350847414,5.7749980385799,2.2852789026698757,Iris-virginica
+117,5.347852794291237,2.0065111518608427,3.710548582621925,1.0385188526622728,Iris-versicolor
+118,6.6995062229193785,3.2332345516735406,5.723728977297166,2.5,Iris-virginica
+119,6.330573769773252,3.1685466426875073,5.293064066134285,1.872164355082977,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/28/test.csv b/iris/tab_ddpm/0_3/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/28/train.csv b/iris/tab_ddpm/0_3/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/28/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/28/val.csv b/iris/tab_ddpm/0_3/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/29/synth.csv b/iris/tab_ddpm/0_3/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f02455c20609a95b75c6425586038d8ea443c322
--- /dev/null
+++ b/iris/tab_ddpm/0_3/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.785933971968518,6.239938342665085,2.0274702170114858,Iris-virginica
+1,5.818842093189899,2.5920269560628206,4.719158137292224,1.4018578982336976,Iris-versicolor
+2,5.1913595750106225,3.4140779262324252,1.458112263399402,0.2378627597744447,Iris-setosa
+3,5.441818828324062,3.9,1.295698588029898,0.4735146213640522,Iris-setosa
+4,5.475217751925679,3.9,1.2653636669849995,0.49428743462385877,Iris-setosa
+5,5.755174757752098,2.6994425987585995,4.24087578758944,1.0546390439339037,Iris-versicolor
+6,5.661043890303111,3.7881446109959223,1.5363426338326582,0.2678017992980406,Iris-setosa
+7,6.352585144804768,2.5559236362481164,5.002613002341386,1.514319821331519,Iris-versicolor
+8,4.584073791796692,3.630660064742675,1.0,0.19337153176939212,Iris-setosa
+9,6.500280567446582,2.554969220728791,4.578501149388372,1.317768446669967,Iris-versicolor
+10,5.727982112002845,3.0,4.0129002285149555,1.2438072259043307,Iris-versicolor
+11,4.9700110187342785,3.5296195244232345,1.458572408651592,0.21129104859522593,Iris-setosa
+12,5.400903939639455,2.716511414712236,4.257688617164884,1.3408109437057847,Iris-versicolor
+13,5.568687013271935,3.8999993527672143,1.4007756370406155,0.3875526162833116,Iris-setosa
+14,6.366359955154956,2.428466828441119,4.895418042535209,1.5260484493423492,Iris-versicolor
+15,5.107850093966869,3.731586432258913,1.4969776826329428,0.2996359010008708,Iris-setosa
+16,4.810482784709659,3.0,1.301947126573006,0.1,Iris-setosa
+17,7.741476010565818,2.581166102846935,6.9,2.3247668781128925,Iris-virginica
+18,4.4000005923098255,2.979055745980126,1.3842932220939312,0.18920326029149453,Iris-setosa
+19,5.400622323328841,3.89999935060478,1.348901604492609,0.4533641034834318,Iris-setosa
+20,5.096388739342959,3.595115517016023,1.4077172537003357,0.19862843500593402,Iris-setosa
+21,5.982322044524973,3.331641363700232,4.576888571349891,1.6158019652940705,Iris-versicolor
+22,5.501167018594384,2.89836661827604,4.331971843170836,1.4037689708105998,Iris-versicolor
+23,6.702535554890417,3.339876697880766,5.697584091195584,2.5,Iris-virginica
+24,6.725074146749706,3.1945650532219863,5.359341508093744,2.3692178605993806,Iris-virginica
+25,7.50443224061857,3.0,6.467782082254365,2.0586612997869764,Iris-virginica
+26,6.108096965335555,2.5037504272243805,5.2106722921783755,1.480767140945023,Iris-virginica
+27,5.552952934299309,2.9204332452231894,4.366591617994922,1.3566704302683217,Iris-versicolor
+28,6.5341623673034634,2.5059054980129627,4.7081926525904025,1.3593404747306248,Iris-versicolor
+29,6.728240573687603,3.272690229154029,5.68065416309207,2.5,Iris-virginica
+30,5.029815076016236,3.4798329454347474,1.3581013914776872,0.1924650156111305,Iris-setosa
+31,5.793038810222977,3.8755106687863075,1.5774335824707921,0.3419115912105405,Iris-setosa
+32,5.0817882842444,3.592344358469278,1.3835911712571778,0.19649371881558508,Iris-setosa
+33,7.600897812128043,2.8715970723927775,6.637480897600926,1.952823643732291,Iris-virginica
+34,7.696169205130437,3.0,6.700802120058408,2.078875973977444,Iris-virginica
+35,4.829699527046343,3.0310485074635825,1.4670172745866414,0.1,Iris-setosa
+36,6.221198725636379,3.299939450077079,4.6868734821249864,1.6237420328499232,Iris-versicolor
+37,7.9,3.7921247662596382,6.431878774943205,1.987143453284799,Iris-virginica
+38,4.51981125280862,2.5373508906237,1.3327140723067794,0.2841960497907466,Iris-setosa
+39,4.52178715453281,2.0,1.47924842780956,0.23311211752106484,Iris-versicolor
+40,6.030782397103039,3.0108631235640395,4.221282129420315,1.4451277193117011,Iris-versicolor
+41,4.8000000193769505,3.0,1.4130201614188123,0.10000011736865742,Iris-setosa
+42,5.306150402308333,2.000117113362922,4.661922252022733,1.3634344878411395,Iris-virginica
+43,5.060585647542285,3.5896990931059114,1.4022113489068841,0.29233361127549967,Iris-setosa
+44,6.497421967411547,3.0,5.652618175262824,1.8947233373049677,Iris-virginica
+45,6.530531575697443,3.0,4.470197359528785,1.4450379148390269,Iris-versicolor
+46,5.777574235468362,2.7962528541140994,4.513605539195678,1.5322687543267515,Iris-versicolor
+47,7.892239321053705,3.2308343819502867,6.598098061962784,1.97878682522892,Iris-virginica
+48,5.440581664495173,2.9179003522498896,3.5586802679605363,1.2393777630153882,Iris-versicolor
+49,5.571220601341472,3.9,1.2790243712377722,0.45389464977284305,Iris-setosa
+50,6.1596180772905,3.2202206507670748,4.594003640853616,1.5619822790688649,Iris-versicolor
+51,5.964968063176847,2.8561036780874005,5.496952780154149,1.661789859390503,Iris-virginica
+52,5.051100059709713,3.682702931410104,1.4580179513022415,0.19647346769093352,Iris-setosa
+53,6.571305985734431,3.0,4.411334707537509,1.3665597009782713,Iris-versicolor
+54,5.7876773441101745,2.6975952653772977,5.336805756724767,1.618428809783487,Iris-virginica
+55,5.581950989757736,2.0408220719806938,3.8656089788635115,1.1918898081666662,Iris-versicolor
+56,6.230187989862503,2.165307048696428,4.4526966567584605,1.480224547685516,Iris-versicolor
+57,6.3641456767848394,2.8484121227368044,5.059811346172841,1.5051574809968273,Iris-versicolor
+58,4.475704854058473,2.0,3.1787812066705294,0.2678972027625722,Iris-versicolor
+59,5.185118188791278,3.4585795328364535,1.4134052318567352,0.24503871332562172,Iris-setosa
+60,6.325953669923523,2.557013457922693,4.841452223390332,1.4648385745201693,Iris-versicolor
+61,5.1201512587581846,3.4734826600350113,1.4427374958210684,0.23079014799760064,Iris-setosa
+62,4.722477847388657,3.0,1.3478811111195745,0.1,Iris-setosa
+63,4.519740779783812,2.0,2.940048845756695,0.2646388869597495,Iris-versicolor
+64,6.699842408537589,2.642285100388403,4.628673835790144,1.3697810632306586,Iris-versicolor
+65,6.667051353093347,3.3064674375131515,5.560639749637347,2.3911038715869912,Iris-virginica
+66,6.72164767509281,3.069083093115896,5.466584837008887,2.016991243011394,Iris-virginica
+67,5.463020907466706,3.393960350184398,1.9925827884444605,0.4851543224807937,Iris-setosa
+68,4.9785874762982685,3.2670301905754493,1.4999951567661869,0.4851500110859398,Iris-setosa
+69,6.12233968836536,2.7104475662499024,5.138792327206464,1.500015624782403,Iris-versicolor
+70,6.464033222410381,2.9945874553027765,4.294895100982145,1.3707435757035689,Iris-versicolor
+71,4.615844136470656,3.582574882014184,1.0000003863731284,0.20933960282887465,Iris-setosa
+72,6.886771700337595,3.178542555421,5.548025260174206,2.303660704831418,Iris-virginica
+73,6.252065367192283,2.5226301655406997,4.841803606736954,1.499838141201153,Iris-versicolor
+74,6.800170410104416,3.1504189748983986,5.516999187872303,2.3022003251314533,Iris-virginica
+75,7.899998484114504,3.812356360696726,6.437666625599013,2.001273175956719,Iris-virginica
+76,5.866157454182215,3.0,4.720354579777407,1.514032163875159,Iris-versicolor
+77,5.480785079444624,3.8094102704608823,1.7109312761880495,0.23464260102559897,Iris-setosa
+78,6.062413855403104,3.1872857572754953,4.553654613339764,1.5147752893303175,Iris-versicolor
+79,5.779801818497973,2.8962977864462864,4.098660405527683,1.1467332396272238,Iris-versicolor
+80,5.988258334914579,3.034112900228295,4.239050950765069,1.4479302668420484,Iris-versicolor
+81,6.345595915935971,2.2357177883747763,4.420947941254163,1.3529970573512125,Iris-versicolor
+82,6.960236946447535,3.0856898724171464,5.540770507734832,2.2337898661730553,Iris-virginica
+83,4.400000747735225,3.0,1.3937579258261654,0.19765628523662976,Iris-setosa
+84,5.047240478888503,2.4873864096401133,3.5359092681494313,1.0505621433493033,Iris-versicolor
+85,6.478946587713171,3.0,4.263166227156009,1.3833988670065867,Iris-versicolor
+86,5.987974768431001,2.66720870459572,4.228758404319688,1.0786392222028947,Iris-versicolor
+87,6.223591838765306,2.198385423231072,4.371008337316365,1.4210337911198745,Iris-versicolor
+88,5.748995183186813,3.189358218489796,4.500225054778721,1.5303066805588137,Iris-versicolor
+89,6.735512778095517,3.2932191509630955,5.722465198815421,2.5,Iris-virginica
+90,4.574685468819254,2.0,2.664930625125354,0.2530360336322561,Iris-versicolor
+91,6.752863645291425,2.512654767747766,5.934631108068754,1.7818669755841507,Iris-virginica
+92,4.934510018554069,2.4173011726241582,3.3478544629952705,1.055039766048327,Iris-versicolor
+93,4.996123708545352,3.497005742433019,1.445896120359194,0.19815333882182945,Iris-setosa
+94,6.04603485058897,2.784745689770135,4.450177276788408,1.162337089124092,Iris-versicolor
+95,6.856521022627405,3.2394549397885086,5.751273764702676,2.094109886963501,Iris-virginica
+96,5.523908956169984,3.7514445962297653,1.8916976846473734,0.2895644496159341,Iris-setosa
+97,5.985354096894894,2.427666444107788,5.138938167347715,1.6139038970952453,Iris-virginica
+98,5.018142923974223,2.1940104101016438,3.2975730500451794,0.9202717843204207,Iris-versicolor
+99,7.716089639557124,2.6293079966867254,6.9,2.3088284491653437,Iris-virginica
+100,4.731986977030081,3.0,1.3273195908665136,0.1,Iris-setosa
+101,4.727306213169812,2.8319359725757236,1.3191093904427018,0.23299819792765536,Iris-setosa
+102,5.762972275079641,2.9311539739049284,4.311327326989119,1.3041890568830774,Iris-versicolor
+103,6.554030926360006,3.110732277036326,5.1301291147749835,2.073316840360917,Iris-virginica
+104,5.665750211835544,2.965759798133006,3.6836758360464166,1.3178314449641955,Iris-versicolor
+105,7.899997672713369,3.7677348870263723,6.439330381137629,1.9533071637195751,Iris-virginica
+106,6.402940119187763,2.4015057483257825,4.801176951446622,1.4325081222383518,Iris-versicolor
+107,7.145771262139435,3.0,6.265530156980212,2.14209787714663,Iris-virginica
+108,5.257512520695854,2.5533909059732096,4.022821551487007,1.2340162771810175,Iris-versicolor
+109,6.667003552440294,3.042418949802598,6.013520630565146,2.2894101130790023,Iris-virginica
+110,5.2320695573473,3.3578810087538966,1.4371066858671802,0.18305487837081658,Iris-setosa
+111,6.321704935339164,2.192485029707216,4.456963805367442,1.411294219615655,Iris-versicolor
+112,5.458211036538537,2.895021524007817,4.1085357743496305,1.3618094071520044,Iris-versicolor
+113,4.958956255828403,3.4515236219252636,1.3703739827699044,0.2380852973192174,Iris-setosa
+114,6.724528917697778,3.2701386021340317,5.690366798015538,2.5,Iris-virginica
+115,5.5401598562380014,2.422441186476708,3.600786258823011,0.9955024420299228,Iris-versicolor
+116,7.656717029851231,2.96993493574916,6.687934306851793,2.0667468612970112,Iris-virginica
+117,7.9,3.832538500868732,6.36139401441746,1.9618238486392432,Iris-virginica
+118,5.883049830782222,2.9107030117226182,4.239678734652392,1.390634968201831,Iris-versicolor
+119,4.846044877189181,3.0,1.4054785875202946,0.10000013943249139,Iris-setosa
diff --git a/iris/tab_ddpm/0_3/29/test.csv b/iris/tab_ddpm/0_3/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/29/train.csv b/iris/tab_ddpm/0_3/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/29/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/29/val.csv b/iris/tab_ddpm/0_3/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/3/synth.csv b/iris/tab_ddpm/0_3/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2bd1d0143ccd77ed857e93178382b50ac341daed
--- /dev/null
+++ b/iris/tab_ddpm/0_3/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.940025501767047,3.201681793328496,1.4396973329722427,0.19094702051721457,Iris-setosa
+1,4.518061953921176,2.4031989335162045,1.3174025566059822,0.2840179858616698,Iris-setosa
+2,6.809890407299954,3.146218389037944,5.393571682839845,2.1883870094372035,Iris-virginica
+3,4.400000659964173,3.0,1.329242551227753,0.1942324886727294,Iris-setosa
+4,6.576917198671869,3.0,5.69499922579356,1.8796137338254926,Iris-virginica
+5,6.111476402461357,2.4059684526146166,4.47560820072647,1.4385833445805432,Iris-versicolor
+6,4.4,3.287692459279788,1.278360260155645,0.207188520928725,Iris-setosa
+7,6.3048370360832395,3.0,4.7476140184769795,1.4991010208527364,Iris-versicolor
+8,4.947367098527282,2.0,3.6237711137835453,0.7915440783581189,Iris-versicolor
+9,7.899995820711033,3.765682419774115,6.326374037810742,1.9664403684494172,Iris-virginica
+10,5.2503885291879735,3.573114252911769,1.445128728454686,0.2937324047765213,Iris-setosa
+11,6.192093893155414,2.6027405728010713,4.928360431419844,1.531399401902941,Iris-versicolor
+12,5.787455213149336,2.5326499370799285,3.989111432983273,0.9833509747598876,Iris-versicolor
+13,5.32544370021314,2.958841194031127,4.116783219044864,1.4292790896150238,Iris-versicolor
+14,6.010626033866412,2.3875655180817628,5.489758282911125,1.4615447780842512,Iris-virginica
+15,5.02070053813105,3.507437535607579,1.2945813796660364,0.24657830711298578,Iris-setosa
+16,4.400000639594486,3.0,1.3174850114618604,0.20195308524179384,Iris-setosa
+17,5.618443288270492,2.7827878148171763,3.618587046465385,1.2497718463651342,Iris-versicolor
+18,6.625377415971818,3.20282926397495,5.421450726906228,2.2835076367878613,Iris-virginica
+19,5.070769611030894,3.789872652674978,1.5898909905734375,0.19092530457829593,Iris-setosa
+20,6.185086325817046,2.931190295313858,4.549459837343694,1.284660720067329,Iris-versicolor
+21,6.314203027662561,2.3983642745194937,4.898458530953525,1.543165688805226,Iris-versicolor
+22,4.612345801212674,3.597739834544391,1.0,0.21540491105734527,Iris-setosa
+23,5.463515028895772,3.4223612325369133,1.4766006874567614,0.20343734372674416,Iris-setosa
+24,5.746353351984364,2.524775206347949,4.452962814079942,1.4672429288482056,Iris-versicolor
+25,4.619026862941816,3.593087367012755,1.000000907324646,0.21261645000403906,Iris-setosa
+26,6.694018351302836,2.7902985028796174,4.525482767913437,1.3558915490634242,Iris-versicolor
+27,4.627349525021837,2.0,2.198657032870171,0.3774297877165594,Iris-versicolor
+28,5.550940895628576,2.855382829819852,4.598929549193453,1.5023497731868694,Iris-versicolor
+29,6.622390983417518,3.3106834088957267,5.485992908609534,2.354646702516987,Iris-virginica
+30,7.70599270625284,2.6217905267871617,6.9,2.3397804979491537,Iris-virginica
+31,4.4,3.1251812804257697,1.2985298609815752,0.20315344139279654,Iris-setosa
+32,5.051964110349573,3.52293748735473,1.4027442102294014,0.2292641844703027,Iris-setosa
+33,5.2076463446984045,3.319587469013046,1.4193214564849697,0.19880903305745148,Iris-setosa
+34,5.301613899314422,3.448055691495901,1.4616540851437627,0.41050000296697087,Iris-setosa
+35,7.710025907376676,2.6475889408291824,6.9,2.326347052416722,Iris-virginica
+36,4.638252413074365,3.5907495605311004,1.0,0.1919506368921085,Iris-setosa
+37,6.0883950177094865,2.8224852982771815,4.27841816689419,1.2247079687867863,Iris-versicolor
+38,6.231525492072186,2.271456501020961,4.68795760578113,1.4973066117968141,Iris-versicolor
+39,6.897074430963372,3.2475655003061314,6.004175294041421,2.321594671359097,Iris-virginica
+40,5.8386359250318725,3.0,4.460274450101784,1.5463605247350685,Iris-versicolor
+41,5.811627971807783,2.925402088160059,4.57677406792558,1.3848090959894424,Iris-versicolor
+42,4.595242015653586,2.0,1.732367611100461,0.4148943113173801,Iris-versicolor
+43,5.740589289415404,3.0247667172128683,4.202257458709629,1.3594000101289907,Iris-versicolor
+44,5.743753698402578,2.9323959131437642,4.071731766604684,1.331868160306569,Iris-versicolor
+45,5.702014234702191,2.7079935336730987,4.20280389705996,1.2784579432656664,Iris-versicolor
+46,5.807003180263977,2.6253145736976893,4.2300005075415195,1.0170693909622632,Iris-versicolor
+47,5.5808100106793335,3.1586395836759142,4.46751814510226,1.486667921582242,Iris-versicolor
+48,5.331001003781284,3.4402384438459843,1.4744362708201253,0.2770816894780179,Iris-setosa
+49,4.4,3.078604136178541,1.2678207982697223,0.2000178929255082,Iris-setosa
+50,6.2054290325193815,3.4007052769143944,4.604282578138352,1.621443494241854,Iris-versicolor
+51,6.058069823805023,2.6572462859100376,4.841186612539846,1.4330640921893776,Iris-versicolor
+52,7.409534681030664,2.944101163319674,6.443682782952172,1.9607115199851823,Iris-virginica
+53,6.691287541610029,3.052505662465039,4.544038523447312,1.4501089849728919,Iris-versicolor
+54,6.015849425661741,2.7002073027764193,4.449013791903611,1.108732709641262,Iris-versicolor
+55,6.747724597754175,2.977773020311633,5.675896984160772,1.9663648069828972,Iris-virginica
+56,6.351992620651981,3.0984161384667095,4.451261184377674,1.4700737274272224,Iris-versicolor
+57,6.157475070254126,2.4439979950897026,4.527356875356085,1.3168052806646504,Iris-versicolor
+58,5.644267484310203,3.0,4.257599976171787,1.4311661974036858,Iris-versicolor
+59,6.512030547480696,3.0,4.440623888436349,1.3512853854957882,Iris-versicolor
+60,5.396187064118495,3.4253598554532654,1.4947053274056916,0.21018907744870458,Iris-setosa
+61,6.502525845718379,2.5136302921771443,4.740888602587089,1.4859620996481664,Iris-versicolor
+62,4.99818588063354,3.454335584729744,1.4340897766794636,0.18752104205015557,Iris-setosa
+63,5.089837134065554,3.617388810709074,1.4721126277523793,0.4753032599972232,Iris-setosa
+64,5.164592570416606,3.766451292952914,1.870951634917648,0.20585960544523857,Iris-setosa
+65,5.773891084008759,2.755578622083875,4.494074769586298,1.2337527891684195,Iris-versicolor
+66,4.882149831163481,3.0,1.473683059365362,0.1000000990072746,Iris-setosa
+67,7.9,3.826805683242831,6.378749732051171,2.001081068230423,Iris-virginica
+68,6.868109804178758,3.0,5.523233324290651,2.137947086188071,Iris-virginica
+69,5.197496379773664,3.5537247990366594,1.4452640405940362,0.21462498707097338,Iris-setosa
+70,4.54178676896083,3.5462895061387836,1.0,0.21002709599628958,Iris-setosa
+71,4.950583716609475,3.4545574918256325,1.4806940486149958,0.4475347843006263,Iris-setosa
+72,6.389933742085986,2.5045120678330366,4.358519901735187,1.3263770155269803,Iris-versicolor
+73,7.701631744287541,2.558383042542712,6.9,2.327139598065572,Iris-virginica
+74,7.659962193638008,2.763428192756564,6.700656176732721,1.9289821457146656,Iris-virginica
+75,4.595584137940878,3.6163553641418478,1.0,0.21562454924797858,Iris-setosa
+76,5.826442791759178,2.7954647076023718,4.44713178753366,1.164843979535786,Iris-versicolor
+77,6.431028591845434,3.251316840907556,4.502357701137552,1.5738043281178433,Iris-versicolor
+78,4.501190383572022,3.3939200490306694,1.3316710752929513,0.3445712445520829,Iris-setosa
+79,4.401548395117383,2.0,1.3771385208366063,0.13718072223254654,Iris-setosa
+80,5.101484517377757,2.0,4.63991420197789,1.2077295326590134,Iris-virginica
+81,4.486449720021819,2.1765889730843537,1.2903954703242324,0.2874992947952452,Iris-setosa
+82,6.092383099486435,3.330467823680766,4.527971590726037,1.574631186692181,Iris-versicolor
+83,6.766839039417578,2.7651006156866975,5.975083129899629,1.7345229289439403,Iris-virginica
+84,6.743669354813354,3.332363324545602,5.656594392109341,2.5,Iris-virginica
+85,4.870408355879857,3.0220928328090912,1.4260614768956763,0.1000001749540925,Iris-setosa
+86,6.340609156257363,3.0371243232580754,4.5301342841036885,1.5301397437877646,Iris-versicolor
+87,4.956176282853328,2.0,3.525555056705029,0.8757286473387975,Iris-versicolor
+88,7.695890752532532,2.63790401270892,6.899995680897722,2.326702585689734,Iris-virginica
+89,6.015413128039865,2.2559151243479665,4.3060271228021385,1.1820213186177622,Iris-versicolor
+90,4.544227386345083,2.0,1.5584075295637951,0.2759645945277085,Iris-versicolor
+91,5.693333908187309,2.6843230505248927,4.451573286104416,1.179259212177396,Iris-versicolor
+92,5.3990816148456116,2.559898418870847,3.978031493296673,1.2764961807928408,Iris-versicolor
+93,4.797333371393161,3.0,1.3607636674324837,0.1,Iris-setosa
+94,6.7199923389885585,3.023172738618973,4.622708704908519,1.482311076442435,Iris-versicolor
+95,6.711372758517142,3.2658546677320883,5.711636599757477,2.49999941184765,Iris-virginica
+96,6.774804738679499,3.4135145613771285,5.73393330851073,2.5,Iris-virginica
+97,6.257636287130559,3.056691097273227,4.3995654346477435,1.4768753510957895,Iris-versicolor
+98,4.955059126111473,3.062633988680871,1.401071201577817,0.21587018646812364,Iris-setosa
+99,5.187249571201209,3.26208304071059,1.44502645368812,0.18683525008049218,Iris-setosa
+100,5.837672504088925,3.201756056459546,4.552733413167914,1.4527157961932666,Iris-versicolor
+101,5.387313438871235,3.437760865272227,1.8923529551095348,0.2974536756514269,Iris-setosa
+102,6.18717706822384,2.3325441527810202,4.80872244127767,1.5295227950271408,Iris-versicolor
+103,7.530045982408716,3.01873951569159,6.431005044118479,2.115250633076457,Iris-virginica
+104,6.974358718762212,3.031858752079681,5.046850878565351,2.269207036363382,Iris-virginica
+105,4.533594698448351,2.5322824944949587,1.3227658395702577,0.3513677656591587,Iris-setosa
+106,6.512595640193894,2.9747243086083404,5.677179627657442,1.7690904193695043,Iris-virginica
+107,4.400000913379027,2.9785889438330075,1.343743437420712,0.19988241281929683,Iris-setosa
+108,5.630391149446927,2.662424398526352,3.706356505173081,1.3422749023889469,Iris-versicolor
+109,4.9007673250737485,3.4101125192790924,1.5490809991344543,0.19630442413795804,Iris-setosa
+110,4.524782012747676,2.0,3.392988171803445,0.24048078788781116,Iris-versicolor
+111,6.226306726364538,2.2140677887097224,4.668662033128626,1.5032507861147575,Iris-versicolor
+112,4.7532134845699785,2.0,2.4026173957757604,0.3456879451624283,Iris-versicolor
+113,6.165406530190738,3.4200046290034276,5.5261983755629505,2.482260597547778,Iris-virginica
+114,7.899995591845003,3.754941966502113,6.462980376150158,1.9810602682529774,Iris-virginica
+115,6.116402135607194,2.922969273538104,3.9291034733176917,1.175316548646134,Iris-versicolor
+116,4.845807925419873,3.0,1.4490514876997003,0.1,Iris-setosa
+117,5.231173867664471,2.608470249417435,3.3525673683775965,1.1541367350553005,Iris-versicolor
+118,4.4,3.0559697344593126,1.307951433881984,0.2188006687118667,Iris-setosa
+119,6.077657975059527,2.1966619603632833,4.347502525612268,1.3828974655901338,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/3/test.csv b/iris/tab_ddpm/0_3/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/3/train.csv b/iris/tab_ddpm/0_3/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/3/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/3/val.csv b/iris/tab_ddpm/0_3/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/4/synth.csv b/iris/tab_ddpm/0_3/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ed270972233410dda840be139bff922c19a4ba4b
--- /dev/null
+++ b/iris/tab_ddpm/0_3/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.875619445576722,3.1143211797270127,4.610992626003531,1.4788331149750826,Iris-versicolor
+1,7.465613368446979,2.86421983783286,6.449617923780736,1.7644361710108885,Iris-virginica
+2,4.6850447560929265,3.5689278530729136,1.000002283969484,0.2123057969873814,Iris-setosa
+3,7.229293557999316,3.0,6.174175326437016,2.071535268773102,Iris-virginica
+4,6.331732124782644,3.0,5.533568196086756,1.8171430450587645,Iris-virginica
+5,6.151418386579868,2.523674066606608,4.968097049963383,1.5491447985951101,Iris-versicolor
+6,6.588730509119492,2.6456343043154615,4.825972452088967,1.4933156161948544,Iris-versicolor
+7,7.641090480796283,2.5726624787478998,6.9,2.3405012002579184,Iris-virginica
+8,4.691927172759124,3.4403529073943306,1.3018455502734607,0.3609501167083808,Iris-setosa
+9,5.975141141900338,2.872434074999935,4.650864470743188,1.4524717178332087,Iris-versicolor
+10,4.989900307521074,3.5714607364884543,1.4060028621947687,0.2051279909524738,Iris-setosa
+11,7.749661784305742,2.573664987923203,6.9,2.248235057143297,Iris-virginica
+12,6.723698082191445,3.1678071957577645,4.735011541213597,1.508755442758419,Iris-versicolor
+13,4.647119459262935,2.7622869614668746,1.3549307089170286,0.28613017608637026,Iris-setosa
+14,4.601286315432075,2.0,1.7626859950781584,0.2836999318283281,Iris-versicolor
+15,5.72913608569193,2.6833433428786915,4.561393935324742,1.5302235200966647,Iris-versicolor
+16,5.873552341928079,2.6419389763307666,4.963307750041558,1.581155360326591,Iris-versicolor
+17,7.70904010808331,2.572869346685519,6.9,2.3100857616397277,Iris-virginica
+18,5.760892283963556,2.6507155466513734,3.892028280001941,1.1056122897527907,Iris-versicolor
+19,4.907357807694837,3.014807527252494,1.4051910699815262,0.21329072947461786,Iris-setosa
+20,4.622147821245942,3.353608805430171,1.422680806527719,0.21099904450397616,Iris-setosa
+21,6.305603818872253,2.3632490585933676,4.509511903376914,1.3303577694782511,Iris-versicolor
+22,6.3316746012838,2.4614343619095314,4.805970815405553,1.5017594291384992,Iris-versicolor
+23,5.345004614341356,3.3575866171517474,1.5367642242075839,0.32607919679310726,Iris-setosa
+24,4.959073488364929,2.00000131876469,3.5599141404093952,1.155909828164162,Iris-versicolor
+25,5.958635178441543,3.2373774498664543,4.316118709317288,1.520685372253713,Iris-versicolor
+26,4.580788170441651,2.0,3.3087306081487027,0.25366894396348627,Iris-versicolor
+27,4.581176230915891,3.6210165540433836,1.0,0.19853736752554818,Iris-setosa
+28,7.601096726519735,2.8104780306252177,6.627334062803568,1.9939891191100085,Iris-virginica
+29,6.3930670475603035,2.396395227432257,4.875218437649564,1.472128523711277,Iris-versicolor
+30,4.807235178926681,3.0,1.4060408723285933,0.1,Iris-setosa
+31,4.494016469390333,2.315994109811212,1.3595356776681005,0.29111652196767357,Iris-setosa
+32,6.423967984102161,2.9695573343070203,4.4026573075067255,1.3845006941331925,Iris-versicolor
+33,6.149824051126647,2.5679560869272557,4.568110437910459,1.2196757608391748,Iris-versicolor
+34,4.9074033714164536,3.0474245894592995,1.4156169415000102,0.24420823399844088,Iris-setosa
+35,5.9607374569913505,2.6115371901714957,4.401691649005884,1.3256663533264634,Iris-versicolor
+36,6.874212824913259,3.1070342810129654,5.565367616981362,2.2510609620660627,Iris-virginica
+37,6.249575438151254,3.444856424614744,5.55188499134267,2.4227021044882258,Iris-virginica
+38,4.660360852359777,3.3267988746218076,1.4699843451831898,0.19214672127727822,Iris-setosa
+39,6.228822391725101,2.5490917046185957,5.613236934734983,1.4651580194482414,Iris-virginica
+40,7.439034551296752,3.0,6.446809521376085,2.0799444605655006,Iris-virginica
+41,7.699379151156613,2.611213760373399,6.9,2.285481593063087,Iris-virginica
+42,6.035036894424026,2.263334630968065,4.386929325998906,1.4124959485183066,Iris-versicolor
+43,5.572060047145215,2.7992102969331607,3.893858371327541,1.2555524507368103,Iris-versicolor
+44,5.092114641619421,3.7959250038442773,1.4868233112523737,0.21827700571451725,Iris-setosa
+45,4.99343966712197,3.5101891959065994,1.4590838509136737,0.22641147001017994,Iris-setosa
+46,4.4,2.9136845402962854,1.4010623386080971,0.20311810704975947,Iris-setosa
+47,6.336375024033392,3.130629740870756,4.386779249298811,1.4120835520033352,Iris-versicolor
+48,5.374921488234103,3.4443079918588975,1.4944319433120434,0.20225903080954205,Iris-setosa
+49,7.9,3.8223792228279914,6.527575899772396,2.009158972101094,Iris-virginica
+50,6.876312539566771,3.1483308271836354,5.093669720748158,2.296316896932417,Iris-virginica
+51,5.479109735516255,3.7003648622088776,1.4978825245228677,0.3087132570907723,Iris-setosa
+52,7.899988180625292,3.7281522740954505,6.2345180496460335,2.0023100067232136,Iris-virginica
+53,4.6218499917201346,3.5775984038104442,1.0000004461371248,0.20196431323714092,Iris-setosa
+54,6.382367979615627,2.3556926499438644,4.62814895778787,1.34382717927399,Iris-versicolor
+55,6.021625696643392,3.1532150205877727,4.39117142917074,1.5479360408791234,Iris-versicolor
+56,6.648208625079856,3.277612397747337,5.615234059738753,2.2246327162473922,Iris-virginica
+57,5.426859716578633,2.6812971114220283,3.802158785363158,1.3131720027306426,Iris-versicolor
+58,4.861014722602756,3.0,1.4187488115321925,0.10000013810537677,Iris-setosa
+59,5.889667293601955,2.307316345792156,3.7470364765295803,1.163675420264303,Iris-versicolor
+60,6.005678344418999,2.2520984446339893,5.087223309044739,1.5377880324914723,Iris-virginica
+61,5.542015532078614,3.6668949357309737,1.4950779981721543,0.268879445554277,Iris-setosa
+62,4.773122487625623,3.405455519456571,1.4140779991125052,0.25509516602794746,Iris-setosa
+63,5.945470856610177,2.8805026014032173,5.4259937080880905,1.9217657170769615,Iris-virginica
+64,5.54409868124908,2.5428531254829476,3.949634969840571,1.1064688060445753,Iris-versicolor
+65,6.6186051167538915,2.5305702974756006,5.003702127206927,1.4477481493398972,Iris-versicolor
+66,6.602926063986397,3.300225821254783,5.648259961792386,2.5,Iris-virginica
+67,6.437238259385967,2.5071208287886453,4.618984135612452,1.3446098564991422,Iris-versicolor
+68,5.5443164278920225,3.625507510574884,2.1325009357149525,0.2871374774433952,Iris-setosa
+69,6.584947245112935,3.2529081978887096,5.6533980941962225,2.19006635697788,Iris-virginica
+70,6.484094199829037,3.138810889646938,4.745848779478187,1.506009372414043,Iris-versicolor
+71,5.393183198647184,3.6322909655582034,1.444408988930167,0.21180973433851602,Iris-setosa
+72,5.019117603506577,3.437500848224113,1.3829721293452248,0.23459746288917693,Iris-setosa
+73,4.602190064045317,3.5999674876067624,1.0,0.1987510992106921,Iris-setosa
+74,5.373622288942444,3.403682234189802,1.4893380188772767,0.26326066527869946,Iris-setosa
+75,5.217592924082979,3.60920201538347,1.5058136731599112,0.4208322001219591,Iris-setosa
+76,6.680731142017689,2.9586919973321524,4.405892377600086,1.3732347007311527,Iris-versicolor
+77,5.200785114645804,2.6339027709893057,3.894759192427236,1.338491327854179,Iris-versicolor
+78,6.714208795465956,3.2279415212359384,5.62978667537012,2.036560664728634,Iris-virginica
+79,6.167944056215411,2.5553008284261853,4.412524469832497,1.32866370511966,Iris-versicolor
+80,5.823508632569539,2.7701312228894257,4.551760702440696,1.227568463799086,Iris-versicolor
+81,6.733637655511084,3.3296695737063255,5.748029646114451,2.5,Iris-virginica
+82,6.7079995301549635,3.3131570620850987,5.683681202237133,2.5,Iris-virginica
+83,5.365073894650164,3.4082296485057313,1.4418004237428887,0.21289974591121008,Iris-setosa
+84,7.9,3.8275546377375393,6.488373458417394,2.016486105782056,Iris-virginica
+85,6.259438246082464,2.4570677103725105,5.145557934890791,1.7029925169429325,Iris-virginica
+86,6.727503592798982,3.2958063498309964,5.722717125734261,2.5,Iris-virginica
+87,5.0654404738555865,3.828834309004074,1.4937654185300036,0.1793501929926795,Iris-setosa
+88,6.759081956508019,3.1639577928187155,5.725450372567083,2.3123058307918445,Iris-virginica
+89,6.256900576306912,2.63618923859967,5.63115837540074,1.6472462076959298,Iris-virginica
+90,7.650378984668712,2.5863994781113577,6.9,2.3232529293130186,Iris-virginica
+91,5.496835534428965,2.3231817278939837,4.166896436789271,1.1297708306116256,Iris-versicolor
+92,4.58431573784655,2.0,2.272287861688518,0.22509310144592679,Iris-versicolor
+93,5.290716769214487,3.735311447357873,1.4529721279524004,0.22715190225014437,Iris-setosa
+94,5.771694897194792,2.5844522531802347,4.2916068507557235,1.211774585277632,Iris-versicolor
+95,5.0655894405471775,3.439161060071137,1.411167823002686,0.27769941769869955,Iris-setosa
+96,7.9,3.808860875020122,6.4631280063247765,1.9712354996810335,Iris-virginica
+97,5.829661869303184,3.009561700941866,4.475544080700198,1.5552412514102807,Iris-versicolor
+98,4.5566287700730985,2.0,3.4593517936944833,0.33684071852184505,Iris-versicolor
+99,5.619521625269965,2.631250108579767,4.242967786223515,1.124051712042971,Iris-versicolor
+100,5.373623665275721,2.6354806609083545,4.220061122263334,1.239210502941047,Iris-versicolor
+101,6.428657194383066,2.6137307425553016,5.7381692335902335,1.6295009652459267,Iris-virginica
+102,4.4,3.0,1.3491249304467574,0.20014084576249766,Iris-setosa
+103,4.841197867761805,3.0,1.4429821717815836,0.1,Iris-setosa
+104,5.118166155446581,3.7008116898642203,1.427684203888898,0.20797664831938303,Iris-setosa
+105,4.4,2.9633944357187576,1.383697790970028,0.19587880304714783,Iris-setosa
+106,5.889717473454904,2.867198243696098,4.037457097756936,1.3893159184150785,Iris-versicolor
+107,4.774902888850558,3.00526098114719,1.4410252780725472,0.1000001108890175,Iris-setosa
+108,7.682884768091094,2.5833635442508225,6.9,2.315285933037897,Iris-virginica
+109,6.678234931755391,3.3397715629417277,5.692330730805349,2.294037225407838,Iris-virginica
+110,6.281263860205116,2.4165275776728508,4.499139139585951,1.323959917316021,Iris-versicolor
+111,6.437354002019077,2.6787281631722797,4.9254539050013415,1.4923265321815027,Iris-versicolor
+112,4.929367377681297,3.4474324004624357,1.4822330428216393,0.1860804761839811,Iris-setosa
+113,6.3882881712286785,3.0,5.310119150087767,1.8545806165664407,Iris-virginica
+114,6.728008747748209,3.076299345661409,4.641851768883294,1.5187796155639273,Iris-versicolor
+115,6.1443094372601115,2.4987594315953383,5.603127806005894,1.4709427134999462,Iris-virginica
+116,6.848298888221255,2.7052252648810295,6.188769521697076,1.7332775109190734,Iris-virginica
+117,7.698815127682672,2.5617975230544587,6.9,2.312328262976601,Iris-virginica
+118,6.6624748071514865,3.305487986911049,5.787909942509492,2.3758477284462742,Iris-virginica
+119,5.469482537744627,2.5590658437502105,3.84632828586433,1.092033356411878,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/4/test.csv b/iris/tab_ddpm/0_3/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/4/train.csv b/iris/tab_ddpm/0_3/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/4/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/4/val.csv b/iris/tab_ddpm/0_3/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/5/synth.csv b/iris/tab_ddpm/0_3/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0064a869c6325cbc5da92983285009fd7d48765c
--- /dev/null
+++ b/iris/tab_ddpm/0_3/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.553199166059301,2.968799706472383,3.592524736182508,1.427363732634469,Iris-versicolor
+1,4.850665040582545,3.0,1.4456249711825813,0.1000001233517363,Iris-setosa
+2,6.311489343691557,2.3513710674475674,4.8462046394214235,1.5114130366917986,Iris-versicolor
+3,5.372405830763795,2.6257770831553273,4.298238699166031,1.3172749116190217,Iris-versicolor
+4,4.771801512938559,3.34601509528629,1.6668914065327314,0.21634882179470963,Iris-setosa
+5,6.745009593256837,3.271589536174281,5.7272994047722054,2.5,Iris-virginica
+6,5.672145824812201,2.7580836751362448,4.40454762780492,1.2186678266557844,Iris-versicolor
+7,6.824983078110293,3.1673227924595952,5.511544334491244,2.342059204360264,Iris-virginica
+8,7.3233741426846395,3.0,6.328833394834417,2.1100784724027846,Iris-virginica
+9,5.876123359331666,3.469100576244958,4.523368742365417,1.6676205448835097,Iris-versicolor
+10,5.742927161786629,2.420912969859149,4.112304678466964,1.1043090885989593,Iris-versicolor
+11,4.9383801040642314,2.507194504612701,3.2464842699357495,1.1837504252382127,Iris-versicolor
+12,6.059045835497344,2.181753662637044,5.150313277566783,1.4908542964071527,Iris-virginica
+13,5.119549193890917,3.5579277404087124,1.5761902210321472,0.17794721118011586,Iris-setosa
+14,5.304403384108204,3.504159724317992,1.4934233867738838,0.22230867288090186,Iris-setosa
+15,5.659410642610766,2.8268795909513167,4.639405240704548,1.477381535164874,Iris-versicolor
+16,6.380871657005319,3.335915424422551,4.585673940444537,1.5753917240277568,Iris-versicolor
+17,5.811492446947254,2.9479023987145885,4.652856513856447,1.3490930484620378,Iris-versicolor
+18,7.037119781543958,2.975285245771957,6.071940282983235,1.9036360053448733,Iris-virginica
+19,6.697912532104759,3.172784474439604,4.768182019624704,1.4893888793109362,Iris-versicolor
+20,4.684253798870049,2.0,3.124536365211881,0.3082866291935591,Iris-versicolor
+21,6.100320166488442,2.7145373174106804,4.313335394551571,1.305387935922709,Iris-versicolor
+22,4.4,3.1414244429442553,1.3269735563712977,0.19960097637745283,Iris-setosa
+23,4.485724637734997,2.0,1.4952430479113337,0.24937175700882008,Iris-versicolor
+24,6.767242666434038,3.3315646995307233,5.678466681673616,2.5,Iris-virginica
+25,4.4000008330067315,3.1544445353124666,1.2674186191615988,0.21287011800928757,Iris-setosa
+26,4.878154910624057,3.0,1.4475881423588695,0.1,Iris-setosa
+27,4.9273222721339955,3.5574391471440245,1.4029942575411605,0.17842391972024746,Iris-setosa
+28,6.365009497469307,3.2058291147860762,4.484850957371366,1.5281321253901847,Iris-versicolor
+29,6.408540604401307,3.0,5.54796488072876,2.092088366663606,Iris-virginica
+30,6.1164186937260645,2.987053423736163,5.34853014977083,1.6416716183994586,Iris-virginica
+31,7.9,3.8164535193375713,6.309625827349979,2.0048714729500605,Iris-virginica
+32,4.401053378954502,2.0,1.3110390240655727,0.13891097233506133,Iris-setosa
+33,6.0477783800539955,3.2619188503867647,4.308395173104448,1.5330032833710991,Iris-versicolor
+34,6.724700176478632,3.0,5.736532345046841,2.0793311955389373,Iris-virginica
+35,4.400000537674696,3.0,1.4062659023905268,0.20956008753274064,Iris-setosa
+36,5.078493382154298,2.539538734905773,3.7081608199258937,1.291110675166537,Iris-versicolor
+37,6.613573390707674,3.2582020551691864,5.756808918867536,2.325293143279399,Iris-virginica
+38,4.672481221434817,3.2978759785159926,1.4352733243607638,0.2733436643723249,Iris-setosa
+39,5.540995946769577,2.3828080605911985,3.769198967805459,1.077510331609421,Iris-versicolor
+40,5.609021355025977,2.6773812488316873,3.9906255436171945,1.0586209234966242,Iris-versicolor
+41,4.957383785747524,2.0,3.5817043641057325,0.9495561391851488,Iris-versicolor
+42,6.622047121037738,2.528526014154876,5.751597405567212,1.8037992183956504,Iris-virginica
+43,6.435495080068445,3.306594805479086,5.752098766479823,2.3738938230835838,Iris-virginica
+44,4.60845498438034,2.0,3.4733743197649747,0.295105340622267,Iris-versicolor
+45,6.408599053385315,2.6733763421390395,5.005582796081013,1.5520647596597859,Iris-versicolor
+46,5.463075357424157,3.3842593201650133,2.237229632454389,0.22240708313376184,Iris-setosa
+47,5.330422017710141,3.419028988122981,1.4229150683279455,0.1856254622003395,Iris-setosa
+48,5.109352627490367,2.5073156012280755,3.3311583175468025,1.125849197606493,Iris-versicolor
+49,4.563790497104285,3.560841577853893,1.0000003719997184,0.1967536500560636,Iris-setosa
+50,6.022963837127262,2.2410504037011556,5.038918631489674,1.4759948901829547,Iris-virginica
+51,4.405214594781028,2.0,1.395424169273901,0.1222365786431722,Iris-setosa
+52,5.783758932164546,2.8295211383206755,4.6703264401228815,1.6155750558760964,Iris-versicolor
+53,5.302397519209893,3.6622417571940202,1.460996434041848,0.634348117905588,Iris-setosa
+54,5.583653882696004,3.773923249463402,1.611246705915526,0.22669885417464755,Iris-setosa
+55,6.224912816044687,2.6721330806300543,5.301871846246671,1.6769580256647834,Iris-versicolor
+56,4.929716047701523,3.4777926345644232,1.4893310619236095,0.24632739065120057,Iris-setosa
+57,7.079887170053729,3.158060772044608,5.3282838662405085,2.342689768537718,Iris-virginica
+58,6.3798482020589775,2.5703013138892765,4.944518258817755,1.5041710097460337,Iris-versicolor
+59,5.352518680498919,2.4365348542616077,3.34087039264916,1.0187310245884083,Iris-versicolor
+60,5.069817240919933,3.227123247916701,1.4109640874009515,0.22212324819181065,Iris-setosa
+61,7.52331480848648,2.9062382627652807,6.588877182940706,1.9102085562004303,Iris-virginica
+62,6.746876904332423,3.209442960692512,5.740534130123329,2.345846613231255,Iris-virginica
+63,4.866764916062118,3.4402929174825645,1.6505648121225684,0.24096920473367223,Iris-setosa
+64,4.629322743949478,3.490790593062723,1.000001253502633,0.20596968123856327,Iris-setosa
+65,7.9,3.8121356426521658,6.318885724519402,1.909073185506043,Iris-virginica
+66,6.277916277178235,2.7182069415944787,5.155609294396074,1.5538372157831815,Iris-versicolor
+67,6.368131822527954,3.3234956506613433,5.676795753335884,2.3328947958613115,Iris-virginica
+68,7.9,3.818092397427336,6.306962979970655,2.0224908250551925,Iris-virginica
+69,6.2586856821659085,2.8020555760431627,4.293434890100209,1.1231193697977826,Iris-versicolor
+70,6.2864298782018535,3.3710818954400272,5.633080509392582,2.372895548158412,Iris-virginica
+71,5.772413856062329,3.2749906244949702,4.484417330891693,1.5696085999301372,Iris-versicolor
+72,6.077653662665576,2.190421775549361,4.383140934194828,1.3862019111731634,Iris-versicolor
+73,5.581759911522034,2.622452822810996,3.5458840359886863,1.096726884396028,Iris-versicolor
+74,6.5656208377688,2.9265657438150408,4.346824356490878,1.3264230604443699,Iris-versicolor
+75,4.400000759641989,3.0879262462624917,1.2876661852748097,0.19688215043308746,Iris-setosa
+76,5.625805665696335,2.8415726625860533,4.377589063096309,1.3192874043452596,Iris-versicolor
+77,6.7467807781382625,3.0470906754120843,4.644464358665233,1.4779507714095406,Iris-versicolor
+78,4.9923926733622634,3.7384605199262317,1.4920972860246873,0.2033665412670081,Iris-setosa
+79,7.712989499885174,2.551327741297432,6.9,2.2950160155706496,Iris-virginica
+80,6.0123240045562465,2.585028746490663,3.8178059943385563,0.9734814271478371,Iris-versicolor
+81,5.814896092561997,2.5811429325710136,5.468396317856756,1.5090952196935001,Iris-virginica
+82,5.930371201861298,2.646282743723465,4.650372814283952,1.2415634505378446,Iris-versicolor
+83,5.706594694325414,3.1385317625623648,4.209788039681589,1.4441556050400686,Iris-versicolor
+84,5.728574343634361,2.9020455398273715,4.247138186349464,1.1845024085326816,Iris-versicolor
+85,4.928159157160667,3.2478934121768344,1.492261606040183,0.17374012353882162,Iris-setosa
+86,5.343556007656262,3.3655107172870666,1.6256830244432707,0.4155716149368731,Iris-setosa
+87,5.780336050647495,2.938077061206228,4.038059750721931,1.3465894344614955,Iris-versicolor
+88,6.712828234359611,3.3217132879526927,5.696899738329045,2.5,Iris-virginica
+89,5.5457267906974685,2.6194343895189585,3.785029780041957,1.063602695952429,Iris-versicolor
+90,5.418192803608651,2.6163637513307436,4.297364198900494,1.4720395443522412,Iris-versicolor
+91,6.611150070218809,3.0,4.448219295439868,1.4651626361509191,Iris-versicolor
+92,6.466051979919674,2.709652470422265,4.5952885984315035,1.310488448926931,Iris-versicolor
+93,5.8330077016489845,2.5195723377234236,5.228227625054547,1.564333224611639,Iris-virginica
+94,4.400001680195049,3.0,1.3845486692391087,0.22949550904361116,Iris-setosa
+95,6.117254279657976,2.3256649773873734,4.467627698998418,1.498198978548137,Iris-versicolor
+96,5.8340072344735745,2.849177290338288,4.399495384702536,1.3066800455587515,Iris-versicolor
+97,6.616614090308036,3.0,5.48485865888592,2.158132796888184,Iris-virginica
+98,6.749823760052593,3.086488564210214,5.563051608813625,2.0012072743145293,Iris-virginica
+99,5.960382053347487,2.9300155359172813,4.478660173118431,1.2198373998950318,Iris-versicolor
+100,5.57918897198074,2.7869317972955323,3.679245539374353,1.264570669112031,Iris-versicolor
+101,5.109035931204568,3.5618831024011497,1.38713736527103,0.2205864171623218,Iris-setosa
+102,5.538470866603159,2.5438912989351348,4.216874571097709,1.04281563434693,Iris-versicolor
+103,5.008217339436687,3.43549398539183,2.4657781643845764,0.21948648576972277,Iris-setosa
+104,6.309205804716368,2.203073345194956,4.523210362754085,1.4757944160006091,Iris-versicolor
+105,6.691717904015178,2.7923955922264745,4.577849367702504,1.3600805909617484,Iris-versicolor
+106,5.249558585861966,3.7517591254909854,1.4702965093584437,0.20574842080641592,Iris-setosa
+107,4.628334526197303,3.5758047168483826,1.0,0.19150724759587348,Iris-setosa
+108,4.4000010318911595,3.1298892398435774,1.3360183443542366,0.206483980432486,Iris-setosa
+109,5.03982843105736,3.1760185040281113,1.4478481141778372,0.20310163865340217,Iris-setosa
+110,7.67157357550683,2.624012639047521,6.899995409023161,2.3043111432037517,Iris-virginica
+111,4.874225003803932,3.085810052183946,1.4798989962956743,0.10000015162920896,Iris-setosa
+112,4.661383111095374,2.0,2.0708559606468073,0.2770347503330707,Iris-versicolor
+113,5.792444682630778,2.5456000664162675,4.221599309307138,1.134724562747273,Iris-versicolor
+114,6.237693588642354,3.0,5.6297608144491935,2.107389640718166,Iris-virginica
+115,4.506765962489899,2.0,2.982410975333503,0.2704246320888951,Iris-versicolor
+116,6.962153346082913,2.6275372313608734,6.1627513374577045,1.8135760790339415,Iris-virginica
+117,6.511471577226795,3.3017005019167702,4.59592974629681,1.525768316866587,Iris-versicolor
+118,7.691429494218327,2.7723801718704353,6.671629411354086,1.9740360449658416,Iris-virginica
+119,5.998666278119603,3.14355266257445,4.272288508487361,1.5247255326234557,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/5/test.csv b/iris/tab_ddpm/0_3/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/5/train.csv b/iris/tab_ddpm/0_3/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/5/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/5/val.csv b/iris/tab_ddpm/0_3/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/6/synth.csv b/iris/tab_ddpm/0_3/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d549248c72e07bb99dc83a8efb703fc8bd898c57
--- /dev/null
+++ b/iris/tab_ddpm/0_3/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.745549657098723,2.6148987024165837,4.114710595773026,1.1008320977154695,Iris-versicolor
+1,7.9,3.813123994448983,6.375907571213288,2.025143526168038,Iris-virginica
+2,5.869389735356188,2.6301529957831353,5.312887546918736,1.6144019619747645,Iris-virginica
+3,5.729008401054397,3.0,4.4085179842546305,1.4599814051400781,Iris-versicolor
+4,5.7307017890205545,2.843145094326206,4.230050485471817,1.1390168197568704,Iris-versicolor
+5,6.430899464484665,2.4448624652801154,4.7464177496609725,1.4633707828033506,Iris-versicolor
+6,5.077365467427739,3.6865025039816053,1.4308958639212621,0.2098908056199744,Iris-setosa
+7,6.719669584081746,3.311651776081192,5.709302159550999,2.5,Iris-virginica
+8,6.70593632035488,3.2913112654721663,5.715163291906209,2.5,Iris-virginica
+9,6.775582866357269,3.257066072537059,5.668779197576072,2.2454782087528082,Iris-virginica
+10,6.619495419581091,3.0,4.480021776761609,1.4401231552368037,Iris-versicolor
+11,4.742840852173001,3.0,1.3238949185580295,0.1,Iris-setosa
+12,6.700971384889449,3.3750468215671794,5.632990066623426,2.5,Iris-virginica
+13,6.478492280232499,3.038405401057634,4.737190796773243,1.4565320158660366,Iris-versicolor
+14,7.9,3.820190189136983,6.399732820268098,1.9880614924939148,Iris-virginica
+15,6.72669396330074,3.3090010539615067,5.715426943781973,2.5,Iris-virginica
+16,5.191618050387559,3.4312156539538146,1.4779833944590854,0.48296425917211283,Iris-setosa
+17,4.918346934883531,3.1078115154495314,1.4887584829069067,0.10000010576160354,Iris-setosa
+18,6.328043272784404,2.4309737869309913,4.761103555052706,1.4850147809022005,Iris-versicolor
+19,5.644243119412273,3.8180359379183844,1.8868063731681823,0.2966264283361962,Iris-setosa
+20,6.634496636474465,3.0,4.587190423123961,1.4597717656154692,Iris-versicolor
+21,6.775785550300316,3.0,5.701927004375435,2.2280545910191925,Iris-virginica
+22,6.736464267001889,3.2364295540294976,5.872303418281935,2.3280340354887996,Iris-virginica
+23,4.928363693625112,3.3539836827305063,1.485085653339422,0.28319484913591014,Iris-setosa
+24,4.768283338612795,3.0,1.3978835669017529,0.2998824101890764,Iris-setosa
+25,7.730658861952152,2.934098865995191,6.671861215203626,1.8459761375877868,Iris-virginica
+26,6.295688178547672,2.4020319566286554,4.919269594769304,1.5245013391148399,Iris-versicolor
+27,4.8154814160011625,3.0,1.3591708641037101,0.10000013572705191,Iris-setosa
+28,6.615987980610176,3.080313615671129,5.136404108378041,1.9629750305772793,Iris-virginica
+29,5.968602649993176,2.6762781338899497,5.091195085800136,1.6129008639735531,Iris-versicolor
+30,6.541450821046225,2.734784843691816,5.9537978217952245,1.63068240030027,Iris-virginica
+31,5.356024116612174,3.89999462299412,1.3612252288569215,0.35342311040969615,Iris-setosa
+32,5.929927042759355,3.0879904374449514,4.561362914383241,1.662814873263043,Iris-versicolor
+33,6.168714794411441,2.3452349640050367,5.003607917483037,1.7649574844172382,Iris-virginica
+34,6.712209121631249,3.2443392452030837,5.5350062512257985,2.3672114306211496,Iris-virginica
+35,4.966595454425421,3.365791520782194,1.3989371237884751,0.24760354116379593,Iris-setosa
+36,6.597274617191416,3.2610699454998446,5.529336270970978,2.2492047150989745,Iris-virginica
+37,6.515807138834656,2.791440376470945,4.858931873074599,1.396996175265609,Iris-versicolor
+38,6.5911978077758056,2.9338427645737197,4.41888441061768,1.3442991786614806,Iris-versicolor
+39,4.705351721589899,2.936221937230918,1.347759937389823,0.30634257578284185,Iris-setosa
+40,6.716289844992384,3.270075964922759,5.667490588500882,2.5,Iris-virginica
+41,6.756546242304158,3.3598476300832867,5.717365739996016,2.5,Iris-virginica
+42,6.263606884254499,2.717382468850554,5.616002955979325,1.6211778000899562,Iris-virginica
+43,4.870306272641911,3.095819133809872,1.4403214492090723,0.1,Iris-setosa
+44,6.682638556622713,3.0,4.485598745454904,1.4734145451830243,Iris-versicolor
+45,5.775731191295674,2.8291078172996103,4.4559398171193205,1.3062143123376915,Iris-versicolor
+46,6.068029562742497,2.8912358124163156,4.6556191119476225,1.3312829463432978,Iris-versicolor
+47,6.393489576397332,2.8210525746934687,5.0919186922012685,2.04695487539261,Iris-virginica
+48,7.9,3.834999927023408,6.449506901142863,1.945806737002209,Iris-virginica
+49,6.440638417135305,3.3521493541588794,5.712155764359052,2.3686541543476283,Iris-virginica
+50,4.4,3.0,1.360529963064553,0.2072165138701443,Iris-setosa
+51,6.0456897418249005,3.0625245960259084,4.388604102404248,1.473376961476394,Iris-versicolor
+52,5.494725675979876,3.9,1.3239261695671272,0.4176962496135968,Iris-setosa
+53,5.174249723953646,3.552192086618108,1.4182798500816673,0.20690010106582546,Iris-setosa
+54,6.296976337426288,3.1188561006231743,5.695879711276139,2.2326040316909834,Iris-virginica
+55,6.6875362097574,3.2173886207649938,5.677024828278847,2.4999981257165347,Iris-virginica
+56,5.4063722027303776,3.9,1.2659995524745775,0.5613458076140263,Iris-setosa
+57,5.071553166097884,3.788875618524663,1.4852064393506095,0.25353743604930135,Iris-setosa
+58,7.899998966718504,3.7916493529640474,6.372275328886418,1.970374027066403,Iris-virginica
+59,5.483680122712306,2.6812651592809,3.9566911600337766,1.344791660148748,Iris-versicolor
+60,4.403212484700831,2.0,1.414711348924155,0.13257937560896849,Iris-setosa
+61,6.249028300785657,2.6252055656888347,5.36609154425046,1.8319584786020386,Iris-virginica
+62,6.755385929623483,3.2157047861159667,5.749700609685503,2.268880760602351,Iris-virginica
+63,5.9618425451691826,2.6822060297017867,4.455784931784788,1.1649244852332663,Iris-versicolor
+64,6.194163490348949,3.3348803832594243,4.669249891640176,1.6175848211589143,Iris-versicolor
+65,4.4,2.9098045393992504,1.4134884956807647,0.19176175935239265,Iris-setosa
+66,7.8999975309448836,3.830378823249006,6.306991368859466,1.9498074098883855,Iris-virginica
+67,5.495131065467812,3.0,3.8687048931467594,1.291696579280488,Iris-versicolor
+68,5.586685643097701,2.5034722032191823,3.9258336798177345,1.0463701434902433,Iris-versicolor
+69,5.494437792700135,3.6467041529563167,1.7608956720978637,0.44689468146299904,Iris-setosa
+70,4.65740749701781,2.80087572786867,1.3002090919654128,0.21283528413621436,Iris-setosa
+71,6.25789079781455,3.1439074611254494,4.581413412456446,1.5422129988961157,Iris-versicolor
+72,5.69810434018745,3.1128448201890735,4.418786952240422,1.4227857923173777,Iris-versicolor
+73,5.3913882737044885,2.587665370308238,3.5676392299959794,1.09865467918483,Iris-versicolor
+74,7.248219532218296,3.0,6.075816864381273,2.1698222597410872,Iris-virginica
+75,4.886241853778286,2.349753272879856,2.7196939334731924,0.8880990722128144,Iris-versicolor
+76,6.439285472959344,2.9632560473768828,5.526534097188063,1.888065711642345,Iris-virginica
+77,6.1281117488864,3.4019376472308855,4.691391052144289,1.6749053843223054,Iris-versicolor
+78,6.657042752705168,3.1015276913091565,5.090571934251328,2.08492395614729,Iris-virginica
+79,6.638362710541934,3.0,4.48403296609026,1.4608295353726068,Iris-versicolor
+80,6.237550715025729,2.308102838564808,4.893446475939899,1.5283042335705754,Iris-versicolor
+81,7.676885817890462,2.8507958297228915,6.672985802583779,2.0309269794144997,Iris-virginica
+82,5.328189465950457,2.8102989033811,3.8985597295217604,1.4237323022493966,Iris-versicolor
+83,6.05876947377097,3.3043535490919616,4.437609887374421,1.5574750278218816,Iris-versicolor
+84,5.159987229847535,2.5912447683115403,3.8624117854538813,1.3166558282513745,Iris-versicolor
+85,7.899997462385553,3.8174164186524098,6.483541540067279,1.9748453125252259,Iris-virginica
+86,7.331825578174499,3.0,6.246658437236867,2.1169191234480227,Iris-virginica
+87,5.599452447169267,2.7067739816462955,4.424768073562594,1.359512979097221,Iris-versicolor
+88,7.335096783410051,3.0,6.279011154699605,2.052548363125924,Iris-virginica
+89,6.086387949153219,2.88557431796536,4.748543259781635,1.4712094781104816,Iris-versicolor
+90,6.759079082009715,3.068361815946142,5.330892509511748,2.1004615474984534,Iris-virginica
+91,5.595365387990522,3.712843190951661,1.9428703309211501,0.2693051747597443,Iris-setosa
+92,7.9,3.813868470574101,6.536623677811081,2.0507312824382344,Iris-virginica
+93,4.78060244908205,3.0,1.4025495810847202,0.10000009476821162,Iris-setosa
+94,6.88658848172105,3.1517972751899177,5.822966208066637,2.0171249662434056,Iris-virginica
+95,6.9300988334477,3.153556175714612,5.624268374401121,2.3617990840998613,Iris-virginica
+96,6.206810000192116,3.0,4.572197922238486,1.4615199798635867,Iris-versicolor
+97,6.7600120039714415,3.228393794720438,5.774882253230073,2.293504077332971,Iris-virginica
+98,4.551452360100461,2.0,2.5161117787091447,0.24198508601446717,Iris-versicolor
+99,5.019994192308032,3.0548699129696884,1.46622587012621,0.18334633401991002,Iris-setosa
+100,4.951629479478177,3.030411257368355,1.4360126241600777,0.25684688003800615,Iris-setosa
+101,7.9,3.797398908018706,6.490900366662369,2.0220540429072953,Iris-virginica
+102,6.0540905625114885,2.3228165847695075,4.666353349109037,1.5100976899817697,Iris-versicolor
+103,6.07505413070868,2.940075390937957,4.4343020388761,1.3058665253226558,Iris-versicolor
+104,5.922144643237751,3.0,4.169683104369968,1.5221164969361447,Iris-versicolor
+105,5.3762528126584606,3.9,1.242369398130755,0.34343368161207066,Iris-setosa
+106,5.316677807360001,2.563064404678017,3.6313849283849393,1.0850907145978466,Iris-versicolor
+107,5.043037845858005,3.396737076365813,1.6200214204253718,0.28757163119505424,Iris-setosa
+108,5.313641982115058,3.760989970320418,1.5992217766383958,0.2167900454973019,Iris-setosa
+109,6.001148841870733,2.113876210860162,4.120115556899276,1.2772725003546617,Iris-versicolor
+110,5.4802962777564606,2.8987923491831715,3.938366472733769,1.3326004749028466,Iris-versicolor
+111,6.731459710495045,2.814004323306533,4.787307889912191,1.4122652079332745,Iris-versicolor
+112,7.9,3.819813803788775,6.450098956318435,1.9995778182243866,Iris-virginica
+113,6.440963773475335,2.409026924555195,5.578702154182385,1.783438134473938,Iris-virginica
+114,7.377625986917496,2.9476612894925402,6.299778659091994,1.9315953558438665,Iris-virginica
+115,6.758218958881045,3.118214511976824,5.243943398420121,2.164475711397424,Iris-virginica
+116,5.101896532429202,2.0000049522129304,3.601654649934333,1.100445092904615,Iris-versicolor
+117,7.737263054413905,2.5994916876014758,6.9,2.3218025718088238,Iris-virginica
+118,7.6765106737239295,2.62353276439158,6.9,2.3207213405255787,Iris-virginica
+119,6.08922400622456,2.8880337622179013,4.890284950679076,1.554142756345553,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/6/test.csv b/iris/tab_ddpm/0_3/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/6/train.csv b/iris/tab_ddpm/0_3/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/6/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/6/val.csv b/iris/tab_ddpm/0_3/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/7/synth.csv b/iris/tab_ddpm/0_3/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2289e7de92fa1298502bf54df8b90d506f4cc879
--- /dev/null
+++ b/iris/tab_ddpm/0_3/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.490104915047068,2.229792777206922,1.2999347180238665,0.27846333562495246,Iris-setosa
+1,4.663848006397539,2.9440490175500713,1.4010534850605738,0.2748170040249469,Iris-setosa
+2,7.107327419519912,3.097074828170741,5.011977640910293,2.3152376722640104,Iris-virginica
+3,5.707253640574745,3.0,3.7946465335988924,1.394409135300669,Iris-versicolor
+4,6.711271576295801,3.346097227987279,5.759123800108824,2.5,Iris-virginica
+5,6.663245553716809,3.2978838561251202,5.717855609291828,2.357172851979839,Iris-virginica
+6,5.37662583282718,3.8999862996228285,1.346797097092194,0.5240222763764946,Iris-setosa
+7,5.701297405099844,2.6727129754667933,3.993566969336068,1.1199243630381572,Iris-versicolor
+8,6.416714856174719,3.416321661255499,5.617844124253074,2.374947891709326,Iris-virginica
+9,5.921982299122743,3.0,5.1737112125663245,1.7464158564406647,Iris-virginica
+10,4.400000853033622,3.0,1.4023976910717297,0.23039105928817094,Iris-setosa
+11,4.849089650026519,3.058673892609221,1.418606144420798,0.1,Iris-setosa
+12,4.89818494943738,3.4790918297350713,1.4795976019112906,0.24983224605713938,Iris-setosa
+13,4.636065408851953,3.6249382242198847,1.0,0.19482157660560034,Iris-setosa
+14,4.612490174010854,3.5016676597482563,1.0002360032156261,0.22976235030500394,Iris-setosa
+15,6.150445051958893,2.5704692442157255,5.64056828712249,1.4780759536956003,Iris-virginica
+16,4.400000787552424,2.9210502700971217,1.4086886106024907,0.2060924385820596,Iris-setosa
+17,6.346114789861103,2.3578967499293446,5.488286031589003,1.6874758108830261,Iris-virginica
+18,5.473459048453189,3.9,1.2191481207723869,0.39448857958634637,Iris-setosa
+19,6.1041722223531805,3.0,5.523114897997004,1.8362563206106128,Iris-virginica
+20,7.9,3.816377631392586,6.418062349468125,1.9217672431696553,Iris-virginica
+21,6.779991208458384,3.324740579111989,5.72325044217182,2.5,Iris-virginica
+22,6.146933524769179,3.0,4.69466408239894,1.3410924281936505,Iris-versicolor
+23,5.922963380557506,2.165049546399058,4.0827844520807055,1.2855196265280033,Iris-versicolor
+24,7.212391538381284,2.8348163289651573,6.154755489118268,1.8119686404230362,Iris-virginica
+25,6.716431182374346,3.3411552227191272,5.725971664432449,2.5,Iris-virginica
+26,7.727151089105865,2.784998233242174,6.795567616163688,2.011249802426986,Iris-virginica
+27,7.749534228502629,2.678872328323337,6.896348398382164,2.1377958949355733,Iris-virginica
+28,4.950928059699047,3.4449377861887434,1.4341175933482326,0.4766327325571088,Iris-setosa
+29,7.727554039623102,2.641322438461268,6.899998490736401,2.2910019490274167,Iris-virginica
+30,6.3048834696442055,2.9845351991419666,4.432466681299301,1.3303304930651334,Iris-versicolor
+31,5.336217552393051,3.8381717839683387,1.495311516592174,0.22228487190136056,Iris-setosa
+32,5.3618558691505225,2.437490292125561,3.473881834635674,1.0570603815328803,Iris-versicolor
+33,7.706070068773021,2.59597721825379,6.899998838119788,2.2897524391627124,Iris-virginica
+34,6.262994135288037,3.211701220478623,4.403380746734407,1.5437190766280389,Iris-versicolor
+35,4.400000462542088,3.234695334842882,1.3317416061826468,0.20302658491568323,Iris-setosa
+36,4.74862081384299,2.948476934975341,1.366438054109508,0.22500549580572457,Iris-setosa
+37,5.131520289517603,3.497444690616593,1.681410209435245,0.19742286785793234,Iris-setosa
+38,6.661860096150444,3.3231772912750763,5.685369554720768,2.5,Iris-virginica
+39,6.053403665447807,2.316957909854105,4.329732398326134,1.3092804767415178,Iris-versicolor
+40,6.76520864148592,3.0,4.678016417139869,1.4920516613295394,Iris-versicolor
+41,7.9,3.8296477734921273,6.4185055624189475,1.9770331061364323,Iris-virginica
+42,6.37313274590184,2.605124507753952,4.324423283473772,1.1896444129819572,Iris-versicolor
+43,4.924491588759136,2.0,3.300721007151691,0.6237938841634647,Iris-versicolor
+44,5.1341795365076575,3.3963726217787444,1.4169824511943279,0.2585389034429573,Iris-setosa
+45,4.922565673279967,3.1535216456704176,1.4853636334756692,0.10000009354825648,Iris-setosa
+46,6.317657877493983,2.491940117061096,4.925818652403237,1.9314354632447284,Iris-virginica
+47,6.707960627822034,2.886064827485153,4.518270646360268,1.397531916248858,Iris-versicolor
+48,5.0410072118919524,2.000149879818211,3.5948706776443853,1.038345006884913,Iris-versicolor
+49,6.675798186650995,3.1416330872928615,5.794832808724558,2.3539985051932444,Iris-virginica
+50,4.543615652536024,3.6154400167984324,1.0000003679068563,0.2171179807476676,Iris-setosa
+51,6.275568569843721,2.870295463761578,4.680508221408882,1.1813938482016217,Iris-versicolor
+52,4.597590712373891,3.4040703065798166,1.4126773212071624,0.3441484092472952,Iris-setosa
+53,7.7183461346390185,2.6158163055365584,6.899989279821753,2.2650090397119955,Iris-virginica
+54,7.743343269253217,2.8750921283129074,6.714247230041336,1.9333611932375157,Iris-virginica
+55,7.899998004569036,3.801931306841969,6.346840225384804,2.0243925762441313,Iris-virginica
+56,6.5539455515615535,2.775692299750858,5.733153009188542,1.5875358623017535,Iris-virginica
+57,5.995927235616339,2.5914920002572424,5.556772573329913,1.3686261141202782,Iris-virginica
+58,6.46253995220921,2.4862829813581397,5.5684597671653195,1.8832936095177437,Iris-virginica
+59,5.9307173806142455,2.920108447997076,5.534837721383028,1.9181192608426454,Iris-virginica
+60,6.774166511426446,3.4173847882816055,5.674635844863328,2.5,Iris-virginica
+61,5.602224756220318,2.5274296416979682,4.011565586594559,1.0687305114095207,Iris-versicolor
+62,6.1172753523502115,2.9065769401526755,5.442428206043939,1.8042312509248437,Iris-virginica
+63,5.850366135724035,2.469380790528773,4.335034674249038,1.0698206190071553,Iris-versicolor
+64,5.710343743489091,2.650025778677446,3.861186620356581,1.0417307985487647,Iris-versicolor
+65,5.029764631198038,2.530499128647181,2.68704067141077,1.1784302247294893,Iris-versicolor
+66,4.894638655678171,3.023128901620267,1.4873880708317373,0.10000009005212826,Iris-setosa
+67,6.313447005848611,2.5127567550815457,5.118790394322593,1.5715989373546027,Iris-versicolor
+68,5.43603376470247,2.8274030016548934,4.411865596430064,1.3944894264965926,Iris-versicolor
+69,5.519275511772723,2.932200715398608,3.86841198415065,1.229448558730665,Iris-versicolor
+70,4.8840330716433344,2.0,3.0437157206615195,0.8318964412996015,Iris-versicolor
+71,6.0567868650530725,3.0270266707707045,4.524119838256328,1.5351372502180103,Iris-versicolor
+72,5.420557442595826,3.802892076622718,2.3617013896032213,0.27611770477382647,Iris-setosa
+73,5.506339600497475,3.8999996159698576,1.3586734850992683,0.710190994458402,Iris-setosa
+74,5.807666271557366,3.789878557559009,1.4962656830783923,0.3679787707212507,Iris-setosa
+75,7.69904492336984,2.607258404970176,6.899998886462602,2.2603562295496795,Iris-virginica
+76,5.226056821652874,2.4204612350405785,3.471983585153928,0.9781399756566687,Iris-versicolor
+77,6.292138565790023,2.345655903805646,4.40098261218645,1.2737201706300656,Iris-versicolor
+78,6.3527828396338535,3.264241904321926,4.713603562498255,1.5822914896664309,Iris-versicolor
+79,4.75118079195491,3.0,1.4220198518345575,0.1,Iris-setosa
+80,7.703332743164326,2.6120475373487437,6.89999733363701,2.27883653051802,Iris-virginica
+81,6.574934769235886,3.0776382251531103,5.57517310838079,2.0229823543331538,Iris-virginica
+82,6.17605985267901,2.965686125418498,5.518251736556404,2.0448415290435413,Iris-virginica
+83,7.899998997131954,3.775374594410178,6.451943325822208,1.9189270813172472,Iris-virginica
+84,5.870419127466827,3.477669218421422,2.2823988063062144,0.2809116961945883,Iris-setosa
+85,5.936984928434129,2.819588051639348,5.5137493057936515,1.5402471674079634,Iris-virginica
+86,5.741937872049001,3.0,4.5783388832388106,1.4264235777461367,Iris-versicolor
+87,7.586475074377912,2.8308573607739502,6.527870319880498,1.9976886728253342,Iris-virginica
+88,4.400001880009083,3.3628367745879175,1.3117247943876915,0.19482524873334056,Iris-setosa
+89,5.079518428354035,3.7917338407662022,2.0958951316824193,0.31266912130186897,Iris-setosa
+90,6.006580855270027,3.1608862073085353,4.6502450266254,1.5699431144857483,Iris-versicolor
+91,5.0407838118295,3.4056902150441983,1.3385681257580317,0.21751259881203627,Iris-setosa
+92,5.402350705501534,3.8999995914938754,1.289563568575554,0.49566932902404115,Iris-setosa
+93,6.033018524518596,2.8462624080539394,4.615285620557877,1.2397996903165243,Iris-versicolor
+94,5.659614638843004,2.781220371114157,4.010102382099297,1.2172282978805813,Iris-versicolor
+95,6.109108147900426,3.296635407236539,4.490525290157955,1.536066673589602,Iris-versicolor
+96,7.649709624308843,2.613025253617314,6.9,2.372923179437024,Iris-virginica
+97,6.716997133122054,3.3636572553061206,5.6822580483750595,2.5,Iris-virginica
+98,6.140321288939269,2.5679840882802054,4.943580400927205,1.5758440158883036,Iris-versicolor
+99,4.600475970412995,3.583500335863335,1.0,0.20466132222936018,Iris-setosa
+100,7.899998651444745,3.7389873429585485,6.290502102578779,1.9395376183797781,Iris-virginica
+101,5.039336442710587,3.1694937797426754,1.4839747280800777,0.28779532827034415,Iris-setosa
+102,5.754712619847025,3.0,4.2172635895324015,1.4574986812890345,Iris-versicolor
+103,7.761052007780311,2.8021114270053253,6.744736523901185,2.0267358144314294,Iris-virginica
+104,6.123381198671906,2.274400991150396,4.6026598455897,1.4385708155947747,Iris-versicolor
+105,4.705201985836857,3.479044674114713,1.402286568759979,0.27007322891023283,Iris-setosa
+106,6.700215231403258,3.0627638374549004,5.678774206885783,2.0272283705751555,Iris-virginica
+107,5.888970744146271,3.423028235949814,4.471536966967944,1.6400670367540584,Iris-versicolor
+108,6.178077412260927,2.22446952521721,4.577849950847115,1.5254807226644043,Iris-versicolor
+109,7.731032782490879,2.6447639189633843,6.9,2.319045272674431,Iris-virginica
+110,5.984610392383695,3.336836902427056,4.505773610439633,1.5639284814165628,Iris-versicolor
+111,5.359397852872979,2.529934213516533,3.657211411799917,1.1042493118647765,Iris-versicolor
+112,6.703711460161613,3.264894087392187,5.727649761217781,2.1621912146271858,Iris-virginica
+113,6.750488097592286,3.2897198094147226,5.7049152710063415,2.5,Iris-virginica
+114,5.919904732703308,3.3530354790980463,4.459586105228529,1.6140204939971066,Iris-versicolor
+115,7.614583509992151,2.742307117751899,6.658120852043753,1.9870095063723272,Iris-virginica
+116,5.856268174605523,3.2456939661330995,4.358067410976369,1.488052902912712,Iris-versicolor
+117,6.5500092005776045,3.280394130815727,5.532379370572039,2.0443587630221165,Iris-virginica
+118,7.9,3.8351501548869567,6.364064794074576,2.0198268989084376,Iris-virginica
+119,5.969563521392026,2.7030749769759193,4.3218208583705975,1.0702848932631406,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/7/test.csv b/iris/tab_ddpm/0_3/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/7/train.csv b/iris/tab_ddpm/0_3/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/7/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/7/val.csv b/iris/tab_ddpm/0_3/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/8/synth.csv b/iris/tab_ddpm/0_3/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8c536332dc975abc68869cf7aef11f4d12434752
--- /dev/null
+++ b/iris/tab_ddpm/0_3/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.795557076864241,3.0529652527438262,5.514952438994389,2.100214820675794,Iris-virginica
+1,5.542756528341889,2.9250879719972778,4.6329556649765955,1.4143002568539051,Iris-versicolor
+2,5.272590628808114,3.5646708771383953,1.4701067532820236,0.24268614154486806,Iris-setosa
+3,5.133018858235397,3.7773935824922447,1.5333133635812897,0.19541932588113606,Iris-setosa
+4,6.0578819839861415,2.7141447356004784,4.545781039583354,1.1525496859785753,Iris-versicolor
+5,5.8999960575678925,2.718002279387085,4.494313842983431,1.1281772174620621,Iris-versicolor
+6,5.855979972196787,2.474821154143296,4.46903225410343,1.2486677683908023,Iris-versicolor
+7,5.476969982198381,3.478280005133454,1.9073678082517378,0.36395017715426803,Iris-setosa
+8,5.996089370718734,2.6306411439102675,4.663691675937983,1.345105071465805,Iris-versicolor
+9,6.761715367261229,3.0,5.644903207304722,1.9363327745759595,Iris-virginica
+10,4.822698273771227,2.4171164194521477,3.3077284770609694,0.9200798450682104,Iris-versicolor
+11,7.792181165146317,2.855548847371787,6.800804192526692,2.0765562053883193,Iris-virginica
+12,5.951422835177176,2.110602727644092,4.117846580304523,1.2407472842018188,Iris-versicolor
+13,6.443348751931571,3.2241245577220012,5.589350783900398,2.1083809539682172,Iris-virginica
+14,5.017127518750016,3.488969824358852,1.3522658655168351,0.21717955798549055,Iris-setosa
+15,6.244820647574616,2.17484361434562,4.415956046334018,1.3735590551283183,Iris-versicolor
+16,4.94155955183924,3.4548571108898782,1.4886454713942758,0.3582576208619877,Iris-setosa
+17,4.523967993407416,2.0,3.01085909248558,0.22132060146947533,Iris-versicolor
+18,5.929277625798661,3.307167519934561,4.463950085773683,1.610780054252413,Iris-versicolor
+19,4.873861156182498,3.2682605973277155,1.2844632148076818,0.24009910470880363,Iris-setosa
+20,6.176642880649956,2.591529154527829,5.008556957973553,1.910216054847166,Iris-virginica
+21,6.284965373702317,2.632131801854144,5.673169251071836,1.4388760276129857,Iris-virginica
+22,6.006770433518705,2.2901664889103577,4.980253725058491,1.6606516811326626,Iris-virginica
+23,7.654098990668886,2.5772413058983883,6.9,2.29322211451061,Iris-virginica
+24,4.6078521776186125,3.6203287987552923,1.00000145291575,0.19536264132748407,Iris-setosa
+25,5.503407669276743,2.693187970390783,4.308390693909242,1.16565546075047,Iris-versicolor
+26,5.393654550509442,3.4341761660744097,1.7389843019414344,0.24241801293032197,Iris-setosa
+27,4.6685106220799675,3.409425055952954,1.4368626206093171,0.24718271421193594,Iris-setosa
+28,4.551071435993705,2.0,2.1914370621045167,0.29183753056258466,Iris-versicolor
+29,6.307212674038769,2.513517804769792,4.9972669958788645,1.9158394697682324,Iris-virginica
+30,7.699240548092594,2.6186733406479945,6.9,2.325152621200686,Iris-virginica
+31,4.4,3.143083814057116,1.2914917340280527,0.1959208995791427,Iris-setosa
+32,4.894219335268397,3.4194680087938676,1.536364828438327,0.20007604451978017,Iris-setosa
+33,5.939271444111073,2.9408272562026183,5.206650904520206,1.8511520374010053,Iris-virginica
+34,4.659328052014317,2.0,1.932176414877977,0.4419538967291119,Iris-versicolor
+35,6.135633121774466,2.7485538869034736,5.636919263665962,1.5399162570291116,Iris-virginica
+36,7.763536442647871,2.7841070602420417,6.780031918321362,2.0168215890201022,Iris-virginica
+37,5.106008174245712,3.5399088295580947,1.4087989899429196,0.1850832009996824,Iris-setosa
+38,6.5162678730384185,2.548262146347114,4.864981674827815,1.4350677275316346,Iris-versicolor
+39,4.936821040256118,3.038176598297614,1.410351612134775,0.2145515425593591,Iris-setosa
+40,6.351306376701965,2.7424035351225604,4.970153756785627,1.4763466725087715,Iris-versicolor
+41,5.404778024047353,3.717588361790651,1.5883426116054198,0.3151828028881026,Iris-setosa
+42,4.59664070214495,2.0,2.4411742174457913,0.7838686719521321,Iris-versicolor
+43,5.998385869223491,2.6600151615265717,5.12178821289511,1.5347447052389918,Iris-versicolor
+44,6.467412504114905,3.177675293711085,5.4243661736890045,2.055633238264268,Iris-virginica
+45,5.4011656055880435,3.767194521972043,1.7410422111160706,0.20743972068134578,Iris-setosa
+46,4.985607833658896,2.450215348687589,3.6230129796874,1.083774716396862,Iris-versicolor
+47,7.703596655349699,2.581530896945449,6.9,2.284485596674375,Iris-virginica
+48,7.545134192190002,2.9255817086071776,6.569439027936399,1.938011409598512,Iris-virginica
+49,4.4000007621834945,3.0,1.4062372995834707,0.22045806605047702,Iris-setosa
+50,5.771419009352615,3.254101631298841,4.480471678510151,1.62398002495427,Iris-versicolor
+51,4.822098685727963,3.0,1.419205407391386,0.10000011415630618,Iris-setosa
+52,6.362983000446259,3.3939827354419205,5.651020063759561,2.3279566645885583,Iris-virginica
+53,4.940051297451954,3.411147980894623,1.4198571903208788,0.19096317645056743,Iris-setosa
+54,5.24572991024356,3.5543200146475495,1.770276449025954,0.24343740916973958,Iris-setosa
+55,6.411407600929938,2.622924273704074,4.489043735144467,1.1884131502004156,Iris-versicolor
+56,6.106365734130576,2.646935569527336,5.04701815972261,1.5756364550266684,Iris-versicolor
+57,5.4033006076960595,2.60833110432406,4.219719478795581,1.212602805869806,Iris-versicolor
+58,7.4617865846222955,3.0251820837681835,6.4414880857089285,2.2001625320437324,Iris-virginica
+59,6.140752566800652,3.4090728096666827,4.6554450242325025,1.6620175330831906,Iris-versicolor
+60,4.941734218804315,3.1288967204629476,1.4737541036617803,0.2146069184256142,Iris-setosa
+61,6.593195137683218,3.0264546516290904,5.887839607918164,2.236082506553089,Iris-virginica
+62,5.845882878487475,3.0,3.80098531842267,1.4148574067364532,Iris-versicolor
+63,6.9779527098400385,2.9423307648460684,4.80578377832297,1.4307745696992415,Iris-versicolor
+64,5.018545198976597,3.4579779548066836,1.3491702557063454,0.2514485696998334,Iris-setosa
+65,5.388867644585831,3.3304402637462407,2.033932997777133,0.28114173060543346,Iris-setosa
+66,5.556492488622464,2.8649678786300523,4.271914349995861,1.3955692300452316,Iris-versicolor
+67,5.891438908868843,3.041526204328588,4.927366078464792,1.810915674367299,Iris-virginica
+68,7.9,3.7757847968946816,6.382567706346186,2.0080375186135613,Iris-virginica
+69,6.689657985249513,3.2644360265448293,5.707769504670393,2.5,Iris-virginica
+70,6.780196841806939,3.196587358600557,4.995935549431031,2.237946970416882,Iris-virginica
+71,5.93101759330406,3.016108010909457,4.4573364375008495,1.5651147120858278,Iris-versicolor
+72,6.012802192441806,3.220490421159789,4.505263338694993,1.4720837864216338,Iris-versicolor
+73,4.7869259421790495,3.4709157708557736,1.0006386477823253,0.1752385549128853,Iris-setosa
+74,5.010625120195162,3.2306322627650244,1.468706964287358,0.21086686359518825,Iris-setosa
+75,5.617265469199837,2.4533608791325183,4.094586004177842,1.1253477139582846,Iris-versicolor
+76,7.899998561030506,3.798117224121997,6.355267218570028,1.9417132509533552,Iris-virginica
+77,5.229686793319272,2.6057595999948546,4.23663621289123,1.3697298927147856,Iris-versicolor
+78,6.669363811553575,3.3485087490963865,5.716322641310079,2.5,Iris-virginica
+79,6.929790703118487,3.0037542549652714,5.772034523042429,2.1812599525973724,Iris-virginica
+80,4.729854765738047,3.0,1.411987296732848,0.2672889008309876,Iris-setosa
+81,5.793254870590246,2.6323381957813057,4.5350640470093415,1.0133454150942998,Iris-versicolor
+82,5.781686320761492,3.167102765769745,4.567508577939072,1.4897990104775767,Iris-versicolor
+83,5.619926921275541,3.0,4.108766343165,1.3058422300074866,Iris-versicolor
+84,7.728093085793914,2.6038983043550985,6.9,2.3562964514402487,Iris-virginica
+85,6.105057348543499,3.389275736868793,4.650181293250959,1.5715744642773009,Iris-versicolor
+86,4.652935380117342,2.770600723951218,1.3956713249433639,0.23749408069436873,Iris-setosa
+87,7.709592188883569,2.827052700575509,6.719612484522352,2.0424860681364527,Iris-virginica
+88,5.858431496736813,2.952526908096846,4.331235688164712,1.4716598251281796,Iris-versicolor
+89,4.968072721812375,2.0,3.617311341262468,0.876082810000193,Iris-versicolor
+90,5.174865442007382,3.4053425525403553,1.4958074248096622,0.33348945609242575,Iris-setosa
+91,4.725057821368297,3.392721052355102,1.32874551898494,0.46882819953405785,Iris-setosa
+92,6.121990153051776,2.9665142964189237,4.591344442166273,1.4913600016093072,Iris-versicolor
+93,4.820387758043532,2.0,2.4168382307660705,0.46494614375768073,Iris-versicolor
+94,4.692102492701848,2.8725700036896855,1.3158613122009362,0.23939101744743616,Iris-setosa
+95,6.065620448397053,2.3730822856638483,4.229589704498175,1.1637604293846686,Iris-versicolor
+96,6.172237446872803,3.2683828690887107,4.617699764263145,1.6158749349716017,Iris-versicolor
+97,5.400105439132174,3.4064531181435966,1.732931905116588,0.24113980621341022,Iris-setosa
+98,5.023705307588315,3.5724476048547222,1.469364694185491,0.20154897831329413,Iris-setosa
+99,5.080273911078508,3.427453068025835,1.5778809532080136,0.22620319381168624,Iris-setosa
+100,4.567727158634535,2.62231709920677,1.2853580719854913,0.3099528606903188,Iris-setosa
+101,5.429792246788453,3.685407318756757,1.9310272949507836,0.47194556412829686,Iris-setosa
+102,6.006128646690219,2.1596856302312473,4.399009600453042,1.4648481675945926,Iris-versicolor
+103,5.109692626711392,3.844478054075307,1.8840887634774348,0.19902057157576675,Iris-setosa
+104,5.704481077145529,3.0,4.859753424802148,1.8776356589285574,Iris-virginica
+105,6.60386876883122,3.035229017850512,4.6744919114931465,1.516754097529586,Iris-versicolor
+106,6.639554485902651,3.1291784363170483,4.6495588618218555,1.5206051922169483,Iris-versicolor
+107,4.800782859450711,3.0386845934503186,1.4443826624764315,0.1,Iris-setosa
+108,4.67877120769402,3.439763667734394,1.4893881790505055,0.19144977167658533,Iris-setosa
+109,4.800461059484852,3.0,1.405895055193721,0.1,Iris-setosa
+110,6.736804768101417,3.2723012682197536,5.716308919510616,2.5,Iris-virginica
+111,5.054233043578847,3.570469599291824,1.4032493560660675,0.19026213147572518,Iris-setosa
+112,7.7362654006885485,2.980275414357279,6.699384419914093,1.996511904797075,Iris-virginica
+113,6.585861684277721,2.9038806843623965,4.554454627750483,1.320570253421942,Iris-versicolor
+114,5.6802985741489,2.7671024915263356,4.141980227373583,1.3125175554409088,Iris-versicolor
+115,6.329660291997071,2.421480575917514,4.932016483428683,1.494816976257282,Iris-versicolor
+116,7.4465547811954815,3.0,6.449873672701361,2.064434070074701,Iris-virginica
+117,6.831231190065019,3.0,5.10358304701953,2.269684060767774,Iris-virginica
+118,6.358719822799095,2.3737654582742147,4.695375342429694,1.4611517446524274,Iris-versicolor
+119,6.170445748134903,2.6640466249904637,4.6004143671503614,1.2775183819017655,Iris-versicolor
diff --git a/iris/tab_ddpm/0_3/8/test.csv b/iris/tab_ddpm/0_3/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/8/train.csv b/iris/tab_ddpm/0_3/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/8/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/8/val.csv b/iris/tab_ddpm/0_3/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/9/synth.csv b/iris/tab_ddpm/0_3/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3f5c5a948edd29220a8e9442b1a58f8ecb43cf6f
--- /dev/null
+++ b/iris/tab_ddpm/0_3/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.323096505723945,3.4038559894631963,1.4449844208285842,0.20411158267875956,Iris-setosa
+1,6.900722459781182,3.0,5.177546413861413,2.2190476271059367,Iris-virginica
+2,5.149554420496515,2.5108800022313695,3.8025925796716753,1.0930142580596975,Iris-versicolor
+3,5.149787183473529,3.3495516751852046,1.4604862275896793,0.21167586329797472,Iris-setosa
+4,5.387834878493382,3.5601928924954924,2.0590961745948073,0.21076821775258386,Iris-setosa
+5,5.620820886800422,2.793589253639844,4.077822278174942,1.062645679673604,Iris-versicolor
+6,4.89351396893919,3.101028755179025,1.484282173313511,0.10000009761084669,Iris-setosa
+7,5.394169428017058,3.9,1.3333808863151533,0.37087151796288265,Iris-setosa
+8,5.3277015242542305,3.8018903009887484,1.8303865248979625,0.21749675432246252,Iris-setosa
+9,5.188860917602857,2.803908638961448,4.07494618700095,1.4413805563981332,Iris-versicolor
+10,5.90639863195472,2.39219889400476,4.242746442469906,1.0778134235037005,Iris-versicolor
+11,5.172888770262384,3.467095238641388,1.3968898997104666,0.203216528944563,Iris-setosa
+12,5.94127391618024,3.1481267454520205,4.703634807881299,1.5431981014398017,Iris-versicolor
+13,5.953980074958621,3.352547739908739,4.425475573561652,1.5390204777498206,Iris-versicolor
+14,7.708447790755551,2.8040943162826095,6.700717597380754,1.9204083661653675,Iris-virginica
+15,5.350559495865045,3.7883824460058295,1.4899492145939495,0.3101594076524861,Iris-setosa
+16,4.963243226710229,3.623748141320182,1.4219308424898376,0.1865279760490678,Iris-setosa
+17,6.598558265420743,3.268559572322386,5.753590320289088,2.32185001858763,Iris-virginica
+18,6.568434732731382,3.337485212481981,5.622788069464639,2.263654775337723,Iris-virginica
+19,6.106595160675092,2.9907363036960533,4.271866672497025,1.3729750840189545,Iris-versicolor
+20,5.76332945697455,2.860224615206218,4.719635096437473,1.405045847784941,Iris-versicolor
+21,4.790980708311499,3.433845939341746,1.495739644696467,0.2747790197494565,Iris-setosa
+22,6.440228902811048,2.7672371219546696,4.482095991209271,1.377692436770973,Iris-versicolor
+23,6.2649507586434865,2.993799349177451,5.150825719955835,1.9320844510333979,Iris-virginica
+24,4.830331117243361,3.025217623390741,1.4399016427815343,0.10000014644960474,Iris-setosa
+25,4.881754529276174,3.0451827526252084,1.4657947364015174,0.10000012581270498,Iris-setosa
+26,7.69412677884305,2.8269590299208116,6.696048988334592,1.9571351625100217,Iris-virginica
+27,6.279425235509444,3.0,4.867239468555305,1.4889133619482764,Iris-versicolor
+28,4.400000541403576,3.0,1.3795852064274055,0.2078228372848482,Iris-setosa
+29,6.21399630283049,2.6945743595846463,4.399663521184602,1.2488248613988902,Iris-versicolor
+30,4.597470732469047,3.544176322985456,1.0,0.19984877668718423,Iris-setosa
+31,7.078345828369728,3.102948666426648,5.090543277610139,2.3513758121735853,Iris-virginica
+32,5.155069281818601,3.416106550747673,1.4054959709298052,0.2065119464721659,Iris-setosa
+33,6.475706471138396,3.232803328984089,5.359840963191558,2.0124032046062794,Iris-virginica
+34,7.899998563635517,3.8136106526111933,6.32817228691644,2.0238519985041807,Iris-virginica
+35,6.395393709241661,3.2817161316027,5.216218026747115,2.0191153081368105,Iris-virginica
+36,5.371206135561292,3.8998597537180095,1.4007520188232028,0.2662856507600439,Iris-setosa
+37,6.648271898438605,3.0,5.1111849957121285,2.0316235266041036,Iris-virginica
+38,5.637093499267244,2.6460192150299338,3.9788455748701725,1.137104545392578,Iris-versicolor
+39,6.009921421302142,3.2545938279953184,4.511363933033221,1.4981045820671477,Iris-versicolor
+40,6.432749314943652,2.6909860495435693,4.60782721107405,1.184572707924209,Iris-versicolor
+41,6.01484136632308,3.174119586636299,4.575236041729601,1.4904339428595084,Iris-versicolor
+42,6.292323634613892,2.734432814672044,5.553608519121754,1.6211100403150194,Iris-virginica
+43,4.510360907875845,2.3844044831800186,1.3333469654788983,0.3720541033556255,Iris-setosa
+44,5.541391063023194,2.9124184218538915,4.3056106127885485,1.399410005820443,Iris-versicolor
+45,6.0072210180114665,2.7637068699953717,5.132966864745292,1.945324361056242,Iris-virginica
+46,6.4047542863704265,3.2178585641159834,4.7437918502468746,1.5785104217660284,Iris-versicolor
+47,6.515676421034528,2.44180217054818,5.61201890703696,1.8712693695196956,Iris-virginica
+48,6.511530264685609,3.2852295885123075,5.20057842519712,2.1296523058175953,Iris-virginica
+49,7.899998967841723,3.801606778726776,6.4696233875159965,2.033462572118486,Iris-virginica
+50,5.054773576781264,3.7600372423477015,1.4721785549408835,0.19188214889536243,Iris-setosa
+51,7.284861260323757,3.2434889888532408,6.016787568998518,2.302637756380255,Iris-virginica
+52,6.364568163672668,2.3218367259473234,4.596742332016758,1.4562702880297276,Iris-versicolor
+53,4.507468343397772,2.0,1.7207164459976905,0.2281548661259552,Iris-versicolor
+54,6.525431070262244,3.235101800481639,5.020923675009715,2.0810264355419306,Iris-virginica
+55,5.2692286166497295,3.404707405362695,2.2732587653228546,0.2412051830193346,Iris-setosa
+56,5.57473055377527,3.9,1.2420207774656151,0.38847266877204223,Iris-setosa
+57,4.889103561438667,3.1115964077524825,1.433752410938548,0.2174338601244643,Iris-setosa
+58,5.1533135061900675,3.5051061408530213,1.4497400364887616,0.19105696008009085,Iris-setosa
+59,7.899996319346531,3.7657166732954552,6.474579484517016,2.0096032653474825,Iris-virginica
+60,5.174857221878544,3.629722958354783,1.4883366615632656,0.18412677466656208,Iris-setosa
+61,7.899980994711449,3.676239091349298,6.4610054064923315,1.9850507963410353,Iris-virginica
+62,6.735013582903882,2.965663368953988,5.911218237886598,2.078282471520541,Iris-virginica
+63,5.2120583124121795,2.384358506104153,3.3239853553419856,0.9515682684590501,Iris-versicolor
+64,5.464193774422112,2.5699522182105183,4.1593279193730055,1.1470615393481443,Iris-versicolor
+65,6.700430532046979,3.319674665912744,5.67007443218322,2.5,Iris-virginica
+66,5.368853322967968,3.4925537416147394,1.456155004366444,0.52308061523099,Iris-setosa
+67,7.750356795503179,2.5629317150486157,6.9,2.3129158606466644,Iris-virginica
+68,4.4,2.846657929042448,1.4111745180172095,0.2025032093301933,Iris-setosa
+69,4.977885241132526,2.5047838393579838,2.957788271420557,1.2957236487624844,Iris-versicolor
+70,5.234046494105955,3.4612597778080225,1.4468798999398882,0.18541064634157067,Iris-setosa
+71,5.8863832746757865,2.819464131541757,4.3301124534266195,1.1153195331686558,Iris-versicolor
+72,6.884470979212633,3.0,6.002507780560698,2.02524047396738,Iris-virginica
+73,5.9916580503471,3.0,4.408834434014748,1.2858480553846874,Iris-versicolor
+74,6.710134305663338,3.2787123206462128,5.692193007477101,2.5,Iris-virginica
+75,5.04321844989575,3.8096777560435133,1.4639990762781263,0.2105815754106629,Iris-setosa
+76,6.502651619656059,3.0,5.285027064387808,1.9194067903077268,Iris-virginica
+77,7.6890716145536935,2.5518037285313984,6.9,2.325617280039639,Iris-virginica
+78,4.987354905644392,2.0000005983079308,3.545089672982835,0.9254350269552087,Iris-versicolor
+79,6.766918923733325,3.2374070705807836,5.765717299458863,2.333088768045914,Iris-virginica
+80,7.350312996210306,3.0,6.304418492540791,2.150244650725137,Iris-virginica
+81,4.688353980983162,3.3801191523546317,1.4449688596128816,0.3890374443013696,Iris-setosa
+82,6.393561848729451,2.361484078035708,5.52430104869182,1.7420866696031263,Iris-virginica
+83,4.895476719189391,3.10007777171156,1.4839055004010617,0.1,Iris-setosa
+84,5.55514097908699,2.5844682296983454,3.636178384234912,1.1753066733908875,Iris-versicolor
+85,5.385260246289873,3.9,1.259357179688482,0.5566229869907635,Iris-setosa
+86,6.329615732385741,2.876691394885605,4.372694700014906,1.2264992597752522,Iris-versicolor
+87,5.543550709304278,2.9332898445306115,4.274890002921385,1.192260244833641,Iris-versicolor
+88,4.780970807137644,3.0,1.4392973357309902,0.1,Iris-setosa
+89,6.990427683732625,3.198302690474654,5.614106284336872,2.3136807811408895,Iris-virginica
+90,5.436134182413686,3.786146002193568,1.4893965768202169,0.28355939748239817,Iris-setosa
+91,5.875853546712612,2.7554599600644694,4.579143295735866,1.5145910951230128,Iris-versicolor
+92,4.599418213154013,3.589956363671772,1.0,0.20623628555101722,Iris-setosa
+93,6.121628324841502,2.4736598492947373,5.393724258476024,1.5177835597085299,Iris-virginica
+94,6.249052989724874,2.55565447722697,4.905150475005796,1.5533168400552473,Iris-versicolor
+95,6.971136226950655,3.0186390300258714,5.498895100370473,2.184622382412777,Iris-virginica
+96,5.058330160525845,3.704149059030762,1.4342758150661539,0.18905728969005653,Iris-setosa
+97,5.051382739365521,3.6813510526398643,1.4049143420216585,0.21425620713647064,Iris-setosa
+98,5.585325898053044,2.414130653556849,4.034100793733099,1.2099743336021749,Iris-versicolor
+99,6.407191514111491,3.1489545603034443,4.4831255669733086,1.5427144530682129,Iris-versicolor
+100,5.038080301993479,3.2351190432419954,1.4620472331181655,0.3795318165855031,Iris-setosa
+101,6.2735480957998675,3.1062201959902644,4.487136653587929,1.5705570338439099,Iris-versicolor
+102,6.272187548296842,2.6361166158182545,4.663771259240545,1.3161438818395512,Iris-versicolor
+103,6.749362186873382,3.2884903340439338,5.630463458454882,2.2566300797804435,Iris-virginica
+104,6.422752433917187,2.914401555748731,4.753378372180352,1.4371961319353197,Iris-versicolor
+105,4.6307766813818345,2.0,2.76595164108816,0.29383225117527634,Iris-versicolor
+106,7.710714634368868,2.622340450028931,6.899995915909724,2.3168193801454864,Iris-virginica
+107,5.720657698780276,2.6844287433002205,4.189629034291703,1.072828798792557,Iris-versicolor
+108,6.1026517073404225,2.6666700052730747,5.241322884400509,1.6324356258350472,Iris-versicolor
+109,4.709062022632907,2.973580068226127,1.3184237201376598,0.4111279891514253,Iris-setosa
+110,6.136310003593523,2.2588284758068062,5.029174337292786,1.7791500797445872,Iris-virginica
+111,5.512970670060555,3.355537126512119,2.0769243044244403,0.2468478580831334,Iris-setosa
+112,7.685312412070745,2.6215038533728046,6.9,2.2869882499296836,Iris-virginica
+113,5.621208856175832,2.526663382059673,4.221166874601219,1.1506820436641436,Iris-versicolor
+114,6.842686663941268,2.961104439371844,4.651964074321023,1.4190653719919766,Iris-versicolor
+115,6.295962189055628,2.513199105909012,4.812256141434301,1.5340530477811638,Iris-versicolor
+116,6.463197288783549,3.0,4.342091241519674,1.3972561924111626,Iris-versicolor
+117,5.038375200574349,3.7271956374032333,1.4393227077208697,0.2006897714241494,Iris-setosa
+118,6.036052828122393,2.2360487087286964,4.908472098933739,1.5635535752912224,Iris-virginica
+119,5.355939719876389,3.9,1.3064719126510977,0.47525455891986124,Iris-setosa
diff --git a/iris/tab_ddpm/0_3/9/test.csv b/iris/tab_ddpm/0_3/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/9/train.csv b/iris/tab_ddpm/0_3/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/0_3/9/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_3/9/val.csv b/iris/tab_ddpm/0_3/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/0_3/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/0_3/params.json b/iris/tab_ddpm/0_3/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..026a7cc7ab77b4a802e3004f1459a1b24d019cfa
--- /dev/null
+++ b/iris/tab_ddpm/0_3/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bde1f8a574e191399d6a2166bfd7f77e3f967bf207a4a26d03c52505306a502c
+size 330
diff --git a/iris/tab_ddpm/0_3/tab_ddpm_eval.ipynb b/iris/tab_ddpm/0_3/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..ed30caa928f65f1f2dc1f478c9ec8229fcd86bd8
--- /dev/null
+++ b/iris/tab_ddpm/0_3/tab_ddpm_eval.ipynb
@@ -0,0 +1,1768 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "c096adc1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:35.773713Z",
+     "iopub.status.busy": "2024-07-22T03:23:35.772872Z",
+     "iopub.status.idle": "2024-07-22T03:23:48.234793Z",
+     "shell.execute_reply": "2024-07-22T03:23:48.233782Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.474384,
+     "end_time": "2024-07-22T03:23:48.237368",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:35.762984",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 92%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "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": "6edf7b60",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:48.260672Z",
+     "iopub.status.busy": "2024-07-22T03:23:48.260302Z",
+     "iopub.status.idle": "2024-07-22T03:23:48.268672Z",
+     "shell.execute_reply": "2024-07-22T03:23:48.267785Z"
+    },
+    "papermill": {
+     "duration": 0.022118,
+     "end_time": "2024-07-22T03:23:48.270624",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:48.248506",
+     "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": "1be34c39",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009605,
+     "end_time": "2024-07-22T03:23:48.289840",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:48.280235",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "598ddec1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:48.311197Z",
+     "iopub.status.busy": "2024-07-22T03:23:48.310896Z",
+     "iopub.status.idle": "2024-07-22T03:23:48.318019Z",
+     "shell.execute_reply": "2024-07-22T03:23:48.317152Z"
+    },
+    "papermill": {
+     "duration": 0.01998,
+     "end_time": "2024-07-22T03:23:48.319976",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:48.299996",
+     "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": "b4c74f97",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:48.341240Z",
+     "iopub.status.busy": "2024-07-22T03:23:48.340947Z",
+     "iopub.status.idle": "2024-07-22T03:23:48.346232Z",
+     "shell.execute_reply": "2024-07-22T03:23:48.345359Z"
+    },
+    "papermill": {
+     "duration": 0.01847,
+     "end_time": "2024-07-22T03:23:48.348232",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:48.329762",
+     "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 = 3\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/0_3\"\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 = 0.1\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "dc312667",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:48.370653Z",
+     "iopub.status.busy": "2024-07-22T03:23:48.370346Z",
+     "iopub.status.idle": "2024-07-22T03:23:48.375879Z",
+     "shell.execute_reply": "2024-07-22T03:23:48.375061Z"
+    },
+    "papermill": {
+     "duration": 0.019052,
+     "end_time": "2024-07-22T03:23:48.377858",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:48.358806",
+     "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": "46463ca0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:48.399341Z",
+     "iopub.status.busy": "2024-07-22T03:23:48.399094Z",
+     "iopub.status.idle": "2024-07-22T03:23:49.663896Z",
+     "shell.execute_reply": "2024-07-22T03:23:49.662745Z"
+    },
+    "papermill": {
+     "duration": 1.278298,
+     "end_time": "2024-07-22T03:23:49.666286",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:48.387988",
+     "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": "06c79ce5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:49.689556Z",
+     "iopub.status.busy": "2024-07-22T03:23:49.689199Z",
+     "iopub.status.idle": "2024-07-22T03:23:50.680127Z",
+     "shell.execute_reply": "2024-07-22T03:23:50.678985Z"
+    },
+    "papermill": {
+     "duration": 1.005209,
+     "end_time": "2024-07-22T03:23:50.682409",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:49.677200",
+     "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": "3fd72185",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:50.706315Z",
+     "iopub.status.busy": "2024-07-22T03:23:50.705528Z",
+     "iopub.status.idle": "2024-07-22T03:23:50.714951Z",
+     "shell.execute_reply": "2024-07-22T03:23:50.714080Z"
+    },
+    "papermill": {
+     "duration": 0.023494,
+     "end_time": "2024-07-22T03:23:50.716975",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:50.693481",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/0_3\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": "1ffbbee3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:50.741432Z",
+     "iopub.status.busy": "2024-07-22T03:23:50.741086Z",
+     "iopub.status.idle": "2024-07-22T03:23:51.102255Z",
+     "shell.execute_reply": "2024-07-22T03:23:51.101074Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.376279,
+     "end_time": "2024-07-22T03:23:51.104779",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:50.728500",
+     "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": "d45cf2a9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:51.129510Z",
+     "iopub.status.busy": "2024-07-22T03:23:51.128905Z",
+     "iopub.status.idle": "2024-07-22T03:23:52.765621Z",
+     "shell.execute_reply": "2024-07-22T03:23:52.764760Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.65136,
+     "end_time": "2024-07-22T03:23:52.768077",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:51.116717",
+     "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": "06e6add2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:52.796784Z",
+     "iopub.status.busy": "2024-07-22T03:23:52.796317Z",
+     "iopub.status.idle": "2024-07-22T03:23:52.804351Z",
+     "shell.execute_reply": "2024-07-22T03:23:52.803628Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.024019,
+     "end_time": "2024-07-22T03:23:52.806458",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:52.782439",
+     "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": "0b0d73cd",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:52.833335Z",
+     "iopub.status.busy": "2024-07-22T03:23:52.832964Z",
+     "iopub.status.idle": "2024-07-22T03:23:52.837800Z",
+     "shell.execute_reply": "2024-07-22T03:23:52.836823Z"
+    },
+    "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": 0.021181,
+     "end_time": "2024-07-22T03:23:52.840118",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:52.818937",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "4d634748",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:52.864189Z",
+     "iopub.status.busy": "2024-07-22T03:23:52.863917Z",
+     "iopub.status.idle": "2024-07-22T03:23:52.985113Z",
+     "shell.execute_reply": "2024-07-22T03:23:52.984291Z"
+    },
+    "papermill": {
+     "duration": 0.135978,
+     "end_time": "2024-07-22T03:23:52.987432",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:52.851454",
+     "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": "f86bec3b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:53.014194Z",
+     "iopub.status.busy": "2024-07-22T03:23:53.013863Z",
+     "iopub.status.idle": "2024-07-22T03:23:57.379446Z",
+     "shell.execute_reply": "2024-07-22T03:23:57.378652Z"
+    },
+    "papermill": {
+     "duration": 4.382028,
+     "end_time": "2024-07-22T03:23:57.381979",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:52.999951",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 03:23:54.789237: 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 03:23:54.789295: 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 03:23:54.790837: 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": "f9c16c6a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:57.407002Z",
+     "iopub.status.busy": "2024-07-22T03:23:57.406368Z",
+     "iopub.status.idle": "2024-07-22T03:23:57.412055Z",
+     "shell.execute_reply": "2024-07-22T03:23:57.411166Z"
+    },
+    "papermill": {
+     "duration": 0.019916,
+     "end_time": "2024-07-22T03:23:57.413982",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:57.394066",
+     "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": "88db89fe",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:57.439085Z",
+     "iopub.status.busy": "2024-07-22T03:23:57.438810Z",
+     "iopub.status.idle": "2024-07-22T03:24:00.227344Z",
+     "shell.execute_reply": "2024-07-22T03:24:00.226503Z"
+    },
+    "papermill": {
+     "duration": 2.804034,
+     "end_time": "2024-07-22T03:24:00.229901",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:57.425867",
+     "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": "ac60e8f8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:24:00.257518Z",
+     "iopub.status.busy": "2024-07-22T03:24:00.257204Z",
+     "iopub.status.idle": "2024-07-22T03:24:00.263192Z",
+     "shell.execute_reply": "2024-07-22T03:24:00.262338Z"
+    },
+    "papermill": {
+     "duration": 0.022222,
+     "end_time": "2024-07-22T03:24:00.265146",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:00.242924",
+     "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": "2dbce38a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:24:00.289901Z",
+     "iopub.status.busy": "2024-07-22T03:24:00.289590Z",
+     "iopub.status.idle": "2024-07-22T03:24:00.787285Z",
+     "shell.execute_reply": "2024-07-22T03:24:00.786455Z"
+    },
+    "papermill": {
+     "duration": 0.512901,
+     "end_time": "2024-07-22T03:24:00.789762",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:00.276861",
+     "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": "e9dd92f3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:24:00.817679Z",
+     "iopub.status.busy": "2024-07-22T03:24:00.817317Z",
+     "iopub.status.idle": "2024-07-22T03:24:00.823316Z",
+     "shell.execute_reply": "2024-07-22T03:24:00.822350Z"
+    },
+    "papermill": {
+     "duration": 0.022385,
+     "end_time": "2024-07-22T03:24:00.825305",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:00.802920",
+     "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": "ceb7319f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:24:00.850186Z",
+     "iopub.status.busy": "2024-07-22T03:24:00.849919Z",
+     "iopub.status.idle": "2024-07-22T03:24:00.897344Z",
+     "shell.execute_reply": "2024-07-22T03:24:00.896622Z"
+    },
+    "papermill": {
+     "duration": 0.062158,
+     "end_time": "2024-07-22T03:24:00.899406",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:00.837248",
+     "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": "5b5d8015",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:24:00.927518Z",
+     "iopub.status.busy": "2024-07-22T03:24:00.927212Z",
+     "iopub.status.idle": "2024-07-22T03:24:00.932459Z",
+     "shell.execute_reply": "2024-07-22T03:24:00.931647Z"
+    },
+    "papermill": {
+     "duration": 0.020873,
+     "end_time": "2024-07-22T03:24:00.934384",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:00.913511",
+     "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": "49973b50",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:24:00.959476Z",
+     "iopub.status.busy": "2024-07-22T03:24:00.959003Z",
+     "iopub.status.idle": "2024-07-22T03:24:00.962799Z",
+     "shell.execute_reply": "2024-07-22T03:24:00.961954Z"
+    },
+    "papermill": {
+     "duration": 0.018472,
+     "end_time": "2024-07-22T03:24:00.964725",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:00.946253",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "252c0c22",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:24:00.990070Z",
+     "iopub.status.busy": "2024-07-22T03:24:00.989402Z",
+     "iopub.status.idle": "2024-07-22T03:24:00.995223Z",
+     "shell.execute_reply": "2024-07-22T03:24:00.994409Z"
+    },
+    "papermill": {
+     "duration": 0.020492,
+     "end_time": "2024-07-22T03:24:00.997150",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:00.976658",
+     "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": "74ecd516",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:24:01.022355Z",
+     "iopub.status.busy": "2024-07-22T03:24:01.021821Z",
+     "iopub.status.idle": "2024-07-22T03:24:01.027881Z",
+     "shell.execute_reply": "2024-07-22T03:24:01.027165Z"
+    },
+    "papermill": {
+     "duration": 0.020663,
+     "end_time": "2024-07-22T03:24:01.029783",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:01.009120",
+     "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": "bc323dad",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:24:01.056687Z",
+     "iopub.status.busy": "2024-07-22T03:24:01.056407Z",
+     "iopub.status.idle": "2024-07-22T03:24:01.064430Z",
+     "shell.execute_reply": "2024-07-22T03:24:01.063580Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023764,
+     "end_time": "2024-07-22T03:24:01.066359",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:01.042595",
+     "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": "6fb01850",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:24:01.091522Z",
+     "iopub.status.busy": "2024-07-22T03:24:01.091256Z",
+     "iopub.status.idle": "2024-07-22T03:24:40.953401Z",
+     "shell.execute_reply": "2024-07-22T03:24:40.952564Z"
+    },
+    "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": 39.877512,
+     "end_time": "2024-07-22T03:24:40.955892",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:01.078380",
+     "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 1000/8483 MLoss: 0.0 GLoss: 0.3529 Sum: 0.3529\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/8483 MLoss: 0.0 GLoss: 0.3054 Sum: 0.3054\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/8483 MLoss: 0.0 GLoss: 0.288 Sum: 0.288\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/8483 MLoss: 0.0 GLoss: 0.2746 Sum: 0.2746\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/8483 MLoss: 0.0 GLoss: 0.2678 Sum: 0.2678\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/8483 MLoss: 0.0 GLoss: 0.2591 Sum: 0.2591\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/8483 MLoss: 0.0 GLoss: 0.255 Sum: 0.255\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/8483 MLoss: 0.0 GLoss: 0.2473 Sum: 0.2473\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": "ae7f34a8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013342,
+     "end_time": "2024-07-22T03:24:40.983261",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:40.969919",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "6a4605ce",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:24:41.011468Z",
+     "iopub.status.busy": "2024-07-22T03:24:41.011113Z",
+     "iopub.status.idle": "2024-07-22T03:24:41.019056Z",
+     "shell.execute_reply": "2024-07-22T03:24:41.018285Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.024469,
+     "end_time": "2024-07-22T03:24:41.020949",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:40.996480",
+     "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": "67986719",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:24:41.050913Z",
+     "iopub.status.busy": "2024-07-22T03:24:41.050166Z",
+     "iopub.status.idle": "2024-07-22T03:24:57.483363Z",
+     "shell.execute_reply": "2024-07-22T03:24:57.482538Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.452237,
+     "end_time": "2024-07-22T03:24:57.485923",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:41.033686",
+     "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": "6e6effbf",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013289,
+     "end_time": "2024-07-22T03:24:57.513726",
+     "exception": false,
+     "start_time": "2024-07-22T03:24:57.500437",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyP9QeEydtXrVGW6XxyuLIx2",
+   "mount_file_id": "1thrslXDsb3UiDvvPU--356QMeNaiFBdW",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 84.910369,
+   "end_time": "2024-07-22T03:24:59.254592",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/0_3/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/0_3/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 3,
+    "epoch_scale": 0.1,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/0_3",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T03:23:34.344223",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file