diff --git a/iris/tab_ddpm/3_2/0/synth.csv b/iris/tab_ddpm/3_2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..76ff772a78d7c2f3d1ca5b424581e5a657218948
--- /dev/null
+++ b/iris/tab_ddpm/3_2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.705355665526456,2.6430617259597997,6.899997873541823,2.2777261256103625,Iris-virginica
+1,6.141264693690632,2.6710806780179177,5.571286844016373,1.5381556666794574,Iris-virginica
+2,6.284843791450605,2.525850334056613,4.888492811202548,1.5067489982899998,Iris-versicolor
+3,6.549301813229457,3.0,5.777075293710739,2.1999443400081717,Iris-virginica
+4,5.570324611656866,2.6955865596289525,4.438769392024982,1.2581284381326734,Iris-versicolor
+5,5.761708481086857,2.661474697485315,5.052066745363297,1.9057770074715301,Iris-virginica
+6,5.122299413579725,3.7546914104388023,1.495663624070919,0.19905962837829294,Iris-setosa
+7,5.6214998187638265,2.5087291540929426,3.957227118678966,1.1207724996055148,Iris-versicolor
+8,6.955100771423896,2.8301106538724747,4.8351927929949206,1.4367075363052662,Iris-versicolor
+9,4.847388544279559,3.011235892650522,1.4654724013845644,0.1,Iris-setosa
+10,5.352111809742781,3.0,4.477239964092414,1.5045987022438692,Iris-versicolor
+11,5.440745778876249,3.7151109979815855,1.560597475859362,0.20484278176722237,Iris-setosa
+12,5.610858966504027,2.5849294711875914,4.405770010261543,1.195380998271809,Iris-versicolor
+13,5.110302127630726,2.4980049570752536,3.2192163544649217,1.0963050758224429,Iris-versicolor
+14,5.494725560367989,2.4105939353831087,3.6045233402737216,1.0776583985490742,Iris-versicolor
+15,6.387814886226086,2.9059396622517926,4.353018544349315,1.3167991676212052,Iris-versicolor
+16,5.5065962936350985,2.6230689867351202,4.283967479255252,1.2397852530420974,Iris-versicolor
+17,5.5225650217148585,4.2,1.4111546333892104,0.19736807807140266,Iris-setosa
+18,6.023416473475249,2.733617656139479,5.224626065441173,1.813059605064207,Iris-virginica
+19,6.827784009781978,3.0,5.441879668608677,2.167653757890769,Iris-virginica
+20,5.089550483389275,3.4658049163090805,1.397879810399191,0.30553162230788344,Iris-setosa
+21,5.785144272627982,2.611920068048518,5.05704435043622,1.944499554118548,Iris-virginica
+22,4.8037828832749465,3.409205911042296,1.43471820011047,0.3000538954379578,Iris-setosa
+23,5.433418395823724,2.4335479359410837,3.7435808227269884,1.1098563157516999,Iris-versicolor
+24,5.005729539828949,3.2518042814642834,1.410558157314913,0.19535718653215733,Iris-setosa
+25,5.448916934028251,3.0,4.543569319261336,1.5236274313843199,Iris-versicolor
+26,5.857384500681859,3.1668861309304153,4.727834894495874,1.764494983949331,Iris-versicolor
+27,6.896686348301042,3.0806344783175588,5.1082333435053,2.277804237667047,Iris-virginica
+28,6.263688609154444,3.398471162461129,5.52424448369627,2.4108932132234377,Iris-virginica
+29,5.175602465828548,3.3220033252764773,1.6528029440065446,0.4729623227226486,Iris-setosa
+30,6.7012062711638976,2.5355262735078616,5.808146601987948,1.806338342136946,Iris-virginica
+31,5.587140877998557,2.6011353437869826,4.317131768912865,1.205974379698194,Iris-versicolor
+32,4.780327925875418,3.0,1.38366783104786,0.3811899735043232,Iris-setosa
+33,4.868517800003003,3.0,1.4049976832867883,0.2390947717241613,Iris-setosa
+34,6.24597437931469,2.2000003006876057,4.558714958447854,1.4673013896015952,Iris-versicolor
+35,7.899998959254425,3.814769195575574,6.362339822138463,1.9809458478098356,Iris-virginica
+36,6.806645213866024,2.7851513696648884,4.787051418058169,1.3860236781655837,Iris-versicolor
+37,6.259429213140045,2.2,4.602810715838177,1.5253723445414875,Iris-versicolor
+38,6.523373929983167,3.1155511243747727,5.1738258452885155,1.9042899910131983,Iris-virginica
+39,5.507074346666875,3.0,4.417317094704121,1.5143269221041717,Iris-versicolor
+40,4.625931613667892,3.4098147672301593,1.39991148215616,0.3000402183636769,Iris-setosa
+41,5.344629742687833,3.3972388759310452,1.496807433249892,0.2865896624319925,Iris-setosa
+42,6.8981502335032845,3.077314457907326,5.099240041759531,2.2958915186865547,Iris-virginica
+43,6.314238081994429,3.3118879342089067,4.668663183127785,1.5812534867131545,Iris-versicolor
+44,6.28696204415881,3.264500820430739,4.698091660628652,1.5729711730638631,Iris-versicolor
+45,5.636371248786303,2.7379525283979382,4.470064472745509,1.2896343328625197,Iris-versicolor
+46,6.2918548366324565,2.6890030192709165,4.915080431013025,1.7942699803013813,Iris-virginica
+47,4.489834879639971,2.303426312172242,1.2951488845243004,0.3099533537382238,Iris-setosa
+48,5.9983096642476506,3.0,4.922330171150832,1.8034140418214133,Iris-virginica
+49,6.710761373688308,3.2997018287637383,5.6839757725064874,2.0852707779715622,Iris-virginica
+50,7.691545807648794,2.5676187361601897,6.9,2.2968560568885295,Iris-virginica
+51,4.997968620212702,3.3829169371877996,1.6459670198897862,0.43255363450253104,Iris-setosa
+52,4.910380896118075,3.393143970404928,1.4645969236734366,0.3005280916104718,Iris-setosa
+53,6.299587924418839,3.3913150140755306,5.569491250447788,2.3947974383093005,Iris-virginica
+54,7.028663479013916,3.077639479616444,5.9023748411888874,2.191667793338468,Iris-virginica
+55,5.253226485154716,2.801061372273788,4.263297146024842,1.3955735669554399,Iris-versicolor
+56,6.172020702698113,2.2,4.51534612941726,1.493979291514373,Iris-versicolor
+57,6.912912135591811,3.203695706257082,5.825100018961001,2.2913743403159055,Iris-virginica
+58,5.1387606117872044,3.680848358322926,1.4637293514766108,0.41076376043453117,Iris-setosa
+59,5.651413411647445,2.842906758489514,4.479918725153775,1.355493839419592,Iris-versicolor
+60,4.912456017426345,2.391289630352233,3.168668987571556,1.070131488281928,Iris-versicolor
+61,5.181078734173102,3.4917217237512226,1.566098882887019,0.1995450205635737,Iris-setosa
+62,5.134628874450175,3.328278891790867,1.6118394539682004,0.4153552275677768,Iris-setosa
+63,6.305572907614242,3.4032543664455117,5.578854217230183,2.404200755075895,Iris-virginica
+64,5.612609033262379,2.681249717839704,4.226773864492567,1.2938399772896758,Iris-versicolor
+65,4.584909480985003,3.1946600451102287,1.389212301303182,0.20075298560910848,Iris-setosa
+66,5.478150440460973,2.408261924912011,3.8490158718198426,1.0995965239683774,Iris-versicolor
+67,6.531773690646485,3.0,5.767990384514683,2.209623140885287,Iris-virginica
+68,4.801215356936798,3.0,1.4018740017411648,0.31370981193698055,Iris-setosa
+69,7.9,3.7383092693575897,6.415961158084591,1.9967548051009765,Iris-virginica
+70,6.678822485843833,3.273126705158269,5.678997682748298,2.1071398529968226,Iris-virginica
+71,6.682380084023961,3.3015526653264375,5.680490238937777,2.1138093461285847,Iris-virginica
+72,5.866020805646285,3.209405929702387,4.825047593602012,1.812077005843977,Iris-versicolor
+73,6.384492265906431,2.92489626277998,5.526857471395168,1.7884963635778057,Iris-virginica
+74,4.983898763501794,3.1877587562221614,1.200000237580648,0.20260540760116816,Iris-setosa
+75,4.958586642022281,3.327335359148848,1.4413642001243454,0.3362176636989796,Iris-setosa
+76,5.258026553666826,3.7163362343659703,1.4982653221562812,0.19553777515003262,Iris-setosa
+77,4.488865606782727,2.2914872015838124,1.295778388544567,0.2983957203169013,Iris-setosa
+78,5.4971578574601745,2.396895785137093,3.8249523508123557,1.0664124558401422,Iris-versicolor
+79,4.890640171580558,3.1045822965560004,1.4962453299336105,0.10000010763958199,Iris-setosa
+80,4.788543692520918,3.0,1.4051165398966696,0.30541742967015,Iris-setosa
+81,5.88869391534409,3.2359925022053466,4.812875461349874,1.8046116313962008,Iris-versicolor
+82,6.213455633443012,2.2,4.56571154538239,1.5176017211916648,Iris-versicolor
+83,5.0767765011815165,3.3683191603721467,1.4866552652188023,0.21572220935686579,Iris-setosa
+84,5.929881766519353,3.169646992591763,4.790503181205986,1.7847380541212794,Iris-versicolor
+85,5.616730828829251,3.0,4.212122951320979,1.3027185208987873,Iris-versicolor
+86,5.0523095547637915,2.472438337471556,2.9785470363984645,1.093436352091146,Iris-versicolor
+87,6.244913558577521,2.5491513559105523,5.013862572217243,1.5550648902872084,Iris-versicolor
+88,6.714142607298453,3.0,5.011454897412924,1.705331899028812,Iris-versicolor
+89,5.411121072061144,3.725774585726171,1.5961919164727056,0.20456025996850527,Iris-setosa
+90,6.266578138463957,3.2854662411455866,4.654785771551621,1.5688260153991311,Iris-versicolor
+91,5.805392375612745,2.713175624075053,5.116586181721805,1.8960366564672642,Iris-virginica
+92,6.833574629070518,3.0126242139524537,5.530745805994156,2.1771627635879396,Iris-virginica
+93,5.187447615676546,3.3915311281771126,1.5644831231175984,0.20880158534160165,Iris-setosa
+94,6.6169818948402135,3.0292936073624492,5.619865785315072,1.9875263201083266,Iris-virginica
+95,4.400000780100654,2.9211001973439443,1.39485843091364,0.1989970657142991,Iris-setosa
+96,4.893398540874816,3.094068851976413,1.555494828595072,0.10000009599453073,Iris-setosa
+97,4.872798485284045,3.0367490056050945,1.4566625410967993,0.1,Iris-setosa
+98,6.553618703188754,3.040007307799781,5.307201000909752,1.8823143939727889,Iris-virginica
+99,6.002825835956894,2.8899000110594604,4.535186052036711,1.4431260255167624,Iris-versicolor
+100,5.079143143706079,3.7112761483209535,1.4966308583331263,0.4423771685863097,Iris-setosa
+101,5.793858882324672,2.5914406342142544,5.064428344256968,1.9215755305190787,Iris-virginica
+102,6.575120694766394,3.21534979457281,5.127318653933468,2.067750685093455,Iris-virginica
+103,4.9238331308284025,2.4358044563689654,3.302211823636836,1.080976242010474,Iris-versicolor
+104,6.016844841416615,3.0,4.563803377923971,1.3848365261086402,Iris-versicolor
+105,6.009182068592748,2.2,5.009008400089139,1.5087688882078127,Iris-virginica
+106,5.911476484865096,3.2145534897227233,4.787197461290765,1.787712955757009,Iris-versicolor
+107,7.032455724785142,3.043056243947885,5.699794755945186,2.2043625170437298,Iris-virginica
+108,6.428657487457545,3.0,5.520476637100525,1.7957749639098037,Iris-virginica
+109,4.400000919723318,2.9004302819372616,1.405581586557402,0.2000776070548678,Iris-setosa
+110,6.372850890789393,2.68222586160962,5.2707021435744625,1.8865259465636801,Iris-virginica
+111,6.071091811793625,2.805931632887168,4.723663935629308,1.1960117884208792,Iris-versicolor
+112,6.261868939754218,3.2987882798010095,4.739176788772802,1.649051509821684,Iris-versicolor
+113,4.906797124636629,3.1123798485752148,1.6457493739942128,0.1,Iris-setosa
+114,6.816647297167854,3.1905516997475907,5.87767554603798,2.2916616959787617,Iris-virginica
+115,5.336034054303736,3.380579741917897,1.64008440255999,0.1981739979555721,Iris-setosa
+116,5.229844042141164,2.7328417572912977,3.996434513894496,1.4324834980247285,Iris-versicolor
+117,6.2622988238885355,2.546412864240627,4.976668771042813,1.556594361508541,Iris-versicolor
+118,6.374914457131857,2.968957519703684,5.7294045885929945,2.0187680851447927,Iris-virginica
+119,5.079008842667096,3.5217746658245437,1.3753684045447716,0.30930629493842976,Iris-setosa
diff --git a/iris/tab_ddpm/3_2/0/test.csv b/iris/tab_ddpm/3_2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/0/train.csv b/iris/tab_ddpm/3_2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/0/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/0/val.csv b/iris/tab_ddpm/3_2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/1/synth.csv b/iris/tab_ddpm/3_2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0f51b64642d8eee7aa0c853f3ca99ac0534b9ac3
--- /dev/null
+++ b/iris/tab_ddpm/3_2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.96318540735774,3.241273374219283,1.4012324270432173,0.19941103411495142,Iris-setosa
+1,4.841194992471299,3.0,1.408829882761936,0.32681206172849725,Iris-setosa
+2,5.642935871237026,3.805406729270573,1.8123503649079147,0.3730895357626466,Iris-setosa
+3,5.498967055956084,4.199998729117759,1.4026592380837128,0.1994078782461597,Iris-setosa
+4,5.62816657000324,2.7144513385702513,4.338976488865852,1.288098419584159,Iris-versicolor
+5,4.933132511146975,3.0905922041815503,1.3912487771263222,0.2145704518523243,Iris-setosa
+6,5.4816173764689085,2.631455340654079,4.223668197309311,1.3202031587033385,Iris-versicolor
+7,5.840698518580958,2.7363401539366325,5.123308793656668,1.8743020358201112,Iris-virginica
+8,6.3396351244981615,3.31211663562988,4.694902120298674,1.5975645018515467,Iris-versicolor
+9,4.809510718907029,2.3992024772386658,3.2925642445944954,0.8808628889614762,Iris-versicolor
+10,6.628315830603778,3.0,4.9795163893710335,1.6531790964679955,Iris-versicolor
+11,5.2756646177047335,2.8285784674661354,4.044779940383594,1.409798127162512,Iris-versicolor
+12,6.546997121350429,3.0,5.572124787561859,1.8020169499933918,Iris-virginica
+13,6.667179778888651,3.0,4.998632557631558,1.7299945443140838,Iris-versicolor
+14,4.8202671401588635,3.0,1.3905549694732677,0.216662579013808,Iris-setosa
+15,4.400000537380254,2.8885132985274002,1.3986209265060463,0.1866868017135238,Iris-setosa
+16,6.222312652237083,2.2000002943551666,4.444359635362993,1.5100532647976264,Iris-versicolor
+17,5.4462808223469334,3.399174759085012,1.749978747408606,0.2033495923772872,Iris-setosa
+18,6.116172235998402,2.8735949444386533,4.730653093348377,1.3740601305190037,Iris-versicolor
+19,5.984895730156138,3.0,4.90337546585356,1.807645414766672,Iris-virginica
+20,6.831771186703448,3.2061876107861322,5.8439943447218425,2.2865712615612255,Iris-virginica
+21,6.733434404599646,3.2901684746405393,5.688803694006826,2.5,Iris-virginica
+22,7.70449120835452,2.595068152289757,6.899998210816022,2.314242628535574,Iris-virginica
+23,6.631607440751444,3.0,5.6346447120869865,1.7994364722313145,Iris-virginica
+24,6.847373363917497,3.1247557171580627,5.79283290070681,2.2647549097403252,Iris-virginica
+25,5.015121596933628,3.237073112847665,1.4651706621496785,0.26956137144905046,Iris-setosa
+26,4.881594273528765,3.1047828588529436,1.490832158981683,0.10000013794908387,Iris-setosa
+27,6.975152353260479,3.1890923469650843,5.826003648593554,2.2947043598873367,Iris-virginica
+28,7.899998953532063,3.838038877363309,6.434727715998303,1.9920982283778252,Iris-virginica
+29,5.612802138558854,3.0,4.388096827136343,1.590103581585322,Iris-versicolor
+30,6.100869565201137,2.8158996512265886,4.673926878204914,1.1860043751559382,Iris-versicolor
+31,5.611013001908178,2.7216728238565144,4.279096317076667,1.2798653044945465,Iris-versicolor
+32,6.721798314771413,2.525833579683766,5.714890601708316,1.8006077471379622,Iris-virginica
+33,7.165201339070717,3.0,6.045637886636461,2.0181902068920046,Iris-virginica
+34,6.740956742691164,3.287697919752687,5.807796671236628,2.1477743636771747,Iris-virginica
+35,5.48490587480418,3.8518345261812152,1.723177762577788,0.3634235638833307,Iris-setosa
+36,6.016288361786543,3.0,4.705540185659204,1.793199388400959,Iris-virginica
+37,5.579644838438084,3.8260190277372863,1.4996217889359829,0.44842172862943125,Iris-setosa
+38,5.964507885808441,3.0381120946462747,4.449184905572563,1.4305857232733457,Iris-versicolor
+39,4.986505937044379,3.2059979247304238,1.2,0.19354646473958104,Iris-setosa
+40,4.710747811102668,3.4021847168925774,1.3886966937166725,0.28683256397971085,Iris-setosa
+41,4.861188431089482,3.0408375387968993,1.4820109614117662,0.100000134751766,Iris-setosa
+42,5.961593812128854,2.7199423208754006,5.022553259644554,1.5198465222878934,Iris-versicolor
+43,6.778924850470806,2.7748442327663425,4.796390555255777,1.4072126703733243,Iris-versicolor
+44,5.691000459097282,2.8414799498954344,4.100529824055338,1.2964906858350442,Iris-versicolor
+45,5.669083574901618,3.8018398540067544,1.8578133653334583,0.29904755713580594,Iris-setosa
+46,6.322625411704978,3.396655210359331,5.596577427800967,2.4054332469343005,Iris-virginica
+47,6.312709251778838,2.293638841224898,4.383266539567416,1.2974151010866337,Iris-versicolor
+48,6.153214739064706,3.2530610905541955,4.668907697205864,1.5882395883598361,Iris-versicolor
+49,5.20144502039558,3.4027681389604445,1.4928680777030303,0.198773551305388,Iris-setosa
+50,6.282959315042568,3.3985877183689293,5.616514937756025,2.4068028252430773,Iris-virginica
+51,4.902146426572065,3.0,1.398112864241176,0.19999300479635299,Iris-setosa
+52,5.582725801896515,2.6804805671210317,4.20663609385449,1.2902171273156726,Iris-versicolor
+53,6.121984622388144,2.6130441209434347,5.585839316433391,1.4463117356396964,Iris-virginica
+54,5.980656943846046,2.9789717620392393,4.8800227824427305,1.8176990326498543,Iris-virginica
+55,5.097729262561315,3.684933571807632,1.4992671010131178,0.3924344473658223,Iris-setosa
+56,6.6134923437312105,3.2152034821001174,5.546024383545898,2.0616973520571498,Iris-virginica
+57,5.762450608035065,3.0,4.3311153542863865,1.3617568856286595,Iris-versicolor
+58,6.376514892489247,3.0,5.534182814125729,1.8168939372361974,Iris-virginica
+59,4.9049173275475795,3.0,1.4014774977079751,0.20195790032503666,Iris-setosa
+60,5.935922849046463,2.951137915539705,4.538782301404445,1.3541607187611695,Iris-versicolor
+61,6.767730709302636,3.0900644847950454,5.092930756787388,2.238033539743894,Iris-virginica
+62,5.131658437969784,3.60752452121225,1.6500873709008417,0.19871682031596585,Iris-setosa
+63,4.827002373528347,3.3789767859805178,1.4761294400988185,0.38637863880279255,Iris-setosa
+64,4.603164538311448,3.203107114899742,1.4031676252409182,0.19423231771600052,Iris-setosa
+65,5.414183093338197,3.0,4.526855034861158,1.4899441527488568,Iris-versicolor
+66,5.043346835665173,2.440179276084502,3.305266699664525,1.0735024307306407,Iris-versicolor
+67,4.826502888744169,2.373079702428269,3.305858171969552,0.9701132624553115,Iris-versicolor
+68,5.211936029120961,2.4806842507770965,3.2379203606203952,1.076264821028984,Iris-versicolor
+69,4.88091019704021,3.0,1.4008760829252478,0.20060646652303235,Iris-setosa
+70,5.3682678007596945,3.385889573931349,1.8084827206716723,0.20221179914917053,Iris-setosa
+71,5.5359939551426445,2.468541052263814,3.9083806975637585,1.1203604663340072,Iris-versicolor
+72,5.12260667218874,3.2953489379800174,1.6305255866812247,0.49321558921233044,Iris-setosa
+73,5.441684186702968,3.0,4.528243613227604,1.5055800683804152,Iris-versicolor
+74,5.566297904244669,2.4306343682780263,3.774186430619832,1.08155645712559,Iris-versicolor
+75,5.597948361718338,2.9215203950137334,3.728259016984839,1.3112528722836734,Iris-versicolor
+76,4.934758678560611,2.4226134604991185,3.255324830682705,1.0445929769171212,Iris-versicolor
+77,4.4,2.880597644695913,1.4149979015863832,0.19868751482757474,Iris-setosa
+78,5.746595780603764,2.6478648947014367,5.070180814411419,1.9034368865434461,Iris-virginica
+79,6.299011764666683,2.70796870538254,4.93491021366436,1.8105613075035167,Iris-virginica
+80,5.096066716649722,3.5065662821626584,1.425418260161733,0.3582106775990812,Iris-setosa
+81,5.118767221542211,3.3860592104454867,1.495042422109086,0.20164449275451518,Iris-setosa
+82,6.09543447712499,2.6131376349667406,5.566246957681202,1.394826634475727,Iris-virginica
+83,6.132062660461166,3.15777876197162,4.550810549196738,1.4260731102421715,Iris-versicolor
+84,6.92667880741242,3.080541819991773,5.10297858859397,2.3046586696544145,Iris-virginica
+85,7.899998505490778,3.8121676616680324,6.317706802772749,1.9702280694117629,Iris-virginica
+86,6.7113654360458055,3.300884702799992,5.6783140027192305,2.1064498800685016,Iris-virginica
+87,6.696687674545298,2.48372830686629,5.856692421255214,1.7936257336893728,Iris-virginica
+88,5.937099999382554,3.0,5.108288811772626,1.7980920638405684,Iris-virginica
+89,4.4,2.919467796563028,1.3854495551523758,0.19428738274107524,Iris-setosa
+90,6.110934844072464,2.593114603452305,5.5998784401077994,1.4054806692696766,Iris-virginica
+91,5.906915926143891,3.2044318544276775,4.78291646290379,1.797800021674157,Iris-versicolor
+92,6.209522399458828,2.578756279236155,5.008842346683759,1.5552548621122115,Iris-versicolor
+93,6.405787859250305,2.896184483005906,4.269904076873352,1.3059902946886373,Iris-versicolor
+94,6.638092581632847,2.526683516432586,5.672582949848491,1.8078684309643833,Iris-virginica
+95,5.40329204811777,3.0,4.501025037534718,1.4872024880101236,Iris-versicolor
+96,5.117780140936681,3.4878291936652404,1.3986202670979897,0.29247900752370903,Iris-setosa
+97,6.743978668580299,3.0900282669071086,5.116550699908638,2.2467829404739157,Iris-virginica
+98,6.501129534229898,3.191132461737796,5.130441588436895,1.9764294495092436,Iris-virginica
+99,7.2512544018834975,2.8835327733937666,6.2696565058607465,1.7991980421498834,Iris-virginica
+100,7.737757024194469,2.6018954281690485,6.9,2.2910370318918836,Iris-virginica
+101,5.391699317539123,3.0,4.56034562618558,1.4898856647573464,Iris-versicolor
+102,5.442226480758969,3.0,4.484226654992364,1.4779312395392752,Iris-versicolor
+103,6.002736662366939,3.0,4.784861216574102,1.7963899144867188,Iris-virginica
+104,6.904016780406598,3.0,5.566176562662327,2.0992077332326606,Iris-virginica
+105,5.629483436322683,3.0,4.126096612202241,1.3111297683623597,Iris-versicolor
+106,5.606134506230556,2.922239227956987,4.146047056559179,1.277474265008891,Iris-versicolor
+107,5.6333900887085315,3.0,3.8285088958949904,1.3566223060638452,Iris-versicolor
+108,6.559237578298632,3.0,5.431667457887007,1.81987472937303,Iris-virginica
+109,5.50229832064043,2.50144482670736,4.132177755943841,1.117059236221154,Iris-versicolor
+110,5.704166948147706,2.540807403328189,5.040516107013063,1.9496882802301434,Iris-virginica
+111,6.738242294186491,3.304168249676688,5.698524110270032,2.5,Iris-virginica
+112,5.666233069547225,2.467053123972377,4.974698975735688,1.9693238491696234,Iris-virginica
+113,4.763528427351478,3.0,1.3696181688672264,0.1,Iris-setosa
+114,4.596324002309143,3.3808002483772785,1.391087816365377,0.3056456302323281,Iris-setosa
+115,4.875934012604382,3.101467578152852,1.6072142049279943,0.1,Iris-setosa
+116,6.5344808241526335,3.0084299763701794,5.384797494318559,1.8458726453796075,Iris-virginica
+117,6.787751612154845,2.7962607771916606,4.773142200575508,1.3682134031722426,Iris-versicolor
+118,5.710443243008204,3.780939274815431,1.5767934442300324,0.3466251486329993,Iris-setosa
+119,6.271999103186479,3.2739686980469775,4.680265419768257,1.5343213210997586,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/1/test.csv b/iris/tab_ddpm/3_2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/1/train.csv b/iris/tab_ddpm/3_2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/1/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/1/val.csv b/iris/tab_ddpm/3_2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/10/synth.csv b/iris/tab_ddpm/3_2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dbd0480a3d62e6d5f686d0f13e80439023c69cfc
--- /dev/null
+++ b/iris/tab_ddpm/3_2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.798911797640608,2.6089204262396426,5.0539629230564564,1.946859046381875,Iris-virginica
+1,6.020241482245972,2.7040536461327944,5.140926678071128,1.6149906307662765,Iris-versicolor
+2,6.009435005226826,3.0,4.81111038097551,1.801535292922815,Iris-virginica
+3,6.235167983099384,3.272752617227194,4.659603881969343,1.6300191519084186,Iris-versicolor
+4,6.702840689104668,3.2977184589016093,5.748635067974663,2.499999546811105,Iris-virginica
+5,5.7651842233109925,2.9974384060912067,4.047285672993525,1.3693290790799566,Iris-versicolor
+6,4.874353263451942,2.4210333307934815,3.235349705822199,0.8862223712084472,Iris-versicolor
+7,6.3062701515460615,2.3535473028111684,4.53296768258797,1.345127435410207,Iris-versicolor
+8,6.762170413204085,2.948213191943469,4.851428945136414,1.5331512863971988,Iris-versicolor
+9,6.722189866527968,3.0,5.314890732330508,2.1545611620150944,Iris-virginica
+10,6.24537054442936,2.2,4.5678803919271544,1.5027861675839616,Iris-versicolor
+11,5.9378751946931185,3.1859210889597094,4.761285501746972,1.808508851769608,Iris-versicolor
+12,5.066514691565316,3.322264580246215,1.442974392112495,0.28943399704119216,Iris-setosa
+13,6.723166227003122,2.5172532646566483,5.890161819572665,1.8027517740773622,Iris-virginica
+14,5.079448758462837,3.672596840425944,1.478615927618165,0.41933495515593444,Iris-setosa
+15,5.495973157251916,2.3953838815036077,3.839526664697283,1.105990497593483,Iris-versicolor
+16,5.118569936849541,3.7111677243930528,1.5451239960897545,0.20220995026946956,Iris-setosa
+17,6.0044519796092635,2.2,5.017304512123153,1.4887295543043917,Iris-virginica
+18,5.7138273230753365,3.0,3.8854397056517955,1.3777775532437257,Iris-versicolor
+19,6.067098618306511,3.2064282568869715,4.523685529559787,1.4826189962875038,Iris-versicolor
+20,5.087466780268486,3.5102475057236577,1.498508087336022,0.4112786810379345,Iris-setosa
+21,4.907033257695341,3.0,1.4041802384790847,0.20076491328724905,Iris-setosa
+22,6.071957000086929,3.0,4.594750761753142,1.4028900053617424,Iris-versicolor
+23,5.960216232099018,2.8675280291732554,4.669995733925034,1.3914898518138288,Iris-versicolor
+24,6.741794722602021,3.172968000827835,5.097372762811683,2.204640961844165,Iris-virginica
+25,6.637099307886073,3.175028961392318,5.098754848182649,2.134983298426293,Iris-virginica
+26,4.809941233371796,3.0,1.3901703063849329,0.1000001186324143,Iris-setosa
+27,7.714814109954454,2.581680824749986,6.899998556825768,2.267350804626715,Iris-virginica
+28,5.38084022498209,3.423301635849258,1.4968276627074517,0.48328547995612253,Iris-setosa
+29,6.002121265292591,2.2000002771304747,4.937927956907642,1.5110444249181698,Iris-virginica
+30,4.485792222609175,2.2991410353455395,1.299891810938703,0.29289235205809283,Iris-setosa
+31,6.697407304952856,3.0,4.989169826416948,1.7043890862293098,Iris-versicolor
+32,6.298781080022348,2.707479696544749,4.878523117401408,1.787247346565106,Iris-virginica
+33,7.036437557820417,3.008033333766655,5.762542549183211,2.2071185696359703,Iris-virginica
+34,5.165123002988285,3.7860146331219022,1.6058868503217256,0.20220342627244545,Iris-setosa
+35,5.846538505665387,2.724289767394887,5.123668527376649,1.906320352282842,Iris-virginica
+36,6.268585827523784,3.3012013703366283,4.7138153778483245,1.6550436385993486,Iris-versicolor
+37,5.322580939281023,3.3836362469424004,1.6097219452799572,0.40161241935891867,Iris-setosa
+38,5.4103669830232555,3.3965543562815417,1.706072237773296,0.20620037113102552,Iris-setosa
+39,5.53154414090562,2.6015508553792928,4.308011888702202,1.1969584015395864,Iris-versicolor
+40,5.840233893769244,2.7764571214175073,4.586079312251694,1.2421762915214265,Iris-versicolor
+41,6.684917886397548,3.2951200332943054,5.683277260311447,2.092224566843349,Iris-virginica
+42,6.697843220708727,3.0,4.955149284893683,1.6730689311705262,Iris-versicolor
+43,5.773975639127451,2.7885718280369276,5.088089424828749,2.4054309162148373,Iris-virginica
+44,5.120094794477385,3.527156765798552,1.4174194916709735,0.28051666609942577,Iris-setosa
+45,6.194052565836213,2.20000044930012,4.447936658728773,1.514471340264412,Iris-versicolor
+46,5.238455065748275,3.7918144459850414,1.580844835010803,0.47732595972244685,Iris-setosa
+47,4.999716870927173,3.2211747431355877,1.2,0.20368530126157341,Iris-setosa
+48,5.690006785311694,2.6695796947332355,4.4902637652317186,1.190932999766796,Iris-versicolor
+49,6.0047553445496575,3.0,4.767617264223523,1.7986657031112119,Iris-virginica
+50,6.6997687369490295,3.296028956767731,5.773204154927449,2.4999994582922125,Iris-virginica
+51,6.33639239925524,2.283625997090014,4.332642470595137,1.3136910584447434,Iris-versicolor
+52,5.31201633239629,2.865762007861126,4.17909621724798,1.4153251459382978,Iris-versicolor
+53,6.339558816131839,2.4834603322159805,4.871272481258218,1.485859735287927,Iris-versicolor
+54,6.328944607315864,2.9199533146486982,5.6218020976171585,1.79898991552324,Iris-virginica
+55,5.741199835758907,2.5314868722125308,5.014048645790515,1.996492387914061,Iris-virginica
+56,6.779740803307998,3.179777341064784,5.8398344151167025,2.287231299237639,Iris-virginica
+57,5.891570649038977,3.2075649527198498,4.781647095681943,1.7877339840486797,Iris-versicolor
+58,5.752300647412764,2.6014963908345785,5.066635860645561,1.9769257299205187,Iris-virginica
+59,6.831084394470392,3.0503616385005787,5.292732153645281,2.2209637535386055,Iris-virginica
+60,6.2900038559766,2.298085768584547,4.38409704808282,1.3026549970375034,Iris-versicolor
+61,6.7337402224676906,2.478595572972701,5.88080876472632,1.7958977187301977,Iris-virginica
+62,5.875688844606351,3.0,5.110601332092167,1.8029584015578985,Iris-virginica
+63,6.295688502596397,2.7184987926627397,4.834857812304676,1.7949708798414203,Iris-virginica
+64,5.418739898492542,3.0,4.5296210223395335,1.4969814927463614,Iris-versicolor
+65,5.190501595582793,2.5779788293080688,3.352801533084567,1.245704325703006,Iris-versicolor
+66,4.91174019598557,3.125852464169909,1.546411752721242,0.1,Iris-setosa
+67,6.295167421140952,2.44437200011503,4.8205481487368695,1.4662738297367541,Iris-versicolor
+68,5.075243188893256,3.327190197551295,1.7037033908683938,0.5155756024948429,Iris-setosa
+69,6.87148910532214,3.0,5.51487123396485,2.1273673424893835,Iris-virginica
+70,6.68257751972217,2.4858813238043607,5.761180983649795,1.8077712597032018,Iris-virginica
+71,6.074007259885879,3.0,4.556473900694086,1.4141996444644696,Iris-versicolor
+72,6.5046502382780576,2.999893769203075,5.840824661145987,2.1402484949213547,Iris-virginica
+73,5.548475643098503,2.9444597558110983,3.66448973458355,1.286274324139542,Iris-versicolor
+74,4.631711618013815,3.242342360772156,1.402861688504293,0.19782512230452687,Iris-setosa
+75,4.821706695622285,3.0,1.409467119181787,0.34001959700195905,Iris-setosa
+76,5.316032164775602,3.428345686184555,1.5158450250053697,0.1992703432390895,Iris-setosa
+77,4.860293510217183,3.0,1.411085116682881,0.19975421612193078,Iris-setosa
+78,6.407538108195651,2.907879503399484,4.335401341831988,1.300743403134151,Iris-versicolor
+79,4.400031169673778,2.7622596394458347,1.3448480364471653,0.21843425163146513,Iris-setosa
+80,4.986732798901608,3.3892319768761863,1.582359718069488,0.4468455921567893,Iris-setosa
+81,5.690425619403342,3.0,3.6557366130289424,1.3590683898411846,Iris-versicolor
+82,6.018950990291039,2.709418951132707,5.097676149070565,1.6026793579636676,Iris-versicolor
+83,4.60365659862634,3.2260089905805533,1.401377793793592,0.20930339007773627,Iris-setosa
+84,4.905228606446226,3.0,1.3948320240262537,0.20458790105416017,Iris-setosa
+85,5.025116067925336,3.338018529526954,1.3921708196362008,0.20426527328651395,Iris-setosa
+86,7.019910074782512,3.095176691403071,5.091338850899995,2.3210050356896454,Iris-virginica
+87,6.7466713694073475,3.2331189091688377,5.843357410201788,2.307740711946556,Iris-virginica
+88,6.3315017124579125,2.7419769852566964,5.020977636304498,1.8098506054615229,Iris-virginica
+89,5.012402052023745,3.415840799610418,1.4966653566435633,0.47477026861594696,Iris-setosa
+90,4.989116347824943,3.227198064254651,1.2000002365547462,0.20874479436820786,Iris-setosa
+91,6.282435157903919,2.3055733904743976,4.44101107097288,1.2884075890932238,Iris-versicolor
+92,6.00619488982185,2.7016443793683464,5.097329140379994,1.6430450989300482,Iris-versicolor
+93,5.190646904426247,2.7108637102496362,3.9038742949064806,1.4299577503896732,Iris-versicolor
+94,6.436081260148593,2.9785837516571223,5.7568416097937956,2.0504987857798396,Iris-virginica
+95,7.155064794496636,3.0,5.95576486345463,2.106978099131571,Iris-virginica
+96,5.148698123913276,3.4492831503098933,1.5522602389760576,0.20006586963754197,Iris-setosa
+97,7.9,3.873765497669296,6.403641593658418,2.0314518142759908,Iris-virginica
+98,6.855734139104272,3.0,5.530038514850789,2.1604148300367667,Iris-virginica
+99,5.546862027436071,2.445923760057817,3.780502720505286,1.104234311728848,Iris-versicolor
+100,5.104467307246274,3.4485287390431214,1.3991965950591332,0.2962200044646212,Iris-setosa
+101,7.048500866132756,3.0,5.730346548263832,2.1082553921951934,Iris-virginica
+102,6.296241831247678,3.3128741932232995,4.654438443747154,1.5858384556911285,Iris-versicolor
+103,6.681364518453718,3.0,4.937901923282143,1.689156215049589,Iris-versicolor
+104,4.9703654917315685,2.4643730357116675,3.3662774864464238,1.1006056150049583,Iris-versicolor
+105,5.782398225262429,2.8017457443779756,5.122764840465575,2.4166800418108876,Iris-virginica
+106,4.400000986090966,2.9081044383003034,1.399889204598339,0.20360785313184088,Iris-setosa
+107,7.101163632809616,3.0670002507660956,5.925103469906076,2.2218494703665064,Iris-virginica
+108,4.981193447716273,3.215556215391528,1.200000181743927,0.20007504698378523,Iris-setosa
+109,5.55842384949677,2.517244929291198,4.179776329824258,1.1286015062016121,Iris-versicolor
+110,6.705730343618669,3.090432494333916,5.942163322553832,2.249649902567239,Iris-virginica
+111,5.075120181286743,3.497442717139296,1.4036398148895461,0.29306687508648666,Iris-setosa
+112,5.5201963982497775,4.2,1.3979034087500353,0.2004519776499188,Iris-setosa
+113,4.900325554439198,3.0,1.4093801044490715,0.20928095923305098,Iris-setosa
+114,6.695317427414494,3.0,4.983009212760232,1.6712646781316525,Iris-versicolor
+115,5.953458686005629,3.0,4.981552764105218,1.8047308908011908,Iris-virginica
+116,5.349093090614702,3.3828924197136327,1.7681279786294837,0.19591226808707496,Iris-setosa
+117,6.711022670501281,3.0,5.008918520638768,1.7390983277920422,Iris-versicolor
+118,4.9895913929029385,3.301631219733974,1.4088401985807313,0.19730174265125683,Iris-setosa
+119,4.90380144076028,3.0,1.3904261937980695,0.22542432960157238,Iris-setosa
diff --git a/iris/tab_ddpm/3_2/10/test.csv b/iris/tab_ddpm/3_2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/10/train.csv b/iris/tab_ddpm/3_2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/10/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/10/val.csv b/iris/tab_ddpm/3_2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/11/synth.csv b/iris/tab_ddpm/3_2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..583a72f41c3584bad3aa02a2e4ea39b4ddd59d64
--- /dev/null
+++ b/iris/tab_ddpm/3_2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.168589668369412,3.331542554558708,1.5815809388706463,0.46319149409109095,Iris-setosa
+1,6.290469089112712,3.3935267524633903,5.5993669196778235,2.3922229773033683,Iris-virginica
+2,6.694309147097319,3.2936303466988117,5.743935341590659,2.4999995952520875,Iris-virginica
+3,6.343232260876741,2.972645599814363,5.556109451529276,1.8166513840791392,Iris-virginica
+4,5.014851590712282,2.4529920326102554,2.8389244286635336,1.1073755789456807,Iris-versicolor
+5,4.903679740814188,3.102944792483664,1.6404670523107985,0.10000013181850169,Iris-setosa
+6,4.862188501641989,3.0551075150340363,1.4976073801851335,0.10000010850715303,Iris-setosa
+7,4.786679469950932,3.0,1.37585156706557,0.1,Iris-setosa
+8,5.827782219531245,2.741062194323066,5.11995158301394,1.8629937751328995,Iris-virginica
+9,5.408786332151216,3.0,4.534696582092863,1.4974263176285678,Iris-versicolor
+10,6.9644398685634545,3.167607088368473,5.776879731851434,2.283846057837789,Iris-virginica
+11,5.786649382645509,2.618574255801857,5.059973505176088,1.9173624448610693,Iris-virginica
+12,6.430851450210412,3.0,5.715715548334383,2.139734674499482,Iris-virginica
+13,5.031033858731486,2.466841335804644,3.1869119785979207,1.070762965565004,Iris-versicolor
+14,5.259656110119498,3.5998372350890855,1.5557090804157647,0.45973546894736006,Iris-setosa
+15,5.334129460652978,3.7691279002770144,1.677743395220751,0.20423880409603815,Iris-setosa
+16,7.899998448610285,3.7866192986597116,6.379575855649585,1.9988647830001898,Iris-virginica
+17,4.890749230494958,3.086289788281455,1.494554589075474,0.10000010275654352,Iris-setosa
+18,5.7094460761860635,2.526278425245344,5.028382754836611,1.9883436776432304,Iris-virginica
+19,5.878715789398315,3.0,4.289301949016676,1.52024262180869,Iris-versicolor
+20,5.840977994589712,3.0,4.1540250781113865,1.4263319806276888,Iris-versicolor
+21,7.704456988753211,2.6109475918618283,6.899998425569445,2.302943409323797,Iris-virginica
+22,6.685302655980649,3.2970162268005967,5.657490209777132,2.499999481498745,Iris-virginica
+23,6.562818435711396,3.2234371099366133,5.404033315924629,2.010970111069617,Iris-virginica
+24,5.784422045585186,2.8155024368305557,5.099484280247183,2.406323199395046,Iris-virginica
+25,6.6150913851768625,3.0,5.916535853533524,2.252153274414166,Iris-virginica
+26,7.709246008201451,2.614869503483502,6.9,2.326901072021757,Iris-virginica
+27,7.9,3.8275878006087094,6.388769054997251,2.0124291403728245,Iris-virginica
+28,4.892750539556082,3.1085347017952216,1.4929126881300947,0.10000009693585817,Iris-setosa
+29,6.258223416439209,3.0,4.678198618839708,1.3315281756701038,Iris-versicolor
+30,6.283324847101613,2.3112294360879413,4.435531134530036,1.285868366092626,Iris-versicolor
+31,7.683144946155727,2.5954116349678853,6.899998650948,2.306727969716688,Iris-virginica
+32,5.292371727465875,3.832042068078486,1.4800775838129052,0.34874159078307104,Iris-setosa
+33,5.395470036031133,3.424666620485462,1.5702413591430646,0.20223351381654686,Iris-setosa
+34,5.0820086162951545,3.3133331664796146,1.633767972832154,0.5184925290824582,Iris-setosa
+35,6.392152181472511,3.0,5.3632486012366405,1.8087450923436124,Iris-virginica
+36,6.076596032611977,2.63989555499932,5.592542024539665,1.4624072205501504,Iris-virginica
+37,6.00467408532843,2.7030544992524415,5.087697791667277,1.6086569860527353,Iris-versicolor
+38,4.589189710243952,3.405957808866406,1.404398542708866,0.37484904335155644,Iris-setosa
+39,5.146384782005044,3.377175912732676,1.4974890058878236,0.19929056102689785,Iris-setosa
+40,5.134745648578815,2.6763971087181,3.8530382309828246,1.4065506112617787,Iris-versicolor
+41,6.6893349921294,3.302429308119469,5.6721784827310335,2.5,Iris-virginica
+42,5.575640457394279,2.62257967620681,4.387742320959794,1.2113829450472176,Iris-versicolor
+43,5.116795691350879,3.630343275496487,1.5369136593133197,0.19398974049504475,Iris-setosa
+44,4.8862005322959545,3.076692226133505,1.498715471295699,0.1,Iris-setosa
+45,5.465112136273,2.367562652587376,3.769906662225284,1.024793627832175,Iris-versicolor
+46,5.250743931174561,3.831838610467953,1.4978467388999503,0.2515231727513454,Iris-setosa
+47,4.885546141421008,3.1080067760328585,1.4990852906894405,0.1,Iris-setosa
+48,4.400000755160886,2.9360469368533946,1.403660050242865,0.2023624259993391,Iris-setosa
+49,6.191280355458518,2.2,4.4625789272488365,1.4930409913026095,Iris-versicolor
+50,5.905010705616944,3.1867655876370384,4.790165806034637,1.7865792019138462,Iris-versicolor
+51,5.098847443738741,3.393989626760582,1.594813302013971,0.21086194760312219,Iris-setosa
+52,6.873197185724456,3.094757084778886,5.088155835085195,2.2964389926029964,Iris-virginica
+53,5.980461171449966,2.75457773590652,4.672533446932363,1.2052628142655033,Iris-versicolor
+54,6.691890616226102,3.2986589102856465,5.746065354503307,2.5,Iris-virginica
+55,7.9,3.770933408864563,6.4264729478375,2.016671823542064,Iris-virginica
+56,6.298965829614233,3.310277928689714,4.702491548844283,1.600733406285221,Iris-versicolor
+57,4.4,2.8716015620816826,1.3995750274952086,0.1811456725120726,Iris-setosa
+58,5.1114507585618565,3.8295991607038715,1.6402956616238402,0.19532253011651657,Iris-setosa
+59,6.388547576263545,2.954921573718044,5.5648739262949185,1.7986731711763768,Iris-virginica
+60,6.050049393813409,3.058255099805076,4.3819323492767435,1.5078784967618177,Iris-versicolor
+61,6.2917891202967855,2.3188882778891893,4.421861054413629,1.2993866885582828,Iris-versicolor
+62,6.943263700518375,3.0872336202254327,5.080634844887069,2.309681741495107,Iris-virginica
+63,4.729457556137268,3.3064603909505834,1.4097436534299737,0.21037593393401371,Iris-setosa
+64,7.3156590972866455,2.90964412169808,6.2390576248725,1.809957764814038,Iris-virginica
+65,6.432363191249427,2.813732629234731,5.423484892278333,1.8573978165984557,Iris-virginica
+66,6.706279854545875,3.0,5.011184486749665,1.7166758613705064,Iris-versicolor
+67,7.9,3.8077066368979477,6.35659701494626,1.963151930450453,Iris-virginica
+68,5.007516802957691,3.3952755850505305,1.6705554493865518,0.43949064164382434,Iris-setosa
+69,5.916630174367353,2.2,5.00917809057404,1.4755023749336873,Iris-virginica
+70,6.3649648944770165,2.6866228701148187,5.118585106615161,1.8692520098551324,Iris-virginica
+71,5.902468410879665,2.5694603774477276,4.918815320018833,1.8721664288742532,Iris-virginica
+72,4.593956931087873,3.1861359274627015,1.3906228215624976,0.20681318565510523,Iris-setosa
+73,7.899998904081302,3.833794320856773,6.404733723647366,1.9982473730109753,Iris-virginica
+74,6.018486481437643,2.819874002629017,4.734332889430189,1.238004278259096,Iris-versicolor
+75,5.821805628267538,2.7931094275421167,5.090940395870034,2.414739207236299,Iris-virginica
+76,5.526603796453918,4.2,1.3826741030309937,0.2081633218629123,Iris-setosa
+77,6.368948968080902,2.9019797263099116,4.276066002374998,1.2918896686211998,Iris-versicolor
+78,5.986844720509069,2.6910836373900575,5.1098105207136255,1.6201291492980365,Iris-versicolor
+79,5.760888021961631,2.7678421634286874,5.092773675497569,2.367879392024571,Iris-virginica
+80,5.138654936480183,3.305717437273257,1.5884749816747112,0.43863371803561524,Iris-setosa
+81,6.30572744234365,3.2674167044261413,4.737587350102152,1.5810275803115983,Iris-versicolor
+82,5.553698954657252,2.6842743899149113,4.223372276976233,1.3185185532552592,Iris-versicolor
+83,6.030019936036227,2.694677625542592,5.083345596571907,1.5809416996525318,Iris-versicolor
+84,5.806008516963072,2.753747765227819,5.104103320704676,1.8891840525612038,Iris-virginica
+85,4.689828522887725,3.193011922053176,1.3891426078139195,0.19438571350582146,Iris-setosa
+86,5.795653848286664,2.6173844990294954,5.018939035633228,1.9253341530532713,Iris-virginica
+87,5.079369049688742,3.6229145007024526,1.5015749637082354,0.40629316550862765,Iris-setosa
+88,5.96615773733652,2.200000359943611,4.979591675636213,1.4940419598632766,Iris-virginica
+89,5.899842008304378,3.208255495036465,4.8242825174487605,1.7865718226969116,Iris-versicolor
+90,5.513870346368783,4.2,1.3991711196324301,0.20723875736310185,Iris-setosa
+91,5.657097668622552,2.9500811241048615,4.403813275293683,1.2769794285361775,Iris-versicolor
+92,5.07086397169886,3.7624761442462726,1.672286121262693,0.19982756802839768,Iris-setosa
+93,5.319796899351683,3.886932220063247,1.6599971872703838,0.3567918881576235,Iris-setosa
+94,5.000679013350093,3.208468010265557,1.2,0.19494205812346183,Iris-setosa
+95,6.6568334549659856,3.277020279217967,5.681645700806551,2.4999973393938846,Iris-virginica
+96,5.0259680961816295,3.3656206102532313,1.6381546427038283,0.4895832174436265,Iris-setosa
+97,5.7305562290491485,2.4982772710564016,4.998304859560123,1.9916131538874402,Iris-virginica
+98,5.313402950770831,3.3848729341873405,1.4989099488306779,0.1956305537060152,Iris-setosa
+99,5.802905694238309,2.8140886949459483,5.128739650193085,2.410718746080425,Iris-virginica
+100,6.684707109166124,3.0,4.999402684670804,1.677633493652501,Iris-versicolor
+101,5.564562880449816,2.8109591081895684,3.7069203061067473,1.270932698010381,Iris-versicolor
+102,5.019505529735464,2.515710538091008,3.392625878020758,1.1992508828340775,Iris-versicolor
+103,6.27091497827145,2.8182895277898794,5.625133434170391,1.7538645017488466,Iris-virginica
+104,5.558165833386685,2.5775039392879955,3.8832112433300416,1.1726443302475986,Iris-versicolor
+105,5.078996032194212,3.2954724972760507,1.7373739485619262,0.4808300898509843,Iris-setosa
+106,5.963491483733206,3.0,4.34768372458732,1.4953434109040937,Iris-versicolor
+107,5.569175734835351,2.985234521183477,3.6576780897034813,1.293313251792171,Iris-versicolor
+108,6.735283958053081,2.5201344668321486,5.904276200170086,1.8076156710652485,Iris-virginica
+109,6.900305278665601,2.7602263106957836,4.80761617287995,1.401810771233873,Iris-versicolor
+110,6.6835433420383055,3.291538952336995,5.724885499650539,2.499999393976786,Iris-virginica
+111,6.829215414608801,2.803621262619393,4.835091966317698,1.4093784568550676,Iris-versicolor
+112,5.983651440939116,2.907079588399249,4.547272649149511,1.3556528500434768,Iris-versicolor
+113,7.899998878809092,3.756261465984056,6.387840378614356,2.0186272767284406,Iris-virginica
+114,4.986809006769033,3.2222130045658384,1.2,0.20401474289391622,Iris-setosa
+115,7.208049325869082,2.9926997659031387,6.085074747170732,1.9843681113890923,Iris-virginica
+116,5.496456555791803,3.478655021694601,1.5348697542591305,0.43785369387471046,Iris-setosa
+117,6.708012757911564,2.498861865569592,5.822943755753627,1.7973098550581943,Iris-virginica
+118,6.347032449635482,2.694904263710297,5.186644269183744,1.9077670930334638,Iris-virginica
+119,7.9,3.838854622903299,6.371392215784635,2.0230665641000627,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/11/test.csv b/iris/tab_ddpm/3_2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/11/train.csv b/iris/tab_ddpm/3_2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/11/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/11/val.csv b/iris/tab_ddpm/3_2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/12/synth.csv b/iris/tab_ddpm/3_2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cdb190d48e0cf756959c9a672012132c989f1777
--- /dev/null
+++ b/iris/tab_ddpm/3_2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.510223208419085,3.1731269225435756,5.08480782032786,2.0063632060712444,Iris-virginica
+1,6.302527250039746,2.93893587019677,4.370348451975744,1.3812307557108503,Iris-versicolor
+2,5.461186817127469,4.2,1.3844404878794105,0.19543834916828295,Iris-setosa
+3,5.000582993341606,3.2076909720619047,1.2000002420221754,0.2030600838834896,Iris-setosa
+4,5.817298809407437,2.8328355997052106,5.099634242958782,2.401522552583743,Iris-virginica
+5,5.675152216911091,2.7741775613429667,4.481537381051474,1.2735975749041666,Iris-versicolor
+6,6.760460836081994,3.2466291542372168,5.827027594327741,2.3211291565566823,Iris-virginica
+7,6.361098241021668,2.898022517368714,4.300697428356483,1.2622422047943005,Iris-versicolor
+8,6.405567417302861,3.1187424079919976,5.085623635472412,1.9590929426939514,Iris-virginica
+9,4.903061257941117,3.0986552745221037,1.4897425098246946,0.1,Iris-setosa
+10,5.140237988623223,3.366591655626487,1.49927821106692,0.21037022982623943,Iris-setosa
+11,5.498989489450189,3.8132011737744795,1.602834943028767,0.35441667892568757,Iris-setosa
+12,7.341967321991103,2.9177506013772367,6.33293469126094,1.8073073278616594,Iris-virginica
+13,5.586123032142926,2.4671078245887306,3.948475579125325,1.1304956569721032,Iris-versicolor
+14,5.376101101069788,3.0,4.471218584317329,1.481747181309844,Iris-versicolor
+15,5.586020598982662,2.506241427382874,3.8601757671645847,1.0819996352757033,Iris-versicolor
+16,5.998738911417672,3.0106964391863267,4.838183879907982,1.7582749352701454,Iris-versicolor
+17,4.806169943820519,3.0,1.400019216428792,0.3151002954223014,Iris-setosa
+18,4.901764685628623,3.0728141292438473,1.5252250913261456,0.1,Iris-setosa
+19,4.9870764134816215,3.2215881215767133,1.2,0.19348981333614945,Iris-setosa
+20,6.691461850948953,3.0822752644503404,5.86975196878828,2.2623654662186787,Iris-virginica
+21,6.092249909339572,3.0,4.601495679613826,1.4000126894994875,Iris-versicolor
+22,5.813179589224518,2.523365105811864,5.030662932781572,1.9693960731806335,Iris-virginica
+23,4.827731885441705,3.0,1.4034916333933305,0.1000000924392907,Iris-setosa
+24,6.648470905493992,3.289997395444517,5.64918334832077,2.4999992045322834,Iris-virginica
+25,4.9048401974887685,3.0948619302176215,1.487992663832153,0.10000013702625676,Iris-setosa
+26,4.583505241814237,3.401170030924136,1.3872123189709546,0.29239994256062307,Iris-setosa
+27,6.108342188727828,2.8389376040122,4.6802106433019315,1.24266358741761,Iris-versicolor
+28,5.127853809782865,3.4580639857484785,1.4592399930285107,0.20510022685563004,Iris-setosa
+29,5.653714999783452,2.7395604956061512,4.428108902116096,1.2818805235045017,Iris-versicolor
+30,5.811437254461621,2.8211263740614254,5.08957054774955,2.3900625718816815,Iris-virginica
+31,6.3937327976014044,2.682526162337743,5.458215457289158,1.8709915804736303,Iris-virginica
+32,5.5239084878389795,3.0,4.301767770650441,1.3605173366469145,Iris-versicolor
+33,5.021111919422088,3.2398553049865995,1.470586250551075,0.4711396248645349,Iris-setosa
+34,4.914204909999115,3.2585903301692842,1.3889367336531584,0.20100967704771458,Iris-setosa
+35,5.36742273948935,3.3877714861604162,1.650718183993787,0.1968040907347253,Iris-setosa
+36,6.664951772574223,3.2942558437013423,5.659637885012011,2.068654127186223,Iris-virginica
+37,6.414764721370291,2.882424953514247,4.271293657061712,1.2793313456507271,Iris-versicolor
+38,5.93343096758852,3.0,5.155094559491791,1.7982879755352594,Iris-virginica
+39,5.3975520526333485,3.546043908103873,1.5251378485544143,0.20061965672823,Iris-setosa
+40,5.99096283025061,2.6848082149323136,5.082278806433947,1.6042379914870222,Iris-versicolor
+41,5.481174264338277,4.199999163653404,1.4077733424305008,0.20151959397236746,Iris-setosa
+42,5.643568100255073,3.0,4.101075865087643,1.3381368644059775,Iris-versicolor
+43,5.217582792892084,2.8096225998367186,4.022658445048899,1.4474864004620538,Iris-versicolor
+44,6.402081808108468,2.9014707130049526,4.218956058049391,1.3376949929686408,Iris-versicolor
+45,4.970791746411301,2.447177506275949,2.907018501407194,1.0744697952082143,Iris-versicolor
+46,5.919437638427771,2.963425150007883,4.349699381752672,1.4956218835872923,Iris-versicolor
+47,5.518804344460181,2.5112978102728123,4.230954205102401,1.1037270091639013,Iris-versicolor
+48,5.749236074774054,2.778450072176005,4.644283069610052,1.2532578865743988,Iris-versicolor
+49,5.092259229311746,3.7897758538874102,1.5106604467284956,0.2952630520348655,Iris-setosa
+50,5.3943574659771105,2.646594524869904,3.5420508815477616,1.221581313905057,Iris-versicolor
+51,5.098753765503253,3.313180369135135,1.4903355849850326,0.4249018495780524,Iris-setosa
+52,7.679296629879564,2.59428462633285,6.899998916911394,2.3009219630297975,Iris-virginica
+53,5.001568047973999,3.383426020129481,1.648899197346517,0.3648490463495081,Iris-setosa
+54,5.86401859057728,3.0,5.1134852630484495,1.7888744258621336,Iris-virginica
+55,5.746292473024325,3.8178796221336078,1.8169212871083118,0.30640270725583874,Iris-setosa
+56,6.936159399686495,3.016421455200778,5.708500304415416,2.171840953130232,Iris-virginica
+57,6.269292601569057,3.0,4.401911284936224,1.3644409106092084,Iris-versicolor
+58,6.290875911651734,3.408328930147041,5.607884278501531,2.3991153850199236,Iris-virginica
+59,7.699316523322659,2.577330616168336,6.9,2.2883633406244046,Iris-virginica
+60,4.908112450154515,3.1007161002722814,1.496476833062231,0.1,Iris-setosa
+61,5.2912588366870414,2.5826165204615936,3.6011789304090382,1.174090496337117,Iris-versicolor
+62,7.899998933193148,3.7912194530462475,6.369286932328603,1.9899693805056777,Iris-virginica
+63,5.430752259815635,3.0,4.553110488694154,1.5055666549887952,Iris-versicolor
+64,5.088157018503244,3.3950924389072323,1.5200105776900152,0.20202773375641803,Iris-setosa
+65,5.235914131085784,3.386067635130901,1.4993143850476651,0.20311749798238737,Iris-setosa
+66,6.208322366278462,2.544209256757088,4.96264363602087,1.4968897648220005,Iris-versicolor
+67,5.188934252522058,3.737350806264968,1.5437806808638663,0.20190595086033522,Iris-setosa
+68,5.7920967068068245,2.7283558027068446,4.650329179200007,1.2511420103460422,Iris-versicolor
+69,5.788071206491944,3.1568850592327564,4.750363771367346,1.7625495897785286,Iris-versicolor
+70,6.8905634330592616,3.207027651840705,5.910203337582747,2.3117890720075094,Iris-virginica
+71,5.461538083395251,4.1999992425384,1.3938510389009156,0.21742275702865,Iris-setosa
+72,5.662704843651141,3.7954306805866636,1.573535664352851,0.2988411198500639,Iris-setosa
+73,6.214903269853897,2.2000004047341934,4.50554500338284,1.5178863384196726,Iris-versicolor
+74,5.5947544758377035,3.636921798336576,1.5949544148754333,0.307012961049156,Iris-setosa
+75,6.058789328070146,2.890279541498716,4.680018405751603,1.290825913723318,Iris-versicolor
+76,6.171413559933244,2.2000003070573664,4.454157545129779,1.503727667669467,Iris-versicolor
+77,6.535849539026636,2.636768436448422,5.476613590338649,1.8728192835828452,Iris-virginica
+78,6.2141871811389535,2.709181883620287,5.138750669740948,1.8565241813469795,Iris-virginica
+79,5.353768762614222,3.0,4.444855185123418,1.4876575257227944,Iris-versicolor
+80,6.799734590213136,2.8072195477332307,4.817628756915769,1.4078762361381625,Iris-versicolor
+81,5.618208228669649,2.4742588556925043,3.763083805929808,1.07935870257946,Iris-versicolor
+82,4.911178470506187,2.4039312357360436,3.309360247608701,1.0658295274570653,Iris-versicolor
+83,5.466976848831744,2.4932658957122618,3.9647056285141358,1.1026693543597479,Iris-versicolor
+84,4.923345808188263,3.0623561071625054,1.437034853416837,0.40290690063384516,Iris-setosa
+85,4.791439961090884,3.0,1.3903662184269157,0.1,Iris-setosa
+86,6.087852106918856,3.0,4.578253538578335,1.4226801683251424,Iris-versicolor
+87,6.3200596372029825,2.7036989377106773,4.928249763517794,1.8001755853330497,Iris-virginica
+88,5.135551955594316,3.4995812824732884,1.3995333167125674,0.3156530524786405,Iris-setosa
+89,6.708479356019382,3.0,5.5047918981006845,2.010283359946752,Iris-virginica
+90,6.51648815949866,3.1958279490552868,5.081266889316659,2.0147523583995053,Iris-virginica
+91,5.887664957317449,3.2005547314608536,4.7725567386540915,1.7963537035987134,Iris-versicolor
+92,5.549958707211938,2.6793269125589267,4.430830444621157,1.2489640892497655,Iris-versicolor
+93,5.0254038763187205,2.4712595917433786,2.990492671510958,1.089515556412914,Iris-versicolor
+94,7.227476569595464,3.0,6.055107618772259,2.0214060597558916,Iris-virginica
+95,6.8109430575585055,3.102234503166859,5.098201375473262,2.274398242028284,Iris-virginica
+96,6.7060388754791616,3.0,4.993178037750351,1.7202765440716439,Iris-versicolor
+97,6.310980822000934,3.38363206263942,5.628397835800326,2.400885419100423,Iris-virginica
+98,4.495256243314912,2.2942400287126223,1.2979460061433137,0.30693318433431943,Iris-setosa
+99,5.954117212415417,2.2,4.947938443242915,1.46322893298414,Iris-virginica
+100,6.675246398836376,3.2975538032040435,5.704756238149816,2.107129061974919,Iris-virginica
+101,4.641859092009245,3.2431846453839475,1.4070047253175844,0.21783705145963522,Iris-setosa
+102,5.7959607292971835,2.764097298241491,5.1204414659968975,2.3917596462773587,Iris-virginica
+103,5.3637945720532745,3.820688634548464,1.5997115029745914,0.4053966093890636,Iris-setosa
+104,5.439618815194149,2.54876140915183,3.9116765343693225,1.1832967862942012,Iris-versicolor
+105,5.179043283326615,3.5857341395275206,1.4136214149503166,0.29622384319910533,Iris-setosa
+106,6.779652466367877,3.0428144291752264,5.109543576433136,2.216228479079731,Iris-virginica
+107,5.541875183442578,2.970813660712101,4.257696399713973,1.39360258778841,Iris-versicolor
+108,7.350113537220197,2.9020062795820727,6.337982555385026,1.8046431219311494,Iris-virginica
+109,6.31606939052018,2.297649372985966,4.372269589273921,1.306352116648007,Iris-versicolor
+110,6.6564172957062775,3.291650454185442,5.656437976911027,2.5,Iris-virginica
+111,5.381048068485333,3.802914274234481,1.5205396655964472,0.25588567247066885,Iris-setosa
+112,6.470319374970224,3.0,5.809162957409461,2.225867510932391,Iris-virginica
+113,4.900966933288589,3.0,1.3955336822681037,0.19557719385942285,Iris-setosa
+114,4.858475944522735,3.0,1.4047050687102107,0.21733982800188126,Iris-setosa
+115,5.117425184607101,3.797681405549965,1.4980824488459912,0.1975357885962184,Iris-setosa
+116,7.277037140631496,2.894945554318449,6.293130540128606,1.7975772241671926,Iris-virginica
+117,6.682139793021008,2.505335887400501,5.761130782554804,1.7980485784646405,Iris-virginica
+118,5.361479358854362,3.379998232177243,1.6366476291633463,0.19446957440000168,Iris-setosa
+119,6.322328731887042,3.318674100179535,4.702053329097441,1.5938059761879937,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/12/test.csv b/iris/tab_ddpm/3_2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/12/train.csv b/iris/tab_ddpm/3_2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/12/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/12/val.csv b/iris/tab_ddpm/3_2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/13/synth.csv b/iris/tab_ddpm/3_2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9682c06e951bcc4e5911ae7622c11f70f1d8743b
--- /dev/null
+++ b/iris/tab_ddpm/3_2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.702620040691749,2.4663974686767745,4.964119987597947,1.9825228852425505,Iris-virginica
+1,5.6142649991243,3.0,4.026846412478347,1.2736392963713477,Iris-versicolor
+2,4.903541845280149,3.069235509807797,1.4944530004281265,0.1,Iris-setosa
+3,5.995952724473608,2.909811079617182,5.2181299672228105,1.7890855705229922,Iris-virginica
+4,5.664984076007627,2.4472954650409275,5.0059979705288065,2.0205518786945156,Iris-virginica
+5,6.023900595585326,2.2000003061818942,4.99129965725262,1.4945839782896642,Iris-virginica
+6,5.081247406397281,3.551642444473913,1.4159804166399519,0.2852493968926554,Iris-setosa
+7,5.48986995949242,3.648524857363711,1.5995037232378178,0.36574255416405627,Iris-setosa
+8,4.504838120662432,2.288524998459197,1.2938735703477768,0.29133454371325457,Iris-setosa
+9,6.008129530861797,2.200000310265062,5.014072377279172,1.4880609995410166,Iris-virginica
+10,6.654149724401248,3.1500967638252586,5.5144865219414125,2.0018333761293277,Iris-virginica
+11,4.816087711582583,3.0,1.4019712504887931,0.1000000942115811,Iris-setosa
+12,6.502688731540436,3.0,5.502194537994876,1.803689922669788,Iris-virginica
+13,5.245003428748184,3.4023479009172464,1.4995871112833152,0.19937815868951608,Iris-setosa
+14,6.2845953493041655,2.2949970266085336,4.367706204429906,1.2767232799611299,Iris-versicolor
+15,6.12860618248575,2.8022248927206985,4.6954509611369915,1.1913674238070273,Iris-versicolor
+16,5.967290832680284,2.200000280732734,4.97882279652628,1.5215210743841288,Iris-virginica
+17,5.96902831310437,3.0,4.786692721938985,1.792710675541278,Iris-virginica
+18,4.400000524818227,2.904423119151724,1.3879595891169738,0.20007605799680403,Iris-setosa
+19,7.69555157866925,2.6092417791117652,6.89999832645684,2.2878196182260293,Iris-virginica
+20,6.8389718641536685,3.209756632853935,5.723304863500962,2.289913180805506,Iris-virginica
+21,5.394442207628632,3.5619650195714216,1.5041015911160622,0.20107504115374047,Iris-setosa
+22,4.818890954843798,3.0,1.4099106945623192,0.10000009216321194,Iris-setosa
+23,6.693243684267992,3.0,5.01971357602252,1.704866277197841,Iris-versicolor
+24,6.317729242232892,2.3526199556454794,4.446114493525489,1.3281288890591287,Iris-versicolor
+25,5.094387897158145,3.3034127581754182,1.6506406655844355,0.49878342274596416,Iris-setosa
+26,6.832025531909012,3.08084362801932,5.11985422771753,2.2877988444761366,Iris-virginica
+27,5.1823946899572695,2.6485989491556463,3.614045565505495,1.3670764800226545,Iris-versicolor
+28,5.759623763694939,2.649515339038796,5.063362288979105,1.936622291851314,Iris-virginica
+29,7.731599813807556,2.60160198163951,6.899998697910581,2.3051934738903705,Iris-virginica
+30,6.275468273480378,2.720793028893271,4.932292540412356,1.8091797222378083,Iris-virginica
+31,5.186625128136566,3.754736948932034,1.4417140657897967,0.3936107352547724,Iris-setosa
+32,6.230487514790673,2.2000005555650253,4.517696573214679,1.542695066352499,Iris-versicolor
+33,7.707463858022775,2.6029106265150355,6.899998555953241,2.2930640760994434,Iris-virginica
+34,6.600949504834151,3.2663160252750143,5.562969526312323,2.051453197596886,Iris-virginica
+35,4.7629088813051785,3.0,1.3917591909988722,0.2955124483148246,Iris-setosa
+36,4.9050436332894884,3.1153580180667473,1.5655430767735319,0.1,Iris-setosa
+37,6.128819597663808,2.8395040700060097,5.395347490768102,1.7573531087362222,Iris-virginica
+38,6.31643786440183,3.2873098372939356,4.7139329334168645,1.6207148854804414,Iris-versicolor
+39,5.797388064477449,2.7256130853071645,5.1050023682182255,1.8784290095858973,Iris-virginica
+40,4.819378107426861,3.0,1.3951176328675996,0.28458678606047033,Iris-setosa
+41,5.3153190570677165,3.853533114318101,1.6134799743436556,0.4165717628879336,Iris-setosa
+42,4.886759778625882,3.0,1.4024652620157843,0.20051943271651304,Iris-setosa
+43,6.319347510993529,2.91318684604654,5.635355463520865,1.7988844985978034,Iris-virginica
+44,4.489934361643957,2.2966992739700043,1.292535745674786,0.29852712208268467,Iris-setosa
+45,4.90606216567048,3.064907644016663,1.495651792075101,0.10000012271336789,Iris-setosa
+46,6.239348937277446,2.7514658723509964,5.61603871359203,1.7171754070794423,Iris-virginica
+47,5.148582957719723,3.3986191055355106,1.4811027214130041,0.20278598789186947,Iris-setosa
+48,6.510130932478011,3.0109320665983024,5.388318827887023,1.8360114202305353,Iris-virginica
+49,4.588841847241195,3.404255587622554,1.4008971434318573,0.3099402942838865,Iris-setosa
+50,5.4859817846307575,4.2,1.4034828486762674,0.2092373266940708,Iris-setosa
+51,5.907333503852316,3.0,5.06289158193553,1.7957215085041012,Iris-virginica
+52,6.14712475626341,2.2,4.509225192943351,1.4904490595587354,Iris-versicolor
+53,5.472760581640561,3.5421819439325324,1.8232408945194978,0.21237716180798122,Iris-setosa
+54,6.7586934015076885,3.0,5.609319493368832,2.0909512341232137,Iris-virginica
+55,6.313324392900561,3.4094501400181567,5.591130494743962,2.4068872978070575,Iris-virginica
+56,5.9968643242330835,2.94226821805716,4.431837934681836,1.4964013858895757,Iris-versicolor
+57,7.6866031047602466,2.5855767148833975,6.9,2.301428151630276,Iris-virginica
+58,6.604403656909896,3.0688646962993986,5.357313190529389,1.8960335695313002,Iris-virginica
+59,4.85903634448919,3.0,1.403820387597388,0.25187368726206666,Iris-setosa
+60,5.752757737227894,2.6205950852625968,5.070393949486854,1.9334482918124432,Iris-virginica
+61,6.74409153192505,3.1627330557455955,5.122417018201841,2.2043299835785595,Iris-virginica
+62,6.0004624502805735,2.200000305960681,4.97632524727684,1.5153132211491747,Iris-virginica
+63,5.08932455897536,3.69276219549086,1.5614262364947105,0.34712581587815144,Iris-setosa
+64,7.250559398747969,2.8859780167062956,6.268623961597105,1.7953900036889092,Iris-virginica
+65,5.229641622747745,3.7590483023781456,1.6016179793853955,0.19985831317474542,Iris-setosa
+66,6.833345658039933,3.1801941434316654,5.824130523037839,2.315205862554151,Iris-virginica
+67,4.579322346804372,3.1897553137480132,1.395690603486809,0.1906942018878994,Iris-setosa
+68,5.51310339931945,4.2,1.4068608103167652,0.21335529821219826,Iris-setosa
+69,5.5494754606332775,2.6580822053158406,4.180073305977868,1.267368021113694,Iris-versicolor
+70,4.505456669799214,2.309270525540022,1.304761882034164,0.38738453451163013,Iris-setosa
+71,5.6892938843415495,2.4777647963501312,4.971721373001001,1.9936265208588138,Iris-virginica
+72,5.004420950900559,3.316547906134341,1.4072702637022876,0.19729094884519266,Iris-setosa
+73,6.089305617290828,3.0,4.580400371661018,1.3495724324930194,Iris-versicolor
+74,4.857854985953003,3.029737884628328,1.4661147471815599,0.1000001186505649,Iris-setosa
+75,7.080895608328977,3.0,5.682212435850555,2.090922786266564,Iris-virginica
+76,4.566574064063111,3.31279240383362,1.3916228792780858,0.2550863016491298,Iris-setosa
+77,4.5903624636501075,3.207201628245859,1.4022527720228037,0.21712283051184772,Iris-setosa
+78,6.2678399229134225,2.5289341873136926,5.009510444699604,1.5185671968092338,Iris-versicolor
+79,6.301299430037424,3.4365025939679157,5.609828672256019,2.398522422903908,Iris-virginica
+80,6.057680958962217,2.200000279335198,5.005777580903129,1.5431318931168656,Iris-virginica
+81,5.388063071181192,3.4018709543644694,1.7047150616388622,0.19626620464853625,Iris-setosa
+82,4.783993485868647,3.0,1.3930674050984337,0.2959947361991951,Iris-setosa
+83,5.136951070055521,2.541710927952659,3.5480970688632882,1.2062640102890538,Iris-versicolor
+84,6.961849663105473,3.0541257498507566,5.735533557536023,2.2160667183939267,Iris-virginica
+85,6.9097970124539785,3.0772377682308236,5.108770624483781,2.2967771340856378,Iris-virginica
+86,4.884243317230459,3.229935417827037,1.3997489049985417,0.19208423902250293,Iris-setosa
+87,7.271617650718757,2.908685787632164,6.308639130754401,1.7988016316742925,Iris-virginica
+88,6.568056215071373,3.0,5.804402511738528,2.241051787584392,Iris-virginica
+89,5.832857729155507,2.8255730023503935,5.10765585550966,2.4190547243572498,Iris-virginica
+90,7.297606518296841,2.904489000535901,6.308862073892875,1.7957255787798465,Iris-virginica
+91,6.313854659727971,2.683570612262607,4.96288574815248,1.792154962605213,Iris-virginica
+92,7.664007209532986,2.6137703563152432,6.89999841042793,2.2958531315110697,Iris-virginica
+93,5.830247267091664,2.8170772464306504,5.092864549545774,2.384572547527493,Iris-virginica
+94,4.897460593902949,3.1267009296986883,1.4933793250226632,0.1000000945376128,Iris-setosa
+95,7.72417969802841,2.601850441538976,6.9,2.3140978927460116,Iris-virginica
+96,7.7269771801398,2.6049499908330427,6.9,2.3223102194202636,Iris-virginica
+97,7.065069942518196,3.0111550717737945,5.932858889063501,2.171616234699173,Iris-virginica
+98,4.944208636820896,2.429329810346295,3.142382596944855,1.0612157209338866,Iris-versicolor
+99,7.7395489202820364,2.625364316775281,6.9,2.3059951246376524,Iris-virginica
+100,5.810399300163763,2.8325313619844104,5.115761619251311,2.395472200365573,Iris-virginica
+101,5.9412169735032005,3.217979343912757,4.804863982993979,1.776484887465638,Iris-versicolor
+102,6.864161921398837,3.202565463808904,5.812775280006274,2.295786368296689,Iris-virginica
+103,5.890474406196059,3.2076761823731452,4.784488359379949,1.7960597649093857,Iris-versicolor
+104,7.0469366103860285,3.0753998382647465,5.734110054134502,2.215927446727952,Iris-virginica
+105,4.813103365611772,3.0,1.3997609997808969,0.33229764663750705,Iris-setosa
+106,7.016194869274393,3.069213624292622,5.741351304773926,2.223459713639186,Iris-virginica
+107,5.206174773444419,2.5830782471566156,3.629011241459229,1.2798760171555024,Iris-versicolor
+108,7.301154489547851,2.879300043474947,6.309034285897349,1.8054063875550064,Iris-virginica
+109,6.035554325158533,2.9342692231232834,4.416828448277187,1.5522086701589817,Iris-versicolor
+110,6.482204655199437,3.0,5.882838484571396,2.239552061534567,Iris-virginica
+111,5.870420299588012,2.8108517728111724,5.1080882105061765,2.382294604798841,Iris-virginica
+112,5.650685261254516,3.0,3.812135749786172,1.337230719909589,Iris-versicolor
+113,5.5834664216352206,2.871620247060736,3.7608205930713297,1.2323858547565942,Iris-versicolor
+114,5.844710083119991,2.9103837817458804,4.5431105539309256,1.3385537106513308,Iris-versicolor
+115,5.1564668766767685,3.5636728168419842,1.490182510433192,0.3726685944218474,Iris-setosa
+116,5.416201284907918,3.437557185831847,1.802057579498265,0.19864717595375525,Iris-setosa
+117,7.695775827762,2.5981696436003237,6.9,2.2824436894421414,Iris-virginica
+118,5.035146442611471,3.5463399393164634,1.6144237977025069,0.41772010630517725,Iris-setosa
+119,6.762202936272095,3.28593638533048,5.678091751905951,2.4999987360549425,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/13/test.csv b/iris/tab_ddpm/3_2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/13/train.csv b/iris/tab_ddpm/3_2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/13/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/13/val.csv b/iris/tab_ddpm/3_2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/14/synth.csv b/iris/tab_ddpm/3_2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..86f8f6d2472b147f8b08b17fca2234f3b4f9aa39
--- /dev/null
+++ b/iris/tab_ddpm/3_2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5469879744799275,2.428153646236866,3.7720627516687513,1.0868414918480531,Iris-versicolor
+1,6.396598481875757,2.9084241702303455,4.299837713500147,1.302755899494084,Iris-versicolor
+2,5.906883356539227,2.694298057278952,5.06006617103474,1.5342156427505151,Iris-versicolor
+3,6.1599619089141004,2.2,4.407550431422567,1.4931660014208445,Iris-versicolor
+4,5.429385043270003,2.9007568962327883,3.919791577404035,1.440497116542386,Iris-versicolor
+5,5.010339569598176,3.2081095784012006,1.2,0.20113823883766146,Iris-setosa
+6,6.518996571748472,3.0,5.512794908254257,1.8028402086419226,Iris-virginica
+7,6.232560824010365,2.7111262813044985,5.567626010716303,1.620555556012996,Iris-virginica
+8,4.610236606695971,3.1561317321502003,1.4005063211382465,0.19394574215379107,Iris-setosa
+9,5.025247642362937,3.376463543797984,1.4399775213470885,0.2511975779811644,Iris-setosa
+10,7.9,3.793984608676804,6.397162196981074,2.017022581627546,Iris-virginica
+11,6.329553629696607,2.7260687871292157,5.004105711744971,1.8001915558803396,Iris-virginica
+12,5.978961498338203,2.98663898031264,4.546817679105869,1.348913082928463,Iris-versicolor
+13,5.010575230319352,3.3108545229871016,1.4151993146345714,0.2025482804987455,Iris-setosa
+14,5.530986908808407,2.521469639829539,4.049487879193092,1.0959865651725742,Iris-versicolor
+15,4.870827879733263,3.0,1.3987240726999663,0.19361309744916,Iris-setosa
+16,7.2955343900029614,2.9152637067354235,6.274126667088791,1.7955865969053915,Iris-virginica
+17,6.171116267474839,2.200000398370245,4.44329971665214,1.4889943779289414,Iris-versicolor
+18,6.54925450195565,3.2103723306064103,5.076924554421999,2.0335536968643853,Iris-virginica
+19,6.779663443119898,3.0,5.662436701849274,2.0135898864874626,Iris-virginica
+20,6.717229022662012,3.3059366054700035,5.704081791016736,2.097436013877826,Iris-virginica
+21,4.905098608613985,2.398943572628804,3.1689208263798205,1.0299948311731697,Iris-versicolor
+22,6.222881030407275,2.200003233181,4.504942107128341,1.4647871282291696,Iris-versicolor
+23,6.8864377127266305,2.9109622374099358,4.923018209382871,1.5150149407187337,Iris-versicolor
+24,5.450090475096324,3.5140720325428414,1.6073925263594362,0.41417206489651265,Iris-setosa
+25,6.307708991399216,2.312867962059547,4.441227945272132,1.3094424220385392,Iris-versicolor
+26,6.599130903170544,3.0660880733001137,5.432570102490773,1.9558256641253136,Iris-virginica
+27,6.006445019426901,2.7120457978145707,5.109118106307276,1.6145664528097066,Iris-versicolor
+28,6.690574275414433,3.290867912029146,5.79233924941514,2.0864726813288774,Iris-virginica
+29,6.066270079671626,2.8082336747229437,4.724694310556374,1.206007683875658,Iris-versicolor
+30,6.745323320178063,3.0,5.564532831194163,2.181232401921875,Iris-virginica
+31,6.733666074043822,2.5176398368605666,5.8550365576611085,1.8045942327119413,Iris-virginica
+32,5.747845565114878,2.593674817467122,5.059979796291952,1.9367931781034335,Iris-virginica
+33,6.493688062967267,3.0,5.430867922236199,1.8039260707414428,Iris-virginica
+34,4.596226052624857,3.218798990992769,1.3978817603181932,0.1984057715740597,Iris-setosa
+35,6.731083204699983,2.478623178381018,5.77164216936822,1.8010322111332526,Iris-virginica
+36,6.308025188131094,3.299647743170171,4.700207512120284,1.592398131762264,Iris-versicolor
+37,6.743066192671494,2.9466679092127173,4.908563520871182,1.5851748391310418,Iris-versicolor
+38,6.857551031460104,3.206892925420812,5.754346412339172,2.3014821620831056,Iris-virginica
+39,6.806099385408491,3.101964242584324,5.10645566949177,2.3315588409483174,Iris-virginica
+40,5.034522715015935,3.210688157112358,1.2000002402120866,0.20158970978660018,Iris-setosa
+41,6.6680108992102225,2.9365533225855454,5.883620703747814,1.782131703095849,Iris-virginica
+42,4.87643700515057,3.072834824859027,1.7431126028118313,0.10000010464399967,Iris-setosa
+43,5.956419705699006,2.2,5.006202654644242,1.4966150659212354,Iris-virginica
+44,5.347501305032392,3.8713082877090854,1.6681618398779239,0.38304301745234043,Iris-setosa
+45,5.517354792370083,2.575739775801698,4.3491547750620665,1.158528101679663,Iris-versicolor
+46,6.317336373561847,2.3081065518649035,4.442876129772854,1.3155892960293485,Iris-versicolor
+47,6.956677698645431,3.0,5.695225888718973,2.0224184540521555,Iris-virginica
+48,6.922909417180412,3.105760620447698,5.113484858273909,2.3055002502703017,Iris-virginica
+49,5.977121189546944,2.2000003540002524,4.966642306667608,1.530741842367893,Iris-virginica
+50,4.610677511903433,3.391856693451261,1.4005312990061045,0.2968740487240692,Iris-setosa
+51,4.5806839573775395,3.4502433775347705,1.400934012906363,0.33741653414033446,Iris-setosa
+52,4.496580879996635,2.300593005603911,1.3116717739999217,0.291654851186049,Iris-setosa
+53,6.269279561710681,2.883308531072828,4.599974531233201,1.2413143075794675,Iris-versicolor
+54,4.600002094733492,3.4437705670014065,1.3972246538552746,0.29098439087404937,Iris-setosa
+55,5.453919404218098,4.199999233155433,1.4086407761345465,0.19991200788096175,Iris-setosa
+56,5.769396254702514,2.714907035751202,4.54733136646369,1.1723183587033497,Iris-versicolor
+57,6.555477734593889,2.9494015562555873,5.707638368761951,2.1160858740214294,Iris-virginica
+58,4.975013431514298,3.2987380081253637,1.404536671085649,0.19810099646085627,Iris-setosa
+59,5.566979437220804,3.653916319926405,1.7324456279052365,0.3113256639340802,Iris-setosa
+60,6.416534923680558,3.0,5.503601340256328,1.7869655138505895,Iris-virginica
+61,6.023229462369172,3.0,4.788731802698965,1.802726005998764,Iris-virginica
+62,6.772361722068727,2.833454586987104,4.830656140217615,1.4211138885207308,Iris-versicolor
+63,5.3766958644833265,2.989804676121649,4.407467218766007,1.5080592190942197,Iris-versicolor
+64,5.914571297031191,3.206166605487749,4.771818038338044,1.8050834627086036,Iris-versicolor
+65,5.604234709581663,2.551534308476297,4.1183743976644855,1.1366306840016487,Iris-versicolor
+66,6.251625424595692,2.892259815019186,5.519656421443342,1.801130330274736,Iris-virginica
+67,6.7181761790432395,3.2818664411591576,5.742952258495435,2.1232083746229926,Iris-virginica
+68,5.507109206617947,2.497433120805825,3.9863532731603906,1.1348165713926246,Iris-versicolor
+69,6.725080536921199,3.3000137999593577,5.699727742584216,2.5,Iris-virginica
+70,7.683481132581149,2.5949323635298795,6.899998842241308,2.30125233557526,Iris-virginica
+71,5.5299416965818615,2.3844008095509457,3.805731545761058,1.1044469056117125,Iris-versicolor
+72,6.173807052249977,2.2,4.470223022602562,1.5101465924984283,Iris-versicolor
+73,4.874519148991869,3.088619607871391,1.5510733547185085,0.10000010492472489,Iris-setosa
+74,6.9788673928452924,3.1842580578629227,5.778986626085104,2.3135426577797666,Iris-virginica
+75,4.989652324534602,2.4527279796371055,2.9444641094335307,1.0768642590392108,Iris-versicolor
+76,4.481434472226165,2.277652334815695,1.3099660237165964,0.2886294143858784,Iris-setosa
+77,4.6327433990369,3.376372954581213,1.403959375937378,0.28857827111327716,Iris-setosa
+78,4.820099070250942,3.0104543230663174,1.4480688037056035,0.1,Iris-setosa
+79,6.822649663528989,3.1619670247337037,5.858694545361049,2.2835355242556483,Iris-virginica
+80,5.116197153106528,3.866340568055831,1.6323341603064894,0.20832293376215832,Iris-setosa
+81,4.985300917733761,3.2042190884821933,1.2,0.204282993122554,Iris-setosa
+82,5.570554416481605,2.726042071138856,3.9290493713563546,1.2912846501521833,Iris-versicolor
+83,5.952410186593235,3.0,5.10491775030675,1.7999436659533785,Iris-virginica
+84,4.906478855262023,3.095619700201001,1.7512187356911766,0.10000010733333028,Iris-setosa
+85,5.964129448239031,3.0180476605968796,4.332532651580792,1.5330197887365333,Iris-versicolor
+86,6.989388429750895,3.0,5.736933480354118,2.108346435732152,Iris-virginica
+87,4.865754452359094,3.0,1.4067688949047261,0.1,Iris-setosa
+88,4.4,2.865710216935734,1.4075921183756235,0.20541363188276615,Iris-setosa
+89,5.997932599768122,3.0,4.367810123287444,1.5670531641479835,Iris-versicolor
+90,5.731923142930756,2.501931615892242,4.9410231732688885,1.9947376455932488,Iris-virginica
+91,6.263123114576082,3.400338816993618,5.601041436392855,2.39581400426587,Iris-virginica
+92,5.556225564740447,2.536310445467252,3.832146828216813,1.1489028116488373,Iris-versicolor
+93,4.584800795002597,3.40257056866688,1.4016430024592335,0.288807779677035,Iris-setosa
+94,6.049647917448201,3.0,4.479764641384415,1.5120298802636194,Iris-versicolor
+95,5.13689074619581,3.7023650911580095,1.7175499877864073,0.2624729465045178,Iris-setosa
+96,6.3150130051344755,2.294603487469916,4.413972176600414,1.2829022072032772,Iris-versicolor
+97,7.712291778223509,2.621594647810972,6.9,2.3079505527027657,Iris-virginica
+98,5.978641124030766,2.7033597911074367,5.096224328951622,1.5944978002272594,Iris-versicolor
+99,7.276506664423437,2.892340419234009,6.274096447267838,1.79891200523199,Iris-virginica
+100,4.904043975558993,3.1231551064905227,1.6187520247107572,0.1,Iris-setosa
+101,5.328453033962007,3.845366182477383,1.7058419799856201,0.3780486938490387,Iris-setosa
+102,5.329587904418902,3.383804107353442,1.5879703452553404,0.20512673168098286,Iris-setosa
+103,5.446223631931718,3.0,4.486128149577253,1.4770427494032474,Iris-versicolor
+104,6.4602518847964285,3.1797066486978074,5.071360426233424,2.0174538468620526,Iris-virginica
+105,6.5773813044421106,3.0,5.59535857897471,2.1351121839305556,Iris-virginica
+106,4.847668261021731,3.0,1.3787030453378781,0.24930734345136102,Iris-setosa
+107,4.8630808676243165,3.069193521708023,1.46603593901038,0.1,Iris-setosa
+108,5.4883026599549165,2.620100237692218,4.012324471175555,1.2560794917695537,Iris-versicolor
+109,5.899208393881034,3.1742666831553605,4.777048115922478,1.7954388319010024,Iris-versicolor
+110,5.787631046705966,2.913554351374653,4.317587098131514,1.3324990720825411,Iris-versicolor
+111,6.471531835139098,2.9696863611579816,5.80547845027319,1.9891906578482343,Iris-virginica
+112,7.04381891850984,3.0,5.707123397522179,2.0836339176540792,Iris-virginica
+113,4.740683472684631,3.409582966839687,1.4059329218782906,0.2902666167485209,Iris-setosa
+114,5.154603767466093,3.7495894935258467,1.4969211722007425,0.20630215784578174,Iris-setosa
+115,5.077174298634384,2.5893621153857027,3.552513719918314,1.319740609090232,Iris-versicolor
+116,4.621852453980211,3.1964921315004986,1.4035971499010147,0.2016247315010642,Iris-setosa
+117,4.617871447406338,3.298495769924853,1.3935892431513646,0.22837715022003266,Iris-setosa
+118,6.69912383186701,3.1240853488327325,5.110772624996389,2.164662334721976,Iris-virginica
+119,5.806481181263458,2.8007429087734215,5.0860539455487634,2.4060852551137426,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/14/test.csv b/iris/tab_ddpm/3_2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/14/train.csv b/iris/tab_ddpm/3_2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/14/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/14/val.csv b/iris/tab_ddpm/3_2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/15/synth.csv b/iris/tab_ddpm/3_2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..234f1f3e495606c8e6cbbe5c613d559ee3109623
--- /dev/null
+++ b/iris/tab_ddpm/3_2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.635358324891045,2.734300154770671,4.499413873794954,1.2718757912318974,Iris-versicolor
+1,6.02568028683372,2.9204195166334643,4.324913070929818,1.4150854752785977,Iris-versicolor
+2,5.6494137839143,3.0,4.180232865298517,1.335934587686788,Iris-versicolor
+3,6.214022611681771,2.2000002863246726,4.550143880694887,1.4746225567996776,Iris-versicolor
+4,4.782170358660194,3.0,1.3775500678950352,0.10000009558119474,Iris-setosa
+5,5.520681736963838,2.6154571496177033,4.273598694696611,1.2614801414889762,Iris-versicolor
+6,5.979465281936545,3.0,4.458052747220922,1.556040424904698,Iris-versicolor
+7,6.153711066188392,2.20000028985766,4.463693917446462,1.5004867566974012,Iris-versicolor
+8,6.852105720250526,3.0840652238728716,5.1042261271280625,2.273321057612146,Iris-virginica
+9,7.699969812304791,2.582898255621207,6.9,2.29907573722669,Iris-virginica
+10,5.084861933440158,3.6266494918384953,1.5040205150197765,0.4564056830212285,Iris-setosa
+11,7.8999982520172995,3.7687167389496796,6.357641559323182,1.9843641875940683,Iris-virginica
+12,4.872918386951337,3.084631609294883,1.4920430913905998,0.1,Iris-setosa
+13,6.807745287058606,3.1980315452109296,5.901682782404974,2.2692899026933127,Iris-virginica
+14,7.899998744833339,3.7573296042170514,6.4527715139792186,1.9896161751107775,Iris-virginica
+15,5.050800582300735,3.444848580563422,1.4004345643834688,0.24978853321058617,Iris-setosa
+16,6.183500361372332,2.2000002826649365,4.46994861057077,1.4735920744683035,Iris-versicolor
+17,6.325028940398615,2.68996557776762,4.913425948380386,1.8062475705040701,Iris-virginica
+18,6.357230870033934,2.702001419334733,5.42760708215992,1.8016859780677257,Iris-virginica
+19,4.8950699236910244,3.055284157316976,1.4775197322636313,0.10000010022415128,Iris-setosa
+20,5.640606781355759,3.8027033263452967,1.9247901521864772,0.38512486687779895,Iris-setosa
+21,5.979954447872071,2.707754959763718,5.090051922370861,1.5902257968855567,Iris-versicolor
+22,5.617199408503235,2.6899040527627904,3.7645418436469704,1.2736469924717937,Iris-versicolor
+23,7.9,3.777719749481511,6.403103272512737,2.0117788473443623,Iris-virginica
+24,6.289975748822038,2.6540600688675484,4.930306446846058,1.793531974503935,Iris-virginica
+25,5.649118720245784,2.3747221672499506,3.833739929300719,1.135983916810736,Iris-versicolor
+26,4.70623124127087,3.234118148238326,1.4064452932913527,0.1950517146453141,Iris-setosa
+27,5.760065486850804,3.062091312854115,4.69948161395603,1.738164039704662,Iris-versicolor
+28,6.9458985153823605,3.102022065024321,5.66942768629061,2.2606671899021658,Iris-virginica
+29,5.84158002707368,3.209573424788076,4.735234375661169,1.8098645224645706,Iris-versicolor
+30,6.77213967629954,2.8659636110351365,4.8325219171823095,1.4290734113367753,Iris-versicolor
+31,4.504687232211568,2.2957558640867854,1.304176789557715,0.3624431176642715,Iris-setosa
+32,5.31525533082885,3.9107810905115596,1.5518583892393827,0.37595097656151555,Iris-setosa
+33,4.887582722161809,3.1047291605788447,1.4913697760915732,0.10000016027568083,Iris-setosa
+34,6.706503696504876,2.4861676578055842,5.827334248693181,1.8051046711896417,Iris-virginica
+35,4.996177907442711,3.2033424145420866,1.2000002421814753,0.19716867648156136,Iris-setosa
+36,5.047599772240679,3.3570935710261605,1.4025513529324625,0.20884726067861564,Iris-setosa
+37,7.190714986119039,3.0,6.062445543005411,1.9727206768427048,Iris-virginica
+38,5.092691141708215,2.60075193509066,3.7068939354541333,1.3662638650693628,Iris-versicolor
+39,6.492823607278219,3.0,5.448484452474083,1.8088316629283943,Iris-virginica
+40,4.88982630847011,3.0,1.38639666348301,0.20745081348175637,Iris-setosa
+41,4.886918499710074,2.3945951931724405,3.5455982052623214,1.0249462742133018,Iris-versicolor
+42,5.983261286585553,3.0,4.513131828259623,1.4298297773753248,Iris-versicolor
+43,7.713916475939281,2.6133181800602996,6.899998786367373,2.2991964797817657,Iris-virginica
+44,6.69783927282793,2.5156775397823266,5.877641252058254,1.8042418034795478,Iris-virginica
+45,6.665851827938696,3.2729648030983682,5.624046056436734,2.104754613542397,Iris-virginica
+46,6.385433715870171,2.9049643510404835,4.280805033809534,1.3193636319930917,Iris-versicolor
+47,5.796027289342624,2.796169881060185,5.110751504076724,2.3900414064975988,Iris-virginica
+48,6.729859273177476,3.2748066525017197,5.678340779228986,2.1533449044848085,Iris-virginica
+49,5.036786754619203,2.448672028201896,3.0730471005969227,1.0472064376391463,Iris-versicolor
+50,7.685638820739274,2.61491907081343,6.8999988498411895,2.300963594731002,Iris-virginica
+51,4.960289092986948,2.4301062348731888,3.335349030793364,1.0931838369915674,Iris-versicolor
+52,5.476648664681369,3.4324996948465887,1.704133084436115,0.20335665320730117,Iris-setosa
+53,7.696812133689238,2.606289727671473,6.9,2.308161047460338,Iris-virginica
+54,5.4829471925599575,4.2,1.3747865323064736,0.19384990116436732,Iris-setosa
+55,4.667692096558213,3.4048725379264626,1.4022372368541625,0.29929492263037216,Iris-setosa
+56,6.139521627708211,3.0,4.603943519285913,1.409506236489015,Iris-versicolor
+57,5.421625285090448,3.3991035871942774,1.714146962612849,0.20138214338667426,Iris-setosa
+58,5.570130541290324,2.5355871090123983,4.0329802861030135,1.1297759336299527,Iris-versicolor
+59,6.884367720765078,3.0925262590116023,5.09836176725066,2.3073245183718076,Iris-virginica
+60,5.573125504778821,2.5275534268874176,4.063737075575582,1.128523747947293,Iris-versicolor
+61,4.890656988095799,3.1023413678805776,1.5887600382524463,0.1000001042231874,Iris-setosa
+62,5.931966129135687,2.9883272664823797,5.135805009412902,1.8126848313124735,Iris-virginica
+63,6.714658813264132,3.28193227088967,5.7084906535735005,2.123635499663855,Iris-virginica
+64,5.712262456428132,2.485861857351807,5.014815181686555,2.0125140677515883,Iris-virginica
+65,5.980370616133191,3.0,4.770620496946173,1.8007189033694404,Iris-virginica
+66,6.946992344550672,3.172444092544408,5.847014082962824,2.2747378563884,Iris-virginica
+67,5.991695092502816,3.0,5.003259338222443,1.8040364257750556,Iris-virginica
+68,5.46121108520392,3.400563552936698,1.8149914338830988,0.198499000068888,Iris-setosa
+69,5.798097390851615,2.986574979962776,4.2734308434098764,1.4189176901359248,Iris-versicolor
+70,6.093387508633614,3.0,4.54698950902011,1.3783417257607093,Iris-versicolor
+71,6.026984862760318,2.694991694767574,5.114348039958665,1.606534447613105,Iris-versicolor
+72,7.721874109756822,2.5950272451600656,6.9,2.302277710986737,Iris-virginica
+73,5.6252004909337545,2.4695626962119213,4.034461131610923,1.1271440761262626,Iris-versicolor
+74,6.31053877553893,3.4009300030322707,5.579891607933615,2.40591458351004,Iris-virginica
+75,6.732040429868996,3.313494894381932,5.678113253943518,2.5,Iris-virginica
+76,4.607956650285031,3.4101181481490195,1.4003693298402562,0.36528481755294523,Iris-setosa
+77,5.7130195395805465,3.0,4.269756508838344,1.3887149304276618,Iris-versicolor
+78,7.2279460782455764,2.8871223070242977,6.247065490281604,1.810260602773172,Iris-virginica
+79,6.682702890314965,3.0,4.965685306016332,1.7223788315601674,Iris-versicolor
+80,4.898153475590224,3.10885729780287,1.5294818855373558,0.1,Iris-setosa
+81,6.6268745302781085,2.5578692798412157,5.652820846312642,1.8177280635974964,Iris-virginica
+82,6.787513339727952,3.0,5.509774330013809,2.068736196111332,Iris-virginica
+83,6.320280575173927,2.4292718852158406,4.770385410605688,1.467410850127649,Iris-versicolor
+84,5.418276764313808,3.0,4.484878807384903,1.4830225362803353,Iris-versicolor
+85,6.73652980727469,3.295866835617844,5.792740687653488,2.499999472164541,Iris-virginica
+86,6.720205582334128,3.292757857027926,5.6893132957248564,2.1048709729546298,Iris-virginica
+87,5.4396623728855245,4.1999989737629715,1.3742359624928506,0.19442921848153205,Iris-setosa
+88,6.041934636341984,2.2000003059546684,5.006826395669315,1.5268092254595116,Iris-virginica
+89,6.013790301425358,2.696022028279355,5.107102578823465,1.6190517356711267,Iris-versicolor
+90,6.691841827639912,3.0,4.98156132911824,1.696387742004896,Iris-versicolor
+91,6.756518899099591,3.0,5.742297632663327,2.1426864096229523,Iris-virginica
+92,5.464517717132244,3.903634125079772,1.7551856748897787,0.39672942973401676,Iris-setosa
+93,6.367982816818935,3.0,5.449883026415727,1.816161171912566,Iris-virginica
+94,5.00362439418915,3.2263934287473677,1.2000002411759056,0.20134078469137923,Iris-setosa
+95,5.511060449385283,4.199999217305303,1.4031496858438346,0.19655707908114992,Iris-setosa
+96,4.633687564081155,3.360562555977676,1.3989980825486976,0.290959292974626,Iris-setosa
+97,5.663433992808518,2.4569121049173175,4.019284903740528,1.1536839379432242,Iris-versicolor
+98,5.504429593202921,4.2,1.3969144394225816,0.20548238253683682,Iris-setosa
+99,4.6089031451869085,3.127920969273515,1.4070464893138968,0.20214188002483285,Iris-setosa
+100,6.401251586297852,2.776283193036305,5.115655914937727,1.8839349675292376,Iris-virginica
+101,5.616759788012969,2.6604014531535265,4.196545803009122,1.2545888830539953,Iris-versicolor
+102,6.350737955630293,2.4050365922385217,4.784312262576073,1.4359749776379338,Iris-versicolor
+103,5.900412538398111,2.716787546857797,5.002706792774638,1.4988258693643648,Iris-versicolor
+104,5.486259854844399,4.199999179261474,1.3975510635180717,0.19075465180234003,Iris-setosa
+105,6.463957966928489,2.786391431409852,4.949547819582595,1.5538181025505278,Iris-versicolor
+106,6.797747295435288,3.203106577872807,5.81817199941471,2.299512813840945,Iris-virginica
+107,4.9807986684792755,3.22873231952502,1.2,0.20088002978302497,Iris-setosa
+108,5.237904777251682,3.671988544574365,1.6272307105028334,0.20192395553833553,Iris-setosa
+109,6.783463824429056,3.200848637671523,5.95400022949586,2.299701148176797,Iris-virginica
+110,6.39324548016939,2.883985761506641,4.246029475989651,1.2780347620011512,Iris-versicolor
+111,5.7951913264732715,2.826384181370041,5.094711772853192,2.4082652802319586,Iris-virginica
+112,7.13622313608604,2.9241216169132374,6.140516032611572,1.8853015524692982,Iris-virginica
+113,6.31775566490056,3.3158487986389917,4.7352071191351675,1.606467599454064,Iris-versicolor
+114,5.498509568083599,2.5012157312246983,4.195097469834941,1.0903625694585388,Iris-versicolor
+115,5.472461129614187,2.3701193570860997,3.751982124753235,1.0996061034570919,Iris-versicolor
+116,6.918012854489218,3.0102313420410938,5.2778341871166115,2.246704955457809,Iris-virginica
+117,6.102916206764547,2.603386587491637,5.635579368668945,1.4128267279204285,Iris-virginica
+118,5.14400059815021,3.678870562714463,1.4995709996363056,0.4618574468521027,Iris-setosa
+119,4.500622413063719,2.31035648320824,1.3072345412434725,0.31864986047714894,Iris-setosa
diff --git a/iris/tab_ddpm/3_2/15/test.csv b/iris/tab_ddpm/3_2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/15/train.csv b/iris/tab_ddpm/3_2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/15/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/15/val.csv b/iris/tab_ddpm/3_2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/16/synth.csv b/iris/tab_ddpm/3_2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7ebbc94741a07963f0424f47298759d256feabc0
--- /dev/null
+++ b/iris/tab_ddpm/3_2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.89061688820897,3.0,1.3898979760599066,0.19455241417314717,Iris-setosa
+1,5.429030791222919,3.0,4.522592168792599,1.563686283569374,Iris-versicolor
+2,6.7075210862070485,3.100270817453752,5.880294089520072,2.27800360146598,Iris-virginica
+3,6.096085172980739,3.0,4.3416416604017165,1.4846044135559833,Iris-versicolor
+4,6.6548930544472595,3.256017297412892,5.648700388303262,2.092697014683578,Iris-virginica
+5,6.087633906074585,2.6093343042766888,5.5974402280051,1.4314274486547638,Iris-virginica
+6,6.663533516649582,3.0,5.005461222603631,1.7041796372533473,Iris-versicolor
+7,5.482160185160742,2.370557553317452,3.854662609286717,1.1150907833058132,Iris-versicolor
+8,4.994117803513586,3.4010850874344984,1.511067542981044,0.4908340948428549,Iris-setosa
+9,5.2258424478859595,3.402589444519943,1.4931578110681236,0.20358323885189097,Iris-setosa
+10,5.001976573510465,2.4525371108132332,2.973302915787443,1.004493529529731,Iris-versicolor
+11,6.297148873309714,2.7002422373793724,4.8962523976470385,1.7913233756087343,Iris-virginica
+12,6.021896695560671,2.2000003282569587,4.957842987544238,1.512024840283102,Iris-virginica
+13,5.591117700365304,2.9944538653211725,3.9730218638173476,1.3177767018153501,Iris-versicolor
+14,4.91924684920858,2.400480366648885,3.2474504858388626,0.9652972776539979,Iris-versicolor
+15,4.913733017288215,3.2730214486188953,1.4018939114761642,0.20019072982252456,Iris-setosa
+16,5.999973666555545,3.0,4.808945914303768,1.7979993729959682,Iris-virginica
+17,5.816288490621269,2.753368432789702,5.1195836538876875,1.861953877888242,Iris-virginica
+18,5.524295158630342,2.631834366737495,4.068924431792671,1.2480251674136822,Iris-versicolor
+19,4.4,2.900556829652755,1.3938740599000774,0.19395583577863862,Iris-setosa
+20,5.583522809216821,2.468201011924819,3.712772791229482,1.1044431485569475,Iris-versicolor
+21,5.000089303548113,2.4502597960282237,3.281247996565392,1.0655888901739743,Iris-versicolor
+22,5.205898328066062,3.7656571523593327,1.5212305668372712,0.44035388959989386,Iris-setosa
+23,6.357089831181791,2.705836263880306,5.273380268716113,1.8740851865383614,Iris-virginica
+24,5.464114298151213,3.5007916458064696,1.6302971115380218,0.20481013206332138,Iris-setosa
+25,5.7852136968779195,3.0,3.883982753527054,1.4184721773444675,Iris-versicolor
+26,4.4,2.9171377892534722,1.3909430134023522,0.1959661014216923,Iris-setosa
+27,6.756003432915181,2.836951007447647,4.719509568508566,1.3814375887190116,Iris-versicolor
+28,4.9198810880860036,3.0,1.3961558689109401,0.19114700870522186,Iris-setosa
+29,7.899998874793415,3.7378711487888565,6.414434013521886,2.0200860566800496,Iris-virginica
+30,6.014128368174656,3.0,4.884584642839081,1.810077601011375,Iris-virginica
+31,5.084670800734756,3.779702795758922,1.6052132662034495,0.2124424494817487,Iris-setosa
+32,4.4000005534855156,2.9182357680491613,1.3956136909206318,0.20065285039160863,Iris-setosa
+33,6.7921085629858515,3.19887996284207,5.8535716698326645,2.2812563616851795,Iris-virginica
+34,5.897171008304374,3.0,5.1298674337519525,1.795807232697748,Iris-virginica
+35,5.48699066111414,2.5886581998616323,4.332577849248596,1.182997695329116,Iris-versicolor
+36,6.137728700881366,2.9258051013536166,5.323094742219563,1.7750540013194724,Iris-virginica
+37,4.983455820791183,3.2092568632233416,1.2,0.19790935374629948,Iris-setosa
+38,4.80118865336508,3.0045559769941517,1.4274832478249724,0.10000009881734652,Iris-setosa
+39,5.087889739205979,2.4716046615522864,3.460193003787419,1.1681280727332837,Iris-versicolor
+40,5.118370612169572,2.5128543293685026,3.2251497410441514,1.1266991576129222,Iris-versicolor
+41,5.7787569092133815,2.9023406878349136,4.034452457186955,1.4097930398826013,Iris-versicolor
+42,6.531062972431177,3.0,5.681638565074544,2.165463579709642,Iris-virginica
+43,6.756136708082558,3.136056698227217,5.896990413498753,2.276923602440577,Iris-virginica
+44,7.9,3.704143407034598,6.423934625457126,2.043330068856156,Iris-virginica
+45,6.119770987723637,3.0415800271339144,4.655422274224583,1.5002501717279337,Iris-versicolor
+46,7.899998389153213,3.7804288806328175,6.486271866315616,1.9623384801501864,Iris-virginica
+47,5.003832027597828,3.4086120509234674,1.5298259759934802,0.4010835590806841,Iris-setosa
+48,5.479276342855269,2.470622664777734,4.120134520301775,1.1217344723919642,Iris-versicolor
+49,5.346014685023345,3.3742498846549807,1.5577049514755599,0.43603976578299564,Iris-setosa
+50,6.293322902919587,2.9062428235868265,5.614001903800945,1.8013261251127273,Iris-virginica
+51,6.014086174275442,2.2000003404657855,4.991779941989355,1.4792475474414806,Iris-virginica
+52,4.949412976135465,3.259345632296415,1.3802215780148377,0.19401147317253253,Iris-setosa
+53,6.292492315332659,2.730173639656137,4.9220402083702135,1.7954928009857727,Iris-virginica
+54,5.5475281647884875,2.528686249562134,3.955361766080191,1.1158559605260283,Iris-versicolor
+55,6.7065549116436785,3.0,5.018801670363493,1.7218001004878438,Iris-versicolor
+56,5.8764019403048495,2.798589382273889,4.5635633023461315,1.2860229518014183,Iris-versicolor
+57,5.981664487151738,3.2521487338008166,4.827281364203874,1.7609595496963069,Iris-versicolor
+58,6.018586914171294,2.2,5.00254611715885,1.5233312026946655,Iris-virginica
+59,5.899347164698924,3.0,5.057655961897625,1.7978125658572455,Iris-virginica
+60,6.7956873570645255,3.0,5.476372946770928,2.102784824488598,Iris-virginica
+61,5.378500929163173,2.4205946559325704,3.5873144644237076,1.0877948667365853,Iris-versicolor
+62,6.015401894355505,3.0,4.845397439193395,1.8000777526304086,Iris-virginica
+63,5.828418452821641,2.706536901493437,5.1077186221461925,1.868064925595187,Iris-virginica
+64,6.23816229176707,3.0404240858100353,5.017592478686769,1.9207745322929994,Iris-virginica
+65,4.9841491992853335,3.2090382399779345,1.2,0.1913951800797722,Iris-setosa
+66,5.046756295665212,3.3420165397678208,1.411382382388886,0.2014144499634576,Iris-setosa
+67,6.275614706538127,3.299796670986763,4.695276632735845,1.560894367979274,Iris-versicolor
+68,6.319472737194059,2.726054769760076,4.811566256958652,1.785263447445682,Iris-virginica
+69,6.942453722302492,2.8473705935766467,6.157238582218912,1.7928856452850748,Iris-virginica
+70,5.063120432628804,3.4011496843877715,1.4995247294446234,0.207752755746712,Iris-setosa
+71,6.220089532889079,3.4438903300181987,5.641544679835703,2.4064574691920417,Iris-virginica
+72,5.157106566916504,3.732258532958821,1.7233834180410832,0.19787229897479064,Iris-setosa
+73,5.447710675289104,2.4171982247289767,3.671748914990732,1.1026383313571047,Iris-versicolor
+74,5.563723058611325,2.49637632339289,3.91030884663043,1.1121001874113865,Iris-versicolor
+75,4.90800572532823,3.0918290438837697,1.5436751470095846,0.10000009727522287,Iris-setosa
+76,6.503641168111964,3.0,5.7032210869628885,2.2562827729334853,Iris-virginica
+77,5.494852898929112,3.409145863780305,1.788871583846843,0.21555828934289775,Iris-setosa
+78,7.718923624462478,2.613764886996811,6.8999989058675535,2.2944655100971025,Iris-virginica
+79,5.790757950968672,2.6708470152411286,5.067321511899667,1.8502680051571512,Iris-virginica
+80,4.9221097459707,2.4296566588129567,3.1637444870161513,1.0303071762034552,Iris-versicolor
+81,6.7208218819151275,2.8499320421924295,4.798438795609311,1.452976775506892,Iris-versicolor
+82,7.9,3.85577457996582,6.360441641811243,2.0191045553193,Iris-virginica
+83,4.966819701796068,3.2760546572915366,1.398059357257236,0.1987147971020409,Iris-setosa
+84,5.189712446983103,3.622332911510939,1.4088812605904724,0.36665315083648936,Iris-setosa
+85,6.1281621777653745,2.8392603141784774,4.675374877268547,1.2106006905171374,Iris-versicolor
+86,6.005949769991806,2.9565654901104064,4.586017853681071,1.3726247796525235,Iris-versicolor
+87,5.6798929316643285,3.7776977426102842,1.7554431898900995,0.34878786176901677,Iris-setosa
+88,6.274493233125597,2.928716144989129,5.555875870027161,1.8154015456550836,Iris-virginica
+89,5.6492205882708175,3.768516968680566,1.6679452820879042,0.34846085970498836,Iris-setosa
+90,6.198132432921442,3.19416162598534,4.555604227635827,1.4590379667374458,Iris-versicolor
+91,4.618423997613428,3.147534545553657,1.3886523654592933,0.2011961271846143,Iris-setosa
+92,5.450339560985001,4.2,1.3991276619714756,0.18971806071923397,Iris-setosa
+93,5.576340549148896,3.0,4.1977349739408485,1.294542854691473,Iris-versicolor
+94,6.873313370259991,3.1916521287400252,5.889899944737695,2.3084814929308424,Iris-virginica
+95,5.92535366694048,3.2394103292490004,4.8425680541828,1.8067408178987603,Iris-versicolor
+96,6.673319751075563,2.4888572102005777,5.73333625714126,1.798431333513272,Iris-virginica
+97,5.604840705565748,2.703899968797841,4.303804880523876,1.3038856392146618,Iris-versicolor
+98,4.922959683536225,3.0,1.4038876913237717,0.1882145111425852,Iris-setosa
+99,4.900789906205132,3.098637502564191,1.4833305955975644,0.10000009719079472,Iris-setosa
+100,5.748996576723424,2.55953906496552,5.038578791485117,1.9582232824297,Iris-virginica
+101,4.910612040821335,3.0709571386249612,1.4804300571535385,0.1,Iris-setosa
+102,6.178002124452608,2.2,4.486383331448463,1.4658654503847686,Iris-versicolor
+103,5.118651955911811,3.3179969796738624,1.6581847376469534,0.41937310734029665,Iris-setosa
+104,4.915344984990696,3.089374480731818,1.4874590576612297,0.1,Iris-setosa
+105,6.699853422723669,3.0,4.968911081445748,1.6895027308319763,Iris-versicolor
+106,5.979142337590335,2.8248699380287383,4.667816809193544,1.1835677384104357,Iris-versicolor
+107,5.510902517040594,3.0,4.474709006531085,1.4864424348051315,Iris-versicolor
+108,6.786157586659903,2.809455950063182,4.771426015533011,1.4027055520480258,Iris-versicolor
+109,6.168918874991415,2.8515700390092062,4.6947762041323235,1.2498802922131547,Iris-versicolor
+110,6.2883868935015075,2.907664669096737,5.599826774541791,1.8058883756364308,Iris-virginica
+111,5.466471442997168,2.6293877910242847,4.343721636777093,1.2364318384795157,Iris-versicolor
+112,7.67997615992266,2.6031708155703646,6.899998917024854,2.2995956249437457,Iris-virginica
+113,6.271660373379069,3.405654010874727,5.655813796546211,2.407553105909952,Iris-virginica
+114,4.4,2.89554020325596,1.4020963398532804,0.19653084692507958,Iris-setosa
+115,5.488612551226702,3.502565811846322,1.7783570138616802,0.4280606024413958,Iris-setosa
+116,4.610844052145553,3.2021764624662974,1.4028089936771824,0.20205991892451006,Iris-setosa
+117,6.90588916354426,3.2050591170139806,5.867813943919256,2.2959701272828976,Iris-virginica
+118,5.189157727050009,2.7495829457525636,3.922855910082532,1.4293027278872639,Iris-versicolor
+119,6.307458799118462,2.981999873339185,4.362989161750896,1.415040268454687,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/16/test.csv b/iris/tab_ddpm/3_2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/16/train.csv b/iris/tab_ddpm/3_2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/16/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/16/val.csv b/iris/tab_ddpm/3_2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/17/synth.csv b/iris/tab_ddpm/3_2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5af3f9d6273f914a95ddf103b1972edc4b0585cc
--- /dev/null
+++ b/iris/tab_ddpm/3_2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.067220292426325,2.5015489845109946,3.1342920040725577,1.1076044175599142,Iris-versicolor
+1,6.684643544810287,3.0,5.016003165213039,1.6795154134613284,Iris-versicolor
+2,5.5256740414413095,3.6271776159981637,1.5523279364725855,0.36314276485617053,Iris-setosa
+3,5.320803161310998,3.4081208717795275,1.493091938029105,0.35666754796209504,Iris-setosa
+4,6.9060699064784465,3.164800681326257,5.756180998842956,2.2820931550352967,Iris-virginica
+5,4.988432876012221,3.2057172725821417,1.2000003364390257,0.2027295504754216,Iris-setosa
+6,5.211594495582046,2.5069642438747666,3.110265866798625,1.111329291690779,Iris-versicolor
+7,6.272697924270693,2.925546043893084,5.602704509328896,1.808716866741829,Iris-virginica
+8,5.040909364702168,3.438709907040647,1.5407792581723276,0.39117909626927055,Iris-setosa
+9,6.356466505408979,2.9414128550025906,5.601620824415523,1.7950626184890508,Iris-virginica
+10,6.106709653273409,2.6159482209073026,5.6024479831477825,1.4198945168242068,Iris-virginica
+11,6.579194191800598,3.0,5.632679746593741,1.8071972171918094,Iris-virginica
+12,6.193481331774051,3.017535592460957,4.646211828936362,1.4173527548799636,Iris-versicolor
+13,5.953445645834265,3.0,5.09326553221647,1.787746523909769,Iris-virginica
+14,6.859093836281384,3.0607496569122605,5.676769760315991,2.205119281915722,Iris-virginica
+15,4.792128512604746,3.0116149433435306,1.3974430101742834,0.2061476722375719,Iris-setosa
+16,6.259085864407666,2.7012041367875232,4.958960377775391,1.8024896427761674,Iris-virginica
+17,5.766091332838986,2.801416309406057,5.095582839428925,2.4182767965509218,Iris-virginica
+18,5.488825054697637,4.2,1.4033899803231669,0.20131689367445477,Iris-setosa
+19,5.232333656068089,2.715748830434356,3.8934662170662375,1.4165101753966824,Iris-versicolor
+20,6.040573329144152,3.0,4.761139230782464,1.8067786628661553,Iris-virginica
+21,6.664822956631832,3.290105304653344,5.635171901218568,2.499995759345094,Iris-virginica
+22,5.191493638307525,3.7337024485507233,1.5088951858010342,0.4689180159934657,Iris-setosa
+23,4.990805792128053,3.216606657162063,1.2,0.20301494695174513,Iris-setosa
+24,5.476362839177204,4.1999964529914395,1.4032106490124963,0.20278631999624214,Iris-setosa
+25,5.8083266808153935,2.8188923444691953,5.104854747138762,2.383374998397485,Iris-virginica
+26,4.97534495297258,3.3918267445854777,1.5951011322570074,0.4643209469889997,Iris-setosa
+27,5.403802456063544,3.407518519575673,1.737716474711744,0.19744404093820558,Iris-setosa
+28,5.581220626388196,3.0,4.158133203749225,1.287779078179838,Iris-versicolor
+29,6.702739997663398,3.0,5.685772876333964,2.141149456927389,Iris-virginica
+30,5.697811430870673,3.812815945823991,1.7633419194416955,0.2997171137584423,Iris-setosa
+31,6.013669390830477,2.992889271080484,4.854284476806397,1.6639672310456242,Iris-versicolor
+32,5.4662466253549065,3.447469111304261,1.8215417075868738,0.21060522517418304,Iris-setosa
+33,5.776248043959479,3.0,3.944594441199894,1.4158551032116269,Iris-versicolor
+34,5.0166038762766965,3.3183315065158965,1.4023140500998708,0.20004158545218886,Iris-setosa
+35,5.612236652957991,3.0,4.2887708348625715,1.3187903097964666,Iris-versicolor
+36,5.614167109516621,3.7364328614864983,1.5672484634913828,0.28097032336807404,Iris-setosa
+37,6.701392687705284,3.0,4.99060086478871,1.7124523040716355,Iris-versicolor
+38,5.933826134609754,3.0,4.248892614134117,1.4428013099273167,Iris-versicolor
+39,6.03185956125961,2.901997406436681,4.694741446465018,1.3969797460295488,Iris-versicolor
+40,6.895793564808042,3.1744893046969276,5.728293699322902,2.2828238109378907,Iris-virginica
+41,5.105959888882227,3.3006834198150248,1.7520326162589388,0.4395849127995941,Iris-setosa
+42,7.743054508903699,2.5744525855278804,6.9,2.32709499274754,Iris-virginica
+43,5.218469826791715,3.696510612755173,1.4944665113973659,0.20026000164971447,Iris-setosa
+44,5.151426968474403,3.372672829092258,1.4986082489535433,0.407503384529984,Iris-setosa
+45,7.035475361206494,3.0,5.926217620104269,2.0870653627558817,Iris-virginica
+46,4.60682329993413,3.402040226054343,1.3917992389587668,0.30074946863026736,Iris-setosa
+47,6.122207845825468,2.5827457062344896,4.878098212351709,1.4646821586557042,Iris-versicolor
+48,4.883637050960902,3.0878068248857855,1.497401774293523,0.1,Iris-setosa
+49,4.996486046500302,3.1838451252615076,1.2,0.20129454730976434,Iris-setosa
+50,6.310584328246653,3.247975525778442,4.667644091309117,1.5724364018390662,Iris-versicolor
+51,5.994433124903456,2.2,4.983812171285806,1.5172124709044896,Iris-virginica
+52,4.936293741739734,2.4346717108074705,3.2231241870693412,1.0548641797598255,Iris-versicolor
+53,5.619540666271836,2.4921584212506573,3.7247845673650994,1.067831145486777,Iris-versicolor
+54,5.476871023242476,4.2,1.4064174976320418,0.19717490612188754,Iris-setosa
+55,5.920918225878352,2.915548228489088,4.456559271636997,1.4377177775840113,Iris-versicolor
+56,5.514904558617181,4.199980977525255,1.4237575358785715,0.23414739836286808,Iris-setosa
+57,5.1559505605179226,3.7484876614265206,1.572087930737941,0.19997121190949463,Iris-setosa
+58,5.495155524427542,3.0,4.321618847598293,1.3230886687343246,Iris-versicolor
+59,6.061676281426934,2.702221919771212,5.055193895768118,1.5988622556220378,Iris-versicolor
+60,6.1381412975064285,3.0,4.469492753646974,1.5531337736375088,Iris-versicolor
+61,5.984409008749015,2.9285933590347524,4.54351033233473,1.366305364954492,Iris-versicolor
+62,5.314303703028752,2.698625779717657,3.6163646346136313,1.26932516423734,Iris-versicolor
+63,6.2296023491458,3.001286200170692,4.679812422334689,1.47801786959698,Iris-versicolor
+64,5.113397469352053,3.7733804186793325,1.4970645454507239,0.48329622003191613,Iris-setosa
+65,5.666140327003737,3.7480757821233577,1.618502887132711,0.3250042356750828,Iris-setosa
+66,5.594993425444923,2.378326177870108,3.8823165255997987,1.1394669066319263,Iris-versicolor
+67,4.998846883560883,3.2204440582391105,1.2000002110808285,0.1985676970565456,Iris-setosa
+68,6.836998318252455,3.2145197667929017,5.639249445271575,2.2948520308801608,Iris-virginica
+69,4.649797222378723,3.4048404141970314,1.407318992039569,0.43142941492434483,Iris-setosa
+70,6.12396872560147,3.0,4.942581133271333,1.8264478276407345,Iris-virginica
+71,5.440972209919179,3.857512953087772,1.5916742762149392,0.4286161745189284,Iris-setosa
+72,6.6775629033063035,3.2786382511083305,5.775952179227368,2.102380857568022,Iris-virginica
+73,5.668859240270349,3.0923343556084366,4.675146815451518,1.7249262077005523,Iris-versicolor
+74,6.225720324117757,2.2,4.516659941441015,1.5084492016693567,Iris-versicolor
+75,5.579670027454323,2.5083658595285474,3.9241227893370314,1.074266210145449,Iris-versicolor
+76,4.905163692970347,3.0,1.3966661415725854,0.21009677958588205,Iris-setosa
+77,4.900280362245091,3.0,1.3981532821626994,0.20944366566406689,Iris-setosa
+78,6.109777617906161,2.624806979409446,5.596457071380302,1.4135359364626003,Iris-virginica
+79,5.524887911013624,2.983851492180245,4.019238388718357,1.3690347701857775,Iris-versicolor
+80,6.398853825348329,2.9984530527685402,5.493283876046066,1.7913623900922198,Iris-virginica
+81,5.3080469616044565,2.9212254820439396,4.349753461675704,1.4675707660193864,Iris-versicolor
+82,5.6667325728367715,2.485074925901805,4.97546112283166,1.9992164158780583,Iris-virginica
+83,5.8560214382371285,3.181153925263462,4.792599986264727,1.7856923038901453,Iris-versicolor
+84,5.029202898278918,3.252715424495818,1.4756662875278503,0.35513033304172914,Iris-setosa
+85,6.0639729688465795,2.587836834779254,5.630711110507653,1.4403720621492817,Iris-virginica
+86,5.324349563057566,2.8444455875617303,4.028429813702803,1.4428168193731774,Iris-versicolor
+87,5.98171117902952,2.7300016004484973,5.096881884451644,1.6062615701379006,Iris-versicolor
+88,6.788490294118033,3.033293047532767,5.760090884567813,2.021903057713968,Iris-virginica
+89,7.1635879131665625,3.0,5.951044239400081,2.070367951677225,Iris-virginica
+90,4.590898962632924,3.208675592549831,1.405662965823219,0.2034804493302529,Iris-setosa
+91,5.029147761963225,3.402495593115043,1.5843284961438682,0.3551562091940969,Iris-setosa
+92,5.627153346363833,2.7995967093499505,3.9726850992339293,1.3162499913215258,Iris-versicolor
+93,6.83048992067527,3.074356575483792,5.091857668554892,2.2823982675845595,Iris-virginica
+94,5.3029788034482035,3.386522526711925,1.493020109035657,0.3920915658851817,Iris-setosa
+95,5.1811164956581095,3.797937486641687,1.4944610732209929,0.2026612303466966,Iris-setosa
+96,6.41325976983476,2.875222305175085,5.466566142916523,1.813362506077089,Iris-virginica
+97,6.332009632279015,2.8882731584365704,4.335850499389114,1.2802105222323727,Iris-versicolor
+98,5.066252739005044,2.436813890806697,3.2504610568161305,1.0857428573249124,Iris-versicolor
+99,5.772414799980362,2.531228733916573,5.032927428135267,1.9920744533683403,Iris-virginica
+100,5.792341411101463,2.8234773834492137,5.119583266458834,2.4028500079190245,Iris-virginica
+101,6.144958371724552,2.6062332632993805,5.620907343651709,1.4028060646026626,Iris-virginica
+102,5.50371961105733,4.199998008386755,1.398047064630275,0.20779771736263597,Iris-setosa
+103,7.354665333731241,2.889446373761275,6.344887079102277,1.8050802827391785,Iris-virginica
+104,6.915036890290301,3.094391485115724,5.120406418604978,2.295050689350232,Iris-virginica
+105,6.875062867401966,3.1161840748113545,5.086804643887315,2.303693863466658,Iris-virginica
+106,5.397875626282396,3.0,4.5272816701080645,1.5426901920943772,Iris-versicolor
+107,7.899998797446593,3.7949842693124807,6.378501832843787,2.029414123728915,Iris-virginica
+108,5.454057216612735,2.9974926970155455,4.438278121020932,1.4339744501045963,Iris-versicolor
+109,4.91745683321432,2.3870718149503616,3.3093776573568143,1.0706075191461553,Iris-versicolor
+110,5.709797452013232,2.481520523117182,4.998546367532496,1.9924014447098866,Iris-virginica
+111,4.572040915848772,3.4059755053357534,1.395268122583048,0.29645002292346684,Iris-setosa
+112,6.681158384225726,3.2979145015289557,5.689766808950638,2.1164793999332594,Iris-virginica
+113,5.386061811999256,3.0,4.493095294176066,1.5023084573498104,Iris-versicolor
+114,6.1025227255000045,3.209266503318328,4.7263906085007354,1.6692744257786305,Iris-versicolor
+115,5.445494111930512,3.479374359815904,1.7766573705887856,0.39690159621739185,Iris-setosa
+116,5.811244980301969,2.750442268395266,5.106545424254404,1.8467276278404712,Iris-virginica
+117,6.003266465105063,2.9901407416688692,4.4961314224984115,1.394474468934658,Iris-versicolor
+118,6.868937647811501,3.198677575908202,5.798327938458104,2.3108318493179167,Iris-virginica
+119,6.32712490878059,3.39305383549597,5.581730084848725,2.367191581681686,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/17/test.csv b/iris/tab_ddpm/3_2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/17/train.csv b/iris/tab_ddpm/3_2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/17/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/17/val.csv b/iris/tab_ddpm/3_2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/18/synth.csv b/iris/tab_ddpm/3_2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3100280b597ea3a123df96f6282c904df56ab9ba
--- /dev/null
+++ b/iris/tab_ddpm/3_2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7751338690885428,6.355824972851564,2.0111562022492433,Iris-virginica
+1,5.076085853404496,3.3662940541159947,1.4703184393578284,0.19882620734186063,Iris-setosa
+2,5.226234849044925,2.68825769988541,3.956147881231924,1.3562633474134123,Iris-versicolor
+3,6.389879629522224,3.111554349160345,4.709190815916597,1.452082056348386,Iris-versicolor
+4,4.997658055688582,2.462516189516989,3.115634935306563,1.0825236960396,Iris-versicolor
+5,4.994131255899372,3.286998291224949,1.3831160748345277,0.20340985879787807,Iris-setosa
+6,5.666946225417398,3.8083179461847503,1.6019055263254052,0.29778025823681553,Iris-setosa
+7,5.014884609333057,3.316335264663412,1.415977883790982,0.2007947101867319,Iris-setosa
+8,5.003622228434798,3.211349118783382,1.2000002202461226,0.1992012132933088,Iris-setosa
+9,6.535915943694606,3.1874932250743866,5.116241364071548,2.0018775714173715,Iris-virginica
+10,7.050450588539135,3.203844719409671,5.814174413689543,2.2970584215879684,Iris-virginica
+11,5.352414628061498,3.393343152600796,1.6669590085256178,0.20638234485129053,Iris-setosa
+12,7.899998406620694,3.7782828739627425,6.3403173306629945,1.9973183815575348,Iris-virginica
+13,5.558256457649573,3.0,4.04252002305005,1.3152857769022908,Iris-versicolor
+14,5.602143254654673,2.383915993077085,3.863958108554461,1.11992798446565,Iris-versicolor
+15,6.506701004128773,3.0,5.806304106164123,2.221613518558243,Iris-virginica
+16,7.191439951276649,3.0,6.083886099571577,1.9896478194464482,Iris-virginica
+17,6.2108617619272035,2.5672075696071075,4.875291864704955,1.5077581450820763,Iris-versicolor
+18,6.813972762627608,3.2008047133569852,5.77574549720327,2.2825459377596764,Iris-virginica
+19,7.079398406176184,3.0252380050980086,5.717092249531393,2.256944048634028,Iris-virginica
+20,5.7244673283762495,2.4860853843357025,4.981990218620042,1.9975580916647453,Iris-virginica
+21,6.7125990124079165,3.310093870936072,5.69126754312467,2.499999615850303,Iris-virginica
+22,6.707179647385564,3.2924740432816444,5.661161233006752,2.4999994331314186,Iris-virginica
+23,5.414616906988944,3.890809253841454,1.6894422180730146,0.3965979492351913,Iris-setosa
+24,4.906155874027417,3.0,1.401165448989333,0.19996111973616765,Iris-setosa
+25,6.404313794867461,2.925400055059029,4.373835796268527,1.3110479668614492,Iris-versicolor
+26,5.279865233677075,3.3648962624067615,1.4940782999364093,0.4118220037444477,Iris-setosa
+27,5.25035204568525,3.6278253361747854,1.5489266229078407,0.19819199399132545,Iris-setosa
+28,6.657927364837464,3.2965429699978936,5.67454878227987,2.5,Iris-virginica
+29,7.337364950400605,2.9239276316874085,6.3248901581749255,1.8067993791766663,Iris-virginica
+30,6.767221776911281,3.2599465744926146,5.545606572734563,2.262518291323638,Iris-virginica
+31,6.673742653456384,3.311854347514332,5.756923562701959,2.5,Iris-virginica
+32,5.918626155363133,3.1905516557560105,4.7909119847982495,1.7881141180071451,Iris-versicolor
+33,6.301811851794543,2.5142221065926433,4.943229364774451,1.5337374658157787,Iris-versicolor
+34,5.800347073190709,3.0,4.179364029184119,1.424366053007124,Iris-versicolor
+35,5.446850396295712,2.5587457793162978,4.338210733043682,1.1627637660048533,Iris-versicolor
+36,6.652045575420264,3.255161184049929,5.352350160401719,2.1050247071058625,Iris-virginica
+37,6.6342010303950225,3.0,4.950610505344195,1.6578969603756355,Iris-versicolor
+38,4.9962337403297745,3.394856608109419,1.6771588424002757,0.41906645357558947,Iris-setosa
+39,5.351599584415836,3.0,4.439580018352211,1.4737779994194216,Iris-versicolor
+40,5.087860767976755,3.3897370195682104,1.6968189491876065,0.2277273143859827,Iris-setosa
+41,6.307488398323699,2.929470338815639,5.576406513043245,1.8094663405502158,Iris-virginica
+42,6.328352429272987,3.388812377265643,5.60405083433923,2.389549297753462,Iris-virginica
+43,4.879702608610671,3.2737306990288095,1.4026238908185886,0.19439363359541478,Iris-setosa
+44,6.515652289095635,3.0,5.475535645076985,1.807929482924365,Iris-virginica
+45,5.065079506363032,3.5873007038773945,1.5014406594216212,0.3768539357905796,Iris-setosa
+46,5.624668689747793,2.7669182850516374,4.444516890894782,1.2469717042709731,Iris-versicolor
+47,4.82390819998016,3.0,1.3987290997545436,0.24427137222381942,Iris-setosa
+48,4.611267883222265,3.202028884101266,1.4035504295256398,0.20023779987036355,Iris-setosa
+49,6.286696877899272,3.283410494985709,4.681522749185019,1.5865355620061676,Iris-versicolor
+50,5.743762757477794,2.513669199287079,5.0178657756594305,1.9816823324553385,Iris-virginica
+51,4.983928437410834,3.2318452659942274,1.4185808593101257,0.2010194312796977,Iris-setosa
+52,5.273340995719385,3.807836468916421,1.7706041896606741,0.41473113389316063,Iris-setosa
+53,5.009898409195518,3.1961641640508778,1.2,0.20941068094035792,Iris-setosa
+54,6.15064570921135,2.2,4.485621995166266,1.5237325396357377,Iris-versicolor
+55,5.530975285975739,2.864023673706206,3.541895950392127,1.3064973145112717,Iris-versicolor
+56,6.830937939287013,2.798500528370715,4.787025403693752,1.4058095214605857,Iris-versicolor
+57,5.727007826405,2.9288874434879424,3.870089015065043,1.3841110125192624,Iris-versicolor
+58,4.9974916576946,3.225827675800406,1.2,0.19811749423987624,Iris-setosa
+59,5.173063879400723,3.8643805091940404,1.6965405470174475,0.36770108153462233,Iris-setosa
+60,6.780344373520397,2.9330733805472304,4.933012907269758,1.5279145374117804,Iris-versicolor
+61,6.069272977399149,2.8620238131376055,4.648446349802342,1.2788749452907637,Iris-versicolor
+62,5.4916582600218575,3.4389997488689943,1.767827346023002,0.20223691230398977,Iris-setosa
+63,7.71403434654676,2.6067382918040747,6.9,2.30318772443225,Iris-virginica
+64,4.901189499299461,3.0,1.4002920220971997,0.2064077666924471,Iris-setosa
+65,4.797692870824986,3.0,1.4023250196131676,0.1000001043426563,Iris-setosa
+66,4.4,2.9005096340786585,1.3941574332065154,0.2025429858727541,Iris-setosa
+67,6.627941954341519,2.8277207823081816,4.60914926973433,1.3873361381164255,Iris-versicolor
+68,6.853371151525273,3.157061745861482,5.857787491905001,2.3035383096324016,Iris-virginica
+69,5.170576784038698,3.7792808450508204,1.4975305793362075,0.405284177336637,Iris-setosa
+70,6.49809896308473,2.6671530760721365,5.415864340168442,1.8836812810251555,Iris-virginica
+71,6.700496458451188,3.0,5.002852960112623,1.7008953398956643,Iris-versicolor
+72,5.963181552967312,2.200000300709914,5.016750569180049,1.4762581767532823,Iris-virginica
+73,6.429881186255782,2.9101610672785045,4.371728773389493,1.323240394405788,Iris-versicolor
+74,5.739644676635847,2.6122218963580277,5.049039797332284,1.965256108757149,Iris-virginica
+75,6.688713963284101,2.5048909845318956,5.844898169008164,1.798362461795631,Iris-virginica
+76,6.895341590181631,3.1952835239787882,5.695537210289316,2.2977143866994623,Iris-virginica
+77,7.314166799440526,2.900199012558392,6.289829082896556,1.8098503835943722,Iris-virginica
+78,5.0915842090312085,3.4216872970748766,1.3897703200065883,0.294522100045609,Iris-setosa
+79,5.965515738383113,3.0,4.873130951354619,1.7932153983866699,Iris-virginica
+80,6.293442075295413,2.3180732754947675,4.430258097730157,1.2814187382210758,Iris-versicolor
+81,4.40000073048057,2.8993472976064707,1.3675181226136979,0.1979305787740829,Iris-setosa
+82,5.976920009590907,3.0,4.811649894129516,1.8039409746384116,Iris-virginica
+83,6.296469856169265,2.8663356879864934,5.657195462793522,2.0418775390335298,Iris-virginica
+84,5.26901836030737,2.545422460138872,3.863458646079935,1.1692322387017275,Iris-versicolor
+85,5.307694556888879,2.5271938360439083,4.01925233254236,1.1363569255093158,Iris-versicolor
+86,5.264081082259025,3.810192702155624,1.4956810595296055,0.1951801933477771,Iris-setosa
+87,5.926507480692753,3.0,5.012569289970939,1.8112011670999375,Iris-virginica
+88,6.585821680083252,3.177637183985476,5.2136598643466066,1.998311416730649,Iris-virginica
+89,4.8728069835698165,3.0924262153082474,1.5183316036910408,0.10000009371373293,Iris-setosa
+90,5.512933402820556,2.5726553492627304,4.267298825107946,1.2011934936155326,Iris-versicolor
+91,5.965938905810783,2.836483543428179,4.62088920024505,1.3362812110610816,Iris-versicolor
+92,5.1990879487585175,3.4022777233831496,1.5839621235248087,0.19541997284336685,Iris-setosa
+93,4.400000746617313,2.902654066689666,1.388288360301294,0.1923584053808277,Iris-setosa
+94,5.090051734559748,3.4847991637898295,1.4081496391895703,0.29843062092903916,Iris-setosa
+95,5.085600759228277,2.4917887433611936,3.125720284306227,1.081615574842377,Iris-versicolor
+96,6.017806570337619,2.7867842737707065,4.660028304583977,1.1744014840270312,Iris-versicolor
+97,4.854298098862301,3.0,1.429206899135253,0.10000009523480616,Iris-setosa
+98,5.612260075893054,2.963140939210003,3.733222909255967,1.2864635640025883,Iris-versicolor
+99,4.742048975398,3.0,1.3785541409454745,0.1,Iris-setosa
+100,4.887947887357331,3.12802394625308,1.491889866821443,0.10000011657615665,Iris-setosa
+101,6.002562337364916,2.200000344890191,4.955680238519335,1.5044965575733833,Iris-virginica
+102,6.654117785097775,3.293228526481958,5.669384082281968,2.499999610049267,Iris-virginica
+103,6.287487056704807,2.918146581751812,5.5852316703526705,1.8110226744631912,Iris-virginica
+104,6.262102270552673,2.9105475956836426,5.548798718073695,1.8028022104785475,Iris-virginica
+105,5.575807335446376,2.6678296493991476,4.458929873390263,1.2082500195670944,Iris-versicolor
+106,5.590089819561671,2.9482337754789114,3.8827505297926037,1.3082697387234998,Iris-versicolor
+107,5.908337531335401,3.0,5.10218786747847,1.8127278219070475,Iris-virginica
+108,5.626216831068332,3.7904872279837134,1.7791418288015115,0.33810751608667244,Iris-setosa
+109,6.937262695567594,3.1896690258658733,5.822504790589499,2.3150455783418673,Iris-virginica
+110,4.4,2.9152401564686503,1.388122597275133,0.20048987645847535,Iris-setosa
+111,5.782980763549312,2.651530770295739,5.090113527063625,1.9094396927388013,Iris-virginica
+112,4.870579331520535,3.0,1.461626803250413,0.1,Iris-setosa
+113,5.9977196280457115,3.0,4.784175669909091,1.8034286119678111,Iris-virginica
+114,6.691184412880547,2.4918222563436365,5.723427353306364,1.793222287752153,Iris-virginica
+115,6.304367396252125,2.880957638772545,5.556174029935515,1.8110591173504875,Iris-virginica
+116,5.644464551551795,2.6618996429110138,4.482367625892169,1.223900516667427,Iris-versicolor
+117,4.587446694020864,3.3885059630534773,1.4022845367271803,0.32260987677708,Iris-setosa
+118,5.7647004155944686,2.6351350537005946,5.091394268204581,1.924373487721263,Iris-virginica
+119,5.102415467159519,3.3889863443664825,1.4914796129270051,0.1977725300037359,Iris-setosa
diff --git a/iris/tab_ddpm/3_2/18/test.csv b/iris/tab_ddpm/3_2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/18/train.csv b/iris/tab_ddpm/3_2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/18/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/18/val.csv b/iris/tab_ddpm/3_2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/19/synth.csv b/iris/tab_ddpm/3_2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4e5c04a16976de27acc1aea190187afa6b76b059
--- /dev/null
+++ b/iris/tab_ddpm/3_2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0378358908207375,3.0,4.845074255420013,1.797847851664673,Iris-virginica
+1,5.10919231391644,3.5196472348472665,1.3877769909492352,0.3406148018784282,Iris-setosa
+2,6.709852224230606,2.4690950334351167,5.797150228417582,1.7916496148594645,Iris-virginica
+3,5.898038932290398,3.0,5.101393002104181,1.7968706524123794,Iris-virginica
+4,7.681529242703991,2.6109886290937947,6.9,2.306114015419182,Iris-virginica
+5,6.461006116112823,3.0,5.530290504705665,1.8084104462016946,Iris-virginica
+6,5.003060790335792,3.3045701045709097,1.4150247726588971,0.20508708949529758,Iris-setosa
+7,6.459604547911853,3.0,5.523080163092944,1.7951632307671996,Iris-virginica
+8,7.222407193203932,2.965353416689997,6.221900223746339,1.9288304986079101,Iris-virginica
+9,6.646302144587872,2.9910660917304264,5.841460285926414,2.101752970422072,Iris-virginica
+10,4.904060570856461,3.1025652680267504,1.72236704960229,0.10000010227656296,Iris-setosa
+11,6.300371780687791,3.288111437200277,4.671510504754672,1.5963588352286937,Iris-versicolor
+12,4.905486656793174,3.062826662257196,1.4773937242575743,0.10000012425530302,Iris-setosa
+13,6.059482856848908,2.678446573768963,5.088846606740601,1.5774227959262745,Iris-versicolor
+14,7.3545497888143805,2.9012479064252763,6.354398143871942,1.8095531454187122,Iris-virginica
+15,5.559660783948606,3.7129152888226775,1.5514874712879279,0.31185480023657364,Iris-setosa
+16,6.084727096125755,3.0,4.604657580938297,1.397941686557082,Iris-versicolor
+17,5.691854524781877,2.590232731821838,5.041946572982896,1.9734587959776326,Iris-virginica
+18,6.394245840001605,2.8842448959145557,4.340250440391983,1.3020920216781922,Iris-versicolor
+19,6.278413341558059,2.7933195406294575,5.381550656819648,1.8175837759139537,Iris-virginica
+20,5.759422892645479,2.682114152955825,5.0922076886437795,1.9162215570858223,Iris-virginica
+21,6.100449352508673,2.6029710116975435,5.618548572566991,1.433618973838964,Iris-virginica
+22,5.525750635198987,4.1999990179872,1.4068801564436386,0.20029193668452766,Iris-setosa
+23,4.9291954651077825,3.1026802406917757,1.3930845184983627,0.19468679972299685,Iris-setosa
+24,6.694156154098555,2.5137512296596434,5.842215915833299,1.7918101921170206,Iris-virginica
+25,6.016832305922961,2.2000003850280643,4.954627773078558,1.5269769970988405,Iris-virginica
+26,6.6831132366321295,3.304425049945481,5.672070970632774,2.499999599617591,Iris-virginica
+27,5.507055299587391,2.59857129510792,4.325278441838558,1.1841637354139294,Iris-versicolor
+28,5.626936651403519,2.698716675829224,4.140015977448297,1.2899922102343861,Iris-versicolor
+29,6.699090549338656,3.32005632256082,5.711103398851493,2.5,Iris-virginica
+30,6.668573278072516,3.265630493141015,5.620868789499317,2.1527588180959945,Iris-virginica
+31,7.669213630538325,2.602525243843859,6.899998721434223,2.279752961067287,Iris-virginica
+32,5.71870132172404,2.5284471661500723,5.001463283231881,1.9866887705409928,Iris-virginica
+33,5.149031096775205,3.635017537641419,1.4973027797966982,0.19603966925038546,Iris-setosa
+34,6.932538162057492,3.111099996550181,5.123234426257692,2.3002282793159385,Iris-virginica
+35,5.039092098157642,2.4777343256423707,2.9263118148271725,1.0691897213380803,Iris-versicolor
+36,6.800588346857166,3.001015333153081,5.333197860968852,2.212522413325915,Iris-virginica
+37,5.0872794465280755,3.48154989228018,1.4021055152506525,0.29642770941831664,Iris-setosa
+38,6.32142229395219,2.9527425902760394,5.55323774213263,1.805601368475315,Iris-virginica
+39,5.511357749286022,4.1999991190533645,1.3940722676022956,0.19732398250725197,Iris-setosa
+40,5.489191084130432,2.6321507274155125,4.433991356331645,1.2726754140762535,Iris-versicolor
+41,6.297110988142526,3.3853623508416693,5.646002183425395,2.3977390471456808,Iris-virginica
+42,4.7929206875195085,3.396344829388239,1.4105003642298517,0.29853868843447084,Iris-setosa
+43,5.506610815666473,3.0,4.493093579591241,1.52504590355901,Iris-versicolor
+44,6.656285320697374,3.251873024379521,5.46456807868087,2.076579020163148,Iris-virginica
+45,5.236679028386413,3.4087563430949577,1.5718424871193577,0.19984507485133302,Iris-setosa
+46,5.107468205854109,3.2995629282012264,1.8294907008189236,0.42971984137827585,Iris-setosa
+47,5.4345087409018635,3.4083353756653483,1.6978997287693331,0.19808177473930724,Iris-setosa
+48,4.614494695094065,3.394692681681955,1.4068813972473868,0.322510964201375,Iris-setosa
+49,5.68650087262519,2.7293425577908215,4.36236224422172,1.260696424854224,Iris-versicolor
+50,6.806177632319096,3.0142995017518577,5.250826144505466,2.268766392994053,Iris-virginica
+51,6.782329889890569,2.8973462746714467,5.6180105155533,1.945771432180905,Iris-virginica
+52,5.425556955643426,3.3984245574632266,1.6181859722264973,0.4249220840788243,Iris-setosa
+53,5.540989309270033,3.0,4.311692423129232,1.3819682199238745,Iris-versicolor
+54,6.797486750327357,2.8122074033097606,4.863235310719512,1.42133888006103,Iris-versicolor
+55,6.712393918929707,2.5117832559402187,5.823910572506624,1.7984184134662233,Iris-virginica
+56,4.497260842197055,2.3110419410087135,1.2948746438260612,0.30410864657593417,Iris-setosa
+57,5.987898860449576,2.8587720346291046,4.631797961059535,1.32075732064623,Iris-versicolor
+58,5.532275553887194,2.613842124243742,4.388449266728577,1.2344426788916412,Iris-versicolor
+59,5.004703034944747,3.353714924934027,1.708727983818579,0.37864025631570125,Iris-setosa
+60,6.393027605116149,2.8947713342846066,4.291854045715016,1.304787638224689,Iris-versicolor
+61,7.9,3.860211936718164,6.4381528534767725,2.04700261377884,Iris-virginica
+62,6.309095800062831,3.3090195793345694,4.727778290248863,1.617491236159658,Iris-versicolor
+63,5.308324570820062,3.4065160848315275,1.4940211617055956,0.37839371633558416,Iris-setosa
+64,7.12028790177691,3.0,5.9196455421991026,2.0781586993701473,Iris-virginica
+65,7.727565644513286,2.5453782133205602,6.9,2.3152002505939526,Iris-virginica
+66,4.969941512845241,2.4243049126820027,3.1734709990260592,1.0067569898769182,Iris-versicolor
+67,5.070498617558603,3.414389368974023,1.401800976677526,0.2961849026036601,Iris-setosa
+68,6.086007975129807,3.0,4.924500790635891,1.7564375924816025,Iris-versicolor
+69,5.950021638077027,2.908987072037321,4.624885236812606,1.3814163090093532,Iris-versicolor
+70,6.942476082969035,3.113681461333836,5.092545892771971,2.306420960719846,Iris-virginica
+71,5.764854437969189,2.505652923797955,5.016211776946711,1.9962226508230192,Iris-virginica
+72,5.479426664381453,4.2,1.3984934912819333,0.19677193330250325,Iris-setosa
+73,7.165812340299143,3.0,5.998754620752875,2.159854549269021,Iris-virginica
+74,6.7179384851458,2.494086723546695,5.730264187744622,1.7975394487204277,Iris-virginica
+75,4.946178656395266,2.42692828230028,3.0889853939784144,1.0653133004822268,Iris-versicolor
+76,5.806495898693881,3.0,4.29325665428037,1.4255306129395544,Iris-versicolor
+77,7.272973915070909,2.8855799063239638,6.251918813340257,1.7957236769414022,Iris-virginica
+78,5.4197600673513575,3.0,4.4005313757554605,1.4463668987178324,Iris-versicolor
+79,5.6228084850653905,2.8685264244854265,3.8665603024073705,1.29896630831805,Iris-versicolor
+80,6.434011849647817,3.0,5.681498329113341,2.2085970215337865,Iris-virginica
+81,6.106316812411305,3.0,4.609383675579711,1.4141402501163907,Iris-versicolor
+82,4.901658688313043,3.0950537361240227,1.5997582009988378,0.1000001164585328,Iris-setosa
+83,5.018357016798194,2.470871944245302,2.8798721454555425,1.0685284470265983,Iris-versicolor
+84,5.839725171612189,2.8499532221230655,4.516487078661615,1.3529053534630873,Iris-versicolor
+85,5.369354399889223,3.883106367393041,1.6644813097836226,0.38003860230606334,Iris-setosa
+86,5.268316814570034,3.6982160886528623,1.5801600140003036,0.19987499749276044,Iris-setosa
+87,5.812148498198389,2.8123933506945438,5.1060788025053485,2.404229172379913,Iris-virginica
+88,5.947801259801591,3.0,4.316362725825603,1.5466389166320222,Iris-versicolor
+89,5.591303237592465,2.4757629093359155,3.8940956334122854,1.103811307379077,Iris-versicolor
+90,6.715964845635362,3.3128929008749783,5.7241023637536355,2.5,Iris-virginica
+91,5.0381342245963365,3.6052549946605783,1.5083755975155173,0.41711597729652333,Iris-setosa
+92,5.452231182899753,3.0,4.5172557650548155,1.4890209965137242,Iris-versicolor
+93,5.600951564543043,2.6622729070844304,4.305182791519318,1.2689882385039444,Iris-versicolor
+94,6.310397614450853,3.408968968706686,5.5713848831096815,2.4067993823947145,Iris-virginica
+95,6.287623243783999,3.295537062692084,4.659625021337791,1.5789920821666108,Iris-versicolor
+96,5.70713462735862,2.6579486182015915,5.081467864511974,1.9119642298619057,Iris-virginica
+97,4.7808668392893585,3.0,1.3928787659382789,0.1,Iris-setosa
+98,5.56076276008126,2.4273809931169916,3.8041997926690043,1.1044499256463856,Iris-versicolor
+99,4.877033931002729,3.0894984962482908,1.5720492644311623,0.10000009099578035,Iris-setosa
+100,5.099642537850496,3.5386531290802146,1.4002614509133995,0.2944229434741327,Iris-setosa
+101,5.589282297690042,2.793936407627294,4.443820535009912,1.4398362943546001,Iris-versicolor
+102,5.191117838038431,3.7890581659383815,1.7051840726967877,0.2014939691736075,Iris-setosa
+103,6.219809993626313,2.6284175244949832,5.60439236888244,1.4882457130038504,Iris-virginica
+104,5.556405870747465,4.2,1.3956726020971815,0.20636406501220356,Iris-setosa
+105,5.83474143097631,3.0,3.940920428566769,1.4726717759282022,Iris-versicolor
+106,5.2297059507737576,3.8440856276246906,1.631014933233092,0.3924486646477122,Iris-setosa
+107,6.9853008274705015,3.1158731907402424,5.914200881262318,2.211452492020758,Iris-virginica
+108,6.553808036654983,2.993730702115347,5.6274953162978605,1.7914293457165136,Iris-virginica
+109,5.495085587412755,2.4825834464980727,3.723661284161615,1.0871487834896243,Iris-versicolor
+110,4.918114677336628,3.102068729085611,1.4941575265730984,0.10000011069975963,Iris-setosa
+111,5.105532343089859,3.400314529274078,1.4961333717395728,0.20105368393007653,Iris-setosa
+112,7.059823782933594,3.0,5.895193097583943,2.1330981973785335,Iris-virginica
+113,6.318310433743,2.2924221657360313,4.367007631608956,1.3013640000701165,Iris-versicolor
+114,5.1458872551211705,3.7877650675393193,1.5401921740104396,0.19922426477884841,Iris-setosa
+115,7.9,3.7797862914553426,6.415010599240974,2.010515829796681,Iris-virginica
+116,6.470583082180311,3.0,5.801924518555555,2.207161796533626,Iris-virginica
+117,6.6881100816221615,2.4873049585844353,5.793047974186628,1.7950672683794031,Iris-virginica
+118,4.6071271763764114,3.192555712407599,1.400518658759708,0.19900601123818948,Iris-setosa
+119,4.7983491680482215,3.0,1.3980876674832716,0.2944153676437868,Iris-setosa
diff --git a/iris/tab_ddpm/3_2/19/test.csv b/iris/tab_ddpm/3_2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/19/train.csv b/iris/tab_ddpm/3_2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/19/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/19/val.csv b/iris/tab_ddpm/3_2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/2/synth.csv b/iris/tab_ddpm/3_2/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f6312e447e68beab6125ffb599522d91728edc12
--- /dev/null
+++ b/iris/tab_ddpm/3_2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.992298948070716,2.2000003779043222,4.968218514289079,1.5396770762978653,Iris-virginica
+1,4.999627514435226,3.225062161472559,1.2,0.20401252249652183,Iris-setosa
+2,6.515947713927534,3.0,5.516025392528693,1.796646471321199,Iris-virginica
+3,6.893351201736624,2.7823156329477166,4.796172093120866,1.3798715646219657,Iris-versicolor
+4,6.29237440186081,3.3991021339360072,5.657398370878623,2.389941049891653,Iris-virginica
+5,6.304777083934513,3.2909102133814545,4.699097718742611,1.5882414004783334,Iris-versicolor
+6,4.9070940341767075,3.0,1.3999801860265029,0.19840742430534591,Iris-setosa
+7,5.117211697679223,3.3719306031489347,1.4839664500404215,0.19820744507285376,Iris-setosa
+8,6.708683212517002,3.2928288673670227,5.66693084552577,2.499999557842813,Iris-virginica
+9,5.828097845715027,2.887942046959531,4.520991954551249,1.4015069852653759,Iris-versicolor
+10,5.541373025117936,4.199998639491641,1.4051159973836664,0.20496713831330754,Iris-setosa
+11,6.506980208801295,3.0,5.546646898184863,1.791591581736006,Iris-virginica
+12,5.880733456268646,3.0,4.052981003992313,1.4873578220777441,Iris-versicolor
+13,6.146767874311803,3.0,5.24496304251619,1.798060752319855,Iris-virginica
+14,5.925981802953741,3.0,4.923271629666241,1.8105931223655674,Iris-virginica
+15,5.63495595244323,2.724719969766589,4.268153998554263,1.3172578615638006,Iris-versicolor
+16,6.084920914618029,2.5867050810951504,5.610860233655699,1.4173264239811123,Iris-virginica
+17,4.9074166749652175,3.0950999817384557,1.4973638008168657,0.1,Iris-setosa
+18,7.723511972498558,2.6106662137863896,6.8999988370729115,2.3083741095239976,Iris-virginica
+19,5.08638887119221,3.333159546989039,1.7113672082973757,0.4834416902845692,Iris-setosa
+20,7.742376203337868,2.593835706617549,6.9,2.320265125881468,Iris-virginica
+21,6.139959149973121,2.7633438203447205,5.143697670875997,1.821297431786729,Iris-virginica
+22,6.018007349963606,2.2,4.990932833529264,1.5523212959153985,Iris-virginica
+23,5.821173982957298,2.842270621060772,5.105401723042274,2.410402769202051,Iris-virginica
+24,5.4837340561213335,2.630507539949451,4.039437537783256,1.222785587424706,Iris-versicolor
+25,5.152730128973852,3.8396703024871783,1.6849143723132993,0.35165538313006184,Iris-setosa
+26,7.320169775343103,2.8988809354244127,6.28446708019653,1.8181878501124489,Iris-virginica
+27,5.099814671661555,3.397448184931479,1.7141141576625354,0.2026830286415003,Iris-setosa
+28,5.08988068678984,3.57567192759716,1.5812655552434483,0.21513045048871268,Iris-setosa
+29,5.423405619960997,3.0,4.498195402207338,1.485157948310173,Iris-versicolor
+30,4.400000706796913,2.9262929723045032,1.387882047783297,0.1864061015968922,Iris-setosa
+31,4.57919031556267,3.3415563288720342,1.390572921684965,0.27821686159225323,Iris-setosa
+32,5.5834769548773915,2.4126729651716223,3.9437384502403843,1.0884891922352258,Iris-versicolor
+33,4.930312955998372,2.439120075457686,3.2559701728615416,1.0818591561191713,Iris-versicolor
+34,7.704372799604708,2.579540231229539,6.9,2.3007059034623745,Iris-virginica
+35,5.663418770514989,2.947616454740904,3.7223340550615793,1.335221551620686,Iris-versicolor
+36,4.913682099225159,2.4095367636063005,3.2878300688269895,1.0042462762322923,Iris-versicolor
+37,7.9,3.800837484510138,6.386407824195379,2.023087607463527,Iris-virginica
+38,6.232916674545843,3.0208944354495717,4.645390910496117,1.4021360071956483,Iris-versicolor
+39,5.4576768434950464,3.4807289760650817,1.4969125485677939,0.34585491327687223,Iris-setosa
+40,5.583301259617297,2.917708443102615,3.8714225318621116,1.3591559585074975,Iris-versicolor
+41,5.503159244514455,4.2,1.4015169740365576,0.1941980542967895,Iris-setosa
+42,7.0984244540683665,3.0,5.9093376613141135,2.017861346914267,Iris-virginica
+43,6.1134865132558875,2.9110878703430894,4.6613404546004675,1.2864545253346356,Iris-versicolor
+44,5.5871168828710704,2.8697502721191577,3.531790971743607,1.3090810149589498,Iris-versicolor
+45,4.968091372644403,2.4369429041477964,3.326837785366577,1.0965721995230158,Iris-versicolor
+46,6.001548290531337,2.66188039354508,5.108700432273494,1.5947923556954338,Iris-versicolor
+47,5.976913737136968,3.23070907934577,4.792372972108573,1.8074183417515906,Iris-versicolor
+48,6.8630047718564295,3.113169264202478,5.130485744937085,2.291172771100815,Iris-virginica
+49,4.7956371475398605,3.0,1.4020943196507818,0.2997850630393585,Iris-setosa
+50,5.611001875127732,2.6998249121725477,3.9959944972399057,1.2975168847580574,Iris-versicolor
+51,5.671475742293501,3.783905706586671,1.6049154044674365,0.2906464367488183,Iris-setosa
+52,5.011543693017924,3.4749445753507477,1.5180821107326612,0.3910609423343275,Iris-setosa
+53,5.81207652173802,2.822748263582868,4.535627899324577,1.365312544057659,Iris-versicolor
+54,5.1579375568672114,3.3258070349789994,1.5876486609992408,0.33120526555544144,Iris-setosa
+55,6.547421528650445,3.0,5.840724491035697,2.2241869241145875,Iris-virginica
+56,5.43469046972747,3.3968974439557167,1.6909516485862022,0.19779110801645605,Iris-setosa
+57,5.498928538062655,2.5870051193917307,4.365746467046922,1.2079444544289892,Iris-versicolor
+58,5.1554804228566224,2.6517563916372837,3.718478042645656,1.3648461949459882,Iris-versicolor
+59,6.855322852745932,3.217483780539677,5.8862687518679495,2.312633902463424,Iris-virginica
+60,6.778939877829172,3.17710667562965,5.889241667402119,2.289520065906755,Iris-virginica
+61,5.941923535578101,3.0,4.2937144786904256,1.523576679086285,Iris-versicolor
+62,6.109788216380744,3.1538614138013052,4.742322129242604,1.740535855261612,Iris-versicolor
+63,6.010675362644612,2.712730017376605,5.096124261556121,1.5993360260255194,Iris-versicolor
+64,5.4230881960319435,3.4628201762182265,1.7390968636569288,0.21031830350527073,Iris-setosa
+65,4.4,2.9269704411403925,1.4046578934272744,0.2007193385535154,Iris-setosa
+66,5.489852995851644,3.0,4.56582314340213,1.5628621893852634,Iris-versicolor
+67,5.5666977664986,2.748710909644577,4.3897506911150375,1.3878201295633146,Iris-versicolor
+68,5.902205514829345,3.198254017508468,4.820580280817127,1.7842608156219617,Iris-versicolor
+69,6.8488513844391825,3.205294983794293,5.7137657323087225,2.314404228983907,Iris-virginica
+70,5.12094488190206,3.304905943522123,1.6726500413347214,0.44189733484906446,Iris-setosa
+71,6.291581400236203,3.3000172751268786,4.675513753499925,1.6174512996033321,Iris-versicolor
+72,5.790556813352691,2.701442775229661,5.072434903574731,2.303217094122768,Iris-virginica
+73,5.379048555608335,2.6355497566896755,3.574827782370801,1.2786190223064322,Iris-versicolor
+74,7.708842488201038,2.6083420089500726,6.89999824498769,2.310968323365441,Iris-virginica
+75,5.8105767835671776,2.707131635888337,5.114528698677311,1.8949889897026058,Iris-virginica
+76,5.039627473273708,2.4805049211380523,3.107013516801862,1.0880465555544077,Iris-versicolor
+77,6.023446310325873,3.0,4.77638192247191,1.8004153527630427,Iris-virginica
+78,4.502201351563354,2.3022136233357537,1.2957713156334023,0.2919365894739414,Iris-setosa
+79,5.77763676742234,2.6083491984560494,5.048308260804314,1.9391566028556686,Iris-virginica
+80,4.872254594457529,2.405033638357205,3.242381541877462,0.9955951246802663,Iris-versicolor
+81,6.672956552065558,3.0,5.002180778695056,1.6795957715583498,Iris-versicolor
+82,4.795460149146332,3.0,1.3986887030292081,0.2966588366386893,Iris-setosa
+83,5.541002273082003,2.406892717596702,3.7800475301144987,1.1163878828504465,Iris-versicolor
+84,4.623332097515728,3.385876035596556,1.3933671898385944,0.297914517368163,Iris-setosa
+85,5.9293344228485525,3.0,5.0929099754279505,1.8106259672150955,Iris-virginica
+86,5.388251595857008,3.0,4.486744468811489,1.498515175646129,Iris-versicolor
+87,5.226632813452879,2.6908239678421655,3.979274537431068,1.399991214973081,Iris-versicolor
+88,6.823718464834895,2.779469414289506,4.772538752782188,1.3979878443267426,Iris-versicolor
+89,6.695757873238874,3.290913213211531,5.646490347874672,2.087683998943804,Iris-virginica
+90,5.441267433850637,2.6221047241260513,3.7008815366262353,1.2136701180675704,Iris-versicolor
+91,4.905320839022063,2.3998340363802795,3.3950230095498366,1.0075591989022246,Iris-versicolor
+92,5.012297668636074,3.3057280051972127,1.3938400141431422,0.2026417202333916,Iris-setosa
+93,5.957046548974872,2.6953723563183303,5.088218257445599,1.5627418453282083,Iris-versicolor
+94,6.776210151508658,2.818362093508277,4.726794518386018,1.3867115308385891,Iris-versicolor
+95,6.026521244254468,2.691232355412439,5.070502719205609,1.5821156953801048,Iris-versicolor
+96,6.037323194166194,2.994094749753578,4.517311433864407,1.4902657640278352,Iris-versicolor
+97,6.0880060440116655,2.60787274005544,5.624142044192,1.4075274567065648,Iris-virginica
+98,4.997989153124005,3.2065399641871073,1.2,0.18498773919607292,Iris-setosa
+99,5.206614840531152,2.4748002164691822,3.260665365218445,1.101605274822101,Iris-versicolor
+100,5.6996922358893105,2.8288291525473372,4.356696942572662,1.3286284272113884,Iris-versicolor
+101,5.3456074794744355,2.5175426408305834,3.683795932525638,1.1291705007268744,Iris-versicolor
+102,5.381790957792021,3.0,4.494721737852398,1.504597483445773,Iris-versicolor
+103,6.7854873669900435,2.9038356588635863,4.885415018996287,1.4873103898497297,Iris-versicolor
+104,6.004906807409137,2.8066450871966833,4.669697210706397,1.225295211268999,Iris-versicolor
+105,5.774953783007945,2.8383982466880306,5.102242826453225,2.40962267908123,Iris-virginica
+106,4.400000545027814,2.931375787260097,1.3994812668519219,0.1945589477785244,Iris-setosa
+107,5.097146542743893,3.7662601129376396,1.4995528179381734,0.37437450296299,Iris-setosa
+108,5.6892706895705505,2.682900938833794,4.1290244532082045,1.3183811419306237,Iris-versicolor
+109,5.379540637613727,3.3896623582200833,1.4991792881836226,0.42711709152442556,Iris-setosa
+110,5.696608284103869,3.8083724492877624,1.656926011020028,0.3213583979559922,Iris-setosa
+111,7.721314716218222,2.5992297528146304,6.9,2.309602786869372,Iris-virginica
+112,6.038128892647375,2.9494695005626492,4.490598466882036,1.48272016380728,Iris-versicolor
+113,4.616809806797783,3.2067434630236624,1.4040799768530319,0.2050126499277509,Iris-setosa
+114,4.494427442133815,2.288050723748977,1.3018172969888309,0.3630125376967028,Iris-setosa
+115,4.4,2.8740534127496464,1.4001705160290667,0.2001821837071506,Iris-setosa
+116,4.982080202997142,3.2717462042846512,1.3938589388882454,0.20092588077709733,Iris-setosa
+117,6.687882965337916,2.5320673674358494,5.688351494566212,1.7947189805595434,Iris-virginica
+118,6.186219745987319,2.7225994479958784,5.5716678510513535,1.6446982816779159,Iris-virginica
+119,5.307178059939731,3.615287144761978,1.4998382527029013,0.1990973418908753,Iris-setosa
diff --git a/iris/tab_ddpm/3_2/2/test.csv b/iris/tab_ddpm/3_2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/2/train.csv b/iris/tab_ddpm/3_2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/2/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/2/val.csv b/iris/tab_ddpm/3_2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/20/synth.csv b/iris/tab_ddpm/3_2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..73a987903f58473694d00883f089d2525af42e60
--- /dev/null
+++ b/iris/tab_ddpm/3_2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.916752366608819,3.2005828712820112,4.804308139062752,1.8120285966275929,Iris-versicolor
+1,5.409699325387678,3.0,4.428111236590919,1.4817636317931595,Iris-versicolor
+2,6.295234275037754,2.9558108805980394,5.585943955014199,1.7983323921806766,Iris-virginica
+3,6.754389984640096,3.0,5.58958068429006,2.1319044636629987,Iris-virginica
+4,5.486717072492659,2.6523731411690528,4.2618760922965455,1.2717791125557105,Iris-versicolor
+5,7.712735315436264,2.6239313261767725,6.9,2.3143789459429955,Iris-virginica
+6,5.712517610915308,3.0,4.262590393252474,1.388463780125253,Iris-versicolor
+7,6.68174152407693,3.3034031830968886,5.694241190353287,2.5,Iris-virginica
+8,5.605151106906291,3.0,3.987897557521352,1.3153182336993576,Iris-versicolor
+9,5.112981025623153,3.3085189941802624,1.630915003449334,0.5219015575313266,Iris-setosa
+10,6.708336829838481,3.287922240628161,5.6861378787182435,2.1118144577934364,Iris-virginica
+11,6.511609592881228,3.207633876549347,5.126429124336859,1.958334231737429,Iris-virginica
+12,6.182067385174911,2.2000002908984135,4.462457283365989,1.5383185583563173,Iris-versicolor
+13,5.733656885495172,2.8073494427237957,4.470890644088357,1.3218588219718341,Iris-versicolor
+14,5.9597053286065975,3.0,5.049993408653339,1.800403745053345,Iris-virginica
+15,4.497963680061759,2.299655416368023,1.294154827548208,0.3142864480534029,Iris-setosa
+16,6.011957766864533,2.2,4.98050677985048,1.5298612405279806,Iris-virginica
+17,5.4843956055890075,3.0,4.509825268183335,1.4958179960901885,Iris-versicolor
+18,6.797575186207897,3.202864434934958,5.859766887965499,2.28348132294615,Iris-virginica
+19,6.292073430207037,3.392926388694976,5.621269937690106,2.4035181262258343,Iris-virginica
+20,5.640026880986121,2.736986922693305,4.115809558983784,1.3188284871279647,Iris-versicolor
+21,5.689651623413518,3.819206444367586,1.719350936893985,0.339356569884234,Iris-setosa
+22,5.80477416812539,2.399605546337547,4.0661157197177165,1.1241231639514078,Iris-versicolor
+23,4.900023679711247,3.0808218548038693,1.488297756975146,0.10000009110944483,Iris-setosa
+24,4.933604704779706,2.4504859809664494,3.2573420199115026,1.0265842071581688,Iris-versicolor
+25,6.0371836320791,2.7935190289338703,4.682653630377815,1.2701959835287184,Iris-versicolor
+26,6.737039783345993,3.0,5.40699147388148,2.151461679616755,Iris-virginica
+27,5.165710837020498,3.5271484452678292,1.497550634998199,0.19850274966082432,Iris-setosa
+28,4.897983499613524,3.076422902333552,1.491226023288943,0.10000010478064973,Iris-setosa
+29,5.889491694188367,3.0,5.108286862550001,1.8048973020574859,Iris-virginica
+30,5.976947885486952,3.184295636072269,4.736321619874873,1.7571699987371623,Iris-versicolor
+31,6.035870596757471,3.0,4.7943695927104475,1.8024811980110702,Iris-virginica
+32,6.304648345873282,2.3002600918270226,4.413027316443865,1.3109167476840935,Iris-versicolor
+33,6.291325675028065,3.122120434089255,5.055567798655279,1.874776323178589,Iris-virginica
+34,6.915654950413153,3.1464541421392034,5.748324309930181,2.2915842323449263,Iris-virginica
+35,5.099546055067293,3.781183052405266,1.5398486141987051,0.2115349952585075,Iris-setosa
+36,5.478602461016914,4.199999250209464,1.3891486075492852,0.1964131442403143,Iris-setosa
+37,7.6833629248590265,2.5919777601048155,6.899998668668516,2.306760375082061,Iris-virginica
+38,6.059128484642146,3.0,4.755535007455012,1.7877810942382202,Iris-virginica
+39,6.311414956299446,3.393745851734996,5.575043519753069,2.410994941145499,Iris-virginica
+40,6.697925036930029,3.3057172844191594,5.812815460560421,2.5,Iris-virginica
+41,6.333377337260181,2.712384152483877,4.955033217331131,1.8051171046725711,Iris-virginica
+42,5.94336088855994,2.9024960674520437,4.533449801875829,1.3807144624878374,Iris-versicolor
+43,5.805017972871291,3.0,4.0920222303582126,1.4084780594212236,Iris-versicolor
+44,6.741036746917916,2.7738484174086793,4.722124367101497,1.4108934818355392,Iris-versicolor
+45,5.9198354406534985,3.230203709148293,4.825273810992812,1.7987632236035527,Iris-versicolor
+46,5.036966773891574,3.3954058732443086,1.4499252783579308,0.20505806846152028,Iris-setosa
+47,6.0187207078380895,3.0,4.852194714329558,1.80171872674817,Iris-virginica
+48,4.574636762276326,3.269946508596171,1.3974064796389936,0.20321461242679992,Iris-setosa
+49,5.118648067718568,3.311275210831552,1.6500993437976912,0.513205985357294,Iris-setosa
+50,5.992148117755436,3.0,5.203167181428559,1.798473578338459,Iris-virginica
+51,7.693820979262459,2.6036939491224005,6.9,2.303859007424361,Iris-virginica
+52,6.246931068510672,2.976208733415762,5.2018728646625565,2.2462862100561427,Iris-virginica
+53,6.001412714267231,2.703240657063665,5.0874198712956025,1.6132038207403963,Iris-versicolor
+54,5.8083064963150335,2.7810639618729236,5.120145513587577,1.8678778168670553,Iris-virginica
+55,4.747592929912322,3.2953073645861304,1.4097005887423895,0.2025757428388258,Iris-setosa
+56,6.11468777804002,2.6089992786742258,5.603040871509695,1.434343117577557,Iris-virginica
+57,5.479121356550011,3.404914041234187,1.6550930722444188,0.2029117665283306,Iris-setosa
+58,7.373889580700469,2.901716112419715,6.258781611714523,1.7886191039571577,Iris-virginica
+59,6.716496045416099,3.290258929791543,5.737379289090805,2.1273949050035204,Iris-virginica
+60,6.333296883561281,2.850861380228522,4.535174335308358,1.2481348488745487,Iris-versicolor
+61,6.683741887434227,3.3010969477770753,5.7362369462216405,2.4999996312501302,Iris-virginica
+62,5.0485098337098195,3.3881730670400896,1.4993389391713756,0.4322328483181165,Iris-setosa
+63,5.950489151822718,3.2394047013170306,4.832936068353088,1.788331901588398,Iris-versicolor
+64,6.313677434338949,2.9035835539069033,5.562027085957816,1.7968677784297153,Iris-virginica
+65,6.073298621559065,2.6040417807221057,5.595778820315303,1.3985693896497848,Iris-virginica
+66,6.831080346360093,3.0,5.439694339741542,2.1663200768655493,Iris-virginica
+67,6.864177738815034,3.0,5.596160988638442,2.1297693908210373,Iris-virginica
+68,4.849313850952591,3.0669551497705134,1.3948889910495992,0.1996211143515621,Iris-setosa
+69,5.406177000201026,2.3930595645876602,3.698345642948448,1.1031423237784785,Iris-versicolor
+70,7.7010016600202285,2.5494269890608106,6.9,2.306546073593635,Iris-virginica
+71,5.60918993519363,2.862316239089325,3.68393300750657,1.298770476168629,Iris-versicolor
+72,4.898650985325233,3.096971805011261,1.4831706141443364,0.1,Iris-setosa
+73,6.1688232952177415,2.9334959306485584,4.673018919059958,1.2930192014089879,Iris-versicolor
+74,5.100053696949762,3.2734305746208188,1.5905756305644494,0.45654479962946004,Iris-setosa
+75,6.264657494576726,2.93678973465018,5.630364372900852,1.8135514857690929,Iris-virginica
+76,6.689377353098065,3.0,5.895291954213861,2.2303194664040955,Iris-virginica
+77,4.777418610294664,3.0,1.3665098162375378,0.1,Iris-setosa
+78,5.522151342703248,2.9255041711784746,4.038360170682244,1.3919706132631102,Iris-versicolor
+79,6.890513363872839,3.118588345493068,5.102042816526909,2.3170957321382573,Iris-virginica
+80,6.690228070971675,3.0,4.978487520509951,1.6760814960857737,Iris-versicolor
+81,5.653555747820964,3.0,3.8797147185264578,1.3347134171362651,Iris-versicolor
+82,5.774506389786036,2.5426251801389976,5.024553099207078,2.0041982839921237,Iris-virginica
+83,5.647349525901178,3.7278220065195597,1.5019483544555101,0.3037645758136404,Iris-setosa
+84,5.637503712088575,2.69341743943574,4.54865644595206,1.2362490214723918,Iris-versicolor
+85,7.027765038380667,2.799808010462117,6.115116436579733,1.7981442493898725,Iris-virginica
+86,4.897772380230517,3.0970955262526108,1.49456849201379,0.10000011219585789,Iris-setosa
+87,5.991770576514206,3.0,4.779701272167577,1.8041276692137933,Iris-virginica
+88,4.934928391402747,2.436440907275048,3.3703574719853457,1.0112706970982785,Iris-versicolor
+89,5.5607077621985335,2.5491335263383847,3.861500493335562,1.1465731523630502,Iris-versicolor
+90,5.029615149584708,3.3436796626477,1.4002529914532011,0.22316477181412975,Iris-setosa
+91,5.582990211362564,3.635275502071516,1.769961755291599,0.2175015472335305,Iris-setosa
+92,6.647421453369739,3.27710199006157,5.728211954487296,2.4999995371109405,Iris-virginica
+93,7.128664594999622,2.9347507342074666,6.109698117314972,1.8130389234026256,Iris-virginica
+94,7.122544994473107,3.145561276704984,5.4876047556857985,2.2821156844662,Iris-virginica
+95,6.740876200323415,3.1459401878960973,5.094589820014219,2.207623432308409,Iris-virginica
+96,4.619282603965042,3.342693673227289,1.3860298746937574,0.2467215011487298,Iris-setosa
+97,5.936328381368695,3.2188649727001346,4.792713361270914,1.7925310969003958,Iris-versicolor
+98,5.6696053890470175,2.741290400096876,4.40793799340502,1.3123400275812425,Iris-versicolor
+99,5.900889562728428,3.0,4.1509938615546496,1.5108094525288311,Iris-versicolor
+100,5.656487408000821,3.0,3.917168312269363,1.3314351779948705,Iris-versicolor
+101,5.039506386536301,3.4966406603106646,1.6250929943707682,0.4353417123329695,Iris-setosa
+102,6.394915554360203,2.954930853512671,5.6397981656003,2.026029219916248,Iris-virginica
+103,6.162218593896278,2.5882635346592346,5.560577967695134,1.465145786466251,Iris-virginica
+104,5.094065231571649,3.3012429673615236,1.7427733733213273,0.4848769163891372,Iris-setosa
+105,6.17086548149937,2.5900771025538654,5.604414369292938,1.4350760203162543,Iris-virginica
+106,6.183461261121958,2.2000003074586325,4.509384357278475,1.5074433004161425,Iris-versicolor
+107,6.287238941615346,2.87421313945402,5.507630014734876,1.813405949258201,Iris-virginica
+108,5.952892408447535,3.0,4.919979143391328,1.804514436280213,Iris-virginica
+109,5.10888346214033,2.4370363298908337,2.9376221116854895,1.0642150427105825,Iris-versicolor
+110,6.120325276635369,3.0,4.5979625380005045,1.4486309897284206,Iris-versicolor
+111,5.75961067478129,2.579454691910253,5.048113604066392,1.9528435968009243,Iris-virginica
+112,5.3298956010967045,2.6836043877304867,4.000432581089035,1.3288460844880838,Iris-versicolor
+113,5.534134818187893,2.7892788219728595,3.794802396195044,1.2867267165184364,Iris-versicolor
+114,5.49578474623776,2.655044287464221,3.8039082664746795,1.2865869283644038,Iris-versicolor
+115,6.342568530608633,3.4136961063621727,5.624860374066447,2.322900558571061,Iris-virginica
+116,5.263521356004456,2.407791085102049,3.377660698448216,1.077103872832157,Iris-versicolor
+117,5.310221286352874,3.827538296575688,1.7549972960995437,0.4115737110150962,Iris-setosa
+118,5.839243856071209,2.732941059432152,4.749702690979923,1.2576405769111196,Iris-versicolor
+119,5.635921174671288,3.0,4.107341938383373,1.3154259367905272,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/20/test.csv b/iris/tab_ddpm/3_2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/20/train.csv b/iris/tab_ddpm/3_2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/20/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/20/val.csv b/iris/tab_ddpm/3_2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/21/synth.csv b/iris/tab_ddpm/3_2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..56be57e6a40dc0d0ac24f39015eb4417f8e3f7cd
--- /dev/null
+++ b/iris/tab_ddpm/3_2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.345989369093256,3.0452079026276406,5.043812629206105,1.9365411287167602,Iris-virginica
+1,5.736939856874684,3.7610027388553693,1.533431714348758,0.29783914156203867,Iris-setosa
+2,6.012338643523175,2.6934269912483675,5.082619518047624,1.590658069540896,Iris-versicolor
+3,4.4,2.895248536486938,1.3978255429584427,0.19945565100536655,Iris-setosa
+4,7.30924221277707,2.8781929217193865,6.361680175376653,1.8197011675214823,Iris-virginica
+5,7.27065424429763,2.9095095909823803,6.252868022108428,1.8031107776028084,Iris-virginica
+6,4.646599341685642,3.127178327492986,1.3952368852729415,0.20078352714997227,Iris-setosa
+7,6.687071036352666,2.493834333937061,5.795097052478234,1.8046499071776305,Iris-virginica
+8,4.921526669300679,3.0079795123068656,1.3745485411583587,0.19350569653646188,Iris-setosa
+9,5.131661331465185,3.35882379751559,1.6521590454520763,0.4467858995816142,Iris-setosa
+10,5.564928063058188,2.7568758142132013,4.45131582518461,1.2868328892942815,Iris-versicolor
+11,5.9452075847749875,2.8716818096659074,4.566754316194152,1.325067875384033,Iris-versicolor
+12,6.65379051910035,3.215785762680292,5.1354874323472295,2.153409688691899,Iris-virginica
+13,5.983655197415554,3.0,4.879095206762642,1.7940070431637885,Iris-virginica
+14,6.783538718381992,3.0,5.262464358931661,2.174430813477475,Iris-virginica
+15,6.862536785272292,3.0,5.654000816085276,1.985875623021899,Iris-virginica
+16,5.381949487230127,3.6326082947988168,1.4957060225186942,0.20022802507271342,Iris-setosa
+17,4.907721299375607,2.4116655913119267,3.382579847008707,0.9614805231884815,Iris-versicolor
+18,4.769772125128679,3.0,1.3797105092192905,0.1,Iris-setosa
+19,6.784746402145067,3.2303043808470124,5.829633930986168,2.236943150339667,Iris-virginica
+20,4.887545576091079,3.108897516170213,1.6378338363767697,0.10000012214668963,Iris-setosa
+21,6.493038370114828,3.1917712108902294,5.092368156122902,2.0023570712798273,Iris-virginica
+22,5.9286893537960035,2.946146094934991,4.420654208423915,1.4980233090568476,Iris-versicolor
+23,4.824826726213972,3.0,1.3873270837935812,0.260261788484753,Iris-setosa
+24,5.516736321217261,4.2,1.3942331836443687,0.19463356023179543,Iris-setosa
+25,5.1357171602801115,3.7109289816577045,1.6406893561368667,0.46038943302754887,Iris-setosa
+26,4.897156909490783,3.1139235093522353,1.4908420257307617,0.1,Iris-setosa
+27,5.812448374135501,2.721153985154729,5.1021392735525435,1.8448335454228788,Iris-virginica
+28,6.280455890835253,3.097419693558876,5.212721039866667,1.8996726710138017,Iris-virginica
+29,5.864762186697446,3.208400482638532,4.757778182626167,1.8033209892558393,Iris-versicolor
+30,4.400000508403653,2.9072119625799755,1.3894212984191543,0.1995984083128886,Iris-setosa
+31,5.317205743023281,3.0,4.460674607010235,1.5000421324693372,Iris-versicolor
+32,6.563962061332919,3.008663482455454,5.817612758087859,2.2592180092602123,Iris-virginica
+33,5.051656864925587,3.391745245294117,1.5569818593114315,0.18448374675690093,Iris-setosa
+34,5.150517116283632,3.4408028745697936,1.435502093088512,0.29745616818309345,Iris-setosa
+35,5.002560596228404,3.310995601521333,1.3855148506634696,0.200247205666104,Iris-setosa
+36,6.093987165620142,2.786864653682742,4.684937389067373,1.17508384800268,Iris-versicolor
+37,5.810975156174414,2.7754665818359054,5.090199224112937,1.8903520395705924,Iris-virginica
+38,5.2357343234480735,3.7979076164473944,1.618577523400221,0.2040258068936995,Iris-setosa
+39,6.949567781282178,3.1632835911268415,5.790827914918862,2.26365064810727,Iris-virginica
+40,4.881851533928258,3.0818449329975333,1.4914414270637637,0.10000011268413758,Iris-setosa
+41,6.325677502994928,2.5674855612870484,4.880994268784276,1.4506127376023423,Iris-versicolor
+42,5.677702533837822,3.7926023956747277,1.6228527437493332,0.29383678484696396,Iris-setosa
+43,5.546106433385057,2.4753461242455215,3.814696809008581,1.1059309666980526,Iris-versicolor
+44,5.768321646272239,2.636239003275124,5.071066160440563,2.0816771554075073,Iris-virginica
+45,6.232396973361073,2.8383923463874177,4.625216582698902,1.25309293959686,Iris-versicolor
+46,5.268705701060106,2.449821467241982,3.3113270931423426,1.0717292649414083,Iris-versicolor
+47,5.183979957021872,3.7603697864149312,1.59830909641615,0.2008157241082238,Iris-setosa
+48,7.269457746478533,2.915067824234283,6.252526058550987,1.8332822328107627,Iris-virginica
+49,5.798446340643138,2.8095971495957355,5.100455741826795,2.4090209054486813,Iris-virginica
+50,4.716695981080805,3.0452840138537645,1.399509251364458,0.20241565731497604,Iris-setosa
+51,5.692729021072842,2.8331382320952008,4.36269397311839,1.3174518294497224,Iris-versicolor
+52,5.625835225589785,2.798182161834743,4.35757234627407,1.300372027391167,Iris-versicolor
+53,6.302673717277013,3.3009136573415145,4.67977463709291,1.5582218853702696,Iris-versicolor
+54,5.001478546604037,3.1748089172390914,1.2000001842764465,0.20496564625607108,Iris-setosa
+55,7.3155439124046096,2.8853347036318358,6.305276542792256,1.7903197347949333,Iris-virginica
+56,4.906384717207388,2.393269895420974,3.2330911415000956,1.0325491953783599,Iris-versicolor
+57,4.506914160292414,2.2905590585616737,1.3060890306355588,0.3958177496318279,Iris-setosa
+58,4.491971094912649,2.315203135797729,1.2954149757497124,0.29958476904790177,Iris-setosa
+59,5.138270956574779,3.7976251010357784,1.4940316108845377,0.43437993014476844,Iris-setosa
+60,5.777032265652479,2.8030422045969754,5.099114901128617,2.3955389476282276,Iris-virginica
+61,4.899986822508524,3.0,1.407460301747858,0.2022886337463074,Iris-setosa
+62,4.980403151003954,2.481354764807791,3.3337938596150023,1.0934257384956716,Iris-versicolor
+63,6.372765106533657,2.700792528105815,5.066971268564359,1.8439588351574472,Iris-virginica
+64,5.168201813857198,3.6618230033412402,1.4975223806208295,0.4631877793196362,Iris-setosa
+65,5.5243435343873415,2.397647653333693,3.741585437673762,1.1072425539791855,Iris-versicolor
+66,6.708690897874863,3.292290935652698,5.723698354343552,2.5,Iris-virginica
+67,5.901762470571233,3.1877696499742503,4.764817845223903,1.7886559170668135,Iris-versicolor
+68,5.920764107395469,3.20395570617161,4.809172178613839,1.8053713075869664,Iris-versicolor
+69,4.898465957316641,3.0889059895169706,1.605452761839212,0.1,Iris-setosa
+70,5.016452122999832,3.195451389992501,1.200000202698284,0.2097547244254766,Iris-setosa
+71,5.018198919675258,3.4025601244628945,1.8304916143644527,0.38583948299590326,Iris-setosa
+72,6.282372880835317,2.3259815218089184,4.516205759448266,1.377359760994351,Iris-versicolor
+73,5.865932178345489,3.0,5.095248065160347,1.793866208085728,Iris-virginica
+74,6.312124820604169,3.2971486435006865,4.702445796775549,1.6082687508986264,Iris-versicolor
+75,5.839326923652369,2.9574578308802244,4.553744460297254,1.3384665918158876,Iris-versicolor
+76,6.655498071933767,3.2987430258083488,5.742708707434475,2.499999508184701,Iris-virginica
+77,6.996134251974168,3.220380393441031,5.676688296721,2.303650771262574,Iris-virginica
+78,6.566665772644495,3.0,5.465544483742525,1.8053854073794748,Iris-virginica
+79,6.643654595288608,3.2033492528274783,5.094975726323396,2.1341648567459286,Iris-virginica
+80,7.082894158254863,3.0,5.902777551223888,2.0288348669807146,Iris-virginica
+81,5.783318924767891,2.8100246471351493,5.094361159008611,2.4279936134428937,Iris-virginica
+82,6.856116525611214,3.102170081800364,5.099395035373059,2.272066143637794,Iris-virginica
+83,7.705346157294943,2.5953826063865626,6.9,2.306909394445115,Iris-virginica
+84,7.899997850920655,3.7724840338709447,6.304400212030826,2.0000569780572306,Iris-virginica
+85,5.8140020047773575,2.7850501275891153,5.092068524197072,2.39033394937604,Iris-virginica
+86,5.557173811239446,3.0,4.266126432138621,1.3386969062575975,Iris-versicolor
+87,6.292440413213824,2.304260387511299,4.3877985551923,1.2896186156146972,Iris-versicolor
+88,5.6830154755847575,2.9955870937469653,3.7513954393468403,1.3382220294814182,Iris-versicolor
+89,6.397885522744891,2.8053706202033073,5.446793400960956,1.9234034580448711,Iris-virginica
+90,6.40007533847804,2.8852579329480115,4.329256864871551,1.2907493935434216,Iris-versicolor
+91,5.072408011725675,3.2690608356352326,1.4997198728226784,0.5047924451556601,Iris-setosa
+92,5.3500204974399885,2.7125812515625696,4.036748826024401,1.3639768630982265,Iris-versicolor
+93,4.897613948299288,3.1101121977898343,1.4952171819017674,0.1,Iris-setosa
+94,5.391922256838304,2.5312753564597728,3.693198317068153,1.127287697306273,Iris-versicolor
+95,4.9006506821057725,3.1040652571243967,1.6629124715594228,0.10000011054930684,Iris-setosa
+96,5.024559487733064,3.4621028265678633,1.5287813643019565,0.39962378856241354,Iris-setosa
+97,6.716730500063518,3.1211447667244836,5.980539867732539,2.291076073079136,Iris-virginica
+98,5.477076974344005,2.3718153884941744,3.817991138634523,1.1091020318584066,Iris-versicolor
+99,6.078817397022499,3.0,4.617283372581869,1.3826396328757449,Iris-versicolor
+100,4.796972023803622,3.0,1.383457658363738,0.33050405715869,Iris-setosa
+101,6.709702780162338,2.5039539904471524,5.876535565447214,1.7985112692581147,Iris-virginica
+102,6.672737424975323,3.287520567269872,5.676827655650464,2.5,Iris-virginica
+103,6.309597051754515,3.4069790388560253,5.55236663727369,2.39381888574593,Iris-virginica
+104,6.623096267411331,3.0,5.675882988552387,2.124664304186421,Iris-virginica
+105,6.04931301392914,2.2000004075393855,4.976899213340724,1.4791058647201119,Iris-virginica
+106,7.140981912338306,3.0,6.032720057459596,2.0691351500260513,Iris-virginica
+107,5.464631225750118,4.2,1.3988746776203995,0.19642970423915135,Iris-setosa
+108,6.622293324942842,3.0,5.472506648075633,1.8652336792513604,Iris-virginica
+109,5.594300849014349,2.4712094033149343,3.979724652488586,1.1105567200952102,Iris-versicolor
+110,6.067264961106479,2.7083769548497214,5.058386612336886,1.5716439174195953,Iris-versicolor
+111,6.306171016913327,2.486341433976037,4.952398142516519,1.4954048127866018,Iris-versicolor
+112,5.488723771591228,4.2,1.4045604481471072,0.20209089812202702,Iris-setosa
+113,6.2053392117087265,2.7520780621328558,4.950770331897035,1.806662766047864,Iris-virginica
+114,5.800596676401674,3.0,4.212386518598985,1.4194756944106044,Iris-versicolor
+115,5.436435822457353,3.4104667749124777,1.6427436092016365,0.2012397538675044,Iris-setosa
+116,4.833603942012757,3.0,1.4027398059228517,0.29471613980639494,Iris-setosa
+117,5.631894602347901,3.7391446289666255,1.6786243887186172,0.3717331670369123,Iris-setosa
+118,4.400000463909056,2.919018509196374,1.3775334946540871,0.2039475599899478,Iris-setosa
+119,4.879092322590793,3.0,1.392661566560144,0.20281937458877713,Iris-setosa
diff --git a/iris/tab_ddpm/3_2/21/test.csv b/iris/tab_ddpm/3_2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/21/train.csv b/iris/tab_ddpm/3_2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/21/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/21/val.csv b/iris/tab_ddpm/3_2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/22/synth.csv b/iris/tab_ddpm/3_2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9faad64710cbac0933a8c9bbe09b3dd8939fd617
--- /dev/null
+++ b/iris/tab_ddpm/3_2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3050053061998765,2.696895821510868,4.867490960539947,1.795115129141871,Iris-virginica
+1,5.818803476769337,2.8573803398906406,4.525357662127779,1.331012033935773,Iris-versicolor
+2,5.13053392507413,3.305017823514262,1.775701593824664,0.5917109280046943,Iris-setosa
+3,5.774816843296634,3.1715992534924093,4.821105446357,1.7800628716157214,Iris-versicolor
+4,6.273420234500636,2.314839549708871,4.356978179842226,1.2918035563822428,Iris-versicolor
+5,6.357589779092337,2.7461090521087663,5.5625969124707035,1.8035326053191627,Iris-virginica
+6,5.409095014208615,3.9093299763894622,1.6942741902504528,0.4233766808512744,Iris-setosa
+7,5.685473291971993,3.7930938094056565,1.825934748049668,0.3554142935630116,Iris-setosa
+8,6.146821785543009,2.8276413920468686,4.6708851548679196,1.1943853235334807,Iris-versicolor
+9,6.662558376536201,3.299054283457451,5.698917114187716,2.095331318209298,Iris-virginica
+10,5.915032992046488,2.837619307638301,4.553892241085038,1.3971759790997784,Iris-versicolor
+11,5.9302625721332545,3.0,4.390181130434646,1.5696588751668628,Iris-versicolor
+12,5.392394140288189,3.0,4.494896979794599,1.502437103723536,Iris-versicolor
+13,6.1094849604870385,2.5990597026890927,5.602291735854452,1.3860307526569178,Iris-virginica
+14,5.122303804298459,3.5026661768951337,1.3925844234989389,0.29811100624467707,Iris-setosa
+15,5.99618681329986,2.687572151449027,5.1394427642018385,1.5986096438746074,Iris-versicolor
+16,4.877666651946311,3.070861681660557,1.4861685945387564,0.10000009302761598,Iris-setosa
+17,6.716430336625915,3.0,4.9719534661566955,1.7161588476870784,Iris-versicolor
+18,6.7253627997935785,2.840261595070115,4.77110819961654,1.4383434703599325,Iris-versicolor
+19,5.541809302471647,2.585808142370458,4.165853398490552,1.1896791198034384,Iris-versicolor
+20,6.529606226159387,3.0,5.471098547475072,1.8024765653962695,Iris-virginica
+21,5.183641248506741,2.690363427973149,3.9566260807681153,1.4075266208054993,Iris-versicolor
+22,6.714561664202894,3.112208023613551,5.866412991233508,2.2930883397042634,Iris-virginica
+23,6.526601392488846,3.1934181399968034,5.100194740233885,2.0074086517112724,Iris-virginica
+24,5.2500307254274485,2.4771337064563737,3.2066503162951925,1.094686701209828,Iris-versicolor
+25,5.943568434411124,2.760351197963488,4.775022144741695,1.2425233417494326,Iris-versicolor
+26,7.145836609586647,3.0,5.97940478839346,2.0699726326412424,Iris-virginica
+27,4.805057626760661,3.0,1.383396123514777,0.10000015277474582,Iris-setosa
+28,6.706181061527474,3.300623264149349,5.885955611153575,2.5,Iris-virginica
+29,4.5747785336230615,3.4008141695403933,1.385015914831372,0.2962883598011949,Iris-setosa
+30,6.673501093190826,3.0,4.974561572925547,1.7033781384236761,Iris-versicolor
+31,5.431957449170005,3.0,4.497637308869469,1.549828886861764,Iris-versicolor
+32,5.983447353400907,2.6871069732343797,5.10216212205184,1.6146848276619117,Iris-versicolor
+33,5.284253720824265,3.385678442996107,1.5416431787640552,0.20328167379677825,Iris-setosa
+34,6.722951701660311,3.2946902346193996,5.730790702938405,2.092162578285107,Iris-virginica
+35,5.5512801853739155,3.0,4.070988393118535,1.271577733632263,Iris-versicolor
+36,5.65093156686664,2.937751261953944,3.6356992124270677,1.382808555835513,Iris-versicolor
+37,6.370044677468626,2.707563167504518,5.215865667386952,1.920259395009311,Iris-virginica
+38,6.885749786133977,3.0892155172861884,5.097967288492217,2.29206204926023,Iris-virginica
+39,4.979363429770054,3.4374307978638106,1.4642932795797952,0.3596798319087098,Iris-setosa
+40,5.575479938274695,2.5085874301449658,4.022391804346306,1.1090722012655974,Iris-versicolor
+41,5.68774169705077,2.9076562628397027,4.303395271909919,1.3392840433591684,Iris-versicolor
+42,6.369659675775792,3.221269139553135,4.781580492067066,1.6474271071385787,Iris-versicolor
+43,6.031877679956518,2.9849049077699714,4.513593069272276,1.4196502676476923,Iris-versicolor
+44,5.704405185424286,2.7272288567245315,4.6825839906078315,1.2936449323079993,Iris-versicolor
+45,5.496044154415687,3.0,4.314264629246471,1.4487049250548911,Iris-versicolor
+46,5.29674882034687,3.61864960695064,1.5560268442324918,0.19902179287001684,Iris-setosa
+47,5.512046265661033,2.4264649604390516,3.845947364805186,1.0825622744215184,Iris-versicolor
+48,6.3190673444658865,2.477514985190341,4.888480899556293,1.4969698651102799,Iris-versicolor
+49,6.834580181760475,3.0,5.697253706575485,1.8528196987594572,Iris-virginica
+50,5.9081456376029164,3.205872222427574,4.8220954347982685,1.7928243860239574,Iris-versicolor
+51,6.2840507304894375,3.393627138796421,5.650065874697893,2.397629959804992,Iris-virginica
+52,5.671117037275651,2.4616408598081354,5.002520420679911,1.9678706721272616,Iris-virginica
+53,4.98836764910081,3.3918675317421383,1.8972332513328298,0.3840991395026566,Iris-setosa
+54,4.976385856008461,3.254054877817972,1.3706775283314436,0.18850595244600543,Iris-setosa
+55,5.736745360798445,2.532302101980817,5.01917073786624,1.993143752352955,Iris-virginica
+56,5.924910220964438,3.0,5.098027767294897,1.7991619334059548,Iris-virginica
+57,4.897826948616231,3.0,1.3958755346162615,0.19856159484268587,Iris-setosa
+58,6.019023496341421,2.8549189054305417,4.526671866060647,1.4021877399372515,Iris-versicolor
+59,6.668125875930705,3.313816423322161,5.673365643089073,2.5,Iris-virginica
+60,6.310939087515944,2.7183096507348607,4.888338588674675,1.797965843453418,Iris-virginica
+61,5.723311557030695,3.0,3.9804017416780786,1.383737447757169,Iris-versicolor
+62,5.164095990278317,3.7462236366226715,1.4967275483095803,0.19938482698724425,Iris-setosa
+63,7.684496998124801,2.584095442692658,6.899998718692,2.2970924266367194,Iris-virginica
+64,6.715606847650593,3.299748161953476,5.700244996923609,2.0778338306899684,Iris-virginica
+65,5.67746378179124,2.4663271315469015,4.964614886299408,2.005279967673633,Iris-virginica
+66,6.674457559850163,2.490756712409098,5.795614170937137,1.7891138949474024,Iris-virginica
+67,5.625205877010363,2.742653594224283,4.4612748432563745,1.3264465551553344,Iris-versicolor
+68,5.122901178121823,3.608164392833229,1.460519596293293,0.41906651963086794,Iris-setosa
+69,5.573150042491975,3.819071703926332,1.6363397709670475,0.29702565226750777,Iris-setosa
+70,5.962865509099205,2.7045465785670677,5.106006342994002,1.5923389124422904,Iris-versicolor
+71,4.512429377763398,2.3223873308486005,1.2990395540128976,0.3417498086663458,Iris-setosa
+72,5.798232540099738,2.8127880762228594,5.128809213539648,2.3992638830089197,Iris-virginica
+73,4.49690006380188,2.3166160580055783,1.291722329699479,0.2943851436689747,Iris-setosa
+74,5.5063978861338185,2.4600219382584863,3.7744425396380166,1.0974128955911084,Iris-versicolor
+75,4.841638024491746,3.0,1.4215382484362347,0.1000001011588379,Iris-setosa
+76,6.738975437608255,2.862091038892199,4.866361988831355,1.4580360370131653,Iris-versicolor
+77,6.834688177474441,3.204537659490238,5.791735466681463,2.29880044753839,Iris-virginica
+78,4.869333489833773,3.09726945652486,1.637024531215697,0.10000009570643643,Iris-setosa
+79,4.4,2.8926528034935197,1.3708102076279005,0.19643998684216218,Iris-setosa
+80,5.060827007635414,3.5570076737408565,1.498197274153739,0.28736535427918325,Iris-setosa
+81,5.322332313144428,2.780350558898127,4.2263519143597525,1.412335761319861,Iris-versicolor
+82,7.899998842875511,3.789686671170271,6.409507511543407,2.0593043396387043,Iris-virginica
+83,4.786942232330428,3.0,1.4041852279371765,0.1,Iris-setosa
+84,6.8077312755689485,2.783072964728241,4.812247988794328,1.3886328936895203,Iris-versicolor
+85,7.899998186143969,3.724499489556587,6.38964346909458,1.9864649842788715,Iris-virginica
+86,5.7368724790199614,2.797206590503683,4.420091038459287,1.3129473928408837,Iris-versicolor
+87,6.936655839816917,3.1719838058138436,5.661151191605313,2.272418606377526,Iris-virginica
+88,6.051157539827935,2.2,5.009875262530125,1.4873691739551282,Iris-virginica
+89,5.541636809700452,2.7391780875683414,3.8553083097193985,1.2950350484601079,Iris-versicolor
+90,4.8289665423965,3.0,1.387387944837079,0.100000091587337,Iris-setosa
+91,6.316629987766554,3.322454075660908,4.705566358136414,1.5946189624933915,Iris-versicolor
+92,5.815962918376384,3.0,4.056118764028013,1.4558429801357555,Iris-versicolor
+93,4.816162380072882,3.0,1.395264662073923,0.40549293976163286,Iris-setosa
+94,6.05077630756688,3.0,5.0067769382656895,1.815862330263133,Iris-virginica
+95,6.299274889345701,2.6814649067638108,4.887776158945502,1.788967953843765,Iris-virginica
+96,4.794829522050193,3.0274342212476646,1.402100094008095,0.20265819152984027,Iris-setosa
+97,4.61466615502709,3.395484837282253,1.4006382746484045,0.3280500074575789,Iris-setosa
+98,6.740583245695129,3.0,5.30169047770499,2.12112388409033,Iris-virginica
+99,6.021022763514087,2.923712281952791,4.617565898104266,1.3399205765233642,Iris-versicolor
+100,6.887559509561666,3.0,5.4360987264164375,2.1504315563606697,Iris-virginica
+101,4.8131025116695625,3.0,1.4013767442416152,0.1,Iris-setosa
+102,4.998284362954286,3.1695890257664976,1.2000001834523097,0.21108371845021046,Iris-setosa
+103,5.8418507686021135,3.0,4.261035955779428,1.4825830956306492,Iris-versicolor
+104,5.118215563667491,3.820732069755606,1.51879715934269,0.19323691107841057,Iris-setosa
+105,5.969809269203081,2.9500762985591282,4.584236650589743,1.3594407612560604,Iris-versicolor
+106,6.3058702376704785,2.4897659208722427,4.9157889092976275,1.4980954701296405,Iris-versicolor
+107,6.663719148279247,2.4381543765212887,5.7820245019081735,1.804201844702357,Iris-virginica
+108,5.580319978873315,3.0,3.9106435827689565,1.2915600540493481,Iris-versicolor
+109,4.925220831685174,2.405457645219248,3.2648419928065455,1.074314381793629,Iris-versicolor
+110,6.5329114014483105,3.0,5.813889197679294,2.2239385933172735,Iris-virginica
+111,5.486038951000487,4.199999240054385,1.3937674032085852,0.20002040053952558,Iris-setosa
+112,6.007948034555487,2.200000318822834,5.016125674471692,1.5181527544696929,Iris-virginica
+113,6.866451209545473,3.196294583673964,5.831215906398809,2.2862368675887548,Iris-virginica
+114,7.899998135397606,3.8087462721144227,6.323497987788195,2.0386018924562124,Iris-virginica
+115,6.708109866038925,3.292478377131809,5.676171256927273,2.499999573590083,Iris-virginica
+116,6.60793025251484,3.3454936250488947,5.677812950801338,2.129006546207251,Iris-virginica
+117,5.524359176192094,2.6381114728054165,4.398710125349009,1.2228174627504462,Iris-versicolor
+118,5.82900597534688,2.852219320206834,5.125221855648463,1.830837309950684,Iris-virginica
+119,4.885890035756791,3.0878034181783462,1.4899269726505873,0.10000010658790995,Iris-setosa
diff --git a/iris/tab_ddpm/3_2/22/test.csv b/iris/tab_ddpm/3_2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/22/train.csv b/iris/tab_ddpm/3_2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/22/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/22/val.csv b/iris/tab_ddpm/3_2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/23/synth.csv b/iris/tab_ddpm/3_2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..025dc17128759053b10a748d3fc1b15119d9169f
--- /dev/null
+++ b/iris/tab_ddpm/3_2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.745667589320144,2.7367501020757703,4.60413932978201,1.296703885057441,Iris-versicolor
+1,6.0974128459471775,3.0,4.411897492177729,1.4799341770386452,Iris-versicolor
+2,6.736009848114418,3.310270156134316,5.693765366067387,2.5,Iris-virginica
+3,5.293402306376209,2.5191718492985506,3.5202825523303978,1.1544297388780498,Iris-versicolor
+4,7.324316792219781,2.8944154236169872,6.334493496723688,1.7974593839052369,Iris-virginica
+5,5.925641176553321,3.2097159052158326,4.793541262079925,1.8030380819183052,Iris-versicolor
+6,5.467600006304859,3.878778920966572,1.7179558316398595,0.3363528616324002,Iris-setosa
+7,6.48314752720872,3.1824122378990927,5.093326963507659,1.986181040333198,Iris-virginica
+8,5.673131641662864,2.463599842050457,5.016371021419217,1.9932359257419308,Iris-virginica
+9,5.293053185624801,2.422284628499732,3.6065708490398687,1.062346925657031,Iris-versicolor
+10,5.254897492849853,3.358045906772229,1.4974940835933366,0.4683268288363061,Iris-setosa
+11,5.3890875834945255,3.0,4.580924034377241,1.4857606201970086,Iris-versicolor
+12,5.597015339931359,2.448143896749899,3.787185230958741,1.0940325267835893,Iris-versicolor
+13,5.225951106663498,3.4606826545792426,1.7342256897468746,0.19882795453360533,Iris-setosa
+14,6.767379913824558,2.774765629973257,4.792014043060815,1.4003599054490223,Iris-versicolor
+15,6.077934813194411,2.2,5.007026135923403,1.527029377083996,Iris-virginica
+16,6.689215042212137,3.2922746672308083,5.685405143536978,2.085277012154,Iris-virginica
+17,4.984380793009496,3.3073722741077685,1.3924071613683098,0.19821567971161463,Iris-setosa
+18,6.6981878623247795,3.0,4.989025266756572,1.7112031753701513,Iris-versicolor
+19,6.387664743827024,2.713045312172246,5.096036606823211,1.8554742834321307,Iris-virginica
+20,6.7888550401498895,2.797334967808059,4.781433555771181,1.3983686014248942,Iris-versicolor
+21,5.777243941725931,2.8116754356993807,4.431316221302912,1.3846722337964616,Iris-versicolor
+22,4.893589850198387,3.0,1.3992132009187683,0.206718370458621,Iris-setosa
+23,5.265267997976853,3.558071536014189,1.4894436387968646,0.1938625397828495,Iris-setosa
+24,5.171382095121225,2.553390268875622,3.2927464649195093,1.19237355576192,Iris-versicolor
+25,6.671717344614329,3.290824435903744,5.690903933216053,2.095762252170738,Iris-virginica
+26,6.696277093296671,3.0,4.953514768504293,1.689410297374402,Iris-versicolor
+27,6.782759439741309,2.810394195129101,4.755442224306694,1.3807718969247773,Iris-versicolor
+28,6.071586312662885,2.825633354372044,4.615444625832641,1.2813295321445197,Iris-versicolor
+29,6.6562631451115575,3.0,5.588073767628652,2.0551567875518684,Iris-virginica
+30,4.4,2.87074962711872,1.3921638819540312,0.2054094342581215,Iris-setosa
+31,5.105673088955317,3.48504541692985,1.3907211055938729,0.3190330846938637,Iris-setosa
+32,4.603108752602711,3.379637908788534,1.4113795254488113,0.2954604894680829,Iris-setosa
+33,6.405214497356279,2.928075029106115,4.301672883821036,1.3014038379990962,Iris-versicolor
+34,6.707199156646954,3.2987722756637643,5.7479226444567395,2.4999996299448335,Iris-virginica
+35,6.882809194441086,3.1153253973502557,5.094233991910137,2.3085502810082956,Iris-virginica
+36,5.020739111163646,3.5312280255720614,1.5283732353824806,0.4161664289990685,Iris-setosa
+37,4.983606922357478,3.2070404952357867,1.2000004131227449,0.20002458216947838,Iris-setosa
+38,6.9006665948093024,3.1808657250866594,5.669908875097065,2.3009769402072298,Iris-virginica
+39,4.878781518768735,3.0759250511731495,1.494047018062971,0.10000009032788297,Iris-setosa
+40,5.487409908057467,4.2,1.3819466145618686,0.19045792081573976,Iris-setosa
+41,5.632528196795085,2.7229242788077874,4.399836815928093,1.2960372672336327,Iris-versicolor
+42,5.27772572532713,3.844986503972099,1.5763050887240688,0.4326987586899963,Iris-setosa
+43,5.106718186928432,3.573424131062153,1.5557772002454084,0.1982836075882386,Iris-setosa
+44,4.6105619774349655,3.3958794839051176,1.4045221989619139,0.29966612236770085,Iris-setosa
+45,5.9965518442055,3.0,4.914399718635783,1.7910955097646706,Iris-virginica
+46,5.876167916074297,3.2010341016940984,4.794134865583633,1.8022166093472998,Iris-versicolor
+47,5.49107042363645,2.6952930200371004,3.6154886027060873,1.2299489584605041,Iris-versicolor
+48,4.50232920943398,2.312780444353482,1.3037998134482087,0.3147481203318552,Iris-setosa
+49,6.738970632299228,2.9644239756261106,4.916559760766798,1.5627056400020234,Iris-versicolor
+50,5.848881831100585,2.814176646386929,4.339599237383241,1.3737818076350337,Iris-versicolor
+51,6.31705000085545,3.3921782537894583,5.589828052666776,2.401373978470099,Iris-virginica
+52,6.395021028898604,2.714237723453057,5.293507107397991,1.8910769966313887,Iris-virginica
+53,4.495345812181629,2.2921396684655093,1.2907042098927706,0.2991148177485354,Iris-setosa
+54,6.707655430819939,3.27355026809371,5.835424877284286,2.4999995620418733,Iris-virginica
+55,5.914739835522625,3.0,4.858708138575876,1.7955957076834357,Iris-virginica
+56,5.72795450937226,2.5844876660080582,5.059996748822504,1.9377210312395388,Iris-virginica
+57,4.590319865951635,3.3890648014052847,1.3965574376326968,0.3005257561602948,Iris-setosa
+58,4.5014842257878716,2.3081192080015356,1.2969000022132566,0.29174442768016245,Iris-setosa
+59,5.972278411807891,2.6991016634807776,5.064523235295162,1.6200234481209588,Iris-versicolor
+60,6.669601070538357,3.286702128554069,5.617225735203415,2.4999989631307886,Iris-virginica
+61,6.055432696231248,2.720425881362014,5.089974361206801,1.61692485206853,Iris-versicolor
+62,6.6580011027047785,3.0,5.582085347375267,1.7872678998988731,Iris-virginica
+63,6.689916759236978,2.5027131663766915,5.702031737586612,1.8008614631745041,Iris-virginica
+64,6.258682105322541,2.581631568555707,5.000489374670898,1.5922109349982563,Iris-versicolor
+65,6.029368428908602,3.0,4.778743673791402,1.8003024382675519,Iris-virginica
+66,5.079087685332509,2.4781609018539696,2.839633199789782,1.0747964814089523,Iris-versicolor
+67,5.10586718900654,3.7894021967553835,1.5537898035603492,0.2005627015864925,Iris-setosa
+68,6.702234166510927,3.3120839813106526,5.6878151892753355,2.0838655672091346,Iris-virginica
+69,4.6244461001546755,3.4054573330083184,1.4002331794061074,0.3335349652257532,Iris-setosa
+70,7.155633160851446,2.720797109696525,6.17205093702707,1.8070518245969605,Iris-virginica
+71,5.674384060570925,2.504077463982051,5.002739726139185,1.9963372642506165,Iris-virginica
+72,6.03962151938738,2.885233429315061,4.59006822816758,1.5047044975177848,Iris-versicolor
+73,6.1342221275607764,3.0,4.557998809299197,1.4391616619605294,Iris-versicolor
+74,4.887665832088413,2.3795676889267803,3.353922423261402,1.0788022448821548,Iris-versicolor
+75,5.76475696662684,2.782293321689342,4.560454951826017,1.3464331270780385,Iris-versicolor
+76,6.7788062565517455,3.1741658692317545,5.932102224599427,2.3079791479950638,Iris-virginica
+77,4.791352672106243,3.0,1.3899609548546503,0.36925750661151746,Iris-setosa
+78,6.419542730213985,2.904495043859221,4.291750343380204,1.3067871918466765,Iris-versicolor
+79,5.510251432059329,2.787624573013996,4.315009712844498,1.352180977223833,Iris-versicolor
+80,6.173088440280272,3.0,4.6639563085378715,1.424040348849669,Iris-versicolor
+81,6.0896585917043335,2.6070141788495533,5.576626869877799,1.4203263549255425,Iris-virginica
+82,6.465867028293808,3.0,5.807951228187375,2.177781945643091,Iris-virginica
+83,5.54279352352851,2.6376179134268973,4.313255893465349,1.2660479903123032,Iris-versicolor
+84,5.534384566250379,3.0,4.26938531703727,1.3104790670623785,Iris-versicolor
+85,6.495874743986371,3.356609405869688,5.570741820541808,2.311109159267065,Iris-virginica
+86,4.77809772216307,3.0,1.3974765018674837,0.2895638797366625,Iris-setosa
+87,4.638040301317823,3.2166744126983233,1.4009704699843186,0.19763004425047206,Iris-setosa
+88,5.883134836906876,3.2014153531639296,4.831865271236139,1.8057746801966386,Iris-versicolor
+89,6.919954031791777,3.1540052670078556,5.8455698658930215,2.2677178963229636,Iris-virginica
+90,6.728928470854616,2.5077877614786397,5.850371184690058,1.8020391167965368,Iris-virginica
+91,6.667771358404735,3.0,5.676648348764776,2.0858795408263853,Iris-virginica
+92,5.910482029686407,2.906556896211911,4.4000538543343195,1.4640225977425936,Iris-versicolor
+93,6.009632416335716,2.2,5.029053296621796,1.4932869244697304,Iris-virginica
+94,5.248390080384541,3.8479536366356335,1.569396188738093,0.48540824841859215,Iris-setosa
+95,4.7906564490241195,3.0,1.3881605230554594,0.1,Iris-setosa
+96,5.781330364324992,3.0,4.32230768159101,1.3491429603861342,Iris-versicolor
+97,5.62475899549169,2.7070676492826435,4.4505451541139225,1.2755268688931833,Iris-versicolor
+98,5.967153637871903,3.0,4.8111098807068675,1.8037471264708749,Iris-virginica
+99,6.358874845249874,2.7136260735953734,5.043320669461566,1.811940270578715,Iris-virginica
+100,6.718367677610746,3.3120449357104325,5.6984336904046495,2.0861100517893845,Iris-virginica
+101,6.99672185915482,2.766687841965041,6.047301382018384,1.822785462634479,Iris-virginica
+102,7.6861031174382095,2.6039933678720315,6.899998185330466,2.2976820828828575,Iris-virginica
+103,5.95941483956586,2.880257517427843,4.653870265959276,1.4378881975812463,Iris-versicolor
+104,5.5972074443405795,3.8614146623549894,1.7522339587819973,0.2972974369987556,Iris-setosa
+105,6.715711723645227,3.2839549707808495,5.713547911092543,2.0795672382708945,Iris-virginica
+106,6.756635545500161,3.3373389439891326,5.784048175182389,2.5,Iris-virginica
+107,5.252057721933104,3.8136506196851077,1.618376120467311,0.2171865558641998,Iris-setosa
+108,7.380957718358449,2.890779190959787,6.335070556307786,1.8028032736404946,Iris-virginica
+109,6.313886554188608,2.695366896070638,4.912467175193342,1.8021256655049764,Iris-virginica
+110,5.019786900128433,3.3246714300559708,1.4030938561575421,0.20625792239880247,Iris-setosa
+111,6.042649448075461,3.239537653792856,4.800823505731316,1.774011224942885,Iris-versicolor
+112,5.215366198251343,3.4101336434556226,1.4751094241491716,0.20578104462546204,Iris-setosa
+113,6.005245112672384,2.7032192307597978,5.105006695202849,1.5985365051961187,Iris-versicolor
+114,6.787756355621214,3.1138515370350306,5.12608848073098,2.2556443095928564,Iris-virginica
+115,5.057078875713111,3.3925190314736957,1.5551396361099687,0.20196019299669513,Iris-setosa
+116,5.732313140543721,2.729113925558045,5.047194439050555,2.3223839390275067,Iris-virginica
+117,5.661671880092458,3.716531769506185,1.6492179525623345,0.28259263694765574,Iris-setosa
+118,5.2202736441936475,2.7087324238817585,3.921340162119379,1.4273734227291126,Iris-versicolor
+119,5.448962882468331,3.0,4.398364105167876,1.4588662671296542,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/23/test.csv b/iris/tab_ddpm/3_2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/23/train.csv b/iris/tab_ddpm/3_2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/23/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/23/val.csv b/iris/tab_ddpm/3_2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/24/synth.csv b/iris/tab_ddpm/3_2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c6c2f1ed7da1c52b39be2c5134b5a663c4ac732f
--- /dev/null
+++ b/iris/tab_ddpm/3_2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.600923729927418,3.4056887305382015,1.4053620743341675,0.29785784441307933,Iris-setosa
+1,5.3933973854389,3.0,4.466371863957744,1.4630882770072942,Iris-versicolor
+2,6.767857686449868,3.105107041677308,5.693622793819259,2.270543040099676,Iris-virginica
+3,5.682335672717987,2.461631440935768,4.93552821207953,1.9817102314213524,Iris-virginica
+4,5.3718258263167185,3.0,4.487062485636575,1.5027901875571126,Iris-versicolor
+5,4.988546875156292,3.287911664581052,1.3977883633921242,0.1983080411950901,Iris-setosa
+6,5.710295686183232,2.5011225798969803,5.004060744093005,1.9866570749982944,Iris-virginica
+7,7.899998769264193,3.824470758409538,6.416310834672222,2.023577423662229,Iris-virginica
+8,6.7761941599752715,2.812509276462188,4.738075735652435,1.4120130669855329,Iris-versicolor
+9,5.882757110374392,2.928548485784191,4.419024238445431,1.4235297508167968,Iris-versicolor
+10,5.488827654400727,2.468744310778477,3.7219006791803024,1.0912510657782033,Iris-versicolor
+11,5.543127235813722,2.8499931819525175,3.489747218216929,1.2677546371208377,Iris-versicolor
+12,6.05229442873584,2.6478194207858823,5.084983603081296,1.5946367923752032,Iris-versicolor
+13,5.700637037093233,3.0,4.083285779059082,1.3448716558840204,Iris-versicolor
+14,6.791829307688809,3.209324153744622,5.888153673616762,2.2770449450322867,Iris-virginica
+15,5.867264438009771,2.9705411011375005,4.428560259046823,1.3975029165319843,Iris-versicolor
+16,6.632907506718871,3.0766035100054827,5.543420969010581,1.9554847555190613,Iris-virginica
+17,5.493420481805539,2.6308740481366564,3.9010600709123233,1.2254206248715798,Iris-versicolor
+18,4.972798600647751,3.295216384428026,1.4041159522632556,0.20478821175458298,Iris-setosa
+19,5.988810934572456,3.0,4.839894610567831,1.793265393804564,Iris-virginica
+20,4.997892825717001,3.212537365582425,1.2,0.19788573409701826,Iris-setosa
+21,5.779359892439426,2.782430224454478,5.09144174893199,2.3947134488829107,Iris-virginica
+22,6.177178506160234,3.107451969295149,4.629179106750096,1.4565029904444284,Iris-versicolor
+23,4.782007319555057,3.0,1.4007679661720571,0.3349785194435754,Iris-setosa
+24,5.084636216151774,2.42107445476603,3.2258992276976284,1.1078347099703114,Iris-versicolor
+25,5.5449312627340035,3.7136773182451237,1.5353444674655836,0.2951738552872512,Iris-setosa
+26,4.866429855666731,3.0,1.3821246810412493,0.21720963408808203,Iris-setosa
+27,5.343108626476247,3.5451025292329423,1.5107006361013156,0.29881731813729573,Iris-setosa
+28,6.8173402332240824,3.203587203999726,5.817286794148721,2.2665401412307187,Iris-virginica
+29,4.4,2.915408099241575,1.3883073297358233,0.20321514901548493,Iris-setosa
+30,5.141229541807046,2.588309200893587,3.3578401708588794,1.2567497814461066,Iris-versicolor
+31,4.901085244705578,3.088933025357367,1.4865830780201115,0.1,Iris-setosa
+32,6.570872199713025,3.0,5.4880533390813415,1.808615460384373,Iris-virginica
+33,5.0830650923618546,3.8070270000637225,1.5245712962620368,0.20295165248245753,Iris-setosa
+34,6.721564702290479,3.3112233680697587,5.822873751975036,2.5,Iris-virginica
+35,5.572514287019166,3.0,4.007507362428828,1.3063815395089287,Iris-versicolor
+36,5.5253847018587,2.501362161755094,3.834350383077595,1.121303645667371,Iris-versicolor
+37,5.4603035770370125,4.199999031836864,1.396798291560244,0.20343373659788216,Iris-setosa
+38,6.006049997033812,3.0,4.370918881738054,1.6075845661463808,Iris-versicolor
+39,6.0058983193927515,2.683602917555573,5.098230040737853,1.6149316686045085,Iris-versicolor
+40,7.0972463909812795,3.0,5.885479211597965,2.061301922563017,Iris-virginica
+41,5.975798027633278,3.0,5.095452104277291,1.802368611543456,Iris-virginica
+42,6.019083918714228,3.0,4.767998127805786,1.801735489453803,Iris-virginica
+43,5.514813737203466,2.431830056513713,3.7616887167241284,1.0786785285135259,Iris-versicolor
+44,6.035469149753732,2.2,4.992290483154407,1.5506424911044823,Iris-virginica
+45,5.938679650203454,2.993099663088065,4.292760811981257,1.528193955800541,Iris-versicolor
+46,4.886487747154074,3.1097045332526423,1.594802765005296,0.1,Iris-setosa
+47,4.621182441474744,3.1637511731583463,1.3982849492832086,0.20106532834839885,Iris-setosa
+48,6.321089639485379,2.9094863342553983,5.571528414082549,1.8006815633769426,Iris-virginica
+49,7.6872040176602905,2.602991558713965,6.89999871983715,2.286822263300629,Iris-virginica
+50,6.269076559601245,2.541832199148316,5.007116851839552,1.5103986063717167,Iris-versicolor
+51,5.104182958131054,3.44618461019209,1.40319375918453,0.2986712474625613,Iris-setosa
+52,5.088108698074409,3.5297635882809137,1.4293219820768561,0.29572186643242654,Iris-setosa
+53,6.9402626337523285,3.121546965358866,5.088944375008202,2.304930603141585,Iris-virginica
+54,5.8932888523773785,3.168271232387277,4.807925131393958,1.8002055105357995,Iris-versicolor
+55,6.369870870874405,2.972049609438756,5.579566819968922,1.8023181571599582,Iris-virginica
+56,5.53577525139021,2.4277131838116848,3.880503991264754,1.0811148624654514,Iris-versicolor
+57,5.67362872043792,2.891586331354188,4.326900049051939,1.271044506323715,Iris-versicolor
+58,6.014854847443495,2.200000446551802,4.9723836351553246,1.5112536657004811,Iris-virginica
+59,6.015336480650325,2.700522073792948,5.111322120010013,1.61706347532873,Iris-versicolor
+60,5.076930389731067,3.4437952139162182,1.3908792475493619,0.29635977635572763,Iris-setosa
+61,6.300743119588824,3.313946429391684,4.683650847755275,1.621850944872308,Iris-versicolor
+62,6.288411712643746,2.6832919647904956,4.885576983382189,1.8039090489534617,Iris-virginica
+63,6.327878843297197,3.289074279872123,4.747971119932429,1.6265125738627362,Iris-versicolor
+64,4.879212458281068,2.432083160161346,3.2406759829891234,1.0243394308305422,Iris-versicolor
+65,6.03636716352805,2.941646849912833,4.466758342432301,1.4935798639686275,Iris-versicolor
+66,4.900797826465384,3.1098037645453673,1.49517338760328,0.10000011379398342,Iris-setosa
+67,5.58740218574833,2.5512427293187114,4.025824353738582,1.1921348364354656,Iris-versicolor
+68,6.343900525832325,3.0630772653539053,4.7420457632827295,1.5327046016930252,Iris-versicolor
+69,4.86888451814952,3.124543574948875,1.390797816432143,0.19764022075924123,Iris-setosa
+70,5.5714814116578335,2.4613389103934997,3.9168715824373654,1.0772154491771018,Iris-versicolor
+71,4.965947819189683,3.1963395378622605,1.4602725018493241,0.43261093396791983,Iris-setosa
+72,5.638472265809431,3.760605421632829,1.6896628576204873,0.3571069984404461,Iris-setosa
+73,6.680873951138102,3.2991429749549384,5.6752288884636375,2.5,Iris-virginica
+74,7.9,3.7826054552015522,6.427607643455084,2.00339150400463,Iris-virginica
+75,6.232660835467301,2.8658298984029793,5.566490880522755,1.7957601142738921,Iris-virginica
+76,6.368059085769663,3.092098265535835,5.241772047534393,1.9117671816062511,Iris-virginica
+77,5.922117388966831,3.208734067814776,4.800292902675112,1.8027120019928355,Iris-versicolor
+78,5.389801206155273,3.4054618915143835,1.5598910095583678,0.48308084117015926,Iris-setosa
+79,6.3763311421619955,3.0,5.6560652285690445,1.9695143392142516,Iris-virginica
+80,4.905832816643948,3.0,1.4008751610700627,0.1974199715214095,Iris-setosa
+81,6.829733725236612,3.206611138005336,5.89741582847282,2.29984880310995,Iris-virginica
+82,5.042722748264672,3.559309959671172,1.5475121279174655,0.3811197855011978,Iris-setosa
+83,5.552435442747903,2.506419475370058,3.640404286816002,1.1378211585869467,Iris-versicolor
+84,5.702998684622014,2.534300306111868,5.0225299452090475,1.9801088854876225,Iris-virginica
+85,5.571308629242329,2.636435422221119,4.31920499775126,1.2619010764770535,Iris-versicolor
+86,4.958212492684175,3.327126636498554,1.415991702901778,0.1941751771946284,Iris-setosa
+87,5.178144661871213,2.6800389400893567,3.9826439634163835,1.3898057930129555,Iris-versicolor
+88,5.4021976550139845,3.0,4.4350324896806175,1.474649690624944,Iris-versicolor
+89,6.308180371156752,2.3017573615698894,4.373571012816574,1.2997210011505649,Iris-versicolor
+90,6.047314723934877,2.702592480012932,5.103145828153744,1.5960933770268775,Iris-versicolor
+91,5.554048858066276,3.549333268825587,1.6787632994550234,0.2920401017987675,Iris-setosa
+92,6.625457846860134,3.180686441821,5.111902313592805,2.050927167715332,Iris-virginica
+93,5.100210997120344,3.2950306965667515,1.6378807610580244,0.44040676308994575,Iris-setosa
+94,5.9022234230635995,3.0,5.115256828699916,1.7906628566484384,Iris-virginica
+95,5.409166816798016,2.6938419101325812,3.307926997194738,1.2875097941358602,Iris-versicolor
+96,6.538345410320983,3.181934320575856,5.098853269533173,2.0667260129435334,Iris-virginica
+97,5.167780929653777,3.308433659458887,1.5568643383140477,0.4398960604858777,Iris-setosa
+98,5.610736346962543,3.0,3.7672734216537305,1.2882030111526295,Iris-versicolor
+99,6.679159128571834,3.286381015790953,5.6698081726706295,2.499999584479964,Iris-virginica
+100,4.893178922453988,3.108974990523102,1.5891635314185775,0.10000010029260542,Iris-setosa
+101,6.65292150572792,2.5190173181822053,5.885073221152263,1.7973493595908476,Iris-virginica
+102,4.651952001615102,3.1359475562455046,1.3952314010075537,0.19939611535595037,Iris-setosa
+103,5.7326891395538775,2.484686921580936,5.006295478942399,2.0048979930531665,Iris-virginica
+104,6.729128303256096,3.3041605928471873,5.773329431915997,2.499999647228864,Iris-virginica
+105,6.381191426954652,2.8964626324979035,4.27475975603398,1.2795326568161283,Iris-versicolor
+106,5.767631206744105,2.7924063443606375,5.086746340726084,2.3964533427051404,Iris-virginica
+107,6.280589583298244,2.300865353071132,4.379355653292321,1.2767418854686146,Iris-versicolor
+108,6.713366201271696,2.4982688577275716,5.7675624174162134,1.816629009505666,Iris-virginica
+109,5.0128009857098155,3.453235143114262,1.64239508012701,0.40290399253873643,Iris-setosa
+110,5.229864713000207,2.5293123419529295,3.2194804625425504,1.092629153344061,Iris-versicolor
+111,5.5961090561975695,3.0,4.001655392248689,1.326250125651951,Iris-versicolor
+112,7.694325197064316,2.5967725930182075,6.899998598730323,2.2799125706251933,Iris-virginica
+113,4.900880885992281,2.3879411197967717,3.2807677806266407,1.0175259405890347,Iris-versicolor
+114,4.4,2.9021085320630746,1.4093258811432967,0.2034649863723616,Iris-setosa
+115,5.556796501020942,2.6355854024586067,4.376359969862899,1.217259374098683,Iris-versicolor
+116,6.309923017063469,3.3204763486833615,4.709400285597731,1.585245289513604,Iris-versicolor
+117,4.4,2.8930158819776888,1.4055847214392507,0.20729115127913883,Iris-setosa
+118,5.205811415854317,2.502185653963686,3.2096903887913646,1.1270399146459522,Iris-versicolor
+119,5.610431066086836,2.686178317469651,4.428324394148939,1.2372517273353956,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/24/test.csv b/iris/tab_ddpm/3_2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/24/train.csv b/iris/tab_ddpm/3_2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/24/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/24/val.csv b/iris/tab_ddpm/3_2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/25/synth.csv b/iris/tab_ddpm/3_2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2e89dc530a32308c66574b56d634527e406a1118
--- /dev/null
+++ b/iris/tab_ddpm/3_2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.421317004269035,3.4563448922051636,1.6271683739175054,0.1915214406361509,Iris-setosa
+1,6.3212513111694975,2.262537854648663,4.430498060781855,1.302298203539171,Iris-versicolor
+2,4.984380397821429,3.206101158478867,1.2,0.19812293529113678,Iris-setosa
+3,7.9,3.7907133787864957,6.366860577030119,2.0138744118731453,Iris-virginica
+4,6.668654785279175,3.031155559182043,5.22116838526951,2.036972282141891,Iris-virginica
+5,6.0363595049437375,2.7810276932836584,4.655755047082786,1.2221275582438482,Iris-versicolor
+6,7.660248701097496,2.623629134677307,6.899997928656851,2.2904791583123716,Iris-virginica
+7,4.908563814193732,3.0,1.3709695005222797,0.20006249725616815,Iris-setosa
+8,5.220364585455535,3.860843555863154,1.6548822387186934,0.44280636889326574,Iris-setosa
+9,5.796146951600481,2.780478414683802,5.083061765080321,2.3998712524277788,Iris-virginica
+10,5.436967472632148,3.4600438605311394,1.7827656027123275,0.1990985075995273,Iris-setosa
+11,6.2070414540053775,2.2000009067637483,4.488935175249052,1.4603997720475308,Iris-versicolor
+12,6.450330445347737,2.9075532954669843,4.333673468544892,1.3041406589567046,Iris-versicolor
+13,5.708178440286063,2.5100775446609567,5.01304533301002,2.007047815740328,Iris-virginica
+14,6.798136295661651,3.1830120421820802,5.891331931485835,2.3015271605909193,Iris-virginica
+15,6.193012371702603,2.200000335639316,4.453137303415669,1.5092527020767137,Iris-versicolor
+16,6.838944819667629,3.203938294454071,5.786362835940421,2.305551582602359,Iris-virginica
+17,6.918525686544209,3.1696466523794995,5.865203065469345,2.30086832198289,Iris-virginica
+18,6.856960824616818,2.8132261945421826,4.793709881658728,1.3640571474524674,Iris-versicolor
+19,6.885556455319963,3.0876854237934994,5.10708485450595,2.2800160407458434,Iris-virginica
+20,6.686541232087474,3.2893154991051614,5.726351384310422,2.1190104477917395,Iris-virginica
+21,6.841173012056864,3.2275915897122265,5.833516893991902,2.2699413245923323,Iris-virginica
+22,5.593107430210212,2.778216537311065,4.29858148815388,1.2924390226571347,Iris-versicolor
+23,5.940256444910027,3.0,5.020948577477619,1.8068254381533317,Iris-virginica
+24,4.559516834358334,3.382557465645019,1.3952480967003593,0.3159545055713709,Iris-setosa
+25,7.715046776593808,2.622830422635576,6.899998640236305,2.299178645499515,Iris-virginica
+26,5.373662910406589,3.0,4.501392065210476,1.5103176177848163,Iris-versicolor
+27,5.476555061647212,2.4019221321213067,3.8145423614718714,1.0879984559027944,Iris-versicolor
+28,5.080057523949728,3.702348447889835,1.5940497032365237,0.19658599922096315,Iris-setosa
+29,7.70883743538784,2.616278011343059,6.899998033629135,2.293156403365879,Iris-virginica
+30,7.2839027095236695,2.8883813047573224,6.245335466768251,1.8008887745503825,Iris-virginica
+31,6.666470246040127,3.3034438067680325,5.661463981130407,2.5,Iris-virginica
+32,6.5014646118143045,2.897428189020636,4.460877332614926,1.3409444435704785,Iris-versicolor
+33,5.138445012868599,3.395596046768426,1.5236805643164752,0.20436989056130375,Iris-setosa
+34,6.293992623344561,2.2975530720633475,4.445682993666712,1.3265894103936713,Iris-versicolor
+35,6.726512351862347,3.0834718075278533,5.8359288101634625,2.2664888032891866,Iris-virginica
+36,6.311084539934694,2.968892877928576,4.4281251672073445,1.3305368162674918,Iris-versicolor
+37,6.3155949922400545,2.5153219871424035,4.9589303651176,1.5076878062703494,Iris-versicolor
+38,6.319231932138731,2.303338491412722,4.391586307659434,1.2983372828532789,Iris-versicolor
+39,5.945159960772186,3.0,4.982310864813668,1.7939286480628036,Iris-virginica
+40,6.706452508231018,2.530366982369137,5.858009908071433,1.8102152531840523,Iris-virginica
+41,6.53443542098889,3.2063070738299544,5.102383277760843,2.025920061654671,Iris-virginica
+42,5.708523574221998,2.807908607225052,4.4662814590437785,1.274206469198424,Iris-versicolor
+43,7.332128098253707,2.908644313659598,6.307343044085181,1.8110248536342022,Iris-virginica
+44,5.344370536641466,3.7001628232309267,1.5511914695815507,0.19650946912982198,Iris-setosa
+45,6.096213826971653,2.613278354354773,5.57369645332063,1.4409257123679011,Iris-virginica
+46,4.856087710433401,3.0895363585091125,1.697357758789633,0.10000014836637813,Iris-setosa
+47,5.579070048090233,2.5483897158816706,4.255573168692606,1.146059141597581,Iris-versicolor
+48,7.899998749463168,3.831889800729785,6.3828201074715665,2.0022971228568296,Iris-virginica
+49,5.6250458261731495,3.736316117890168,1.7024566010375641,0.34791138652287557,Iris-setosa
+50,4.999856714307249,3.4079706619026533,1.497792189555947,0.3468595760855819,Iris-setosa
+51,6.332899420070197,2.697710970539537,5.05594600049956,1.8443149109264851,Iris-virginica
+52,4.873580602272462,3.0660395109426615,1.491927314757956,0.10000012503912595,Iris-setosa
+53,6.675736472730922,3.278181027865465,5.663075338269914,2.104069504668545,Iris-virginica
+54,5.507523210064567,2.586929269593634,4.3517916074634435,1.1771681317578309,Iris-versicolor
+55,6.8967580052293735,3.0846704524383535,5.106586838316944,2.2861950429148776,Iris-virginica
+56,6.990315815054893,2.9993601316386784,5.841117171783049,2.021775967438567,Iris-virginica
+57,5.318797432531928,3.915171972397885,1.496961474671786,0.2763145293128478,Iris-setosa
+58,6.147794372250373,3.0,4.6073710312292,1.4068009724949104,Iris-versicolor
+59,6.396204882411352,2.912627876187417,4.320154299072881,1.3110490805783401,Iris-versicolor
+60,5.040886177310687,3.4387446094975562,1.4994523277395664,0.40171776102352974,Iris-setosa
+61,6.626561682438829,3.2585326615051353,5.484563105476832,2.0327027135506595,Iris-virginica
+62,5.660914941896832,3.778498162818192,1.5216855699250584,0.31279985426536405,Iris-setosa
+63,6.681458557798144,3.0,4.988988918142706,1.7179558938028556,Iris-versicolor
+64,6.435626994309772,3.0,5.4756618178991845,1.7976353413860713,Iris-virginica
+65,6.7098883392367705,3.3069900337720246,5.776766659227989,2.4999994198455147,Iris-virginica
+66,6.009696635336752,2.2000003074096,5.005380189772483,1.520821301585365,Iris-virginica
+67,4.825930475674392,3.0,1.3932472221961514,0.10000010750367827,Iris-setosa
+68,7.180894536804495,3.0,5.911713602364147,2.0917831735541395,Iris-virginica
+69,6.540800560354872,2.7919175341264046,5.510432118405287,1.8718702972005852,Iris-virginica
+70,5.260955243667373,3.6556035926352854,1.4985163386095004,0.19803748315268055,Iris-setosa
+71,6.31020537720026,3.2915360104705482,4.705376775242385,1.601487597667193,Iris-versicolor
+72,4.905136312257876,3.094925008782919,1.5597649072216702,0.1000001348478732,Iris-setosa
+73,5.537566521947317,3.556182816281767,1.5894195823753194,0.31757140917907184,Iris-setosa
+74,4.8328838420493225,3.0,1.4389292674148457,0.10000013441873558,Iris-setosa
+75,6.150696024478796,2.5675555225505553,5.031570744043246,1.552846923610686,Iris-versicolor
+76,5.247460181317625,3.6311680470501106,1.424179576259545,0.2929521243068409,Iris-setosa
+77,6.5202062687034745,3.136151433341369,5.246597693257713,1.8660395102493368,Iris-virginica
+78,6.370821820221817,2.880233258945699,5.3156369035466415,1.8146227774336465,Iris-virginica
+79,6.143570551573564,3.0,4.655969626295288,1.3698718372747658,Iris-versicolor
+80,6.263775410183636,2.5170310744415345,4.928558208467973,1.5209716113922835,Iris-versicolor
+81,6.712885423671505,3.2953744950634056,5.734126902703146,2.5,Iris-virginica
+82,6.720136649284693,3.300106642249383,5.691024902114342,2.5,Iris-virginica
+83,4.937945451134784,2.4008583286550507,3.1691591446024896,1.021088908025301,Iris-versicolor
+84,6.0951684157432755,2.597339375213559,5.624504278196085,1.3732929513369823,Iris-virginica
+85,6.252160404740485,2.879096980787649,4.508065915490898,1.26325446191361,Iris-versicolor
+86,6.016709289115102,3.0,4.566989168931129,1.4351182179742907,Iris-versicolor
+87,4.851230553794242,3.0,1.4041205470132432,0.28927303352676104,Iris-setosa
+88,6.611934041369197,3.0,5.377658006269911,2.0315896204778787,Iris-virginica
+89,7.724540604938603,2.6003838212336,6.899998824586265,2.285709333906919,Iris-virginica
+90,5.914160275348285,3.174369802214261,4.842351144495635,1.7992626997060108,Iris-versicolor
+91,4.619697750321267,3.3926789270656963,1.404933458765452,0.3753389099547243,Iris-setosa
+92,6.722727891289698,3.301226828878811,5.762941541315916,2.5,Iris-virginica
+93,5.671146334822276,3.726187415359449,1.7520377639193971,0.2897219253734685,Iris-setosa
+94,7.700876418627966,2.6085579281636626,6.899998648507521,2.294271760464933,Iris-virginica
+95,5.504382749276546,4.2,1.3776404957018427,0.1868483554441925,Iris-setosa
+96,6.026021971686858,2.673715308946675,5.11196101265408,1.5775917160529052,Iris-versicolor
+97,4.796761453655649,3.0,1.3950871342529712,0.2985725952297302,Iris-setosa
+98,5.910803494061027,3.0,4.975162369144038,1.8074192824323612,Iris-virginica
+99,5.29160918798366,3.4060086512619834,1.5638242999708116,0.19616420726731376,Iris-setosa
+100,6.835433135893387,3.0817649613031843,5.1051019295655795,2.2386305635853616,Iris-virginica
+101,5.6046727915175945,3.0,3.949612118112176,1.3798442198398657,Iris-versicolor
+102,5.565453970719149,2.565317071110597,4.055073449841942,1.1640681747699402,Iris-versicolor
+103,5.960347239406171,2.735155561926771,5.102317372396825,1.5943459545171048,Iris-versicolor
+104,5.304682166269452,3.8478812252009633,1.5132943054123231,0.3088315607388068,Iris-setosa
+105,7.673278424774898,2.611320082459501,6.899998599086816,2.289202595029777,Iris-virginica
+106,4.8939795575667695,3.102490244006409,1.4985047153581066,0.1,Iris-setosa
+107,5.063955418478486,3.270637453813347,1.6499301902462082,0.4348329613775678,Iris-setosa
+108,4.908956605924085,3.0,1.3990783043888073,0.1916627274305035,Iris-setosa
+109,5.242204406811613,3.797482886354098,1.4986255853741437,0.20685096815030934,Iris-setosa
+110,6.251656472072529,2.340887956048741,4.396022898784893,1.3118386316133643,Iris-versicolor
+111,5.173019102143748,3.497347188872059,1.4033418595923675,0.29406190090070333,Iris-setosa
+112,5.519163916317174,3.0,4.4759020964592775,1.4942605631356036,Iris-versicolor
+113,5.7575756563738985,2.5772863002666697,5.050907991720509,1.9806900347321046,Iris-virginica
+114,6.502666742427737,2.9906413466574207,5.594497095925309,1.7957092299577933,Iris-virginica
+115,6.78477433195779,2.774659021059968,4.816013508981034,1.444758812337375,Iris-versicolor
+116,5.9114815738840525,3.0,5.090878854034679,1.7958562694045739,Iris-virginica
+117,5.441293466180952,2.7520514235959985,4.062561756759622,1.3508914484976888,Iris-versicolor
+118,5.687543941189952,2.955927815006494,4.341630938062867,1.31469651293485,Iris-versicolor
+119,5.9121688483508334,3.0,5.042923724505785,1.8025692968982094,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/25/test.csv b/iris/tab_ddpm/3_2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/25/train.csv b/iris/tab_ddpm/3_2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/25/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/25/val.csv b/iris/tab_ddpm/3_2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/26/synth.csv b/iris/tab_ddpm/3_2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..52dd8b87e374b09769bb5ce3e71b1d762f90cb4c
--- /dev/null
+++ b/iris/tab_ddpm/3_2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.262283260073537,2.4775737440752366,3.202420926975968,1.1099111733086584,Iris-versicolor
+1,6.6888029921614836,3.303319347582339,5.71262265175489,2.1022849381576263,Iris-virginica
+2,5.38645009137972,3.0,4.490678883247126,1.4887582652949367,Iris-versicolor
+3,4.993512638421974,2.446364869750755,3.2306661859127423,1.0903193140427923,Iris-versicolor
+4,6.350326712601751,3.3858080932936847,5.611527713607577,2.3977389406385843,Iris-virginica
+5,6.826531199195933,3.104117620360492,5.108641422908785,2.2777110710541923,Iris-virginica
+6,6.321455290255905,3.3899639084434883,5.587923687579907,2.3952470210327754,Iris-virginica
+7,5.167981923047591,3.7397771449299393,1.6595553896106097,0.20151183161291486,Iris-setosa
+8,6.297477573522766,3.404069058283981,5.6803332531152355,2.394215144085786,Iris-virginica
+9,5.02321400339448,3.4034405179965272,1.6394935596446798,0.36377509613669495,Iris-setosa
+10,4.888731370650146,3.0783475201139034,1.4928390205025945,0.10000009990473531,Iris-setosa
+11,6.286976614785833,2.2963373139270145,4.382765117961019,1.3182989373430407,Iris-versicolor
+12,4.990017002307964,3.3965989304404345,1.63521670954633,0.36949103442321163,Iris-setosa
+13,4.95777387119534,2.427263337395518,3.2885788260287754,1.0761327946722394,Iris-versicolor
+14,6.341352312214579,2.887462179589338,4.273028230953686,1.3225676267184872,Iris-versicolor
+15,5.501708340904159,3.5296340515197637,1.592033030250131,0.20942050304956197,Iris-setosa
+16,5.075443803556561,3.280738487150129,1.4995827852457184,0.44988256070969246,Iris-setosa
+17,5.004142829536602,3.3753697276154986,1.5810686848152207,0.4947190888752916,Iris-setosa
+18,5.506560206672532,2.9111163301199587,3.6461967148729406,1.362230389513122,Iris-versicolor
+19,4.615461364997386,3.1890847106576947,1.405423657254815,0.20395399214462198,Iris-setosa
+20,6.0240082682341,3.0,4.706644991167942,1.8010878623636717,Iris-virginica
+21,5.046876991929838,3.595055247388271,1.5313321613788682,0.24834746222288162,Iris-setosa
+22,5.087296206880959,3.428615935480615,1.3847335095111641,0.2943403646302841,Iris-setosa
+23,6.716296010259607,3.3033841443715315,5.6800254890270345,2.1011638735590323,Iris-virginica
+24,6.098730269690039,3.0,4.661614949866529,1.3317125538149162,Iris-versicolor
+25,7.9,3.85371631779256,6.403362051896833,2.0206870281057348,Iris-virginica
+26,6.259433731403744,2.3071508783181653,4.350497035268708,1.2986028357115553,Iris-versicolor
+27,4.80158624690462,3.0,1.4034003624196068,0.24350742492221833,Iris-setosa
+28,5.71017331730328,3.7508944992006787,1.5936552988649497,0.2958031587263056,Iris-setosa
+29,5.007804934698953,3.2055082522315486,1.2,0.20351572393148268,Iris-setosa
+30,6.223249107134865,2.611863414305405,5.0189863463667415,1.5290904855788006,Iris-versicolor
+31,6.3545900807371964,2.85183034424732,5.53899533743266,1.834182458400999,Iris-virginica
+32,5.534168526257308,4.199999284425574,1.4026578999936472,0.21487158492502892,Iris-setosa
+33,4.885466671317144,3.0,1.3898041118466093,0.2204420628605306,Iris-setosa
+34,6.288939779333716,2.894651916007973,4.471579457716421,1.2735745578013165,Iris-versicolor
+35,6.083390495520239,2.5981543791379456,5.584841482567043,1.4293460677874636,Iris-virginica
+36,4.831590650086522,3.0,1.399041466401687,0.2831262767177004,Iris-setosa
+37,5.845488425764296,2.828901197626716,5.107099826012526,2.411786252814614,Iris-virginica
+38,5.326212462389471,3.5740624749216297,1.434493235000833,0.29291789838710464,Iris-setosa
+39,6.706172675512712,3.300622246349688,5.648546153980164,2.1123801990884656,Iris-virginica
+40,6.815077513510178,3.2143542887961325,5.718709608027188,2.279614998838928,Iris-virginica
+41,5.9741889408356545,2.2,5.000218998661398,1.48320938419239,Iris-virginica
+42,4.611757767162327,3.400730080794453,1.398813694091429,0.33695201930639385,Iris-setosa
+43,6.648582331825205,2.4894833521870727,5.63038160868104,1.7816532794006663,Iris-virginica
+44,6.448679717043364,3.0,5.474563414764586,1.792294057263993,Iris-virginica
+45,5.0879878895026875,3.7876923132225184,1.5323865321797276,0.2035163389992888,Iris-setosa
+46,5.733731717966235,2.56669236475689,5.042338920469371,1.9177114599300566,Iris-virginica
+47,6.195269783404723,2.2,4.468532116409762,1.5008707764733842,Iris-versicolor
+48,6.309310714921815,3.3059655527994156,4.735609292045725,1.6323849977881533,Iris-versicolor
+49,5.862488368688873,3.0,5.117120095821426,1.8039241567072293,Iris-virginica
+50,6.742532566588592,3.3051945770188524,5.776185610186394,2.5,Iris-virginica
+51,5.019826682056139,2.4645489553723814,3.0381944899133915,1.0854159222933986,Iris-versicolor
+52,6.287008638164238,2.2911666409055993,4.398338984370576,1.300765080289551,Iris-versicolor
+53,6.808751060915727,2.787638996584748,4.774673392089295,1.370760794315866,Iris-versicolor
+54,4.90541003062383,2.3967275233353824,3.2909384061014135,1.0685801797762287,Iris-versicolor
+55,4.972047336799962,3.4649032530420443,1.4974707278290693,0.34406903186008153,Iris-setosa
+56,4.853188350277605,3.0905443204750944,1.5256170649827383,0.10000011560344578,Iris-setosa
+57,6.303596044590707,2.887300369288478,5.485749315608491,1.8071806948519802,Iris-virginica
+58,7.69855047996405,2.551400138343989,6.9,2.319496063710093,Iris-virginica
+59,5.491186280932279,2.375838299305757,3.7094353435919896,1.0902870398126443,Iris-versicolor
+60,4.808563041875771,3.0,1.4038760908649106,0.1,Iris-setosa
+61,6.035323422618521,3.0,4.830208242253676,1.8020132344285358,Iris-virginica
+62,6.185655691124988,2.9837272045472156,4.572104519249489,1.4502758790063885,Iris-versicolor
+63,7.226080790118665,2.9762580295578966,6.043553294344443,1.941169244461795,Iris-virginica
+64,4.863260575342955,2.4026919319802373,3.265684753096556,0.8852987714146532,Iris-versicolor
+65,7.090970117152743,2.9811428313872703,6.031658747868324,1.9076700960000563,Iris-virginica
+66,6.664344724713424,3.303416856839877,5.668292234749395,2.5,Iris-virginica
+67,4.4912158154732085,2.304672377048929,1.3030222474286437,0.3454264774793884,Iris-setosa
+68,4.764551116224915,2.3841044345136018,3.380679999084467,0.92413723941533,Iris-versicolor
+69,6.396783880554748,3.0,5.671072997404093,2.0750630417977014,Iris-virginica
+70,7.242556227287246,2.952197552245132,6.160600210545856,1.870022750680615,Iris-virginica
+71,5.09554197708937,3.303677317361262,1.6455066679803345,0.5783118298826782,Iris-setosa
+72,6.739133065438504,2.885999552520265,4.881939172718737,1.5258909718327942,Iris-versicolor
+73,6.29887174832608,3.299822036671554,4.705617415007922,1.5981999910878004,Iris-versicolor
+74,4.995708881138048,3.2065867906916616,1.200000248292811,0.19992149197418993,Iris-setosa
+75,4.908040114887004,3.0,1.4013251967165157,0.19685074507655603,Iris-setosa
+76,5.089096426039393,3.307169723383214,1.7300389823674531,0.4550199700558901,Iris-setosa
+77,5.655476382492601,2.988927835996462,3.806703950794921,1.3564609713828502,Iris-versicolor
+78,4.753810188755891,3.0,1.4023732234472548,0.2862322596831896,Iris-setosa
+79,4.902665770308782,3.1198689930261807,1.6023055843069296,0.1000001184665741,Iris-setosa
+80,6.874604007131741,3.205997593498293,5.894070732720169,2.3107213057058074,Iris-virginica
+81,5.160883870949386,3.624950822559147,1.664265603726194,0.1978740874274602,Iris-setosa
+82,4.896637875985013,3.0876153187251902,1.490811472433845,0.10000013810538692,Iris-setosa
+83,6.30794721550632,3.0,4.760236889783296,1.6259654336920173,Iris-versicolor
+84,5.518569077427524,3.499217360081722,1.665111894018751,0.21132730378325973,Iris-setosa
+85,6.085357146773082,2.5930994524291746,5.6050214066101365,1.4338370233471678,Iris-virginica
+86,6.31455542531274,2.7046968959199775,4.903994905278917,1.7960017679973468,Iris-virginica
+87,6.2832428043038355,2.3770608170934873,4.531022363591806,1.3331224122448437,Iris-versicolor
+88,5.444780532444817,3.0,4.577657125642578,1.5303525850361683,Iris-versicolor
+89,5.699327109136078,2.5968869083539436,5.043566772500509,1.941078144719861,Iris-virginica
+90,6.364158432612533,2.9130950164169045,5.619496573569618,2.1073004069284056,Iris-virginica
+91,4.799098670039104,3.0,1.3795250624102524,0.1,Iris-setosa
+92,7.715442395657391,2.5645616428792724,6.89999856278603,2.3066016919594885,Iris-virginica
+93,4.9940007964865405,2.4480072671311435,3.010111086654592,1.0818325194054736,Iris-versicolor
+94,6.78187356880482,3.0,5.771404815739478,2.199388179154374,Iris-virginica
+95,7.8999973772684084,3.694258085993582,6.390433019863566,2.0106670260433286,Iris-virginica
+96,5.940858476978027,3.0,5.0867924566180385,1.8021105519985656,Iris-virginica
+97,5.890688768610736,2.9826544272525,4.538671921240642,1.36171444910262,Iris-versicolor
+98,5.473849376701384,2.6971222407049984,3.6614349908219634,1.2352129401609948,Iris-versicolor
+99,6.269968408427269,2.8476544341064143,5.617404446144385,1.7972870627717337,Iris-virginica
+100,7.182401411885312,2.9005713015644967,6.216630375238478,1.7986345219079531,Iris-virginica
+101,5.563572182294583,2.4322311582672693,3.8731791412765713,1.0988149667266072,Iris-versicolor
+102,7.642541412819616,2.5842095151738587,6.9,2.296994751172064,Iris-virginica
+103,5.735449335153909,2.5204758736641124,4.99720035906403,2.012460684941056,Iris-virginica
+104,6.313780714831775,2.327401219795307,4.488819867002902,1.312312440039256,Iris-versicolor
+105,6.091446904637448,2.6216923680339086,5.595508093381408,1.4186770989457713,Iris-virginica
+106,6.202173443149765,2.607875616109996,5.045749489510306,1.5353548867243565,Iris-versicolor
+107,5.647876508377192,2.7098610627489075,4.462878073828895,1.2457207259922773,Iris-versicolor
+108,5.95921346762943,3.0,4.994216849438826,1.793431075255032,Iris-virginica
+109,5.429468729391216,3.40549647172306,1.7957605311651508,0.19869355280910772,Iris-setosa
+110,5.032290277912119,3.3832565720984875,1.6267902433224968,0.41645405255601636,Iris-setosa
+111,6.2505347723348,3.2089266073851386,4.622340704690893,1.4896510700355667,Iris-versicolor
+112,6.285216970801672,2.308687052317137,4.422427615519489,1.2849534480275366,Iris-versicolor
+113,6.299067252611837,3.301927044840261,4.669092486449202,1.6085936560469116,Iris-versicolor
+114,7.9,3.81479700761539,6.448708642987349,2.0190922634594246,Iris-virginica
+115,5.524939438999304,2.410874730817411,3.8302210451273906,1.094778647745454,Iris-versicolor
+116,6.31994429139569,2.9432816332399057,5.607649492724812,1.8129160721061726,Iris-virginica
+117,5.057347537215137,2.449029583302741,3.179237724586452,1.0942153427193313,Iris-versicolor
+118,5.711128628356598,2.564193085090293,5.014515000928914,1.954790918571972,Iris-virginica
+119,5.086707401927651,3.406732819085426,1.5543056458184015,0.20429055632144974,Iris-setosa
diff --git a/iris/tab_ddpm/3_2/26/test.csv b/iris/tab_ddpm/3_2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/26/train.csv b/iris/tab_ddpm/3_2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/26/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/26/val.csv b/iris/tab_ddpm/3_2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/27/synth.csv b/iris/tab_ddpm/3_2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c7adea215d757e8393c75e95195da1ad5d0ae292
--- /dev/null
+++ b/iris/tab_ddpm/3_2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899998026647203,3.7791631844006535,6.4270070210733365,1.9779527495192584,Iris-virginica
+1,4.8736839880894784,3.0926487929689936,1.5510962959820735,0.1,Iris-setosa
+2,5.1514567056474085,3.4442254038217524,1.571233297381087,0.19154472827221355,Iris-setosa
+3,5.956968490148575,3.0,5.097341855848969,1.8076001073262153,Iris-virginica
+4,4.906608525216781,3.087475710610448,1.497396389126219,0.1,Iris-setosa
+5,7.092778679936197,3.0,5.893847583912255,2.0905387174295726,Iris-virginica
+6,4.791941848907118,3.0,1.391827126604829,0.29931605588976595,Iris-setosa
+7,6.28318887002043,2.3003419677798753,4.454595854255844,1.3184695839698881,Iris-versicolor
+8,4.999541214425854,3.4063673328355626,1.7681818989240874,0.38725754420238,Iris-setosa
+9,4.8897235660172385,3.088204271822845,1.499132422907851,0.10000010917203848,Iris-setosa
+10,4.5987785126887415,3.208233078741163,1.3996901153211934,0.2030679588605086,Iris-setosa
+11,4.999184023612071,3.2175747215602715,1.2000002209899934,0.1980470345786085,Iris-setosa
+12,5.42501732389008,3.0,4.541751768815638,1.4934135443769907,Iris-versicolor
+13,4.610059418356635,3.199335037600031,1.4034763995574766,0.19970250719541155,Iris-setosa
+14,6.244754122838607,2.786937510985768,4.581696172225931,1.2089905666477043,Iris-versicolor
+15,6.304542565733516,2.9046304402685914,5.660245013764704,1.8151622424756197,Iris-virginica
+16,6.311774224806887,2.696518530152474,4.8729026941587525,1.8067566532089314,Iris-virginica
+17,5.768950575741079,3.0,4.201814661538252,1.424159291061938,Iris-versicolor
+18,4.8755039004685194,2.3915478688740817,3.4353881337118706,1.0537677946582995,Iris-versicolor
+19,5.08774194159826,3.3040678312299114,1.5515288631668263,0.4278899243035282,Iris-setosa
+20,5.112366205192688,3.8298699923930677,1.6575612064324794,0.2061769785052899,Iris-setosa
+21,6.724599398691375,2.498087586322282,5.836018079126047,1.802451278861144,Iris-virginica
+22,5.264968361283645,3.5769653069210143,1.6435563978558314,0.1997981402767512,Iris-setosa
+23,5.8883075872048325,3.1985330842828956,4.758725172861626,1.7956640674093765,Iris-versicolor
+24,6.732626404586303,3.2794386087561964,5.672522040933959,2.2616411230988707,Iris-virginica
+25,5.708877504567025,2.4882458813551294,4.99518191225537,1.987141377723382,Iris-virginica
+26,5.981955056437387,2.955419677154347,4.370925331618552,1.4665363305840795,Iris-versicolor
+27,4.846510354760815,2.4108558098665673,3.3369919306260187,0.9948279348717399,Iris-versicolor
+28,5.6395690310661495,3.0,4.1847938506815785,1.2719603568162734,Iris-versicolor
+29,6.719583328260466,3.303229799411195,5.749111026279503,2.5,Iris-virginica
+30,6.290511316476811,3.39976077921137,5.56242023985414,2.395197299715794,Iris-virginica
+31,6.90461912879617,3.196172628084912,5.671766120979959,2.313520554892598,Iris-virginica
+32,5.586563822527031,2.8512255433304294,3.456844457325587,1.3034806612855265,Iris-versicolor
+33,5.26564290921673,2.8848221354684545,4.322408445091824,1.470807001247325,Iris-versicolor
+34,5.116803701381402,3.8030568577912343,1.6368180492424835,0.19885754626088675,Iris-setosa
+35,5.67046810558603,3.8042853846748548,1.66232434826486,0.2963293479688002,Iris-setosa
+36,5.493324511105831,2.7905881714430065,3.669932941302178,1.3262644840196447,Iris-versicolor
+37,5.561943568169507,2.4681531598813056,3.9672444733263745,1.0734026953719724,Iris-versicolor
+38,6.730717451460144,3.3126096052058784,5.709430813633808,2.127061806941962,Iris-virginica
+39,6.746070784845924,2.7978607348134896,4.736490019676903,1.4004080314605865,Iris-versicolor
+40,5.671961962992768,2.7459953003421353,4.553165059275513,1.2785474461043702,Iris-versicolor
+41,6.042415934073663,3.0,4.5787488062925314,1.401103781648805,Iris-versicolor
+42,4.9951952095519045,3.4458483624394574,1.602740142267969,0.38614368735544513,Iris-setosa
+43,6.2806810128882145,2.7220451559635683,4.934275730155738,1.8005804755440467,Iris-virginica
+44,4.550573126000176,3.2077130100466893,1.3766421000669695,0.20319142282515432,Iris-setosa
+45,6.297187964420176,3.3038502655149875,4.669081635150251,1.5884750781070778,Iris-versicolor
+46,6.782411618087434,3.1738576436164934,5.772189035052472,2.2955629485879556,Iris-virginica
+47,6.002852066872084,2.687364925833327,5.0822748924478285,1.5980764294413614,Iris-versicolor
+48,4.871921892509584,3.0555038051020484,1.467407549312133,0.10000012498014743,Iris-setosa
+49,7.68276477425154,2.5830304878864374,6.899998751656881,2.3043768597738743,Iris-virginica
+50,4.818367486690983,3.0,1.393287468942476,0.1,Iris-setosa
+51,6.948459907747943,3.1599231181093086,5.84244173053465,2.2845220772104065,Iris-virginica
+52,5.072167071911767,2.5214610866143228,3.166164820728911,1.1727987329955971,Iris-versicolor
+53,6.711406974972219,2.9459454652920516,5.888163555522983,1.8146208539724284,Iris-virginica
+54,4.595769181917115,3.248407641961671,1.3993849745496987,0.22816303083168016,Iris-setosa
+55,5.686156279397981,2.52289242816449,5.01093429138681,2.015136354402385,Iris-virginica
+56,4.869744017849474,3.002860424883368,1.462283686965761,0.10000009180901595,Iris-setosa
+57,4.852509016528393,3.0,1.41908559669418,0.10000020550529953,Iris-setosa
+58,4.987788155903104,3.2184159857275945,1.2,0.2008561059933244,Iris-setosa
+59,6.503626375361437,3.0,5.457177952771695,1.8089973371249386,Iris-virginica
+60,6.818427380787986,3.182547558067793,5.867881065489349,2.2889052844114732,Iris-virginica
+61,6.690299313609358,2.4656821979966366,5.798890429871717,1.794496350483549,Iris-virginica
+62,6.68466306696082,3.3028090558295986,5.661308892059872,2.0956243485152637,Iris-virginica
+63,5.445354613444421,4.199999231132893,1.3950946071451493,0.19402346813247096,Iris-setosa
+64,5.289990535258521,3.3520290274205684,1.6548628789643065,0.20590302162470783,Iris-setosa
+65,5.986746549725343,3.0,4.837323928329965,1.8113978460709332,Iris-virginica
+66,6.6200661357579405,2.5761554588098443,5.625297486535697,1.819031997860293,Iris-virginica
+67,7.70681909873869,2.5880712020641816,6.899998901846209,2.298745463524319,Iris-virginica
+68,4.828103436872345,3.0,1.3938134688718704,0.2624521706509108,Iris-setosa
+69,5.160613313566833,3.595681959162149,1.4166588819108392,0.294097031875165,Iris-setosa
+70,6.684229409650842,3.0,5.005153738331038,1.7030101311412806,Iris-versicolor
+71,5.89125587962453,3.1893857368636858,4.757298473767015,1.7849844421801784,Iris-versicolor
+72,5.133132733356042,2.6049003233222034,3.605715959523768,1.3158061903028955,Iris-versicolor
+73,6.678286037660428,3.3090771196852793,5.688553853725887,2.5,Iris-virginica
+74,5.812640116206257,2.667195673064301,5.135018240503721,1.8379156626720197,Iris-virginica
+75,6.294808575588675,3.398521168133908,5.620359352886068,2.3806925899140703,Iris-virginica
+76,7.689782812607255,2.5930584275068336,6.9,2.295422570074849,Iris-virginica
+77,5.681828036533669,3.8153158696047496,1.9571747059859563,0.34926720071496165,Iris-setosa
+78,6.795114825396582,3.0,5.486336548030618,2.0770112587515803,Iris-virginica
+79,4.400001013098655,2.898412216161666,1.4059087043122833,0.20783489928159612,Iris-setosa
+80,5.487302748414609,3.409343305391068,1.5468022508138393,0.33763917296057927,Iris-setosa
+81,5.724683334349002,2.841263618349172,4.54458376748883,1.2499899042733775,Iris-versicolor
+82,5.522912502127125,2.544412644786408,4.276922503838233,1.178818860116661,Iris-versicolor
+83,5.000507668471857,3.4096850895812576,1.5160094829951918,0.39230212765174277,Iris-setosa
+84,6.4066464389068996,2.8949050174194526,4.288192833867669,1.309371166208901,Iris-versicolor
+85,6.105504085325464,2.8233127068569956,4.673327969438545,1.2048992052568246,Iris-versicolor
+86,6.1946952445384555,2.91688395505544,5.564993385912092,1.7875541462305273,Iris-virginica
+87,4.8493924250887055,3.0,1.3929781389496358,0.24511903460678236,Iris-setosa
+88,4.90354537026535,3.1300476098343593,1.530542807618816,0.1,Iris-setosa
+89,6.584572696010856,2.870529200038222,4.521815196688259,1.3549927598797493,Iris-versicolor
+90,6.906513276230896,3.184140468931665,5.822037926876966,2.305298172668841,Iris-virginica
+91,6.67542170933728,3.290446384060658,5.6707730149932285,2.4999979030020434,Iris-virginica
+92,6.183213117880702,2.545178434215011,5.011939545498522,1.5246248407024665,Iris-versicolor
+93,5.910968293809059,3.0,5.063570249643256,1.8018267103909598,Iris-virginica
+94,5.465355507915669,4.1999986379578855,1.4130845566284131,0.19943794636371154,Iris-setosa
+95,4.509489453772691,2.300854674544127,1.3020586836848287,0.314155241466018,Iris-setosa
+96,6.295769223897131,2.3009576043958484,4.388912635093402,1.314322114271138,Iris-versicolor
+97,6.383649799279016,2.680086304795559,5.21522981121667,1.858804196923591,Iris-virginica
+98,6.291188463637974,2.3104215260669596,4.440719572053377,1.3396869499012765,Iris-versicolor
+99,5.4379918662864535,3.5589493664881453,1.6741089524969344,0.20623210805969877,Iris-setosa
+100,7.715350413748186,2.5984020798298713,6.899998814235214,2.293488140141847,Iris-virginica
+101,5.643898660902236,2.9898121292020345,3.6216981732233893,1.316964925071018,Iris-versicolor
+102,6.584994933575716,2.8442584886159015,4.562599029510408,1.362046038526468,Iris-versicolor
+103,5.153959922744214,3.6699861470105084,1.4987716565288076,0.21281360387337678,Iris-setosa
+104,6.966944079396925,3.0,5.664755480956928,2.0484339400065212,Iris-virginica
+105,5.79045212715722,2.688034145668711,5.0735870659145865,2.2561787947145406,Iris-virginica
+106,5.344331230500054,3.9070568403685924,1.7810887182215052,0.3958899892271335,Iris-setosa
+107,6.381805137354041,2.919764105375508,4.211493410974198,1.2992235308948301,Iris-versicolor
+108,6.299839037793132,2.526047397020284,4.928767160690956,1.5014067261934751,Iris-versicolor
+109,5.992885255474937,2.678350206488388,5.095514197598748,1.5920722050227165,Iris-versicolor
+110,6.787973088348489,3.0,5.8213515631698085,2.220126110609712,Iris-virginica
+111,6.693154231039012,3.0,4.9849985165047155,1.7328196587823188,Iris-versicolor
+112,6.75764340487629,3.2348809822790416,5.817699089790504,2.2158030651937226,Iris-virginica
+113,5.507389499988861,4.2,1.398843610315254,0.19813776891974277,Iris-setosa
+114,4.612175082631399,3.174925604071046,1.4059523567517511,0.20082736380387817,Iris-setosa
+115,6.2089474725782186,2.200000273948299,4.511446941582612,1.5150110365468898,Iris-versicolor
+116,6.186460481322862,2.2,4.5006559132902995,1.5053985249866313,Iris-versicolor
+117,5.3166004222990075,3.380183096341749,1.6026490852128457,0.2185668092135918,Iris-setosa
+118,6.324311245953407,2.5220552973181203,4.8903313258961765,1.5274448919854033,Iris-versicolor
+119,5.390911705305529,3.0,4.5311068826507865,1.5438694935244779,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/27/test.csv b/iris/tab_ddpm/3_2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/27/train.csv b/iris/tab_ddpm/3_2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/27/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/27/val.csv b/iris/tab_ddpm/3_2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/28/synth.csv b/iris/tab_ddpm/3_2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d0fdaf07d8d578690e8d37c2afd4b7177a7dc272
--- /dev/null
+++ b/iris/tab_ddpm/3_2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.619676532957076,3.8515200174682747,1.7586761617608184,0.3391022175854234,Iris-setosa
+1,6.145074430506887,2.98956887930313,4.561647128012136,1.4268844991157643,Iris-versicolor
+2,5.979421834231965,3.0,4.893640124471738,1.799209246149946,Iris-virginica
+3,5.095247843603433,3.3844599739197094,1.4971417243348975,0.20212508880613853,Iris-setosa
+4,5.542274899732474,3.55974765865499,1.499798687850592,0.35667244748369664,Iris-setosa
+5,6.322453151986806,2.308631028803066,4.35080504997268,1.300969766942619,Iris-versicolor
+6,5.308926409740199,3.3742393456325757,1.6139730812030382,0.19703057435872995,Iris-setosa
+7,6.591322933350573,3.0,5.5123545103142275,1.800754669565626,Iris-virginica
+8,5.935806786510637,3.1709057242131737,4.815766711470028,1.7986093443353766,Iris-versicolor
+9,5.995946351992843,3.0,4.914384765739798,1.7957970874464275,Iris-virginica
+10,5.92744509167238,3.1616982386139303,4.84474342225111,1.7963609594972418,Iris-versicolor
+11,5.385004130138906,3.869985121211453,1.6649549563169295,0.2929976762450135,Iris-setosa
+12,6.06637078716985,3.0,5.0501165797894,1.805880313186686,Iris-virginica
+13,6.728802413828577,3.321863664905419,5.693730411740326,2.5,Iris-virginica
+14,6.0669033155022225,3.0,4.550930667231177,1.4512417720199422,Iris-versicolor
+15,6.031465922466296,3.0,4.855121510401922,1.7984248610820304,Iris-virginica
+16,4.905583939503953,3.1158593748579806,1.4979471171516614,0.1,Iris-setosa
+17,5.062595853757122,2.477809970928005,3.3060903185594888,1.1044708542320085,Iris-versicolor
+18,6.392667247161273,2.7319623125336694,5.153905974479347,1.8631705534328569,Iris-virginica
+19,6.634114491058185,3.0,5.58096349285125,1.8527044542339897,Iris-virginica
+20,6.020827899977061,2.2,4.966609346550744,1.475609661229961,Iris-virginica
+21,7.363803085685271,2.903936486042774,6.287549974235169,1.7902138370032563,Iris-virginica
+22,7.157591376155827,3.0,5.954439021158336,2.0689481526973235,Iris-virginica
+23,6.9038379842175495,3.1437917231738286,5.886629434057173,2.268455306068887,Iris-virginica
+24,6.457666616478093,3.0,5.621267335427216,1.8288453819908377,Iris-virginica
+25,6.210514010588375,2.7017336262720146,4.927219362273688,1.8119468986204148,Iris-virginica
+26,5.133145164136453,3.480687744369346,1.499271270747587,0.2040604773861404,Iris-setosa
+27,5.180497202031988,2.4814680535049884,3.2782217130526194,1.0734340651788707,Iris-versicolor
+28,5.768396855352139,2.5118144009473196,5.005856777912523,1.989790067041847,Iris-virginica
+29,6.300255597126436,3.4005805322658373,5.625136967038697,2.3945577617738,Iris-virginica
+30,6.321946515316814,2.5350332914571276,4.94076685298745,1.5097579265275891,Iris-versicolor
+31,4.4,2.8817299519713173,1.4197367094456932,0.20531914926947448,Iris-setosa
+32,7.277652278670736,2.9602972542224832,6.21446620693918,1.9443714555512868,Iris-virginica
+33,6.523688612745345,3.0,5.4558860118661645,1.7922407067624817,Iris-virginica
+34,6.322705612533487,2.3134728503360416,4.358812432807199,1.2985229963034042,Iris-versicolor
+35,4.990126439995531,3.4392931248218357,1.5034391989289733,0.3957227712140293,Iris-setosa
+36,5.159037387096751,3.772975633009111,1.586440671965671,0.21192619765861603,Iris-setosa
+37,5.381622403627757,3.5223532131593145,1.589905388784102,0.20312824038062913,Iris-setosa
+38,5.579205894304333,2.925073627549726,4.285065787007341,1.3187723920307812,Iris-versicolor
+39,6.010155409029765,3.0,4.824977604654765,1.8023200390088145,Iris-virginica
+40,6.008199149564276,2.6858363663730884,5.107863206622434,1.6233229251012298,Iris-versicolor
+41,5.8263874080081965,2.9855110301369336,4.193568997881019,1.4668544958852265,Iris-versicolor
+42,6.122129578911662,2.897258447510866,4.321419754364482,1.4697282161944547,Iris-versicolor
+43,5.386090664470615,3.893394942722353,1.5673514583737254,0.43286276147052394,Iris-setosa
+44,5.6413651871616235,2.54513616879042,4.064670490467307,1.0859251386093105,Iris-versicolor
+45,5.023985330474863,3.201181560547766,1.2000002131520595,0.19563872117810238,Iris-setosa
+46,4.6117760472548355,3.392708542908869,1.4033042025969873,0.31909208390246413,Iris-setosa
+47,5.517905980564616,2.51135055420166,3.816454469798617,1.1076389639496793,Iris-versicolor
+48,5.933752859841979,2.6952587040982103,5.0939265868795465,1.5818970456050991,Iris-versicolor
+49,5.87212273665793,3.2011317069512053,4.722873326641124,1.8048062023156848,Iris-versicolor
+50,5.331582841182474,3.389310417273389,1.4992550063409449,0.20162295791961027,Iris-setosa
+51,4.4,2.896733382234531,1.4048196378513285,0.19753521907939978,Iris-setosa
+52,4.901002826236807,3.0711891939468794,1.497199500081226,0.1,Iris-setosa
+53,4.400000714679333,2.9015299243900334,1.400795718065513,0.20835806057830578,Iris-setosa
+54,6.322204545291211,2.298110063522726,4.413771601537071,1.3028408320245775,Iris-versicolor
+55,6.386626304106449,2.8931931924908443,4.304845829688408,1.2769494617411807,Iris-versicolor
+56,5.235843113455674,2.7172283816043237,3.915080317674919,1.4189259526563076,Iris-versicolor
+57,6.866764305412931,3.192973891912165,5.7779506782478,2.2937085408048095,Iris-virginica
+58,5.705746930166663,2.5075552736830082,5.005041801983084,1.9864008715459216,Iris-virginica
+59,6.69906215626379,3.2990379907002483,5.689544713443119,2.079968514070969,Iris-virginica
+60,6.30301555725895,3.4024052026497458,5.608569769513069,2.402348884250608,Iris-virginica
+61,6.70395050206246,3.089021625422991,5.5884750675945165,2.0965424374559833,Iris-virginica
+62,5.056816888503584,3.554923705688249,1.4974337377676694,0.3247430878518831,Iris-setosa
+63,6.332153445184375,2.895704774183104,5.601252231771033,1.803469714508736,Iris-virginica
+64,6.682315971834578,3.308127319468501,5.683871052209509,2.5,Iris-virginica
+65,5.555916701524137,4.199999027745604,1.3815487849772383,0.20416934047457327,Iris-setosa
+66,6.301071791170249,2.3151456812835574,4.395574367977614,1.315320830360417,Iris-versicolor
+67,6.687778686524128,3.294382767289926,5.658837294241728,2.5,Iris-virginica
+68,7.286943804123589,2.899054514194697,6.294510451756659,1.8081038485277046,Iris-virginica
+69,4.868877262904423,3.019839169423815,1.4454727766643585,0.1,Iris-setosa
+70,4.4,2.902012098176391,1.3975452943728168,0.19600651078774722,Iris-setosa
+71,5.477731930832774,4.19999872284325,1.4034600140076,0.1972081567675822,Iris-setosa
+72,6.287698847437588,3.3997418022933705,5.640876822339558,2.401608745708963,Iris-virginica
+73,5.114836562281202,3.4988288264111076,1.4051374688609632,0.39048171783548924,Iris-setosa
+74,5.379782797095337,3.3949305059140245,1.5407940061728242,0.2163729353964322,Iris-setosa
+75,4.800383509196636,3.0,1.4029120488453208,0.36840002029443447,Iris-setosa
+76,5.322879194570987,3.5020678889635004,1.4944975090488433,0.19113300922642146,Iris-setosa
+77,5.628421787874386,3.0,4.066266224159829,1.3026429925164533,Iris-versicolor
+78,6.0034926305435,3.0,4.34436010236407,1.539832773322384,Iris-versicolor
+79,5.165767373578904,3.401213308894132,1.5290044731483683,0.20571948622922523,Iris-setosa
+80,4.917221655819182,2.427807782425951,3.38955724327209,1.0647022691390418,Iris-versicolor
+81,4.599005037093149,3.162507982949795,1.4001852417631557,0.20121744953829093,Iris-setosa
+82,5.749943036693281,2.5723251465092947,5.0410711079329165,1.9502196889723842,Iris-virginica
+83,5.604874142274931,3.0,4.107758598055566,1.2807317332591275,Iris-versicolor
+84,4.862457123142205,2.386865688263973,3.3349038979484202,0.9545235065819531,Iris-versicolor
+85,5.592960481216938,2.7438841947342496,4.346980806117433,1.240885338903475,Iris-versicolor
+86,5.469600043497207,3.408939274571354,1.7147046293061368,0.20685969708276125,Iris-setosa
+87,5.42884105085153,3.4544083294952443,1.497778178508468,0.20320109217340426,Iris-setosa
+88,5.372287225081851,3.4072100377030563,1.597497456477139,0.20047569582834426,Iris-setosa
+89,5.091382715704604,3.3894232031932194,1.5847155967621969,0.19439223057552618,Iris-setosa
+90,6.2685560594042675,3.27367807174228,4.729155892697192,1.599931333996155,Iris-versicolor
+91,6.690200045867039,3.3059936880518044,5.742587299810164,2.5,Iris-virginica
+92,5.5753826807764675,2.632837452411829,4.338532737091574,1.2177676232260124,Iris-versicolor
+93,4.400000582338775,2.8969683004577473,1.4027863325630068,0.19629243174535851,Iris-setosa
+94,6.667846964060414,3.2840140064673236,5.659273580776866,2.4999995130270043,Iris-virginica
+95,7.648422837105986,2.5807516348906607,6.9,2.285612797063854,Iris-virginica
+96,5.171090485625058,2.672066169888444,3.7607725976727524,1.3897691558910605,Iris-versicolor
+97,4.688626566051112,3.1914123494725457,1.3971794367331376,0.20068741132379378,Iris-setosa
+98,6.009139783826492,3.0,4.85035615007736,1.806883589635734,Iris-virginica
+99,6.692028970953261,3.2761077044214475,5.637331999506107,2.5,Iris-virginica
+100,4.624896771088211,3.3976066262725486,1.3962718863223058,0.31871816378378376,Iris-setosa
+101,6.144153349051145,2.8915486012941836,4.661121943977175,1.2641253057767594,Iris-versicolor
+102,6.312286975488217,3.3963027405149075,5.5922086792551315,2.3927549604726144,Iris-virginica
+103,4.400000909811964,2.916524718630318,1.4078937810923464,0.2008107958891043,Iris-setosa
+104,6.063123412826947,2.622334154986712,5.0535552766640555,1.626954020694388,Iris-versicolor
+105,5.631763993601796,2.481591124728201,4.952001720729031,1.9945582722916668,Iris-virginica
+106,4.501715298931657,2.290911834047289,1.3027471444121548,0.28944318261351065,Iris-setosa
+107,5.016196610689403,3.286446724248491,1.4101617413541332,0.19775154558797675,Iris-setosa
+108,5.0035880704333815,3.2136775708588208,1.200000208598301,0.1952380262104415,Iris-setosa
+109,6.593044536848545,2.864452235510212,4.427557675003736,1.3485721462675733,Iris-versicolor
+110,5.088336619869569,3.389506247956364,1.4592880197436076,0.20381026435975488,Iris-setosa
+111,4.9877105315764645,2.4294163073095865,3.013052401378909,1.0479491947990214,Iris-versicolor
+112,4.836005084440234,3.0,1.4207756200904917,0.1,Iris-setosa
+113,6.000390955460659,3.0,4.8500099246844215,1.8003568278045197,Iris-virginica
+114,5.790743855274653,2.8038895168406714,5.120043602119245,2.4096711908576434,Iris-virginica
+115,6.724913063006852,3.301639099706157,5.687335734820565,2.120995073624551,Iris-virginica
+116,6.828877622889422,3.206467304646381,5.84868359425453,2.2987142915110033,Iris-virginica
+117,6.250893664509645,2.2000002846792337,4.508449294114173,1.5004830695227416,Iris-versicolor
+118,6.474128534846237,3.0,5.778416338733832,2.139312194958386,Iris-virginica
+119,5.90600265907658,3.0,5.103336927311611,1.796294096539469,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/28/test.csv b/iris/tab_ddpm/3_2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/28/train.csv b/iris/tab_ddpm/3_2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/28/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/28/val.csv b/iris/tab_ddpm/3_2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/29/synth.csv b/iris/tab_ddpm/3_2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2d46ebfb8b4a496019004baa8fb415e505dc78b0
--- /dev/null
+++ b/iris/tab_ddpm/3_2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.4997279757923385,3.105337448243831,5.111631425329108,1.9891498882087228,Iris-virginica
+1,5.519864881873923,2.612475636151526,4.433545529458214,1.2189421017247877,Iris-versicolor
+2,4.916243267450701,3.010453325582506,1.3837129236189492,0.20228714656123956,Iris-setosa
+3,5.03143237363233,3.3275218853192094,1.4047330132260583,0.20503629779841556,Iris-setosa
+4,5.562320879304775,4.2,1.3982559444984255,0.2047749997502972,Iris-setosa
+5,5.613292832780441,2.7000462247737036,4.449468266886663,1.2459803676189698,Iris-versicolor
+6,4.497233159954673,2.306616532058953,1.2985531504415266,0.2896681165121449,Iris-setosa
+7,6.23039338182748,2.5335996947667514,5.000483159929279,1.5569367775036258,Iris-versicolor
+8,4.793168851720452,3.0,1.40217467457796,0.1,Iris-setosa
+9,6.621870501927882,2.680271448182141,4.796580309309297,1.4193320355115115,Iris-versicolor
+10,5.6626393860068065,3.0,4.110290991959973,1.2906840880317278,Iris-versicolor
+11,5.068148698421435,3.4017066646643612,1.6782837413791982,0.20085592596278762,Iris-setosa
+12,5.2493611813837315,2.700594403219296,3.9779829123590806,1.3638776528923218,Iris-versicolor
+13,5.587239897939051,4.2,1.4143414907143532,0.19715282103733162,Iris-setosa
+14,6.8971368251662,2.6415833246299285,5.999954059675922,1.8112992397656433,Iris-virginica
+15,5.037951716068452,3.492837740291935,1.499581702913452,0.4204606577783084,Iris-setosa
+16,4.817673070515512,3.0,1.3727300401959077,0.1,Iris-setosa
+17,6.913243528945299,3.1550359963257284,5.519089859795264,2.2825461013146993,Iris-virginica
+18,5.191241864263357,3.3916053291503556,1.5078801798162096,0.1976764799268936,Iris-setosa
+19,4.400000459246582,2.883439537620142,1.4081600322837204,0.20270920237720336,Iris-setosa
+20,5.268675391561592,3.566272454974322,1.496873417918589,0.1996276435617217,Iris-setosa
+21,5.903794822849356,3.206695793933203,4.808510713439197,1.8046825236412591,Iris-versicolor
+22,7.899995449593639,3.716739105938867,6.429873882075687,2.0287563969099955,Iris-virginica
+23,6.391503564784934,3.1373469564442855,5.082463931581926,1.934262552918145,Iris-virginica
+24,6.909718780883821,3.1004320621680184,5.105897558530282,2.319056950696335,Iris-virginica
+25,7.048787403308545,3.0,5.704156407834222,2.1731483327422367,Iris-virginica
+26,6.287996874474955,2.694082766874204,4.8162882477755575,1.7911931987573289,Iris-virginica
+27,5.651472458061454,2.79677749127249,4.41136568144752,1.3186713323746513,Iris-versicolor
+28,6.3032004039681855,2.302610161453727,4.4280465390256065,1.3204481972781696,Iris-versicolor
+29,6.718337260775424,3.0644489184948203,5.800538253810412,2.2550850057828966,Iris-virginica
+30,5.099305133640668,3.3928066932889127,1.493323421589456,0.20157027658193796,Iris-setosa
+31,5.646476856783109,3.827253666343852,1.7597390232230365,0.30409702640715985,Iris-setosa
+32,5.22341294328137,3.4972458516168414,1.4756036675784536,0.19345814257178645,Iris-setosa
+33,7.265633368828395,2.904617118381237,6.28436984910596,1.8024043506340768,Iris-virginica
+34,6.859304827958991,3.2094950990267903,5.858977170588752,2.305174102728504,Iris-virginica
+35,4.891844049018199,3.0999069794598975,1.5658066369062587,0.1,Iris-setosa
+36,5.886514187176236,3.206522257838838,4.804469466072943,1.8074811338776984,Iris-versicolor
+37,6.4972014684593535,3.0,5.761760424920292,2.191862827196647,Iris-virginica
+38,4.83067125479774,3.0,1.400305789836088,0.2153253281363753,Iris-setosa
+39,6.185325045274887,2.2,4.451571451631668,1.508118391179072,Iris-versicolor
+40,5.833206376138177,3.0,4.020276995504162,1.431204085197986,Iris-versicolor
+41,4.858955605217994,3.0321743038717637,1.449242274568915,0.10000012245705932,Iris-setosa
+42,6.872354889602011,3.072735867669221,5.113956145707904,2.272397977493208,Iris-virginica
+43,5.11596872581089,3.615780869094143,1.451958477909395,0.37010399036101355,Iris-setosa
+44,6.310921173560029,2.926892257563304,5.610024613333332,1.8000917233915175,Iris-virginica
+45,6.355309863978553,2.9024817884789256,4.3145550179064,1.3414890742445473,Iris-versicolor
+46,5.65376968593961,2.8256849996073887,3.9889558810468912,1.3647987518955171,Iris-versicolor
+47,7.354717834283323,2.928687446689141,6.336182053151167,1.8005882507779125,Iris-virginica
+48,5.556509577870314,2.9651717476881543,3.688643359815952,1.2646757858126645,Iris-versicolor
+49,5.572928973624829,4.2,1.3894171483090971,0.20218086812477426,Iris-setosa
+50,6.212571266183272,3.2228235279235875,4.662265899175425,1.5689780787266359,Iris-versicolor
+51,5.932872941233808,2.9652008185919407,5.187344585889393,1.7937227284202382,Iris-virginica
+52,5.051240151847998,3.45955149119971,1.494932021368188,0.20277662304340238,Iris-setosa
+53,6.414282957577413,2.8985368752451897,4.321459335267512,1.2979308796000144,Iris-versicolor
+54,6.0814004527557275,2.638143751438499,5.561676069204558,1.482562178862493,Iris-virginica
+55,5.55551960435722,2.3568082961402843,3.904897986027153,1.1260736855879043,Iris-versicolor
+56,6.31085726819293,2.304088217889334,4.39317380409345,1.3003763887781419,Iris-versicolor
+57,6.0169827609962825,2.707109630204809,5.102447106518113,1.585025594834381,Iris-versicolor
+58,6.08595144506053,2.588444325635791,5.650222541039984,1.464865059649505,Iris-virginica
+59,5.398570531889413,3.444369712754607,1.5223593114585523,0.3740162813017107,Iris-setosa
+60,5.818056705308615,2.8180178552833888,5.100528686902176,2.38998102421163,Iris-virginica
+61,5.152068118440837,3.559146954037014,1.4961813466202272,0.201599181806623,Iris-setosa
+62,4.749667344605588,3.0,1.381102505040073,0.1,Iris-setosa
+63,4.945686208533108,2.421453058070203,3.2640895723166277,1.0502272210308201,Iris-versicolor
+64,6.793461154686719,2.781032860559316,4.7684628691877515,1.382066773990582,Iris-versicolor
+65,6.9431781062531535,3.108046779692102,5.097127242450481,2.309850897790473,Iris-virginica
+66,6.59391113587807,3.050204111531809,5.3229562842838245,1.9153804497825007,Iris-virginica
+67,5.2993717044750985,3.3601895422358683,1.6238972910899303,0.4968501676348514,Iris-setosa
+68,5.088397948527425,3.2965947386212306,1.8217123035809784,0.539564540017706,Iris-setosa
+69,5.9966413841339135,2.6941511574970716,5.099637396472274,1.5929295657498983,Iris-versicolor
+70,6.389754735852752,2.9097289270665128,4.281912105246579,1.3450272061835133,Iris-versicolor
+71,5.674644111099989,3.7860586945487147,1.8685179082008267,0.32220415591416296,Iris-setosa
+72,6.87511757821477,3.129909254587829,5.297821858977111,2.2829674419594377,Iris-virginica
+73,6.136267588789222,2.6154698025589993,5.0432225623538525,1.5563215954817216,Iris-versicolor
+74,6.8726153357601945,3.091731042456419,5.121404514678398,2.297798506704927,Iris-virginica
+75,6.317352925628358,2.974258221053694,5.59579882124708,1.8067620685213754,Iris-virginica
+76,5.966153799074882,2.773074430722849,4.95420996650147,1.5352055344494335,Iris-versicolor
+77,5.5314415684066764,3.891790641827948,1.6800465968269531,0.3790247040765088,Iris-setosa
+78,5.867644479102365,3.199443794663938,4.76692703781719,1.7929164079759232,Iris-versicolor
+79,5.953039481957616,2.9150595198076266,4.484846650811241,1.3260565098466244,Iris-versicolor
+80,5.894356932025315,3.0,4.192594578794108,1.443784503203095,Iris-versicolor
+81,6.325050797912988,2.2843293038250647,4.408633969896516,1.3252807660252144,Iris-versicolor
+82,6.88589568264023,3.042386514074944,5.262279924281646,2.222663030854635,Iris-virginica
+83,5.029395904700585,3.3829812572292983,1.788025058750172,0.38473834976306165,Iris-setosa
+84,4.979993237522393,2.4650713747909965,3.33362282927378,1.0813858789766722,Iris-versicolor
+85,6.394651055050777,2.9097941454828007,4.28760610930045,1.3062837830472027,Iris-versicolor
+86,5.895292686760292,2.728180691518133,4.5588361008222975,1.2150942260455861,Iris-versicolor
+87,6.311515723380052,2.290167554513081,4.354546184573122,1.290307939092807,Iris-versicolor
+88,5.4265713220953335,3.0,4.545274721027277,1.530378227879161,Iris-versicolor
+89,6.028274562297429,2.2000002838723645,5.005518727167617,1.5175238828768831,Iris-virginica
+90,6.312046210694598,2.293944235041242,4.421889404790966,1.2942525247059051,Iris-versicolor
+91,6.703953649688587,2.5086868465111,5.843920792035136,1.7948426913758408,Iris-virginica
+92,5.656247618921304,2.489779480617723,4.996087121143828,2.0058512518922624,Iris-virginica
+93,5.088873968495182,3.393317068766701,1.498741939370206,0.2015887100102106,Iris-setosa
+94,6.991991496417854,3.0,5.713040147534299,2.091202666362441,Iris-virginica
+95,6.7444735029921485,3.3107496724137744,5.735841785898801,2.0856048185892497,Iris-virginica
+96,5.650613966573577,3.822018740664591,1.7633256555786712,0.29511240687021245,Iris-setosa
+97,5.769238464881126,2.702788995830071,5.098114994047543,1.8962937798474164,Iris-virginica
+98,5.195638726800761,2.5952945610352693,3.582492478834739,1.2483705277222885,Iris-versicolor
+99,7.9,3.8275863597707875,6.377657541927285,2.004154071706777,Iris-virginica
+100,4.6574875247848455,3.146094799747544,1.383613709434157,0.20103591794079453,Iris-setosa
+101,4.913012398248432,3.0,1.3937671599731656,0.19900152625982773,Iris-setosa
+102,5.745878382681038,2.834338601486393,4.497278891793431,1.3303079563955196,Iris-versicolor
+103,6.390023806283275,3.115759096937245,5.065404038764071,1.9618482423716173,Iris-virginica
+104,5.706041835349715,3.0,3.7283395157727894,1.3558256385774332,Iris-versicolor
+105,7.899998843273023,3.7922961070865813,6.40601935348179,1.9815018306854857,Iris-virginica
+106,6.2228316104775505,2.2000003454487396,4.575440319017786,1.5328139227590327,Iris-versicolor
+107,6.563408203595645,3.0,5.873725136745141,2.2323034680574976,Iris-virginica
+108,5.348562353138505,2.530634498214388,3.7617345595238163,1.1467464644383163,Iris-versicolor
+109,5.829133471400737,2.8020740059820852,5.127954713370907,2.4049453563797583,Iris-virginica
+110,4.867616154089115,3.0589589585333425,1.4795358851120284,0.1,Iris-setosa
+111,6.706176643300926,2.4761057197179905,5.7643647001102964,1.7986256374460305,Iris-virginica
+112,5.433712774166468,2.9377417482512125,4.219788181104178,1.3853483243853812,Iris-versicolor
+113,4.974774715538837,3.2895789602714056,1.3916749981260905,0.20698476673013003,Iris-setosa
+114,6.532899188731968,3.0,5.5061701944024195,1.813074646258411,Iris-virginica
+115,5.544956970695031,2.4313412271892267,3.7140397586885214,1.0829251292084385,Iris-versicolor
+116,6.969791434594127,3.018563652270094,5.938625197684552,2.2137868619293464,Iris-virginica
+117,6.020171617361446,3.0,4.814901764768292,1.7934799609034529,Iris-virginica
+118,5.985871437808157,2.9337905117417034,4.335298399347388,1.5164300192232454,Iris-versicolor
+119,4.819726929496055,3.0,1.404725219511422,0.10000009372134863,Iris-setosa
diff --git a/iris/tab_ddpm/3_2/29/test.csv b/iris/tab_ddpm/3_2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/29/train.csv b/iris/tab_ddpm/3_2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/29/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/29/val.csv b/iris/tab_ddpm/3_2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/3/synth.csv b/iris/tab_ddpm/3_2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..517452dc66ad8f7247e3b9e403dfaf9739b9d851
--- /dev/null
+++ b/iris/tab_ddpm/3_2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.641870759837033,3.2052564488228867,1.4051407093439736,0.19832716870900435,Iris-setosa
+1,4.505586473690542,2.306033407258554,1.300645624114338,0.29962639280416303,Iris-setosa
+2,6.715957871316328,3.2974126318901535,5.662396590837725,2.1100608990131353,Iris-virginica
+3,4.400000707139602,2.8953099382703416,1.3814577106662809,0.19796471845888156,Iris-setosa
+4,6.385254182776357,2.966845695139086,5.61565750768003,1.8011581585840422,Iris-virginica
+5,5.514709971900377,2.5113065672618666,3.7410959924757714,1.1054519125661482,Iris-versicolor
+6,4.4,2.9006548934375935,1.3948408035501625,0.2052732753251649,Iris-setosa
+7,6.147797482585936,3.0,4.60801981654184,1.4551977941046597,Iris-versicolor
+8,6.209355661051063,2.2,4.543755727064841,1.4927098511323436,Iris-versicolor
+9,7.899998277170101,3.7570632042347523,6.365105630133617,1.977717173769043,Iris-virginica
+10,5.489045291270245,4.199998862797871,1.3988866503885775,0.20584015148006574,Iris-setosa
+11,6.0347191466646315,2.7177359845605515,5.070922388101475,1.603475576866219,Iris-versicolor
+12,5.599760178368355,2.468747434081672,3.88230029412213,1.0851014735291082,Iris-versicolor
+13,5.327261479236165,3.0,4.442532964801152,1.4857499248366535,Iris-versicolor
+14,6.090614250278887,2.615216777752873,5.607892795763826,1.4745909142705815,Iris-virginica
+15,5.088279623268519,3.517498256816284,1.3936691802477321,0.3205427806987671,Iris-setosa
+16,4.6828688307274895,3.144848826724821,1.3939874096854394,0.20469428737856032,Iris-setosa
+17,5.6068993047263955,2.828813761260062,3.6179929077141773,1.3173171964991852,Iris-versicolor
+18,6.5584577747110515,3.2156360904936543,5.130949972913387,2.05862763723582,Iris-virginica
+19,5.131342613519911,3.844660363502486,1.8521013384607563,0.20161955372379484,Iris-setosa
+20,6.951629567692762,3.074339423757866,5.690133655113611,2.181689548764565,Iris-virginica
+21,6.308039991205394,2.459999640326217,4.884664216128878,1.5179295822812384,Iris-versicolor
+22,5.648339944755575,3.76649797708034,1.5503554759899105,0.33479063269972703,Iris-setosa
+23,5.505485799558993,3.4451261789562766,1.7415010818149228,0.2030340268419261,Iris-setosa
+24,5.156022044386615,2.64823475359666,3.5950095931905657,1.3512039878463515,Iris-versicolor
+25,5.65076087273812,3.777978340510412,1.8982467568988273,0.3518183435344797,Iris-setosa
+26,6.794386684671666,2.803964906520622,4.791443503177735,1.384545875980299,Iris-versicolor
+27,5.4303689428689355,3.0,4.4533595098831436,1.485615197081042,Iris-versicolor
+28,5.388875771765412,3.0,4.490077804047229,1.5291199878651678,Iris-versicolor
+29,6.3044083375605915,3.3999866195139155,5.566409501898651,2.3984347334125085,Iris-virginica
+30,6.742574876089511,3.111470477527382,5.115081404430724,2.2386557496712514,Iris-virginica
+31,4.8794078028871315,3.0910830658960693,1.4988035646997395,0.10000009647450786,Iris-setosa
+32,5.086662406692333,3.507195812572007,1.4045181410880163,0.32730700197595475,Iris-setosa
+33,5.175120864772376,3.368569947487034,1.4877755951675407,0.20015827938523234,Iris-setosa
+34,5.393240353743203,3.4079189379501353,1.4932746777313632,0.3602219524001935,Iris-setosa
+35,6.724416605756911,2.5510541004548326,5.847401742508122,1.8076127320180355,Iris-virginica
+36,5.005596342435439,3.194639277318194,1.2,0.19672811075329222,Iris-setosa
+37,6.037968562122472,2.8385433787852095,4.5725940152927915,1.3415684384309328,Iris-versicolor
+38,5.541530442203098,2.541958258892169,4.2925553129183385,1.1661864598332705,Iris-versicolor
+39,6.858251419211171,3.21269112048998,5.920964803861591,2.2994919612863467,Iris-virginica
+40,5.471045293767167,3.0,4.508913277352001,1.5445675476653766,Iris-versicolor
+41,5.861749546365633,2.859762379610437,4.529930207952878,1.3844782052755022,Iris-versicolor
+42,5.619574582026663,2.9077285723109516,3.6578705593191603,1.3033464068628453,Iris-versicolor
+43,5.6342716419109555,3.0,4.036252552112601,1.317381559238607,Iris-versicolor
+44,5.981785787932371,2.9559360658951483,4.429144700163157,1.5195125302978985,Iris-versicolor
+45,5.628545734575089,2.6989552728667148,4.294543561802871,1.3132685993657824,Iris-versicolor
+46,6.004265542345254,2.769971651350076,4.671831434570731,1.1998377801717457,Iris-versicolor
+47,5.676454480771399,3.1614937755629704,4.745190084079745,1.7581789808180788,Iris-versicolor
+48,5.452878055018559,3.4752993333077367,1.4940447528614316,0.40656615543284486,Iris-setosa
+49,4.4,2.887823688601932,1.3847027612630396,0.19780405699354225,Iris-setosa
+50,6.72022123990152,3.3120628748570495,5.698673425491454,2.5,Iris-virginica
+51,5.976336673585269,2.7696480790341846,4.874034141465632,1.353985067404298,Iris-versicolor
+52,7.9,3.8076523480618865,6.39646336005638,2.0176772008573023,Iris-virginica
+53,6.716086191567177,3.0,4.999918641494144,1.6831946305936565,Iris-versicolor
+54,5.84282181752447,2.7734559354026973,4.637270384758748,1.2655362492857338,Iris-versicolor
+55,6.429762217233151,2.7331754694236476,5.385780328862968,1.894957216212277,Iris-virginica
+56,5.8449290557073565,3.1899119726778844,4.741759285094111,1.7747631157758799,Iris-versicolor
+57,6.179879229772037,2.200000284029981,4.480176623204389,1.481464632839128,Iris-versicolor
+58,5.720831530751532,3.0,4.154905852460035,1.3929141269381877,Iris-versicolor
+59,6.391135306859574,2.910883812724019,4.330596621739904,1.2752676680024175,Iris-versicolor
+60,5.34431824087979,3.4077061653515575,1.5547807947257146,0.19449139828622636,Iris-setosa
+61,6.3678517305227675,2.5542696037724477,4.862634725293472,1.5406619854649257,Iris-versicolor
+62,5.133015728476285,3.5706424953118243,1.5301594895189798,0.19551208047502983,Iris-setosa
+63,5.136971441362367,3.7473235066468593,1.5375594207052228,0.4140646197968051,Iris-setosa
+64,5.1262893045741755,3.807707625830385,1.683804387406982,0.19934695494864002,Iris-setosa
+65,6.334362837529681,2.936157304382515,5.59682436026902,1.802363295815251,Iris-virginica
+66,5.362459782848013,3.3934167312309653,1.5214209803984828,0.19735862838683754,Iris-setosa
+67,6.70777421619315,3.303528877099659,5.660439055065548,2.100964250077743,Iris-virginica
+68,6.698650252146107,3.065494913974883,5.24843199822399,2.0725483485926244,Iris-virginica
+69,5.3920823435696255,3.925390754446624,1.7254840797796376,0.33902608889764024,Iris-setosa
+70,4.953429686596098,3.182981632179365,1.2,0.2063233363999605,Iris-setosa
+71,5.007193932796019,3.403028330877344,1.5846090594086617,0.38156324917408446,Iris-setosa
+72,6.302430192600011,2.323988551649773,4.37159822059718,1.3162026928940629,Iris-versicolor
+73,5.96012738128226,3.0,4.996771663668437,1.8094241116050371,Iris-virginica
+74,6.693023541354217,2.4742966112289726,5.814916515266662,1.7875820465016217,Iris-virginica
+75,5.494559840552549,4.1999991715792,1.389434137435349,0.20845466866269835,Iris-setosa
+76,5.969208451368298,2.7880812918067193,4.703826841112341,1.2420961436462237,Iris-versicolor
+77,6.209841344145521,3.263563782846374,4.685241228604793,1.736684873776298,Iris-versicolor
+78,4.584944702952733,3.400040643300446,1.3909071757376898,0.3710623696309798,Iris-setosa
+79,4.986209970401901,3.3611767477631735,1.4044596882889002,0.22407654823997658,Iris-setosa
+80,6.987517862501314,3.0,5.658341910877413,2.1561229399410142,Iris-virginica
+81,4.502366681117702,2.289041721175634,1.299489568446427,0.29702032993552263,Iris-setosa
+82,6.305443024121268,3.298602352775968,4.696201328304183,1.5905409607070182,Iris-versicolor
+83,6.831993336893097,3.0,5.630029749548112,2.039704044202533,Iris-virginica
+84,7.7292289383023185,2.6146210780646966,6.899998004551945,2.3113441210182812,Iris-virginica
+85,4.90292812378917,3.093317634184788,1.4863534584316285,0.10000013597329337,Iris-setosa
+86,5.414863562164244,3.4285206036388907,1.5347490210053734,0.4100667622499908,Iris-setosa
+87,6.16258059730873,2.2,4.477310070951404,1.487124051299864,Iris-versicolor
+88,7.701357864836662,2.6329309018037645,6.899996730144488,2.317780096538045,Iris-virginica
+89,6.715931935182342,2.4876477410299036,5.855072347666951,1.790764097031832,Iris-virginica
+90,6.192090676405482,2.2,4.485084155365852,1.4728559399702723,Iris-versicolor
+91,5.538705319259009,2.6668260986004646,4.366854305411345,1.252247123180201,Iris-versicolor
+92,5.534526324973796,2.5939575253733196,4.157902566437146,1.23207501417944,Iris-versicolor
+93,4.802922358921554,3.0,1.4000005465587722,0.1,Iris-setosa
+94,6.512525042784131,3.0,4.705005749470218,1.4917805873914625,Iris-versicolor
+95,5.9676505285846995,3.0,5.00641190229714,1.7955309467131564,Iris-virginica
+96,6.954068501044253,3.1218767274192483,5.112325165914629,2.2971360593755277,Iris-virginica
+97,5.9626839806472995,3.0,4.326035144520634,1.4782046037065095,Iris-versicolor
+98,4.878550602622436,3.0,1.3940200137051506,0.19997632572901564,Iris-setosa
+99,4.93461970712312,3.030238033769484,1.4004211022182735,0.19578499231867505,Iris-setosa
+100,5.785131589691593,3.0,4.422961280497681,1.3927516946646243,Iris-versicolor
+101,5.441748881859173,3.4625853688667703,1.496005430059984,0.42556903389236134,Iris-setosa
+102,6.255691633915261,2.521094692144179,4.967045499896749,1.533317884928075,Iris-versicolor
+103,7.07372313054506,3.0650796461786003,5.862657125797588,2.192760955147495,Iris-virginica
+104,6.915669011770761,3.085870990826567,5.088948963011825,2.297840197395204,Iris-virginica
+105,4.796753848009849,3.0,1.4002962000958048,0.34847643190039496,Iris-setosa
+106,6.306700460617605,2.886992622239012,5.623610947680895,1.7951383906811202,Iris-virginica
+107,4.806813492922288,3.0,1.3957385518953398,0.2931423754467402,Iris-setosa
+108,5.600002380205712,2.6759681025882296,3.9080064619900203,1.2827536717823471,Iris-versicolor
+109,5.08355384333744,3.3829344732372997,1.4993884658400594,0.20020167676257622,Iris-setosa
+110,5.451414884079635,2.571718882674912,4.35726214506208,1.1590707295585807,Iris-versicolor
+111,6.307483753578063,2.427979710981587,4.822511669245797,1.4620245254406785,Iris-versicolor
+112,6.130316784031237,3.0,4.548405852449208,1.4212444888460087,Iris-versicolor
+113,6.457108938637927,3.207048153687067,5.064567741405278,2.032575227584838,Iris-virginica
+114,6.866154464732747,3.20161600976058,5.920169337009666,2.2866080649439873,Iris-virginica
+115,6.357535491084657,2.9170002205699217,4.217019845215868,1.2874992344719391,Iris-versicolor
+116,4.900996438289318,3.0920272476069255,1.4922978109966742,0.1,Iris-setosa
+117,5.198287194073694,2.599262044623332,3.377674932160709,1.2127196206580577,Iris-versicolor
+118,4.40000046505813,2.9274071916854023,1.3926057708575756,0.21244944617676417,Iris-setosa
+119,6.27232346274276,2.304388673541008,4.345389903512546,1.2572659420560424,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/3/test.csv b/iris/tab_ddpm/3_2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/3/train.csv b/iris/tab_ddpm/3_2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/3/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/3/val.csv b/iris/tab_ddpm/3_2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/4/synth.csv b/iris/tab_ddpm/3_2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..71fbea8d3eda95c37b58c34b7e89ba2647577566
--- /dev/null
+++ b/iris/tab_ddpm/3_2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.799819536698894,3.0,4.401362532981472,1.4320525277314704,Iris-versicolor
+1,7.337329874334564,2.902840218740618,6.313870622622288,1.7895358502510221,Iris-virginica
+2,5.021016581801766,3.2020523811899526,1.2000002974834758,0.20763500362983606,Iris-setosa
+3,6.789857082910092,3.0463810862505727,5.281836672522793,2.222388715581723,Iris-virginica
+4,5.981726187418512,3.0,5.132074023072578,1.7973902172423482,Iris-virginica
+5,6.112672433680813,2.614757884173365,5.040753063136324,1.5690626401244354,Iris-versicolor
+6,6.368782403060021,2.532597546444658,4.937428861896382,1.5275312908756646,Iris-versicolor
+7,7.682341641696046,2.59661250183098,6.899998437969751,2.315315107105354,Iris-virginica
+8,4.621975315090823,3.4063996072155844,1.3929338898916248,0.4080678756287002,Iris-setosa
+9,5.956039774098384,2.9012234350941934,4.456068305218276,1.422024735046145,Iris-versicolor
+10,5.11297909907546,3.5285521651073233,1.4100174632896825,0.2889043040312474,Iris-setosa
+11,7.716941460865425,2.5835444527818368,6.9,2.2692000433622566,Iris-virginica
+12,6.330525273165156,3.301093981071342,4.728685816676115,1.5987789648740642,Iris-versicolor
+13,4.8067374973525485,3.0,1.3999267320715396,0.2944467805897911,Iris-setosa
+14,5.630969965790065,3.0,3.86022197439276,1.2765511157053868,Iris-versicolor
+15,5.474081890877668,2.713699510611814,3.811291649337922,1.335877050377038,Iris-versicolor
+16,5.938901203807198,2.689034444508426,5.0746691708577,1.588342731262498,Iris-versicolor
+17,6.710926975278914,3.2757383394737887,5.754928301745939,2.1318296236769587,Iris-virginica
+18,5.647895098090323,2.719370736341652,4.24817668648592,1.3131175402465125,Iris-versicolor
+19,4.875507414842081,3.0427014754429145,1.4607517462063022,0.1,Iris-setosa
+20,4.829201803833419,3.0,1.4133990536580807,0.1,Iris-setosa
+21,6.187054318929333,2.2,4.503537313947514,1.4983693167416918,Iris-versicolor
+22,6.290160503788035,2.5132004347363535,4.889424831434559,1.5105696183041772,Iris-versicolor
+23,5.172259643226539,3.335952682485013,1.5924549761803817,0.45287752418611643,Iris-setosa
+24,6.144308268582371,2.200000407120496,4.52339169721906,1.5554645413156571,Iris-versicolor
+25,5.846868662440546,3.1845394593182323,4.7236832658009815,1.7809863722753674,Iris-versicolor
+26,5.586135854481449,2.5518868552614604,4.327815478403031,1.1912452716397757,Iris-versicolor
+27,4.987374777880014,3.2227433792780715,1.2,0.19876396505279872,Iris-setosa
+28,6.6809067901571755,2.5140556031771535,5.770616616579798,1.8111081180465833,Iris-virginica
+29,6.318040548284947,2.3813536813269236,4.646002753677648,1.3779622879203883,Iris-versicolor
+30,4.805890945865521,3.0,1.4085625708129028,0.1,Iris-setosa
+31,4.499824582807699,2.2996192579606545,1.3130285009581644,0.301633992067645,Iris-setosa
+32,6.6259618869235535,2.8571711000220628,4.650874000859595,1.399803768518774,Iris-versicolor
+33,6.295237168869218,2.2981060642212148,4.390799810433706,1.2932658818363865,Iris-versicolor
+34,4.8575576697071545,3.0381308850703896,1.4036763702320254,0.19932832434844122,Iris-setosa
+35,5.618561200192588,2.559054088800317,3.9735946530940964,1.153894267496518,Iris-versicolor
+36,6.9535560205385005,3.0892108949049097,5.627274909167312,2.246247095069748,Iris-virginica
+37,6.326420227093256,3.407045254810007,5.606342122451509,2.404048903286519,Iris-virginica
+38,4.600109841714931,3.1923930271433805,1.3980972872201123,0.19725061351239362,Iris-setosa
+39,6.33463077628491,2.7167200391173254,5.069689458411057,1.8112075774535985,Iris-virginica
+40,6.878763313015577,3.1951525012157407,5.900433648367961,2.2915417536660008,Iris-virginica
+41,6.498852884703498,3.0,5.491860677348057,1.8039940879835445,Iris-virginica
+42,5.74237764504855,2.399024863814671,4.030021219135125,1.138129921079695,Iris-versicolor
+43,5.60734394938598,2.9015684557571078,3.748414663714258,1.3094659142298217,Iris-versicolor
+44,5.189461152189359,3.8640177607444466,1.5134274003830135,0.3045923040647544,Iris-setosa
+45,5.126733474373649,3.6970231834101086,1.4942909339478287,0.19725314787624187,Iris-setosa
+46,4.49062480463444,2.3019777572752957,1.3030398879745693,0.3405854213373888,Iris-setosa
+47,6.159132293547515,3.1534517278936405,4.557368270793172,1.4245780481183334,Iris-versicolor
+48,5.2478769982391755,3.4054451529627876,1.4954629780772692,0.19668926367271916,Iris-setosa
+49,7.067713692611459,3.0,5.976303296752733,2.1000904917909766,Iris-virginica
+50,6.325924459848848,2.738492711567484,4.921741974243722,1.8126069136798002,Iris-virginica
+51,5.695607562266348,3.8004831784047206,1.7890294125393853,0.35507587937107027,Iris-setosa
+52,6.495951185675536,3.2004453894647185,5.082563868856526,2.011371045571107,Iris-virginica
+53,4.906660830158372,3.094576426664507,1.5879499070928058,0.10000011086244179,Iris-setosa
+54,6.29705111032986,2.299292490457218,4.419507610514139,1.3087490525059082,Iris-versicolor
+55,5.918142368081884,3.0,4.182550204573448,1.5280464740747493,Iris-versicolor
+56,6.573893419485616,3.205298559582624,5.138133095447944,2.00816591318249,Iris-virginica
+57,5.3238653753014935,2.809688644005916,4.071375407516439,1.4345558718144156,Iris-versicolor
+58,4.903042546793458,3.069799221237354,1.4893528198671628,0.10000010275441537,Iris-setosa
+59,6.238180569253503,2.3278027502278498,4.273998324853101,1.2926934773958496,Iris-versicolor
+60,6.013782394431116,2.2000003774589474,5.014046342008757,1.5309667791729653,Iris-virginica
+61,5.700402485911727,3.773930686179587,1.6501772659394307,0.2959875965336842,Iris-setosa
+62,4.647843234569671,3.399830221821878,1.3971478371810417,0.33171212646639137,Iris-setosa
+63,5.8290085025806935,2.7056212784269635,5.124012208535242,1.9237673857826858,Iris-virginica
+64,5.54713569308145,2.4821283097497804,3.8647976911467845,1.1096333800721963,Iris-versicolor
+65,6.8315034698550985,2.786088934765114,4.871791252086975,1.4227016098225527,Iris-versicolor
+66,6.294801550465696,2.7052498105903617,4.908901890400707,1.7952157119127716,Iris-virginica
+67,6.291639949740122,2.308492667318058,4.439201452691453,1.3153638089230388,Iris-versicolor
+68,5.662999586933759,3.7570221812535856,1.8098133258701536,0.3115552153941136,Iris-setosa
+69,6.785276367684922,3.148420111603268,5.755706511739026,2.264918104404515,Iris-virginica
+70,6.6380248145842975,3.0,5.0031506229292715,1.6980044659740696,Iris-versicolor
+71,5.752809565728443,3.7886209269183446,1.7040695129131367,0.2945842397805566,Iris-setosa
+72,4.691691651265016,3.339748575082819,1.4067229922770192,0.2576256779343177,Iris-setosa
+73,4.618038557920055,3.1998542478988536,1.395710677614559,0.19928481377152563,Iris-setosa
+74,5.386074550258815,3.38975594198632,1.4967217520912706,0.3313207248753838,Iris-setosa
+75,5.254600537920467,3.7468605519495015,1.7574342285810511,0.4097702073942409,Iris-setosa
+76,6.419698462969131,2.891709257170725,4.264987646016251,1.304695730403098,Iris-versicolor
+77,5.288838039533117,2.478671358878248,3.4063972741793096,1.1074421286738916,Iris-versicolor
+78,6.728847873605574,3.3034847383688697,5.69779569919275,2.074998416234023,Iris-virginica
+79,6.26972237478329,2.3138141153420086,4.387232306472857,1.3126721837925017,Iris-versicolor
+80,5.654587255925865,2.7081564812270256,4.534861724530973,1.2471527344139202,Iris-versicolor
+81,6.989737879569811,3.043322264697552,5.870825860452961,2.1936613443498776,Iris-virginica
+82,6.2860862405201505,3.401447290881899,5.569605658097954,2.399535735913798,Iris-virginica
+83,5.414797059715448,3.397850207617784,1.6227369710447175,0.1994060816673496,Iris-setosa
+84,6.850683147714666,3.204751818291058,5.909629175399063,2.3103735997381203,Iris-virginica
+85,6.33499875646868,2.7209444079691876,4.981214054860677,1.8050731926264492,Iris-virginica
+86,7.706594640217003,2.5813931275935835,6.9,2.3042860673517183,Iris-virginica
+87,5.116029425852636,3.809475126087438,1.6241908213630103,0.19056462136937535,Iris-setosa
+88,6.579609083236434,3.0,5.854352045057161,2.248373067504783,Iris-virginica
+89,6.391462881636656,2.6765037694797664,5.33300050033546,1.9036549400650216,Iris-virginica
+90,5.745607612438605,2.613141288398736,5.076682312640121,1.9422457920631588,Iris-virginica
+91,5.4377459524555105,2.3695059343646525,3.8404123572331295,1.1143926965366742,Iris-versicolor
+92,6.0634399873376434,2.8268477431500476,4.676779658985635,1.1675078465020312,Iris-versicolor
+93,5.3877027773664805,3.845029325076999,1.56297022249685,0.22235235214707805,Iris-setosa
+94,5.591518979572015,2.487841819603892,3.9050048136702356,1.1047135256942366,Iris-versicolor
+95,5.08971774990949,3.307578638329725,1.4944281573792493,0.5948967011262491,Iris-setosa
+96,6.95807415111305,3.195298906592413,5.865074497663245,2.281982920090461,Iris-virginica
+97,5.563218202566787,3.0,4.494109123332502,1.6029668651429239,Iris-versicolor
+98,5.072936143132042,2.529845761668971,3.393333674455277,1.1600371578256783,Iris-versicolor
+99,5.5374997069016025,2.571490677966044,4.077733653594401,1.1608374797501586,Iris-versicolor
+100,5.326438190215149,2.647867246551876,4.086298235469463,1.3052760035951925,Iris-versicolor
+101,6.089727441860509,2.6191019351083704,5.577319136576948,1.4917585143501941,Iris-virginica
+102,4.605204254728408,3.216260555106365,1.3971074184050836,0.20158574961312203,Iris-setosa
+103,5.284999617332571,3.5613808305724564,1.4978325898720313,0.29478764201742524,Iris-setosa
+104,5.344106102159511,3.9084170312151105,1.5412364370435838,0.3326902720485411,Iris-setosa
+105,4.4,2.873633360381348,1.405370700559829,0.19706515618329046,Iris-setosa
+106,6.000801939456067,2.910703319786802,4.409665584862636,1.5304757544849217,Iris-versicolor
+107,4.878892764241453,3.0931906160957214,1.4958159805714706,0.10000011311869753,Iris-setosa
+108,5.692837755422976,2.494038413618619,4.996125083184093,2.0052140455136165,Iris-virginica
+109,6.696978383379583,3.307267574643815,5.7129809239878755,2.10878202465286,Iris-virginica
+110,6.163791586321853,2.4990316685654954,4.6631889570081855,1.3595916752353228,Iris-versicolor
+111,6.712519148890004,2.9619999415916274,4.917082344749523,1.59424642374997,Iris-versicolor
+112,4.759926347370685,3.015230163358772,1.405234061902136,0.19944693864617358,Iris-setosa
+113,6.308303242033541,2.7045253599833092,5.034691067579797,1.8128347558912352,Iris-virginica
+114,6.669248233491775,3.0,4.980598148393427,1.7353038486548105,Iris-versicolor
+115,6.140558405263643,2.5993920082690796,5.634430525545605,1.4431287019652115,Iris-virginica
+116,6.644753682256454,2.515564053546757,5.8083560230089155,1.7961353029512486,Iris-virginica
+117,6.370989992947086,2.6678354776862268,5.15278180126201,1.8875456043187195,Iris-virginica
+118,5.82428645657193,2.8477892060306975,5.110711445242893,2.4213669796553505,Iris-virginica
+119,5.516022099750609,2.469462879420751,3.793424600277947,1.1028494368661739,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/4/test.csv b/iris/tab_ddpm/3_2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/4/train.csv b/iris/tab_ddpm/3_2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/4/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/4/val.csv b/iris/tab_ddpm/3_2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/5/synth.csv b/iris/tab_ddpm/3_2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e23870534f11518215a3ae48657b594070bd3361
--- /dev/null
+++ b/iris/tab_ddpm/3_2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.584763146823165,2.903209829748496,3.561474125622285,1.318858158392944,Iris-versicolor
+1,4.892630969745307,3.0810500045473543,1.5642367958433294,0.10000009676241682,Iris-setosa
+2,6.319811998059622,2.480984306375894,4.8899767651096715,1.486209345105579,Iris-versicolor
+3,4.982387271449408,3.3902080216426587,1.5456097805704911,0.4435530458629679,Iris-setosa
+4,5.001719641025977,3.3397796680156335,1.471479796963293,0.20679011952701126,Iris-setosa
+5,6.725282895883894,2.48582445049595,5.795398285569761,1.8032564811093537,Iris-virginica
+6,5.643865490691157,2.7376368572429843,4.438473018359549,1.2823401241004182,Iris-versicolor
+7,6.8995259592309806,3.0964211339341725,5.102339353330784,2.310299386817005,Iris-virginica
+8,6.6362812631724095,3.034779821006617,5.791899013947759,2.2552639320085204,Iris-virginica
+9,5.8899204383646495,3.2403140996443867,4.803464616712515,1.8038484384658162,Iris-versicolor
+10,5.568966210068296,2.399363988508803,3.979313037715793,1.1298151405082784,Iris-versicolor
+11,4.915046872637369,2.4080901039391183,3.259140571422995,1.0486043624322143,Iris-versicolor
+12,6.699130036057558,2.4637784650360337,5.818504897383987,1.7975558216865808,Iris-virginica
+13,5.1312398644885375,3.7638978312224736,1.5704338737898444,0.19864117818850108,Iris-setosa
+14,5.325584487024654,3.6625152763907103,1.5660376184175824,0.20561515049992884,Iris-setosa
+15,5.531022644370921,2.9476788890740826,4.291808533737745,1.3921580347775995,Iris-versicolor
+16,6.300562655471507,3.3140651749889734,4.673165998204155,1.589396419892274,Iris-versicolor
+17,5.9859071294847395,2.6953352832168864,5.098319432874476,1.582576261623782,Iris-versicolor
+18,7.104869598525535,2.972185748554348,6.0564315118946865,1.9112827668275523,Iris-virginica
+19,6.321077447353019,3.31174450823451,4.727249892991628,1.5754911833688445,Iris-versicolor
+20,7.899998836584507,3.784645904869233,6.389489983558892,2.0160148440793644,Iris-virginica
+21,5.69134585016697,2.7708481930552904,4.362149836678514,1.279481248072185,Iris-versicolor
+22,4.4,2.8864225830729615,1.4035357578674772,0.1979786338655615,Iris-setosa
+23,6.032590523030207,2.67450256976861,5.030314172620476,1.5546990423652853,Iris-versicolor
+24,6.700717051499873,3.172258192865358,5.1067776474369735,2.107054535026739,Iris-virginica
+25,5.120711466177899,3.518550132494185,1.3936064586046315,0.30877896615767125,Iris-setosa
+26,5.297563835045673,3.8343059991461215,1.5896787817031632,0.29680208301957234,Iris-setosa
+27,4.707783990934309,3.266389920519804,1.4064163100912526,0.19932769119885907,Iris-setosa
+28,6.286744941666107,3.2958215155823165,4.649764395433277,1.5957889175857871,Iris-versicolor
+29,5.822250204622574,2.7948519361841333,5.099377870913517,2.3932026601831806,Iris-virginica
+30,6.280297665031425,2.98212369857309,5.464034784236261,1.7927690991152223,Iris-virginica
+31,6.3028129753823645,2.712031914670145,4.893412056744164,1.8085399741365311,Iris-virginica
+32,5.053780105800289,3.488247688335794,1.402518598432025,0.29906421990949594,Iris-setosa
+33,5.918731323336889,3.0,4.0800467418026605,1.4839457190943892,Iris-versicolor
+34,6.686292539942772,3.0,5.695394649749741,2.16993373900234,Iris-virginica
+35,4.400000581233087,2.9055616550986456,1.4111306053024713,0.2068337336619517,Iris-setosa
+36,5.087018320941579,2.5592922938269917,3.5060962906501016,1.2667409277298138,Iris-versicolor
+37,6.753977250772897,3.1856858925226734,5.861892249558672,2.287075799827098,Iris-virginica
+38,4.623037005687351,3.3352461371388187,1.4117414763483032,0.26171659412201764,Iris-setosa
+39,5.512665355725296,2.3763646440130546,3.841990385236592,1.1092227140160549,Iris-versicolor
+40,5.553018845073094,2.595804693714821,4.149413800574831,1.156226625966313,Iris-versicolor
+41,6.218445451117378,2.200000287232633,4.517552891269609,1.5125095428522013,Iris-versicolor
+42,6.611944633006561,2.5786286303462065,5.6356289497139285,1.814935036681978,Iris-virginica
+43,6.6816430575446475,3.288032263840638,5.778281312304199,2.157359190117295,Iris-virginica
+44,6.699063269761717,3.0,5.015129750818598,1.7127293064906157,Iris-versicolor
+45,6.18121056595378,2.8926097198006984,4.622247513547311,1.5235888431917093,Iris-versicolor
+46,5.460343726394985,3.4094604323046105,1.6796001872582595,0.2678913737977371,Iris-setosa
+47,5.095365532123362,3.3551573112153754,1.4208457885611379,0.19557913756155926,Iris-setosa
+48,5.043087921406964,2.485625865472957,3.0062579247339456,1.1026795909523894,Iris-versicolor
+49,4.978657027014154,3.1810609728987096,1.2,0.19942481667323414,Iris-setosa
+50,5.732927193002808,2.53550160091657,5.018545987732942,1.9522490887738415,Iris-virginica
+51,5.6958708543485015,3.775232203316077,1.683431196278817,0.3156490965048317,Iris-setosa
+52,5.617163234190488,2.8371070390252005,4.131290003448825,1.400201538215156,Iris-versicolor
+53,5.475335399769043,3.8658819381414293,1.5528100952573913,0.4248678150982037,Iris-setosa
+54,5.660353908657287,3.7524306099640703,1.621722639632139,0.26855408433986994,Iris-setosa
+55,6.038627528943261,2.6992743671323285,5.112942454746786,1.6291886727593052,Iris-versicolor
+56,4.999579536810163,3.3971165810794224,1.6442051285321448,0.3620412262534111,Iris-setosa
+57,6.96084618307204,3.1082197033350205,5.080785068548456,2.3149295673988686,Iris-virginica
+58,6.2641643819183805,2.6003073934085212,5.006042629439248,1.5458131004642524,Iris-versicolor
+59,5.480539174693166,2.4165468227911395,3.5435769127154177,1.0805643322923728,Iris-versicolor
+60,4.918539904336623,3.0,1.4038128725420902,0.20149082261364998,Iris-setosa
+61,7.24857833769953,2.9012589971749425,6.316267495412302,1.7946609497425539,Iris-virginica
+62,6.646574674273351,3.022947655533369,5.838914253010821,2.254923588900396,Iris-virginica
+63,4.904862425566467,3.1139332836628126,1.5332827917822192,0.1000001366031427,Iris-setosa
+64,4.99741577245585,3.1708360435618346,1.2,0.2025491656515477,Iris-setosa
+65,6.276782112494974,2.725787820843172,4.9552844761102754,1.7972503471901085,Iris-virginica
+66,6.0746410357152545,2.674654617049478,5.09488482654525,1.596837495503808,Iris-versicolor
+67,5.964380550228501,3.0,5.131945383676854,1.7967197135692967,Iris-virginica
+68,6.26978476910725,2.876597069154433,5.521002457811963,1.7893901747990193,Iris-virginica
+69,6.1912669614628,2.825786784831795,4.662386704074314,1.1912679113679174,Iris-versicolor
+70,5.808338268357928,2.826394803936895,5.098559930267996,2.404354756743018,Iris-virginica
+71,5.834048507792472,3.2022024898934207,4.791358752929687,1.7982738907025704,Iris-versicolor
+72,6.281222626053069,2.2868912213306065,4.41619641627316,1.3168828908700405,Iris-versicolor
+73,4.8017433785686565,3.0,1.3765116442524001,0.1,Iris-setosa
+74,6.4131864175215165,2.8998179008757474,4.29044386419257,1.3094948747497255,Iris-versicolor
+75,4.400000806414831,2.8958130275896625,1.384656972509026,0.19831255090019823,Iris-setosa
+76,5.64929974575663,2.824099172641736,4.35763996022333,1.3130890492656195,Iris-versicolor
+77,6.7076023366877084,3.0,5.001832865266168,1.692431979227477,Iris-versicolor
+78,5.07018269033287,3.73958847098848,1.6650429364456552,0.20217713246397082,Iris-setosa
+79,6.364257917593384,2.7126886504334378,5.36300769964865,1.8416439594361766,Iris-virginica
+80,6.393148634786535,2.8511444031678637,4.086370068769296,1.2734380741525577,Iris-versicolor
+81,5.701058424826725,2.604142343170477,5.066783545364505,1.925366789617962,Iris-virginica
+82,5.623716181271366,2.7002899278552825,4.516663424755465,1.2796384356424777,Iris-versicolor
+83,6.323183770609588,3.3745381908146563,5.420456819245124,2.3239012630093088,Iris-virginica
+84,5.637381256489296,3.0,4.072616249279881,1.2977026077034846,Iris-versicolor
+85,4.970146845706713,3.265762765137725,1.4099859092213467,0.19223752125504256,Iris-setosa
+86,5.10254752662688,3.3067089482645335,1.7657531437095355,0.49465739508875894,Iris-setosa
+87,5.67343812796488,2.9552774628100864,3.7617369532984744,1.329615912145831,Iris-versicolor
+88,6.841913470756237,3.206522169946965,5.791805942050448,2.2987157766655653,Iris-virginica
+89,5.586539662746518,2.6219896376333987,4.264688072561367,1.2121277995464417,Iris-versicolor
+90,5.788050680064059,2.78662921675247,5.107270220240772,2.4071686183702115,Iris-virginica
+91,6.427232213109862,2.9632819426710237,4.5403861707944655,1.4523741962277796,Iris-versicolor
+92,6.477775965520822,2.857308797946022,4.577808560340669,1.3131033710259918,Iris-versicolor
+93,6.221735990066803,2.6786890286890452,4.9035411749109805,1.806911954650613,Iris-virginica
+94,4.8177571787241416,3.0,1.4019838809042386,0.37374084495544546,Iris-setosa
+95,5.732719768456338,2.587358606900181,5.04209203119604,2.055176432265931,Iris-virginica
+96,5.775888944832807,2.809434125319864,4.483277338404411,1.3572322414694078,Iris-versicolor
+97,5.809977242534406,2.7704039733812595,5.102234760049757,2.349546074325711,Iris-virginica
+98,6.589618455895365,3.1215233525201054,5.28557096585086,1.9339447215819596,Iris-virginica
+99,6.145180826044395,2.8465666628215134,4.693031341573689,1.2275145255607258,Iris-versicolor
+100,5.60391882808536,2.8707798484762197,3.6620283429963916,1.2943478896562899,Iris-versicolor
+101,5.458900490181135,3.7868706902855926,1.496438140083251,0.35474688116633024,Iris-setosa
+102,5.507081710593419,2.597344897125476,4.375143066707733,1.200186520542344,Iris-versicolor
+103,5.048379712935644,3.3833290943993894,1.731838755752529,0.29941279759411266,Iris-setosa
+104,6.3303736639635915,2.35724637332483,4.603162484468453,1.3897813466488034,Iris-versicolor
+105,6.7959950067948185,2.784266635726321,4.7701380759212455,1.3774310449829954,Iris-versicolor
+106,5.2943037121000485,3.794413129739558,1.5483711276547756,0.20321442741221252,Iris-setosa
+107,5.509576806908296,4.199999020329442,1.371123635909537,0.19231803339336112,Iris-setosa
+108,4.400000882955024,2.8997322401928503,1.4014334970332296,0.20528890674863215,Iris-setosa
+109,5.086094577595185,3.2889045431533757,1.6219204797054507,0.47624522740964187,Iris-setosa
+110,6.452906281376014,3.178024122821419,5.08164304167823,1.9911077100770758,Iris-virginica
+111,5.1699787242376045,3.3459912019853113,1.6072135418713942,0.4335234582180427,Iris-setosa
+112,6.772150605422119,2.7884613178669837,4.791859682122832,1.3862829236107406,Iris-versicolor
+113,5.613889322913208,2.4914912283228525,3.9606954359005546,1.1252075667107433,Iris-versicolor
+114,5.945210422269533,3.0,5.131976900215444,1.8064209684175627,Iris-virginica
+115,6.224231149024299,2.2,4.507569244111108,1.5489449586476223,Iris-versicolor
+116,6.674638942204481,2.5076247596859407,5.753267591546523,1.8017594943073854,Iris-virginica
+117,6.3334197482214725,3.3260969437873094,4.684276005281927,1.5762830856157612,Iris-versicolor
+118,7.118384152482181,2.9740403355444305,6.003586767714252,1.9709127322260447,Iris-virginica
+119,5.889512768621085,3.0,4.083376917733187,1.4906976944292496,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/5/test.csv b/iris/tab_ddpm/3_2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/5/train.csv b/iris/tab_ddpm/3_2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/5/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/5/val.csv b/iris/tab_ddpm/3_2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/6/synth.csv b/iris/tab_ddpm/3_2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..093f4e4cdaa11cd4bc1c7d365bde578df4de6bc2
--- /dev/null
+++ b/iris/tab_ddpm/3_2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.591751676544321,2.5872239680092095,4.272564409195744,1.206566025026248,Iris-versicolor
+1,6.8321458798602865,3.187516981701982,5.735696487612411,2.2974598895289193,Iris-virginica
+2,6.269763534232436,2.7039325297263694,4.9304176032908975,1.7870285512891222,Iris-virginica
+3,5.422668340917245,3.0,4.473153319403537,1.4933987948985021,Iris-versicolor
+4,5.53989215042355,2.607874594871473,4.373550571145187,1.1745845583842363,Iris-versicolor
+5,7.718217053263292,2.6045840102123585,6.9,2.3162101015630956,Iris-virginica
+6,5.179009911448607,3.688624237598458,1.499707307148971,0.19745497591387362,Iris-setosa
+7,7.708982325293909,2.5946490568281275,6.9,2.3021571421601306,Iris-virginica
+8,6.470833379665689,3.0,5.510948430344813,1.797880230578851,Iris-virginica
+9,6.725131181046799,3.2975967783242015,5.695458698027191,2.108401405234492,Iris-virginica
+10,5.630638648255136,3.794958319200322,1.6871070471505414,0.34446153882602776,Iris-setosa
+11,4.7517582420684965,3.0,1.3844908534649487,0.1,Iris-setosa
+12,6.894959874867227,3.115769163649501,5.0985229790990365,2.307642829760098,Iris-virginica
+13,6.114597993291817,3.0,4.6823288611745,1.3694737732471554,Iris-versicolor
+14,6.705147808559475,3.301186570021151,5.703949674475089,2.106870339499643,Iris-virginica
+15,6.304724564385061,2.90574622088398,5.592493183005084,1.8078956734739755,Iris-virginica
+16,5.202747161340638,3.350305375906853,1.4964214132267317,0.5223920475040338,Iris-setosa
+17,4.909954302881316,3.0996476714211543,1.5597556974839206,0.10000011421142868,Iris-setosa
+18,6.328446983712714,2.717917504772804,4.726583954124122,1.4116094690389995,Iris-versicolor
+19,5.5462039250221205,3.8845405397972885,1.8658111733428666,0.30899830321123145,Iris-setosa
+20,6.663077332800898,3.0,5.001677385211935,1.7118120683556448,Iris-versicolor
+21,5.803176506979317,2.8031677242662965,5.1103873666327075,2.3995474257138847,Iris-virginica
+22,6.649814159220165,3.0400333975286933,5.904123557643332,2.2682114389415564,Iris-virginica
+23,4.830979615838934,3.0,1.4156137121187804,0.29555780888435323,Iris-setosa
+24,4.79543244699783,3.0,1.3974591078298304,0.2977184865744717,Iris-setosa
+25,7.343238021047559,2.909571875118392,6.328945681434753,1.7811565933246285,Iris-virginica
+26,6.282817909984055,2.532313256693384,4.969918546233784,1.5224434091477166,Iris-versicolor
+27,4.804816773054083,3.0,1.3936759825934084,0.10000010981755705,Iris-setosa
+28,6.478836656920689,3.18650533105254,5.082319901462532,1.9834034465533168,Iris-virginica
+29,5.0736755461835985,3.3218278545785336,1.711523862372554,0.5005272853941962,Iris-setosa
+30,6.061038771200755,2.612390495033592,5.641732957499424,1.4319726385522948,Iris-virginica
+31,5.008665192203145,3.3891231949461313,1.5111063064814443,0.38167273121276896,Iris-setosa
+32,5.7558877046746595,3.0,4.450696063690182,1.6360820942225403,Iris-versicolor
+33,6.337341502319054,2.708507948293015,5.064488251016997,1.815868453066695,Iris-virginica
+34,5.805537758070773,2.8018665031063046,5.1068326938139155,2.4123655650506675,Iris-virginica
+35,5.046617169910495,3.3875555223968736,1.4982530973429016,0.4065249997234693,Iris-setosa
+36,6.659031645531104,3.2870812835589778,5.64232811698593,2.0906262089632075,Iris-virginica
+37,6.237770950732669,2.685716353681507,5.035966684347054,1.5463338005152996,Iris-versicolor
+38,6.404505086618886,2.8873501977381895,4.300396737912408,1.3046215075047578,Iris-versicolor
+39,4.834680605742194,3.0,1.4017868566995595,0.30446775168635326,Iris-setosa
+40,6.509629593302399,3.069134516725221,5.154952962464725,1.894597022392865,Iris-virginica
+41,6.731499948408573,3.3171198121837917,5.696764616213454,2.5,Iris-virginica
+42,6.1504609364245235,2.602315880979643,5.604230590775896,1.4627313013590681,Iris-virginica
+43,4.890706833177551,3.1105612350484475,1.4940874238517026,0.10000009536698798,Iris-setosa
+44,6.676059863965436,3.0,4.971368778706259,1.7320522741919548,Iris-versicolor
+45,5.711472028284347,2.8168981315816035,4.4261120397650835,1.336221701918203,Iris-versicolor
+46,5.320851624727853,3.6683051311728803,1.5622606669358359,0.21038710964946472,Iris-setosa
+47,6.304644846916497,2.6987977566409462,4.852617169929179,1.8120592426092115,Iris-virginica
+48,7.9,3.8460611294647395,6.393353646824453,1.969473752762895,Iris-virginica
+49,6.289770732670727,3.4010632641454777,5.5944578212174605,2.3990177149241116,Iris-virginica
+50,4.400000506559883,2.9186468880396452,1.4028018413221521,0.20515314882905017,Iris-setosa
+51,5.8654060066176985,3.0,4.267249469297358,1.4599430617472062,Iris-versicolor
+52,5.2942467354762135,3.757012145082038,1.6605655340297603,0.388547870502568,Iris-setosa
+53,5.273667469344814,3.717370784160201,1.5535283201288757,0.1981311100881808,Iris-setosa
+54,5.7690859953721185,2.7856716198131966,5.106123458905969,2.3813993433719483,Iris-virginica
+55,6.310017184283277,2.961121291842306,5.534101476595151,2.27030187255997,Iris-virginica
+56,5.485441108856496,4.2,1.3870673728056326,0.20264453652207395,Iris-setosa
+57,5.201545452422297,3.8520752671471894,1.5569060751060138,0.35486808292793526,Iris-setosa
+58,6.695354598392729,3.2936320265574746,5.678539850005936,2.499999457722265,Iris-virginica
+59,5.356639966322294,2.6749132517376704,3.993236850133354,1.3509069253058654,Iris-versicolor
+60,5.324637236401605,3.3682821115304447,1.64660191659657,0.335900715506382,Iris-setosa
+61,5.795131829330602,2.6425301770077603,5.054912563115981,1.950616863639713,Iris-virginica
+62,6.689139927670783,3.280312643342967,5.695306918077102,2.132284971984245,Iris-virginica
+63,5.971376844619693,2.777034359862147,4.66704568597781,1.2464685573194205,Iris-versicolor
+64,5.868028357716044,3.2056207874899223,4.789918019523089,1.804553828254859,Iris-versicolor
+65,4.4,2.889140946455293,1.408002680642525,0.19359294680252973,Iris-setosa
+66,6.405528810425875,3.0,5.354737086464246,1.7980558136476459,Iris-virginica
+67,5.5358568405661766,3.0,3.943412162163466,1.2757005625096776,Iris-versicolor
+68,5.558244097058918,2.4460567122892733,3.843506415150776,1.0978493594394332,Iris-versicolor
+69,5.649875367972062,3.7787914756724907,1.70573884166608,0.2990585433137354,Iris-setosa
+70,4.895917282104453,3.0,1.3870550966693593,0.19327868978753324,Iris-setosa
+71,6.403045552207113,3.0,4.799397267277487,1.6353605378230425,Iris-versicolor
+72,5.380625523472292,3.0,4.5162163305694,1.482616571027328,Iris-versicolor
+73,6.200573682601583,2.2000004002322533,4.485910561281836,1.4871946026145264,Iris-versicolor
+74,7.148884653393864,3.0,5.968819069900189,2.0904123973081927,Iris-virginica
+75,4.909613681924593,2.40557648836797,3.167367972006264,1.0037189074165718,Iris-versicolor
+76,6.406492654110919,2.739606552984846,5.1583754475989005,1.9188501404190539,Iris-virginica
+77,5.918865416792744,3.2216145349764234,4.856914563512568,1.8143173207318684,Iris-versicolor
+78,6.0312015986887095,3.0,4.818428920431838,1.7997500265867563,Iris-virginica
+79,6.148868459248194,3.0,4.504729139594707,1.493195642808069,Iris-versicolor
+80,5.090041398591046,3.294703798414108,1.9497523458477046,0.49718261331080393,Iris-setosa
+81,6.491392005154513,3.0,5.776355288894646,2.196406471982161,Iris-virginica
+82,5.2470184297166504,2.74199713887723,3.952861115886663,1.4392478839111051,Iris-versicolor
+83,6.298112227127602,3.2868755371525276,4.66351108603532,1.582982796806492,Iris-versicolor
+84,5.150091764328195,2.629225376376703,3.709098519067245,1.321938699860626,Iris-versicolor
+85,5.813495697864428,2.739389696235402,5.115724704480163,1.865656189723407,Iris-virginica
+86,7.158700736427971,3.0,5.977573549506168,2.1041264025432977,Iris-virginica
+87,5.329497157318641,2.684605111779821,3.855122411891756,1.3315609933191304,Iris-versicolor
+88,6.942615129800131,3.0,5.698599767332525,2.0952661666018084,Iris-virginica
+89,6.011726338044555,2.9043275221547455,4.5349238947156145,1.361980873779565,Iris-versicolor
+90,6.62032118443358,3.0069750372561335,5.317930545413605,1.9577941895317337,Iris-virginica
+91,5.705749829956926,3.7639943637490014,1.758269120008237,0.29514415193753546,Iris-setosa
+92,6.666083765678493,3.058402291753944,5.919063995060972,2.2684777814133548,Iris-virginica
+93,4.80420462915048,3.0,1.4074202312471569,0.10000011485203021,Iris-setosa
+94,6.793115699371085,3.2084172776089304,5.809313048725554,2.009684087498214,Iris-virginica
+95,6.918999309124064,3.1751954324908187,5.751410827949478,2.312856530031662,Iris-virginica
+96,6.061603878223042,3.0,4.577230837067642,1.4060342480565846,Iris-versicolor
+97,6.483059446942732,3.0,5.7195073392748625,2.1559447942822,Iris-virginica
+98,6.692344790864619,2.4875533623814166,5.788334478585646,1.7973652528097328,Iris-virginica
+99,5.103773818705216,3.3181609771921043,1.4892644473105403,0.2146852681765026,Iris-setosa
+100,5.121736467427609,3.297222724630171,1.7516661032539858,0.5565938377300992,Iris-setosa
+101,6.247379757182132,2.609626336018944,5.68014349665933,1.5649245087640975,Iris-virginica
+102,6.139995610951991,2.56308858551713,5.011743192244837,1.5561381696845304,Iris-versicolor
+103,6.14734574982456,2.9593989574710418,4.649464898750683,1.3484425727633151,Iris-versicolor
+104,5.957716289520557,3.0,4.278169418064412,1.5271759926457844,Iris-versicolor
+105,5.486293347856272,4.2,1.3923757077685945,0.19249718680170602,Iris-setosa
+106,5.1827981171114885,2.5293182964639236,3.272155905883821,1.097049353229894,Iris-versicolor
+107,5.130303374696921,3.3190823626287433,1.7663684827520956,0.3967274637385721,Iris-setosa
+108,5.302570930661687,3.7229389414413627,1.5079684160979676,0.20254337432449074,Iris-setosa
+109,6.2985279648439585,2.2808011198827165,4.373003439154036,1.293039814731583,Iris-versicolor
+110,5.444448244184898,2.9063869408778826,3.968276438685745,1.3581363045454584,Iris-versicolor
+111,6.767141424959795,2.792270623412802,4.836886457520782,1.4463691063040667,Iris-versicolor
+112,7.89999892285511,3.7912961041633437,6.385127295223393,2.0134775460838323,Iris-virginica
+113,6.7091565538609315,2.4959216595283844,5.830924390027823,1.793961499803001,Iris-virginica
+114,7.293300345517827,2.9073149944498295,6.257570992837138,1.809447350209808,Iris-virginica
+115,6.516715368686431,3.202597889795986,5.105216129307502,1.9948974615818431,Iris-virginica
+116,6.252045954976504,2.2,4.510580983503262,1.5330651726586528,Iris-versicolor
+117,6.773242632735105,3.0,5.343905219394934,2.0960623430498506,Iris-virginica
+118,6.547081133524992,3.037659337320335,5.552462477907281,1.8895124854005563,Iris-virginica
+119,6.030575045453744,2.8210493857418575,4.74148681372858,1.5252581562621468,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/6/test.csv b/iris/tab_ddpm/3_2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/6/train.csv b/iris/tab_ddpm/3_2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/6/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/6/val.csv b/iris/tab_ddpm/3_2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/7/synth.csv b/iris/tab_ddpm/3_2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..73195520a4b37a7421c2ee9e502215bbcaa3c566
--- /dev/null
+++ b/iris/tab_ddpm/3_2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.501197558026276,2.2921975843973437,1.2989868161971454,0.2944281131550561,Iris-setosa
+1,4.829873547837969,3.0,1.400192924461702,0.2485735338172541,Iris-setosa
+2,7.006467314965345,3.1019374039133,5.083811364834877,2.307450417493259,Iris-virginica
+3,5.820183274890542,2.832165940780431,5.094661537499867,2.389766365973247,Iris-virginica
+4,5.978615032977458,2.2000003048681744,5.0064616375596085,1.5291072673937414,Iris-virginica
+5,6.870117517043306,3.2007383416946324,5.82203361754331,2.305874968063783,Iris-virginica
+6,5.0236768553631785,3.4058328730058696,1.553893820488984,0.40583156659637337,Iris-setosa
+7,5.611271637706052,2.6964689843882454,4.282937132830094,1.2763237230904767,Iris-versicolor
+8,6.273566148709289,3.4071280121764738,5.565093156740815,2.405419576191762,Iris-virginica
+9,5.903277384960357,3.0,5.091942998983755,1.797418254105153,Iris-virginica
+10,4.400000851422528,2.9220003141500586,1.4056050635519233,0.215722333192227,Iris-setosa
+11,4.902085499676773,3.105344876195984,1.4819701939592367,0.1,Iris-setosa
+12,5.024291564163017,3.496691808684689,1.516096217271414,0.3877759879788926,Iris-setosa
+13,5.014631573251038,3.2082073806826905,1.2,0.19823028191726738,Iris-setosa
+14,5.002434684822763,3.3850718224945795,1.5596137971290167,0.458830588083167,Iris-setosa
+15,6.10374006037352,2.585585409219975,5.6078691610243725,1.4271228145382944,Iris-virginica
+16,4.508763801744725,2.3111724390606456,1.3055293555233978,0.29980230120046036,Iris-setosa
+17,6.4839332057892,2.586333196639026,5.490294795284682,1.8217060021457212,Iris-virginica
+18,5.526353564066173,4.2,1.3869174536896494,0.19399858895113423,Iris-setosa
+19,6.2897526185573955,2.892306539125908,5.594129991041671,1.7966377995793514,Iris-virginica
+20,6.555509619172388,3.182423546264323,5.124332188497734,2.0003620221599205,Iris-virginica
+21,6.943110076660329,3.100228359589925,5.115679142508679,2.324457004839833,Iris-virginica
+22,6.826396273434498,3.2030350701734043,5.866222820017848,2.1642019435801094,Iris-virginica
+23,4.799153951729936,3.0,1.4040002949197847,0.10000010049985555,Iris-setosa
+24,6.433818253479625,2.6855010484539124,5.309857380282575,1.8947818535891034,Iris-virginica
+25,6.703069749762299,3.3061903330947087,5.7657925164744235,2.4999994691647136,Iris-virginica
+26,7.320185125377085,2.894451778380725,6.372812894960316,1.8025161961939093,Iris-virginica
+27,7.28299447062332,2.8915846882472414,6.279711988316277,1.8022418398195046,Iris-virginica
+28,5.014795268166679,3.400762306963422,1.5396802086571801,0.4748005991320061,Iris-setosa
+29,5.811685089941571,2.8056692920358053,5.092900840949028,2.3694521814774183,Iris-virginica
+30,6.13296738669874,2.957028442796571,4.660682410348672,1.3215725606277733,Iris-versicolor
+31,5.274402153603998,3.720971007538184,1.4945211442003254,0.19596243809304942,Iris-setosa
+32,6.225403397221418,2.2,4.507564299504626,1.5087037853872018,Iris-versicolor
+33,5.978948871527551,2.6655196542578823,5.2505369294179935,1.7529308699359512,Iris-virginica
+34,6.208114289062107,3.2367032501163266,4.594778355430015,1.5766548676525816,Iris-versicolor
+35,4.8047992658876675,3.0,1.411432462323337,0.2985316902826285,Iris-setosa
+36,4.849071230811651,3.0,1.4006815633548644,0.206839156294733,Iris-setosa
+37,5.152568177958612,3.3969180907242498,1.5828846876561886,0.19911095731961892,Iris-setosa
+38,5.968465972624627,2.20000035322607,5.003411866250538,1.5221453473130426,Iris-virginica
+39,6.242139855773296,2.3050650141240667,4.358817071020546,1.2665127397826064,Iris-versicolor
+40,6.77810108339775,2.8800346922785556,4.866659270117393,1.5093822200014841,Iris-versicolor
+41,7.9,3.820614304008845,6.403723684162597,2.0017049218917773,Iris-virginica
+42,6.338723528685826,2.4696554276629956,4.448200728468385,1.320970863606221,Iris-versicolor
+43,5.592401201089475,3.0,4.210727787989995,1.3146195916330286,Iris-versicolor
+44,5.089556112257407,3.4034826309712476,1.419376931352565,0.3066564267912319,Iris-setosa
+45,4.909114895578306,3.1273577636849157,1.5013057631510338,0.10000010365157988,Iris-setosa
+46,5.8032076257205,2.5419535831355113,5.003563913061349,1.9981983474523082,Iris-virginica
+47,6.556524748115363,2.8552328656047963,4.439266155276587,1.3701149892662294,Iris-versicolor
+48,6.190556236282428,2.2000003314932517,4.542584569681519,1.505382452348269,Iris-versicolor
+49,6.774510716695512,3.149059082680354,5.81947210373862,2.2988948650267895,Iris-virginica
+50,4.577990337644695,3.40203428682675,1.4014180696334297,0.3617036907723376,Iris-setosa
+51,6.221093800400523,2.827007763054544,4.713524224303914,1.1814980477334538,Iris-versicolor
+52,4.585685197704396,3.40040735979492,1.4005765345465766,0.31111451614270624,Iris-setosa
+53,6.718025310959458,2.4999229880585045,5.756942629399536,1.8007107011365258,Iris-virginica
+54,7.298277133782211,2.8907742940209995,6.265629831895224,1.7837080041447295,Iris-virginica
+55,5.76416702887848,2.8042799678945913,5.095461970022911,2.4009802667569065,Iris-virginica
+56,6.220255850682877,2.761548004948712,5.544839587667681,1.6934568053240509,Iris-virginica
+57,6.099366742647015,2.603899214730673,5.611919641235602,1.3679903340758344,Iris-virginica
+58,6.395046583351981,2.6691368172488206,5.344971961046798,1.9120871492185814,Iris-virginica
+59,5.79686162721558,2.731313099226909,5.1257128228450375,1.8793685937635203,Iris-virginica
+60,7.71605313064499,2.655098131593719,6.899998150049031,2.315540289870989,Iris-virginica
+61,5.584687257936698,2.484528226760353,4.012499928851101,1.1141862847766903,Iris-versicolor
+62,6.3098243464179085,2.7949126085043012,5.032658213988411,1.8140556519395548,Iris-virginica
+63,5.534710906197749,2.427128078628438,3.9428611199507504,1.09164843224349,Iris-versicolor
+64,5.605233794072602,2.705570541990841,4.25028386364794,1.2850571507210935,Iris-versicolor
+65,5.034434144033923,2.473811764419866,2.80379805665791,1.0846842603312765,Iris-versicolor
+66,4.903525928846114,3.09402371310134,1.526059605111757,0.10000009970572027,Iris-setosa
+67,6.038036415039386,2.6890677576497892,5.104503970402805,1.6139886240151606,Iris-versicolor
+68,5.5382137464094665,2.7111006916177143,4.382010935270113,1.2740471554263495,Iris-versicolor
+69,5.567984519303557,3.0,4.007799840542112,1.2889308044738779,Iris-versicolor
+70,5.901939847750275,3.0023613930147546,4.348557476410668,1.4702285020828787,Iris-versicolor
+71,6.048484961803335,3.0,4.473021072541713,1.5293754249526414,Iris-versicolor
+72,5.369963217784388,3.8605134644828567,1.8555350525383463,0.3950984308080683,Iris-setosa
+73,5.530004985055521,4.2,1.4063776996473643,0.21698651407410385,Iris-setosa
+74,5.681893842431691,3.7685175424178414,1.5254144024170972,0.3243236049340244,Iris-setosa
+75,5.7023703946101,2.528034814614011,5.006167024901587,1.9489142630129082,Iris-virginica
+76,5.060043096808697,2.462646810790976,3.1268415419262308,1.0739765316303864,Iris-versicolor
+77,6.293007606362788,2.296915204878108,4.396310792345673,1.2888311128076642,Iris-versicolor
+78,6.296151457581467,3.279621200917992,4.68426796859956,1.6006479681873658,Iris-versicolor
+79,4.884039152874368,3.0753969185486074,1.4911427599799745,0.1,Iris-setosa
+80,6.293168452795195,2.724581620251964,4.8373233733513725,1.7988023628512448,Iris-virginica
+81,6.4308907991700135,3.0,5.490411360745329,1.8109504097661397,Iris-virginica
+82,5.826207469056147,2.822073636153224,5.123009051945666,1.8512310033060089,Iris-virginica
+83,7.899998988716831,3.7617247802167912,6.411930414471203,1.9716173553027432,Iris-virginica
+84,5.768713162926497,3.7781331592604728,1.677834205900214,0.29545427500044597,Iris-setosa
+85,5.760487321498498,2.689271930662531,5.102501399971338,1.8706552059710961,Iris-virginica
+86,5.447873529707088,3.0,4.575498225919238,1.5215315615717624,Iris-versicolor
+87,7.30862359624818,2.9125738425261263,6.240979209504317,1.862528116302241,Iris-virginica
+88,5.148157345457921,3.8240657906672357,1.5435038768192588,0.19600883559599544,Iris-setosa
+89,5.188629064606909,3.8719655501073276,1.7722935609295,0.38258845052855617,Iris-setosa
+90,5.888847139676425,3.1716330637908112,4.820412398574792,1.7973809041362334,Iris-versicolor
+91,5.121769883345876,3.3247940575278054,1.499065840372532,0.41682504154028066,Iris-setosa
+92,5.113684018758968,3.5212482177888225,1.4017246223116724,0.29767111725065326,Iris-setosa
+93,6.129573399581005,2.795561620884864,4.738059403134453,1.2138104355687378,Iris-versicolor
+94,5.603372598771868,2.739194102124717,4.294249865567227,1.324696515400552,Iris-versicolor
+95,5.951559202674473,3.0,4.299896215415472,1.4756430045380444,Iris-versicolor
+96,5.852500342955911,3.0,5.098324225020374,1.8214600675474593,Iris-virginica
+97,6.7320297012561054,3.3136659708050664,5.690684228285925,2.5,Iris-virginica
+98,6.00107546734515,2.700390613812849,5.069474453799381,1.6120523283023729,Iris-versicolor
+99,5.347419291463327,3.86706114534035,1.6750929967990595,0.41616132054710697,Iris-setosa
+100,6.296843679055625,2.6465928605586746,4.847182208640611,1.7902532753503575,Iris-virginica
+101,4.832670208866663,3.0,1.4024688081397751,0.2987847812166182,Iris-setosa
+102,6.315677353226044,3.3857760324046704,5.541324990801925,2.39497943504919,Iris-virginica
+103,7.351686086678405,2.898268594749457,6.2862770257625735,1.7983451042434067,Iris-virginica
+104,6.2808443198055155,2.446691978452521,4.858215388036968,1.4833593913377552,Iris-versicolor
+105,4.606445447748859,3.4081622762215886,1.3924570887921057,0.30716751895366523,Iris-setosa
+106,6.404951546943819,3.0,5.623175884925783,1.8262625309326308,Iris-virginica
+107,5.961103245353813,3.2411024603026855,4.787393795355685,1.787453850098718,Iris-versicolor
+108,5.60131388347062,2.402729316199729,3.9600687429206145,1.131406332747135,Iris-versicolor
+109,7.294158839197516,2.9154278828498623,6.302723649472839,1.808360823020229,Iris-virginica
+110,5.883017587577483,3.1887451393357202,4.787167905502902,1.7931165275807648,Iris-versicolor
+111,5.939309747089132,3.0,5.113344051664824,1.7999475655897155,Iris-virginica
+112,6.43444839374552,3.3628903578631153,5.631314965755466,2.2682186901736716,Iris-virginica
+113,6.793929382975893,3.081983715754463,5.109429431846374,2.2157977227139627,Iris-virginica
+114,6.653117534718754,3.2997582092097,5.651205905395932,2.5,Iris-virginica
+115,6.70774991820954,2.502465638121913,5.821829569951792,1.8063452508736955,Iris-virginica
+116,6.032936305118705,3.13930573880013,4.429936482211097,1.5244780887923401,Iris-versicolor
+117,6.03228653549577,3.0,5.1059970990958075,1.8089592892471538,Iris-virginica
+118,7.137881751606326,3.0,5.913089204117728,2.0568007565694812,Iris-virginica
+119,5.161697478624803,3.3351115903528017,1.554946688486434,0.391622708890525,Iris-setosa
diff --git a/iris/tab_ddpm/3_2/7/test.csv b/iris/tab_ddpm/3_2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/7/train.csv b/iris/tab_ddpm/3_2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/7/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/7/val.csv b/iris/tab_ddpm/3_2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/8/synth.csv b/iris/tab_ddpm/3_2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..62aee255ad816d9855a85941ba2345a2672bcd31
--- /dev/null
+++ b/iris/tab_ddpm/3_2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7095830604824425,3.0,5.527359874842082,1.9354669883050952,Iris-virginica
+1,5.660631454238025,2.8526050695269367,4.523623909342272,1.330718172588912,Iris-versicolor
+2,5.358236615157647,3.407360339219845,1.6225084146010904,0.20592302568893953,Iris-setosa
+3,5.166319276555826,3.8047494286489134,1.598551005933501,0.1991833363196814,Iris-setosa
+4,6.082660466579122,2.7928054958480675,4.686426929881467,1.2063140594419228,Iris-versicolor
+5,6.295240332435624,2.409092503599599,4.677309848116419,1.4105585313896412,Iris-versicolor
+6,6.279351632937375,2.3053458171977423,4.440754326499014,1.3039144620664644,Iris-versicolor
+7,5.68722994847785,3.8088327143750353,1.7842706509841908,0.3698241988561281,Iris-setosa
+8,5.685429915982083,2.7319865602852706,4.503293999918949,1.275426829077622,Iris-versicolor
+9,6.778369094872213,3.0,5.694571164608429,1.8290571069490422,Iris-virginica
+10,6.1571926283273015,2.2000002830250365,4.491307568814154,1.4757412632796303,Iris-versicolor
+11,7.277637914585038,2.987046836225147,6.193541415812432,1.9801546687423053,Iris-virginica
+12,4.515760083105469,2.2938655384747277,1.3039326460794778,0.3306927032190538,Iris-setosa
+13,6.279750628349994,3.409144135773638,5.573993837705097,2.386833367593641,Iris-virginica
+14,5.079574292222593,3.4107519810826528,1.401416372448819,0.2661014875227962,Iris-setosa
+15,6.3002725668023505,2.2861703418392514,4.419663284647818,1.2905789319011338,Iris-versicolor
+16,5.005125503654546,3.213132297481116,1.2000005365236328,0.20683877758023375,Iris-setosa
+17,5.190725380450998,2.467635063641776,3.4051923021763293,1.0860937527762489,Iris-versicolor
+18,5.73580933201857,3.0,4.268168478000025,1.5363973441445515,Iris-versicolor
+19,4.98466588968856,3.2336788053881445,1.2,0.19418231404701142,Iris-setosa
+20,6.061407707289004,2.2000003770507357,4.950215007914139,1.5473318298519527,Iris-virginica
+21,6.1458372470146,2.598498062273288,5.608841680930799,1.4304898117470541,Iris-virginica
+22,5.9591808934848,2.2,5.002185129087289,1.4805826920059377,Iris-virginica
+23,6.318093838638037,3.373646444552692,5.695035925208017,2.353181780079133,Iris-virginica
+24,5.011925187599089,3.2281143033049147,1.2,0.19649223005082556,Iris-setosa
+25,5.529880256217697,2.6551034076176467,4.463771862960453,1.2385027134901443,Iris-versicolor
+26,5.412567358667837,3.4278760508265904,1.7507869365308864,0.2035221662448955,Iris-setosa
+27,4.979515407806365,3.405323049406162,1.5963491149324565,0.3931489120015908,Iris-setosa
+28,6.755459496572846,2.8288344101881693,4.777329617634919,1.4425984088346975,Iris-versicolor
+29,5.686681085609821,2.4965505598489184,4.991355346824793,1.9969518579999561,Iris-virginica
+30,7.702852005469564,2.5967926141671827,6.9,2.3082835093493244,Iris-virginica
+31,4.5000456860688445,2.306295252818559,1.2937970557102696,0.2973135014127192,Iris-setosa
+32,4.905913657002245,3.0886914551852613,1.6088092680036832,0.1,Iris-setosa
+33,5.791283900600959,2.68915559594264,5.08846471033388,1.9082553628978842,Iris-virginica
+34,6.012730926026486,3.0,4.843962523979932,1.8101078177747336,Iris-virginica
+35,6.201869111147547,2.9475769728390087,5.508288352704147,1.8018763934627724,Iris-virginica
+36,7.0686272697288155,3.0,5.984547238226199,2.042081133221904,Iris-virginica
+37,5.279193886632764,3.4088974623486403,1.4933690868456735,0.1984086384527229,Iris-setosa
+38,6.314112810505811,2.366273571615063,4.6839190617558195,1.4081763818322133,Iris-versicolor
+39,5.021439197918863,3.3240595917453413,1.4225624089225917,0.20777413993612412,Iris-setosa
+40,5.837338799178231,2.8592110313798518,5.137919223223454,2.3911602924459805,Iris-virginica
+41,5.458578079444759,3.884057596737828,1.8001543101400719,0.38196755686982087,Iris-setosa
+42,5.354590101720401,3.0,4.488771561301155,1.5214507542194442,Iris-versicolor
+43,5.9573028553522684,2.7058584178921925,5.105964016495968,1.615612631724046,Iris-versicolor
+44,6.411989788584021,3.099646589547603,5.1372606317080844,1.9269326205887267,Iris-virginica
+45,5.416023876089067,3.598413635224794,1.5734139093564825,0.1993035654093345,Iris-setosa
+46,4.931599417187639,2.422098306816907,3.4602487612283337,1.0495521352717931,Iris-versicolor
+47,6.185041548858033,2.708236192390969,5.600122969839646,1.6289793484277884,Iris-virginica
+48,6.439745790867305,3.0,5.5046054968528075,1.79845804537256,Iris-virginica
+49,4.400000769468,2.920974161297879,1.4152277218015723,0.20817451080587754,Iris-setosa
+50,5.616184450690492,3.078781554511178,4.679342061984819,1.7534618626328724,Iris-versicolor
+51,4.870505650093402,3.0204020542103285,1.4480652083751573,0.1000001143013347,Iris-setosa
+52,6.299840874080214,3.4011817824898425,5.634312855629737,2.3816222524579986,Iris-virginica
+53,5.012975362169713,3.307099854877755,1.3967523631486418,0.20087869894031143,Iris-setosa
+54,5.259506586493668,3.80379992328301,1.7182270175858845,0.3696812236164966,Iris-setosa
+55,6.303513769901288,2.3010105354041297,4.4121996349131525,1.2744377055067138,Iris-versicolor
+56,5.996060020882542,2.709851580419667,5.099511031870454,1.5980886239129233,Iris-versicolor
+57,5.5043364065592435,2.5977862785766224,4.277168216829946,1.1942399362724019,Iris-versicolor
+58,6.996850534711584,3.083392175109334,5.803913795753378,2.2414807091154243,Iris-virginica
+59,5.9182142687230765,3.2179190925373184,4.802029367831396,1.8078410166792849,Iris-versicolor
+60,4.9170015871515895,3.0,1.4046747126821095,0.20180212026372046,Iris-setosa
+61,6.6607549044341425,3.3149254826794166,5.761790983700782,2.5,Iris-virginica
+62,6.543423400768402,3.2156015822820803,5.074268908001248,2.0581492621491217,Iris-virginica
+63,6.799171522660839,2.8036201549451403,4.818759440784811,1.3992490578527252,Iris-versicolor
+64,5.090286087850229,3.503033637378609,1.3995288545851974,0.3603740779519863,Iris-setosa
+65,5.297840247754075,3.372163474140035,1.5407068767931797,0.3595277979837028,Iris-setosa
+66,5.3613552634133415,2.8563696540963393,3.9338723264138635,1.4409183726623622,Iris-versicolor
+67,5.968049654396808,3.0,4.7799053262488105,1.7950668833803933,Iris-virginica
+68,7.3561349950962915,2.9214325150027656,6.23633285906241,1.8405353173753891,Iris-virginica
+69,7.681989723372073,2.5843398214800177,6.899998827848351,2.281769256137792,Iris-virginica
+70,6.48018950332584,3.2054397277842064,5.06522651896007,1.974102626161559,Iris-virginica
+71,5.914200730438299,3.0,4.3124523549770455,1.5439514678681825,Iris-versicolor
+72,6.262077686229762,3.2781877849956578,4.7014004902615385,1.5663658869919208,Iris-versicolor
+73,4.882710634096644,3.0415591196150276,1.4892614805002182,0.1000001045355825,Iris-setosa
+74,4.938374003309581,3.1783985451767505,1.3954780604911836,0.19911764948339014,Iris-setosa
+75,5.557779645953051,2.464453060515644,3.9968592454898735,1.1308611837781914,Iris-versicolor
+76,6.671433635724612,3.290573908807494,5.631680853511805,2.0762599224493523,Iris-virginica
+77,5.735352786286389,2.6044089296585917,5.065014399663667,1.9564754410028427,Iris-virginica
+78,5.9906724109509115,2.2000003822226617,5.010808034835933,1.4875434509025813,Iris-virginica
+79,6.835056088305744,3.1567694824572983,5.705336707557159,2.2964429807542044,Iris-virginica
+80,4.832692211659346,3.0,1.399422421178418,0.22389555999070507,Iris-setosa
+81,5.780107195572181,2.7440505740502745,4.619441366209067,1.180912820754284,Iris-versicolor
+82,5.549601051648292,3.026068464337634,4.562153971619535,1.58693766515801,Iris-versicolor
+83,5.606302982303923,2.9009094110020537,3.8822974289117393,1.2883185781764568,Iris-versicolor
+84,6.8654112605350734,3.2104016134705224,5.898704333865416,2.314706931564458,Iris-virginica
+85,6.294736124246359,3.3135471562479446,4.722410154724536,1.5801778182631305,Iris-versicolor
+86,4.8691581565106326,3.0,1.4033310057674215,0.19919326392370235,Iris-setosa
+87,7.236283855745174,2.887444369997831,6.255531399001008,1.8100489998323068,Iris-virginica
+88,5.915816187522837,2.924574482597111,4.4216665154621,1.4757503804758134,Iris-versicolor
+89,6.190400015859932,2.200000322191077,4.535645143700792,1.4825021402685334,Iris-versicolor
+90,5.2348395297030645,3.355932439784323,1.5211916546992112,0.4164170123502787,Iris-setosa
+91,4.907175727705625,3.1223122168955912,1.4036450968366283,0.3867594866848314,Iris-setosa
+92,6.061467513329017,2.866024553664814,4.657866311772816,1.4777194065567356,Iris-versicolor
+93,6.079557759761288,3.017771345300055,4.524924513886823,1.4218814682774474,Iris-versicolor
+94,4.501680184870494,2.314766345053118,1.2964255871134145,0.29936737871406227,Iris-setosa
+95,5.649578233006768,2.446169684441912,3.9258461745892266,1.0987063921245108,Iris-versicolor
+96,5.975856857445308,3.221011525174685,4.789894919854939,1.7849604585299916,Iris-versicolor
+97,4.885669240224545,3.1038945723445774,1.494238873849531,0.1000001067848431,Iris-setosa
+98,4.88424138846339,3.1146849869747597,1.7794296617185523,0.10000010832052607,Iris-setosa
+99,5.0835351123599235,3.4062411735693736,1.4974984250048835,0.19791171746164504,Iris-setosa
+100,4.806780309993865,3.0,1.390034057555241,0.2622038035064682,Iris-setosa
+101,5.543351702089636,3.7557682779966264,1.6885469838274187,0.4080053973278137,Iris-setosa
+102,4.772462049203228,3.0,1.397274482862345,0.3005924217119115,Iris-setosa
+103,5.458133889376645,4.2,1.4056203352963084,0.1926337624532094,Iris-setosa
+104,5.830506865732763,2.8494392674923983,5.067111895664629,1.8583412850577121,Iris-virginica
+105,6.286469975828157,3.277499930624239,4.708325394690675,1.6296687981897362,Iris-versicolor
+106,6.694090332290706,3.0,4.981775341063682,1.7079019527451758,Iris-versicolor
+107,4.872807421518637,3.1117828672876175,1.5369388612814514,0.1,Iris-setosa
+108,4.643734444680676,3.264578239740463,1.4081463210473526,0.20033012341824624,Iris-setosa
+109,4.8082351599106605,3.0,1.4019842053989346,0.1,Iris-setosa
+110,6.310343800894808,2.9008978065859474,5.596634560252601,1.801338244443038,Iris-virginica
+111,5.059580606534562,3.371302014174115,1.4112235585953767,0.20065623553113632,Iris-setosa
+112,7.327199767568749,2.908737756248404,6.3247297651190815,1.7924293492584866,Iris-virginica
+113,6.392376108561851,2.902529946293339,4.3383061240353555,1.2927351442065007,Iris-versicolor
+114,5.728164123182779,2.7976445651688366,4.325473243974085,1.3861352795004287,Iris-versicolor
+115,6.321396758565765,2.3001917087447,4.4569724007043465,1.2954754714005663,Iris-versicolor
+116,6.64473343280505,3.0249940036972474,5.551094276209296,1.9879490283900696,Iris-virginica
+117,6.8758526010732135,3.0651105279630015,5.10208398618909,2.3055822375584043,Iris-virginica
+118,6.303193216357199,2.304998012509367,4.431872840620969,1.319511524474029,Iris-versicolor
+119,5.970726432499276,2.7977014344602007,4.669424003098317,1.259417048278232,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/8/test.csv b/iris/tab_ddpm/3_2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/8/train.csv b/iris/tab_ddpm/3_2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/8/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/8/val.csv b/iris/tab_ddpm/3_2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/9/synth.csv b/iris/tab_ddpm/3_2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..21d33e29ee78ad762bbd0c1335665e5f5399fec3
--- /dev/null
+++ b/iris/tab_ddpm/3_2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.277083170312588,3.3761070881408344,1.535320848376735,0.20565356807873542,Iris-setosa
+1,6.842374491159881,3.0567861525775166,5.102438600373347,2.271886492805354,Iris-virginica
+2,4.9410100268804324,2.4295683480152603,3.3001734173082165,1.0733737301086441,Iris-versicolor
+3,5.161625719174246,3.3821958989894854,1.5405889376432969,0.2066256664312248,Iris-setosa
+4,5.382478026924252,3.4051540076290956,1.6422554896284405,0.19765748091333413,Iris-setosa
+5,5.548983407625441,2.991737406602386,3.8280283915361593,1.2901513661042627,Iris-versicolor
+6,4.90356403220052,3.107146502567256,1.4996315389975587,0.10000010856197496,Iris-setosa
+7,5.14378017369701,3.6577520698118615,1.5778912069272604,0.20240797010035913,Iris-setosa
+8,5.432050759195141,3.905381817301093,1.8139650721981546,0.33808187021302905,Iris-setosa
+9,5.190862787278036,2.7466500632334507,4.137205943497559,1.4378246192717843,Iris-versicolor
+10,5.541695775678767,2.430679859191462,3.9478785516393002,1.0726456048143889,Iris-versicolor
+11,5.253202756304102,3.395151989215254,1.4993204600300583,0.2041279930155617,Iris-setosa
+12,5.853359324178953,3.033777753678131,4.652281040023487,1.6868410715413202,Iris-versicolor
+13,6.283929820630533,3.3052028402161033,4.6909230972702485,1.5996375297160492,Iris-versicolor
+14,7.32495791392529,2.901351709075981,6.293603327712626,1.787054188863897,Iris-virginica
+15,5.383386396302347,3.893378255655339,1.6535637222437056,0.47012914282811774,Iris-setosa
+16,5.085855783613226,3.7138243950638206,1.4946031409770761,0.1958432836376038,Iris-setosa
+17,6.701783167843016,3.1672493978633462,5.919802246306276,2.2957684915754135,Iris-virginica
+18,6.675671770281039,3.3037126772466716,5.668813423426144,2.10354962095221,Iris-virginica
+19,5.919439655528199,2.90889500975387,4.381598889764426,1.4603043574411614,Iris-versicolor
+20,5.7698894498218465,2.8430998679430624,4.528442167297958,1.3426528655201755,Iris-versicolor
+21,5.0129330113688395,3.4062915989448386,1.6199169179479305,0.42529519374026326,Iris-setosa
+22,6.062580371262043,2.8501181285610566,4.5321234670655155,1.4410408154416896,Iris-versicolor
+23,5.786561483981037,2.7826979930986666,5.093010497653047,2.3772121142404776,Iris-virginica
+24,4.872894838947401,3.0899714377420344,1.490944993919222,0.10000010171132202,Iris-setosa
+25,4.887069556723462,3.0984364870022705,1.5760138752845467,0.10000012076926275,Iris-setosa
+26,7.2883915446973795,2.9574851491411227,6.209488360140804,1.907149136168659,Iris-virginica
+27,6.177802869444735,2.766533881230494,5.083101325522816,1.6109705020601959,Iris-versicolor
+28,4.699637299734158,3.4004733007405177,1.418868623929679,0.3107407646629987,Iris-setosa
+29,5.883340062009953,2.824582536747706,4.49776820735887,1.4054087965077335,Iris-versicolor
+30,4.738213161709227,3.0,1.4015988276253484,0.23678854624417434,Iris-setosa
+31,7.9,3.8266876954640416,6.3938810809747215,2.047440668397988,Iris-virginica
+32,4.810765664959605,3.0,1.407199492231021,0.10000010757207267,Iris-setosa
+33,6.29288877763939,3.398105796940144,5.650211480173811,2.3982448998069312,Iris-virginica
+34,7.899998755779841,3.8329077189595004,6.383556702819968,2.021369885516525,Iris-virginica
+35,6.398250188721577,3.1712739484858976,5.075177833897431,1.9381230633428264,Iris-virginica
+36,5.203537267836837,3.780459433515744,1.4921376753332096,0.19761713461575803,Iris-setosa
+37,6.034990974349304,3.0,4.794502530246031,1.8024147447216572,Iris-virginica
+38,5.578778112481184,2.7010874218713123,4.315049210657037,1.3018442240466552,Iris-versicolor
+39,5.134867465051487,3.702637127121236,1.555252290749787,0.34127737350608506,Iris-setosa
+40,6.4101843843386765,2.858727491984499,4.512959142160013,1.25332074312922,Iris-versicolor
+41,5.6020919940842475,3.0,4.452023193608922,1.4334696697397957,Iris-versicolor
+42,6.331559433714206,2.8674146640885496,5.564456633754902,1.8060880734926639,Iris-virginica
+43,4.508399818184369,2.301552620522707,1.3055810008070041,0.37229858767436863,Iris-setosa
+44,5.290069158356685,2.812226184921702,4.036203627181479,1.4108898985277696,Iris-versicolor
+45,6.127503713110214,2.775134552888351,4.993483660025176,1.816929650809929,Iris-virginica
+46,5.905516065107369,3.173883807119041,4.827991607684712,1.805027389781529,Iris-versicolor
+47,6.6633756049083415,2.513836740920012,5.720707895339518,1.8110456602212988,Iris-virginica
+48,6.4947427135489075,3.202054095251057,5.088433908160371,1.9921276178510026,Iris-virginica
+49,7.287178625199289,2.905122789083364,6.276801817224356,1.8139155282024313,Iris-virginica
+50,5.102745245178241,3.8438012891344795,1.5815144457251176,0.20455931834858154,Iris-setosa
+51,6.901827696752367,3.218903623169193,5.704396505074907,2.313560661625471,Iris-virginica
+52,6.329505203925611,2.332125411720046,4.497460822324604,1.3624864573285316,Iris-versicolor
+53,7.290272081536487,2.918259517487556,6.255087902073358,1.8020956453138937,Iris-virginica
+54,6.012129409706514,3.0,4.777586125178087,1.807164669957616,Iris-virginica
+55,5.26191897232351,3.3880056232915843,1.6071262544102296,0.2149330266303239,Iris-setosa
+56,5.505039031867102,3.5762273901440036,1.5032411451521686,0.20866581625569425,Iris-setosa
+57,4.595504363289725,3.2033202643780543,1.4047100135360546,0.20160547191736786,Iris-setosa
+58,5.0044070319894445,3.3172834738194474,1.3964414914351186,0.1985344790718463,Iris-setosa
+59,7.8999980474698885,3.744529408572434,6.416086238259806,2.0064960188829137,Iris-virginica
+60,5.213916106894764,3.708724651336401,1.4956806539022602,0.19044511127157926,Iris-setosa
+61,5.999489268957863,2.2,5.012376566725171,1.5196678095373617,Iris-virginica
+62,5.815241143429151,2.7780436326660363,5.116442501507203,2.3836627432404676,Iris-virginica
+63,5.220510311319614,2.462816544103589,3.269335034362233,1.0861939297225198,Iris-versicolor
+64,5.53367906993622,2.562562890305351,4.269767158154239,1.1467729010689622,Iris-versicolor
+65,6.711261499695539,3.3083850942020723,5.672567665044974,2.499999611716269,Iris-virginica
+66,5.484549263150584,3.6022177261913257,1.5428817066761267,0.4588825631105123,Iris-setosa
+67,7.723233954436977,2.5762153153409173,6.9,2.305234456382243,Iris-virginica
+68,4.4,2.9010547052976956,1.40214855891894,0.20086928585759994,Iris-setosa
+69,4.967537396653384,2.4354245168120348,3.1280412054153732,1.1019681880501404,Iris-versicolor
+70,5.375592336639575,3.49074758584268,1.6535526197589545,0.1932424357913629,Iris-setosa
+71,5.688488722315596,2.7841583965511996,4.4272693695415555,1.2788190448883299,Iris-versicolor
+72,6.499828539958575,3.0,5.802165595654136,2.1008908667392507,Iris-virginica
+73,6.5549775262153505,3.0,5.49732009313098,1.789760336289193,Iris-virginica
+74,6.685946190914814,3.2855090865923584,5.682173515260399,2.499998452736319,Iris-virginica
+75,5.102391991672722,3.863543200783936,1.6479044948371293,0.2038317325935375,Iris-setosa
+76,6.099241588166264,2.987986413064691,4.8585346950137005,1.8037997029902197,Iris-virginica
+77,6.236997788904767,2.6844969735467887,5.213387259226337,1.8810556740086004,Iris-virginica
+78,6.185349118383808,2.200000333045801,4.478959143931051,1.4788480416376264,Iris-versicolor
+79,6.828620210475924,3.19267788584351,5.893993387198559,2.302117472326842,Iris-virginica
+80,7.01494258898346,3.075938557408459,5.935653557608828,2.223489197389803,Iris-virginica
+81,4.619366329665337,3.4005441617801084,1.4087831704084242,0.35189174861594663,Iris-setosa
+82,6.012324987738126,2.2000002908401948,5.013313583587873,1.5516092105352777,Iris-virginica
+83,4.900623355749392,3.1082359871068537,1.4984152835730415,0.1,Iris-setosa
+84,5.573437482728792,2.638392648435275,4.009696550724125,1.2548144376387607,Iris-versicolor
+85,5.09542330970836,3.499716413977693,1.3975582778171933,0.2991243077070329,Iris-setosa
+86,6.33014814836916,2.914635251403968,4.34975713007285,1.2891116541842655,Iris-versicolor
+87,5.502556310214779,3.0,4.328501689742995,1.3364757042433772,Iris-versicolor
+88,4.869517519848988,3.0949534018546,1.5765333833198567,0.1,Iris-setosa
+89,6.975588529083672,3.1323347020389143,5.108581686344818,2.3097616098979836,Iris-virginica
+90,4.859083815186287,3.084684269392619,1.4865419463409435,0.10000010405166444,Iris-setosa
+91,6.035324290119347,2.7022534565686787,5.045510025239677,1.5759734836148176,Iris-versicolor
+92,5.1140133658188764,3.724789894619013,1.4986187314280242,0.4256792063217379,Iris-setosa
+93,5.796194593475381,2.6520344232427044,5.085760756803723,1.9198387688983645,Iris-virginica
+94,6.05077795630907,2.6773103105552423,5.063450699390813,1.6053775506976216,Iris-versicolor
+95,6.793400713715624,3.0,5.345929780061396,2.1219088310077945,Iris-virginica
+96,4.878946464159141,3.1084719949018846,1.4959862083842321,0.1,Iris-setosa
+97,5.176488057830061,3.8126364025415906,1.5692457429431526,0.20514628307978566,Iris-setosa
+98,5.525199857783253,2.418296174964821,3.8423055012076572,1.0966209351050336,Iris-versicolor
+99,6.1019624097282525,3.060329984075382,4.441704077117825,1.549038759787805,Iris-versicolor
+100,5.143095471899997,3.298027468613074,1.8521067419065143,0.46403556038900146,Iris-setosa
+101,5.9070901427786335,3.1618278883089586,4.76431544095548,1.8046595212735639,Iris-versicolor
+102,6.150996040581585,2.6169304083718736,5.021030033990706,1.516021006770089,Iris-versicolor
+103,6.690846798261953,3.301021843740883,5.6416439135885215,2.107671823063088,Iris-virginica
+104,6.589992762751243,2.939602498843914,4.85033836502065,1.5083725133156112,Iris-versicolor
+105,6.1965579457918505,2.200000280554954,4.520597914901768,1.4886464913774127,Iris-versicolor
+106,7.078417289147736,3.0,5.880396858376404,2.1472559258756676,Iris-virginica
+107,5.586987932279569,2.699371589806913,4.38095063114716,1.2589828768256606,Iris-versicolor
+108,6.008000475812248,2.694071820182373,5.12099328492296,1.6209378137429353,Iris-versicolor
+109,4.829226809861999,3.0,1.386974213727077,0.3188870824928883,Iris-setosa
+110,6.332309691770127,2.6954569509166757,5.063941068673526,1.8397329254042165,Iris-virginica
+111,5.447802983485521,3.3937168758542895,1.8523487979767577,0.20614130905444217,Iris-setosa
+112,7.685600546800463,2.615610557693251,6.899998717148273,2.283968916521576,Iris-virginica
+113,5.5465175156580795,2.4473485678588833,3.821640609964643,1.1156992979556335,Iris-versicolor
+114,6.798940857395664,2.835783651380556,4.807918312005581,1.4089953873259549,Iris-versicolor
+115,6.176404987234761,2.6082691533035085,5.006316663620012,1.5647555360850878,Iris-versicolor
+116,6.383111176356658,2.9281014252798165,4.275430627822405,1.3190893963996981,Iris-versicolor
+117,5.116694431918968,3.837361461998411,1.635654316274988,0.20164186901020167,Iris-setosa
+118,6.057132232839646,2.6174672123614555,4.941234747470555,1.870035561707738,Iris-virginica
+119,5.142933939583479,3.8179492245482294,1.572710347222612,0.25649940328917886,Iris-setosa
diff --git a/iris/tab_ddpm/3_2/9/test.csv b/iris/tab_ddpm/3_2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/9/train.csv b/iris/tab_ddpm/3_2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/3_2/9/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_2/9/val.csv b/iris/tab_ddpm/3_2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/3_2/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/3_2/params.json b/iris/tab_ddpm/3_2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..93872591dde271439fe7d831e54563f5ae46a276
--- /dev/null
+++ b/iris/tab_ddpm/3_2/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9bfc6796ec3091dfcd4bd9d53b148a14b002a0226172450f099fca4a469b71a9
+size 331
diff --git a/iris/tab_ddpm/3_2/tab_ddpm_eval.ipynb b/iris/tab_ddpm/3_2/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..dcec8bdc0f659347dde96c3d7b968fcb05d0fa27
--- /dev/null
+++ b/iris/tab_ddpm/3_2/tab_ddpm_eval.ipynb
@@ -0,0 +1,1943 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "cc2f0e53",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:32.080474Z",
+     "iopub.status.busy": "2024-07-22T02:56:32.080077Z",
+     "iopub.status.idle": "2024-07-22T02:56:42.992223Z",
+     "shell.execute_reply": "2024-07-22T02:56:42.991144Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.924207,
+     "end_time": "2024-07-22T02:56:42.994630",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:32.070423",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 46%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 79%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "35bf0fce",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:43.018987Z",
+     "iopub.status.busy": "2024-07-22T02:56:43.018156Z",
+     "iopub.status.idle": "2024-07-22T02:56:43.027667Z",
+     "shell.execute_reply": "2024-07-22T02:56:43.026847Z"
+    },
+    "papermill": {
+     "duration": 0.023809,
+     "end_time": "2024-07-22T02:56:43.029666",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:43.005857",
+     "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": "5853a278",
+   "metadata": {
+    "papermill": {
+     "duration": 0.010819,
+     "end_time": "2024-07-22T02:56:43.050257",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:43.039438",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "bfab3cb8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:43.070864Z",
+     "iopub.status.busy": "2024-07-22T02:56:43.070575Z",
+     "iopub.status.idle": "2024-07-22T02:56:43.077848Z",
+     "shell.execute_reply": "2024-07-22T02:56:43.076961Z"
+    },
+    "papermill": {
+     "duration": 0.019846,
+     "end_time": "2024-07-22T02:56:43.079769",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:43.059923",
+     "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": "8826af5e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:43.100338Z",
+     "iopub.status.busy": "2024-07-22T02:56:43.100087Z",
+     "iopub.status.idle": "2024-07-22T02:56:43.105364Z",
+     "shell.execute_reply": "2024-07-22T02:56:43.104507Z"
+    },
+    "papermill": {
+     "duration": 0.017952,
+     "end_time": "2024-07-22T02:56:43.107240",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:43.089288",
+     "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 = 2\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/3_2\"\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 = 0.4\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "700900ee",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:43.130093Z",
+     "iopub.status.busy": "2024-07-22T02:56:43.129448Z",
+     "iopub.status.idle": "2024-07-22T02:56:43.135895Z",
+     "shell.execute_reply": "2024-07-22T02:56:43.135014Z"
+    },
+    "papermill": {
+     "duration": 0.020226,
+     "end_time": "2024-07-22T02:56:43.137781",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:43.117555",
+     "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": "301df7f3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:43.159126Z",
+     "iopub.status.busy": "2024-07-22T02:56:43.158838Z",
+     "iopub.status.idle": "2024-07-22T02:56:44.381663Z",
+     "shell.execute_reply": "2024-07-22T02:56:44.380436Z"
+    },
+    "papermill": {
+     "duration": 1.236488,
+     "end_time": "2024-07-22T02:56:44.384300",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:43.147812",
+     "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": "b63fa695",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:44.407682Z",
+     "iopub.status.busy": "2024-07-22T02:56:44.406805Z",
+     "iopub.status.idle": "2024-07-22T02:56:45.399540Z",
+     "shell.execute_reply": "2024-07-22T02:56:45.398326Z"
+    },
+    "papermill": {
+     "duration": 1.006877,
+     "end_time": "2024-07-22T02:56:45.401913",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:44.395036",
+     "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": "a9f6bc5f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:45.425438Z",
+     "iopub.status.busy": "2024-07-22T02:56:45.425113Z",
+     "iopub.status.idle": "2024-07-22T02:56:45.434791Z",
+     "shell.execute_reply": "2024-07-22T02:56:45.434016Z"
+    },
+    "papermill": {
+     "duration": 0.023893,
+     "end_time": "2024-07-22T02:56:45.436785",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:45.412892",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/3_2\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": "7b89190f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:45.461221Z",
+     "iopub.status.busy": "2024-07-22T02:56:45.460946Z",
+     "iopub.status.idle": "2024-07-22T02:56:45.826152Z",
+     "shell.execute_reply": "2024-07-22T02:56:45.825169Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.38012,
+     "end_time": "2024-07-22T02:56:45.828538",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:45.448418",
+     "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": "c4b28b53",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:45.852125Z",
+     "iopub.status.busy": "2024-07-22T02:56:45.851826Z",
+     "iopub.status.idle": "2024-07-22T02:56:47.515760Z",
+     "shell.execute_reply": "2024-07-22T02:56:47.514887Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.678398,
+     "end_time": "2024-07-22T02:56:47.518198",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:45.839800",
+     "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": "33cc8ea2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:47.544395Z",
+     "iopub.status.busy": "2024-07-22T02:56:47.543863Z",
+     "iopub.status.idle": "2024-07-22T02:56:47.553661Z",
+     "shell.execute_reply": "2024-07-22T02:56:47.552964Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.024644,
+     "end_time": "2024-07-22T02:56:47.555588",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:47.530944",
+     "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": "32428830",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:47.578840Z",
+     "iopub.status.busy": "2024-07-22T02:56:47.578525Z",
+     "iopub.status.idle": "2024-07-22T02:56:47.582901Z",
+     "shell.execute_reply": "2024-07-22T02:56:47.582088Z"
+    },
+    "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": 0.018444,
+     "end_time": "2024-07-22T02:56:47.584911",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:47.566467",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "44e8d371",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:47.608369Z",
+     "iopub.status.busy": "2024-07-22T02:56:47.608074Z",
+     "iopub.status.idle": "2024-07-22T02:56:47.723643Z",
+     "shell.execute_reply": "2024-07-22T02:56:47.722798Z"
+    },
+    "papermill": {
+     "duration": 0.129797,
+     "end_time": "2024-07-22T02:56:47.725792",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:47.595995",
+     "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": "abdf3461",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:47.751656Z",
+     "iopub.status.busy": "2024-07-22T02:56:47.751347Z",
+     "iopub.status.idle": "2024-07-22T02:56:52.161066Z",
+     "shell.execute_reply": "2024-07-22T02:56:52.160229Z"
+    },
+    "papermill": {
+     "duration": 4.425694,
+     "end_time": "2024-07-22T02:56:52.163583",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:47.737889",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:56:49.541075: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-22 02:56:49.541138: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-22 02:56:49.542779: 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": "91c85d9a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:52.189558Z",
+     "iopub.status.busy": "2024-07-22T02:56:52.188564Z",
+     "iopub.status.idle": "2024-07-22T02:56:52.194785Z",
+     "shell.execute_reply": "2024-07-22T02:56:52.193769Z"
+    },
+    "papermill": {
+     "duration": 0.021083,
+     "end_time": "2024-07-22T02:56:52.196829",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:52.175746",
+     "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": "908edbb1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:52.223672Z",
+     "iopub.status.busy": "2024-07-22T02:56:52.222854Z",
+     "iopub.status.idle": "2024-07-22T02:56:55.013186Z",
+     "shell.execute_reply": "2024-07-22T02:56:55.012398Z"
+    },
+    "papermill": {
+     "duration": 2.806397,
+     "end_time": "2024-07-22T02:56:55.015508",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:52.209111",
+     "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": "f12712e8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:55.042364Z",
+     "iopub.status.busy": "2024-07-22T02:56:55.042010Z",
+     "iopub.status.idle": "2024-07-22T02:56:55.048194Z",
+     "shell.execute_reply": "2024-07-22T02:56:55.047311Z"
+    },
+    "papermill": {
+     "duration": 0.021936,
+     "end_time": "2024-07-22T02:56:55.050166",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:55.028230",
+     "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": "a41850f9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:55.074891Z",
+     "iopub.status.busy": "2024-07-22T02:56:55.074576Z",
+     "iopub.status.idle": "2024-07-22T02:56:55.583556Z",
+     "shell.execute_reply": "2024-07-22T02:56:55.582734Z"
+    },
+    "papermill": {
+     "duration": 0.524195,
+     "end_time": "2024-07-22T02:56:55.586145",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:55.061950",
+     "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": "502767de",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:55.615775Z",
+     "iopub.status.busy": "2024-07-22T02:56:55.614850Z",
+     "iopub.status.idle": "2024-07-22T02:56:55.621659Z",
+     "shell.execute_reply": "2024-07-22T02:56:55.620800Z"
+    },
+    "papermill": {
+     "duration": 0.024282,
+     "end_time": "2024-07-22T02:56:55.623604",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:55.599322",
+     "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": "4c918066",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:55.648801Z",
+     "iopub.status.busy": "2024-07-22T02:56:55.648499Z",
+     "iopub.status.idle": "2024-07-22T02:56:55.695453Z",
+     "shell.execute_reply": "2024-07-22T02:56:55.694678Z"
+    },
+    "papermill": {
+     "duration": 0.062111,
+     "end_time": "2024-07-22T02:56:55.697760",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:55.635649",
+     "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": "95e3e056",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:55.727008Z",
+     "iopub.status.busy": "2024-07-22T02:56:55.726630Z",
+     "iopub.status.idle": "2024-07-22T02:56:55.732638Z",
+     "shell.execute_reply": "2024-07-22T02:56:55.731711Z"
+    },
+    "papermill": {
+     "duration": 0.023512,
+     "end_time": "2024-07-22T02:56:55.734672",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:55.711160",
+     "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": "4185d5f9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:55.760983Z",
+     "iopub.status.busy": "2024-07-22T02:56:55.760404Z",
+     "iopub.status.idle": "2024-07-22T02:56:55.764793Z",
+     "shell.execute_reply": "2024-07-22T02:56:55.763878Z"
+    },
+    "papermill": {
+     "duration": 0.019877,
+     "end_time": "2024-07-22T02:56:55.766866",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:55.746989",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "7e514397",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:55.792450Z",
+     "iopub.status.busy": "2024-07-22T02:56:55.792191Z",
+     "iopub.status.idle": "2024-07-22T02:56:55.798167Z",
+     "shell.execute_reply": "2024-07-22T02:56:55.797275Z"
+    },
+    "papermill": {
+     "duration": 0.021292,
+     "end_time": "2024-07-22T02:56:55.800191",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:55.778899",
+     "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": "2dce05ed",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:55.826845Z",
+     "iopub.status.busy": "2024-07-22T02:56:55.826536Z",
+     "iopub.status.idle": "2024-07-22T02:56:55.833092Z",
+     "shell.execute_reply": "2024-07-22T02:56:55.832390Z"
+    },
+    "papermill": {
+     "duration": 0.02187,
+     "end_time": "2024-07-22T02:56:55.835030",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:55.813160",
+     "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": "e7926b82",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:55.860372Z",
+     "iopub.status.busy": "2024-07-22T02:56:55.860105Z",
+     "iopub.status.idle": "2024-07-22T02:56:55.868147Z",
+     "shell.execute_reply": "2024-07-22T02:56:55.867307Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023225,
+     "end_time": "2024-07-22T02:56:55.870121",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:55.846896",
+     "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": "1bed672a",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:56:55.895505Z",
+     "iopub.status.busy": "2024-07-22T02:56:55.895228Z",
+     "iopub.status.idle": "2024-07-22T02:59:33.425963Z",
+     "shell.execute_reply": "2024-07-22T02:59:33.424879Z"
+    },
+    "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": 157.546557,
+     "end_time": "2024-07-22T02:59:33.428598",
+     "exception": false,
+     "start_time": "2024-07-22T02:56:55.882041",
+     "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 1000/33932 MLoss: 0.0 GLoss: 0.3566 Sum: 0.3566\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/33932 MLoss: 0.0 GLoss: 0.3053 Sum: 0.3053\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/33932 MLoss: 0.0 GLoss: 0.2924 Sum: 0.2924\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/33932 MLoss: 0.0 GLoss: 0.28 Sum: 0.28\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/33932 MLoss: 0.0 GLoss: 0.2701 Sum: 0.2701\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/33932 MLoss: 0.0 GLoss: 0.2633 Sum: 0.2633\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/33932 MLoss: 0.0 GLoss: 0.2569 Sum: 0.2569\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/33932 MLoss: 0.0 GLoss: 0.2535 Sum: 0.2535\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/33932 MLoss: 0.0 GLoss: 0.2483 Sum: 0.2483\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/33932 MLoss: 0.0 GLoss: 0.2455 Sum: 0.2455\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/33932 MLoss: 0.0 GLoss: 0.243 Sum: 0.243\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/33932 MLoss: 0.0 GLoss: 0.2371 Sum: 0.2371\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/33932 MLoss: 0.0 GLoss: 0.2371 Sum: 0.2371\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/33932 MLoss: 0.0 GLoss: 0.2325 Sum: 0.2325\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/33932 MLoss: 0.0 GLoss: 0.2295 Sum: 0.2295\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/33932 MLoss: 0.0 GLoss: 0.2297 Sum: 0.2297\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/33932 MLoss: 0.0 GLoss: 0.2262 Sum: 0.2262\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/33932 MLoss: 0.0 GLoss: 0.2231 Sum: 0.2231\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/33932 MLoss: 0.0 GLoss: 0.2232 Sum: 0.2232\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/33932 MLoss: 0.0 GLoss: 0.2182 Sum: 0.2182\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/33932 MLoss: 0.0 GLoss: 0.2185 Sum: 0.2185\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/33932 MLoss: 0.0 GLoss: 0.2181 Sum: 0.2181\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/33932 MLoss: 0.0 GLoss: 0.219 Sum: 0.219\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/33932 MLoss: 0.0 GLoss: 0.2133 Sum: 0.2133\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/33932 MLoss: 0.0 GLoss: 0.212 Sum: 0.212\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/33932 MLoss: 0.0 GLoss: 0.2105 Sum: 0.2105\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/33932 MLoss: 0.0 GLoss: 0.2094 Sum: 0.2094\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/33932 MLoss: 0.0 GLoss: 0.2094 Sum: 0.2094\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/33932 MLoss: 0.0 GLoss: 0.2089 Sum: 0.2089\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/33932 MLoss: 0.0 GLoss: 0.2061 Sum: 0.2061\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/33932 MLoss: 0.0 GLoss: 0.2026 Sum: 0.2026\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/33932 MLoss: 0.0 GLoss: 0.2061 Sum: 0.2061\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/33932 MLoss: 0.0 GLoss: 0.203 Sum: 0.203\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": "25954607",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015588,
+     "end_time": "2024-07-22T02:59:33.460093",
+     "exception": false,
+     "start_time": "2024-07-22T02:59:33.444505",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "677a33df",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:59:33.494085Z",
+     "iopub.status.busy": "2024-07-22T02:59:33.493127Z",
+     "iopub.status.idle": "2024-07-22T02:59:33.501043Z",
+     "shell.execute_reply": "2024-07-22T02:59:33.500301Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.02555,
+     "end_time": "2024-07-22T02:59:33.502999",
+     "exception": false,
+     "start_time": "2024-07-22T02:59:33.477449",
+     "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": "68f36b00",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:59:33.533942Z",
+     "iopub.status.busy": "2024-07-22T02:59:33.533203Z",
+     "iopub.status.idle": "2024-07-22T02:59:50.262068Z",
+     "shell.execute_reply": "2024-07-22T02:59:50.261246Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.746926,
+     "end_time": "2024-07-22T02:59:50.264465",
+     "exception": false,
+     "start_time": "2024-07-22T02:59:33.517539",
+     "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": "629e7d22",
+   "metadata": {
+    "papermill": {
+     "duration": 0.01535,
+     "end_time": "2024-07-22T02:59:50.296093",
+     "exception": false,
+     "start_time": "2024-07-22T02:59:50.280743",
+     "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": 202.125873,
+   "end_time": "2024-07-22T02:59:52.743114",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/3_2/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/3_2/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 2,
+    "epoch_scale": 0.4,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/3_2",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T02:56:30.617241",
+   "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