Upload tail breakdown base data

evaluation/tail/breakdown/data/dataset_model_heatmap.csv

@@ -0,0 +1,49 @@
+dataset_id,arf,bayesnet,ctgan,forestdiffusion,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+c2,0.9797921,0.9779226999999999,0.8955407,0.0,0.979954,0.2780255,0.0,0.6082708,0.8126911,0.8302069,0.5279226
+c3,0.6673111,0.5645452,0.6636704,,0.1966168,0.0,0.0,0.0,0.6206602,0.0,0.18270809999999998
+c4,0.986051,0.9626298,0.9278779,0.0,0.9590108,0.0,0.0,0.0,0.9142070999999999,0.0,0.8897057
+c5,0.8558476,0.6688326,0.6316425999999999,,0.7699058,0.0,0.0,0.0,0.9115059000000001,0.0,0.6835625999999999
+c6,0.7325546000000001,0.7339223,0.40849019999999997,,0.7235845000000001,0.0,,0.0,0.6005485,0.0,0.5821733
+c7,0.9909334000000001,0.9815018,0.7988268,0.0,0.9920506,0.1366828,0.0,0.0,0.8624168000000001,0.0,0.9644472000000001
+c8,0.0,0.9892999,0.9125344,0.0,0.9851281000000001,0.0,0.0,0.0,0.0,0.0,0.5903276
+c9,0.8628861000000001,0.7899744,0.8581407000000001,0.4428935,0.9965622,0.8363494000000001,0.4578569,0.827695,0.7495855,0.7028378,0.7567041
+c10,0.0,0.0,0.9499724,0.0,0.9984917,0.0,0.0,,0.0,0.0,0.7700680999999999
+c11,0.8842843,0.9260959,0.8773749000000001,0.0,0.9692235,0.0,0.0,,,0.0,0.9204103
+c12,0.6575446,0.7151601000000001,0.6934605,,0.6548085,,,,0.456225,,0.6741444000000001
+c14,0.0349742,0.045874700000000004,0.076021,,0.6116441,,,,,0.0,0.4684996
+c15,0.0341557,0.0231655,,,0.5165576,,,,,,0.0001906
+c16,0.1830619,0.17794530000000003,0.12707380000000001,,0.2837973,,,,,,0.2357491
+c17,0.6511631,0.4203558,0.42706900000000003,,0.15074369999999998,,,,0.6201156,,0.1999483
+c18,0.7709354,0.1652817,,,0.6881543999999999,,,,,,
+c19,0.6071825000000001,0.5181215,0.2709627,,0.3070245,,,,0.4723948,,0.5412167
+c20,0.0,0.9953862000000001,0.8635135,0.0,0.9967282000000001,0.0,0.0,,0.0,0.0,0.38009550000000003
+m1,0.0822306,0.7476952,0.5671197,,0.2740073,0.0,0.0,0.0,0.08446970000000001,0.0,0.5623001999999999
+m2,0.5563966,0.22836540000000002,0.5849077,,0.7447165,,0.8445191,,0.2623414,0.01534375,0.6355584999999999
+m4,0.1819661,0.9482772,0.8017479999999999,0.1551679,0.9595573,0.2012226,0.6702908,0.2029,0.141021,0.2029,0.7162202
+m5,0.012643699999999999,0.0162077,0.0053745,0.002554,0.5026059,0.0,0.0099386,0.0162077,0.0066706000000000005,0.0,0.16623420000000003
+m6,0.8746079999999999,0.4337265,0.2903009,0.0,0.7759455,0.0,0.0,0.0,0.0,0.0,0.1982742
+m7,0.44914740000000003,0.9070617999999999,0.11555279999999998,0.0514679,0.8503411,0.28918140000000003,0.055266,0.2961421,0.25626709999999997,0.2949715,0.0732042
+m8,0.8547534999999999,0.9949286,0.1424769,0.6251451,0.9816596000000001,,0.0,0.0,0.8917545,0.0,0.2540795
+m9,0.7815233,0.2648256,0.8283414,,0.7586261999999999,,0.0,,0.6391709999999999,0.0,0.5858219
+m10,0.0027344,0.9386882,0.7939231,0.0083775,0.8603780000000001,0.0083775,0.5961983,,0.0036683,0.0083775,0.3499314
+m11,0.3313288,0.6268607,0.836068,0.2621352,,0.8320443,0.3856149,,,,0.3484908
+m12,0.00016199999999999998,0.0012698000000000002,0.0116853,,0.3644702,0.0,,,,0.0,0.0033288
+n1,0.8741282,0.32038920000000004,0.4259208,,0.3835604,0.5704667999999999,0.38547370000000003,,0.8765789999999999,0.5915107,0.4140917
+n2,0.7853532000000001,0.9682321999999999,0.6951430000000001,0.7978217,0.7373324,0.9305578999999999,0.9344877,,0.7742443,0.9394928,0.7211099
+n3,0.9668433999999999,0.8140898999999999,0.33063070000000006,0.8597654,0.9854566,0.6780434,0.9368862,,0.9726703999999999,0.9542432,0.42298650000000004
+n4,0.0,0.0,0.1461438,,0.3997761,0.0,0.3967032,,0.0,0.0,0.00023359999999999999
+n5,0.4693885,0.8513685000000001,0.6928604,,0.6084302,0.4675108,0.5086394999999999,,0.4551048,0.4583349,0.5725301
+n6,0.9765337000000001,0.7524729,0.8813297,,0.9657802,0.8309302000000001,0.8795811,,0.9761542000000001,0.9543448,0.9309687
+n7,0.9671928,0.9831397,0.8260932999999999,,0.9314758,0.26915279999999997,0.6991663,,0.6841002,0.18082120000000002,0.9384488000000001
+n8,0.0005289,0.0015660000000000001,0.0029874999999999997,,0.29201770000000005,0.0056072,,,,0.10782480000000001,0.0012601
+n9,0.9280671999999999,0.8572587,0.9374829,,0.9896737,0.7869763,0.8949881,,0.9730405,0.9473604,0.9006947999999999
+n10,0.9870068999999999,0.9674719999999999,0.9112832000000001,,0.9808983,0.951192,0.9377689,,0.8790589000000001,0.9715322000000001,0.9471881
+n11,0.9909972,0.9731318,0.8994747000000001,,0.9794455,0.9491997,0.9346807,,0.974528,0.9714992,0.9269805
+n12,0.9892103999999999,0.9659565999999999,0.9738600999999999,,,0.9217546000000001,0.9876448,,0.9129326000000001,0.994167,0.9825372
+n14,0.26554869999999997,0.24561609999999998,0.2053321,,0.18302400000000002,,0.7706899,,0.23294769999999998,,0.22021419999999997
+n15,0.0,0.7032916,0.064637,,0.7067077,,0.0,,0.0,,0.7036222000000001
+n16,0.9294518,0.432308,0.9020539,,,,0.8462152,,,,0.7789376
+n17,0.8352636999999999,0.7112901,0.8115017,,0.8844941000000001,,0.9019213,,0.46370069999999997,,0.6358362
+n18,0.0,0.0,0.0,,,,,,,,1.0399999999999999e-05
+n19,0.5500681000000001,0.5331475,0.7453945,,,,0.6049701,,0.5830975,,0.5584111
+n20,0.9824977,0.9515104000000001,0.7054204000000001,,0.9738220999999999,,0.3918689,,0.9932663999999999,,0.48337889999999994

evaluation/tail/breakdown/data/dataset_model_scores.csv

@@ -0,0 +1,404 @@
+dataset_id,dataset_prefix,model_id,model_label,threshold_count,tail_set_consistency,tail_mass_similarity,tail_concentration_consistency,tail_concentration_consistency_preview,tail_coverage_score,tail_breakdown_score,coverage_minus_concentration,head_proxy_overall_score,tail_head_gap,tail_breakdown_score_fragility_drop,tail_concentration_consistency_fragility_drop,tail_coverage_score_fragility_drop
+c2,c,arf,ARF,10,0.1166666,0.9749356,0.9797921,0.9797921,0.5458011,0.6904647666666667,-0.43399099999999996,0.9859876999999999,0.29552259999999997,0.17217700000000002,0.002090999999999954,0.25721999999999995
+c2,c,bayesnet,BayesNet,10,0.02,0.9770633,0.9779226999999999,0.9779226999999999,0.49853165,0.6583286666666666,-0.47939105,0.9803843999999999,0.3220558,0.07734200000000002,0.008599000000000023,0.11171350000000002
+c2,c,ctgan,CTGAN,10,0.0866666,0.8278675,0.8955407,0.8955407,0.45726705,0.6033582666666667,-0.4382736499999999,0.9645763,0.361218,0.13031933333333323,0.019471000000000016,0.18574349999999995
+c2,c,forestdiffusion,ForestDiffusion,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c2,c,realtabformer,RealTabFormer,10,0.8166665999999999,0.7461858,0.979954,0.979954,0.7814262,0.8476021333333333,-0.1985278,0.9749138,0.1273114,-0.14600733333333316,-0.059230000000000005,-0.1893959999999999
+c2,c,tabbyflow,TabbyFlow,10,0.0,0.3433575,0.2780255,0.2780255,0.17167875,0.20712766666666668,-0.10634675000000002,0.06330485,-0.1438229,-0.10353733333333334,-0.14528100000000002,-0.08266549999999999
+c2,c,tabddpm,TabDDPM,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c2,c,tabdiff,TabDiff,10,0.0,0.5407943000000001,0.6082708,0.6082708,0.27039715000000003,0.38302169999999996,-0.33787365,0.11124565,-0.27177609999999996,-0.1217253333333333,-0.39614800000000006,0.015486000000000028
+c2,c,tabpfgen,TabPFGen,10,0.02,0.8479933,0.8126911,0.8126911,0.43399665,0.5602281333333333,-0.37869444999999996,0.9296312999999999,0.3694035,0.05674400000000002,-0.10558099999999992,0.1379065
+c2,c,tabsyn,TabSyn,10,0.0,0.77023745,0.8302069,0.8302069,0.385118725,0.53348145,-0.4450881750000001,0.10649610000000001,-0.4269852,-0.39818383333333335,-0.668417,-0.26306725
+c2,c,tvae,TVAE,10,0.02,0.5483383,0.5279226,0.5279226,0.28416915,0.3654203,-0.24375345000000004,0.9056403,0.5402199999999999,0.11169899999999999,-0.05077200000000004,0.19293450000000006
+c3,c,arf,ARF,10,0.2755528,0.7384139000000001,0.6673111,0.6673111,0.5069833499999999,0.5604259333333333,-0.16032775000000002,0.7545514,0.1941255,0.49460633333333337,0.213854,0.6349825
+c3,c,bayesnet,BayesNet,10,0.1769503,0.5322964,0.5645452,0.5645452,0.35462335,0.4245973,-0.20992185000000002,0.7431216,0.31852420000000004,0.46290600000000004,0.159528,0.614595
+c3,c,ctgan,CTGAN,10,0.2079031,0.7389406000000001,0.6636704,0.6636704,0.47342185,0.5368380333333334,-0.19024855000000002,0.7479416000000001,0.21110350000000003,0.47770200000000007,0.200152,0.6164769999999999
+c3,c,realtabformer,RealTabFormer,10,0.0023996,0.5010099,0.1966168,0.1966168,0.25170475,0.2333421,0.05508795000000001,0.3711267,0.13778459999999998,0.19773033333333337,-0.382353,0.487772
+c3,c,tabbyflow,TabbyFlow,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c3,c,tabddpm,TabDDPM,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c3,c,tabdiff,TabDiff,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c3,c,tabpfgen,TabPFGen,10,0.1914144,0.6618516,0.6206602,0.6206602,0.426633,0.49130873333333336,-0.1940272,0.7383099,0.24700100000000003,0.44186266666666674,0.18129499999999998,0.5721465
+c3,c,tabsyn,TabSyn,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c3,c,tvae,TVAE,10,0.0311998,0.5350101,0.18270809999999998,0.18270809999999998,0.28310494999999997,0.24963933333333332,0.10039685000000001,0.3490624,0.09942310000000001,0.14668166666666668,-0.44309,0.4415675
+c4,c,arf,ARF,10,1.0,0.9641949999999999,0.986051,0.986051,0.9820975000000001,0.9834153333333333,-0.00395350000000001,0.9982274,0.014812,-0.011328333333333496,-0.02302599999999999,-0.0054795000000000815
+c4,c,bayesnet,BayesNet,10,1.0,0.8558722,0.9626298,0.9626298,0.9279360999999999,0.9395006666666668,-0.034693700000000015,0.9975783,0.05807760000000001,-0.05705533333333335,-0.047877999999999976,-0.06164400000000003
+c4,c,ctgan,CTGAN,10,0.9777777999999999,0.0558473,0.9278779,0.9278779,0.51681255,0.6538343333333334,-0.41106535,0.9748851999999999,0.32105079999999997,0.0240273333333334,-0.18240800000000001,0.12724500000000005
+c4,c,forestdiffusion,ForestDiffusion,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c4,c,realtabformer,RealTabFormer,10,0.9047619000000001,0.3122303,0.9590108,0.9590108,0.6084961,0.7253343333333333,-0.3505147,0.9946628000000001,0.2693282,0.23922599999999994,-0.07410300000000003,0.3958904999999999
+c4,c,tabbyflow,TabbyFlow,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c4,c,tabddpm,TabDDPM,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c4,c,tabdiff,TabDiff,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c4,c,tabpfgen,TabPFGen,10,0.2992064,0.4550145,0.9142070999999999,0.9142070999999999,0.37711045,0.5561426666666667,-0.5370966500000001,0.9930220000000001,0.43687940000000003,0.5897526666666668,0.04353499999999999,0.8628615
+c4,c,tabsyn,TabSyn,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c4,c,tvae,TVAE,10,0.2992064,0.1519346,0.8897057,0.8897057,0.22557049999999998,0.44694890000000004,-0.6641352,0.9864518,0.5395028,0.4388603333333332,-0.022841,0.669711
+c5,c,arf,ARF,10,0.4275447,0.6731312,0.8558476,0.8558476,0.5503379500000001,0.6521745,-0.30550964999999997,0.9952234000000001,0.3430489,0.5103226666666667,0.039310999999999985,0.7458285
+c5,c,bayesnet,BayesNet,10,0.3205129,0.3848163,0.6688326,0.6688326,0.3526646,0.45805393333333333,-0.316168,0.9875332,0.5294793,0.5353180000000001,0.26468400000000003,0.670635
+c5,c,ctgan,CTGAN,10,0.3242857,0.0,0.6316425999999999,0.6316425999999999,0.16214285,0.31864276666666663,-0.46949974999999994,0.9680932,0.6494503,0.305614,0.20255599999999996,0.357143
+c5,c,realtabformer,RealTabFormer,10,0.36421139999999996,0.7320097999999999,0.7699058,0.7699058,0.5481106,0.6220423333333334,-0.2217952,0.9942042000000001,0.3721622,0.4046096666666667,0.18778099999999998,0.5130239999999999
+c5,c,tabbyflow,TabbyFlow,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c5,c,tabddpm,TabDDPM,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c5,c,tabdiff,TabDiff,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c5,c,tabpfgen,TabPFGen,10,0.8708332999999999,0.8194407,0.9115059000000001,0.9115059000000001,0.8451369999999999,0.8672599666666667,-0.06636890000000004,0.9708921,0.1036321,0.07928000000000013,-0.08491099999999996,0.16137550000000012
+c5,c,tabsyn,TabSyn,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c5,c,tvae,TVAE,10,0.1270512,0.2176523,0.6835625999999999,0.6835625999999999,0.17235175,0.34275536666666667,-0.51121085,0.9602081,0.6174527999999999,0.32578733333333343,0.02498100000000003,0.4761905
+c6,c,arf,ARF,10,0.4995492,0.8680807999999999,0.7325546000000001,0.7325546000000001,0.683815,0.7000615333333333,-0.0487396,0.9636255,0.26356389999999996,-0.39981,-0.363919,-0.41775549999999995
+c6,c,bayesnet,BayesNet,10,0.18888370000000002,0.8133101,0.7339223,0.7339223,0.5010969000000001,0.5787053666666667,-0.23282540000000002,0.9693026,0.39059720000000003,-0.02384233333333341,-0.16584500000000002,0.04715899999999995
+c6,c,ctgan,CTGAN,10,0.0592611,0.05333330000000001,0.40849019999999997,0.40849019999999997,0.056297200000000006,0.17369486666666667,-0.35219300000000003,0.863959,0.6902642,-0.10113799999999999,-0.500597,0.0985915
+c6,c,realtabformer,RealTabFormer,10,0.2185273,0.9328983000000001,0.7235845000000001,0.7235845000000001,0.5757128,0.6250033666666667,-0.1478717,0.9742344,0.3492311,0.021523999999999988,-0.19082599999999994,0.127699
+c6,c,tabbyflow,TabbyFlow,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1872555,0.1872555,0.0,0.0,0.0
+c6,c,tabdiff,TabDiff,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1932673,0.1932673,0.0,0.0,0.0
+c6,c,tabpfgen,TabPFGen,10,0.45912050000000004,0.3054545,0.6005485,0.6005485,0.3822875,0.4550411666666667,-0.21826099999999998,0.9687720000000001,0.5137309,-0.7075843333333334,-0.46517699999999995,-0.828788
+c6,c,tabsyn,TabSyn,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.19330034999999998,0.19330034999999998,0.0,0.0,0.0
+c6,c,tvae,TVAE,10,0.12626620000000002,0.7060918,0.5821733,0.5821733,0.41617899999999997,0.47151043333333337,-0.16599429999999998,0.8432177,0.3717073,-0.17016833333333337,-0.35596,-0.07727249999999997
+c7,c,arf,ARF,10,0.10666660000000001,0.9819127999999999,0.9909334000000001,0.9909334000000001,0.5442897,0.6931709333333334,-0.4466437,0.9883022,0.2951314,0.07382466666666665,0.002829999999999999,0.10932199999999997
+c7,c,bayesnet,BayesNet,10,0.04,0.9661164,0.9815018,0.9815018,0.5030582,0.6625394,-0.47844359999999997,0.981855,0.31931539999999997,0.07499500000000003,0.008088000000000095,0.10844849999999995
+c7,c,ctgan,CTGAN,10,0.04,0.5562016,0.7988268,0.7988268,0.2981008,0.4650094666666666,-0.500726,0.9427785999999999,0.4777692,0.1823503333333334,0.006445999999999952,0.2703025
+c7,c,forestdiffusion,ForestDiffusion,10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+c7,c,realtabformer,RealTabFormer,10,0.04,0.9800864,0.9920506,0.9920506,0.5100431999999999,0.6707123333333334,-0.4820074,0.9826387999999999,0.3119268,0.07108499999999995,0.0001100000000000545,0.10657250000000001
+c7,c,tabbyflow,TabbyFlow,10,0.0,0.0,0.1366828,0.1366828,0.0,0.04556093333333333,-0.1366828,0.0806578,0.0350968,0.098715,0.296145,0.0
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+n20,n,tvae,TVAE,10,0.0,0.0528569,0.48337889999999994,0.48337889999999994,0.02642845,0.17874526666666665,-0.45695045,0.6648493,0.4861044,-0.071216,-0.424492,0.10542199999999999

evaluation/tail/breakdown/data/dataset_summary.csv

@@ -0,0 +1,49 @@
+dataset_id,dataset_prefix,model_count,tail_breakdown_score,tail_coverage_score,tail_concentration_consistency,coverage_minus_concentration,tail_concentration_consistency_std_across_models
+n18,n,4,1e-06,0.0,3e-06,-3e-06,5e-06
+m12,m,7,0.028311,0.015259,0.054417,-0.039158,0.136784
+n8,n,7,0.043506,0.035845,0.058827,-0.022983,0.110091
+m5,m,11,0.053282,0.046358,0.067131,-0.020772,0.152164
+n4,n,9,0.049597,0.022015,0.104762,-0.082747,0.173125
+c15,c,4,0.156892,0.163579,0.143517,0.020062,0.249096
+c16,c,5,0.194479,0.190956,0.201525,-0.01057,0.059958
+c14,c,6,0.172151,0.155142,0.206169,-0.051027,0.263694
+m1,m,10,0.179834,0.153859,0.231782,-0.077923,0.288406
+m6,m,11,0.179892,0.15289,0.233896,-0.081006,0.32817
+c10,c,10,0.16591,0.112938,0.271853,-0.158915,0.441386
+c3,c,10,0.249615,0.229647,0.289551,-0.059904,0.302459
+n14,n,7,0.114037,0.019385,0.303339,-0.283954,0.207815
+n15,n,7,0.193864,0.135207,0.31118,-0.175973,0.368666
+c8,c,11,0.271363,0.248986,0.316117,-0.067131,0.450685
+c20,c,10,0.300117,0.28839,0.323572,-0.035182,0.450604
+m7,m,11,0.253813,0.215328,0.330782,-0.115454,0.298733
+m10,m,10,0.237424,0.177604,0.357065,-0.179462,0.402061
+c17,c,6,0.344419,0.310846,0.411566,-0.10072,0.206895
+c6,c,9,0.33378,0.290599,0.420141,-0.129543,0.331027
+c5,c,10,0.326093,0.263074,0.45213,-0.189055,0.397971
+c19,c,6,0.232968,0.123044,0.452817,-0.329774,0.134624
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+m8,m,10,0.321462,0.244954,0.47448,-0.229526,0.435089
+m9,m,8,0.327532,0.250154,0.482289,-0.232135,0.345064
+m2,m,8,0.296156,0.202225,0.484019,-0.281794,0.285472
+c11,c,9,0.395638,0.339158,0.508599,-0.16944,0.483205
+c4,c,11,0.39138,0.330729,0.51268,-0.181951,0.491499
+m11,m,7,0.335438,0.244404,0.517506,-0.273102,0.24434
+c7,c,11,0.342749,0.253812,0.520624,-0.266811,0.477352
+n1,n,9,0.416438,0.355651,0.538013,-0.182363,0.210333
+c18,c,3,0.437535,0.385574,0.541457,-0.155883,0.328396
+n5,n,9,0.367467,0.268747,0.564908,-0.296161,0.134896
+n19,n,6,0.396347,0.296596,0.595848,-0.299252,0.07751
+c2,c,11,0.440821,0.348035,0.626393,-0.278358,0.379246
+c12,c,6,0.441137,0.340759,0.641891,-0.301131,0.093757
+n7,n,9,0.432972,0.289481,0.719955,-0.430474,0.302023
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+c9,c,11,0.496157,0.367804,0.752862,-0.385058,0.167977
+n16,n,5,0.520697,0.392149,0.777793,-0.385644,0.201546
+n20,n,7,0.446987,0.278926,0.783109,-0.504183,0.257421
+n3,n,10,0.560637,0.444874,0.792162,-0.347287,0.239223
+n2,n,10,0.586556,0.465645,0.828378,-0.362732,0.103746
+n6,n,9,0.642202,0.51063,0.905344,-0.394714,0.076599
+n9,n,9,0.660751,0.534707,0.912838,-0.378131,0.062205
+n10,n,9,0.630362,0.471466,0.948156,-0.47669,0.034916
+n11,n,9,0.641448,0.484398,0.955549,-0.471151,0.029974
+n12,n,8,0.674898,0.529342,0.966008,-0.436666,0.031418

evaluation/tail/breakdown/data/model_subitem_heatmap.csv

@@ -0,0 +1,5 @@
+subitem_id,subitem_label,arf,bayesnet,ctgan,forestdiffusion,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+tail_set_consistency,Tail set consistency,0.107224,0.289001,0.113207,0.008126,0.252227,0.052515,0.044122,0.039524,0.106096,0.076276,0.049527
+tail_mass_similarity,Tail mass similarity,0.583244,0.561014,0.368516,0.14235,0.638322,0.318754,0.225713,0.136313,0.438417,0.291411,0.365166
+tail_concentration_consistency,Tail concentration consistency,0.552589,0.59992,0.576461,0.188549,0.717539,0.320751,0.406253,0.139373,0.527819,0.297817,0.519165
+family_mean,Family mean,0.414352,0.483312,0.352728,0.113008,0.53603,0.230673,0.225363,0.10507,0.357444,0.221835,0.311286

evaluation/tail/breakdown/data/model_summary.csv

@@ -0,0 +1,12 @@
+model_id,model_label,dataset_count,dataset_prefixes,tail_breakdown_score__mean,tail_breakdown_score__std,tail_breakdown_score__se,tail_breakdown_score__ci95_low,tail_breakdown_score__ci95_high,tail_breakdown_score__ci95_radius,tail_coverage_score__mean,tail_coverage_score__std,tail_coverage_score__se,tail_coverage_score__ci95_low,tail_coverage_score__ci95_high,tail_coverage_score__ci95_radius,tail_set_consistency__mean,tail_set_consistency__std,tail_set_consistency__se,tail_set_consistency__ci95_low,tail_set_consistency__ci95_high,tail_set_consistency__ci95_radius,tail_mass_similarity__mean,tail_mass_similarity__std,tail_mass_similarity__se,tail_mass_similarity__ci95_low,tail_mass_similarity__ci95_high,tail_mass_similarity__ci95_radius,tail_concentration_consistency__mean,tail_concentration_consistency__std,tail_concentration_consistency__se,tail_concentration_consistency__ci95_low,tail_concentration_consistency__ci95_high,tail_concentration_consistency__ci95_radius,coverage_minus_concentration__mean,coverage_minus_concentration__std,coverage_minus_concentration__se,coverage_minus_concentration__ci95_low,coverage_minus_concentration__ci95_high,coverage_minus_concentration__ci95_radius,tail_breakdown_score_fragility_drop__mean,tail_breakdown_score_fragility_drop__std,tail_breakdown_score_fragility_drop__se,tail_breakdown_score_fragility_drop__ci95_low,tail_breakdown_score_fragility_drop__ci95_high,tail_breakdown_score_fragility_drop__ci95_radius,tail_concentration_consistency_fragility_drop__mean,tail_concentration_consistency_fragility_drop__std,tail_concentration_consistency_fragility_drop__se,tail_concentration_consistency_fragility_drop__ci95_low,tail_concentration_consistency_fragility_drop__ci95_high,tail_concentration_consistency_fragility_drop__ci95_radius,tail_coverage_score_fragility_drop__mean,tail_coverage_score_fragility_drop__std,tail_coverage_score_fragility_drop__se,tail_coverage_score_fragility_drop__ci95_low,tail_coverage_score_fragility_drop__ci95_high,tail_coverage_score_fragility_drop__ci95_radius
+arf,ARF,48,"c,m,n",0.414352,0.284643,0.041085,0.333826,0.494878,0.080526,0.345234,0.255275,0.036846,0.273017,0.417452,0.072218,0.107224,0.217086,0.031334,0.04581,0.168638,0.061414,0.583244,0.387231,0.055892,0.473696,0.692793,0.109548,0.552589,0.392538,0.056658,0.441539,0.663638,0.11105,-0.207354,0.249054,0.035948,-0.277812,-0.136897,0.070458,0.144239,0.240846,0.034763,0.076103,0.212374,0.068136,0.041855,0.310536,0.044822,-0.045996,0.129706,0.087851,0.19543,0.258078,0.03725,0.12242,0.268441,0.073011
+bayesnet,BayesNet,48,"c,m,n",0.483312,0.304243,0.043914,0.397241,0.569383,0.086071,0.425008,0.298528,0.043089,0.340554,0.509462,0.084454,0.289001,0.356497,0.051456,0.188148,0.389855,0.100853,0.561014,0.376103,0.054286,0.454614,0.667415,0.1064,0.59992,0.361721,0.05221,0.497589,0.702251,0.102331,-0.174912,0.216987,0.031319,-0.236298,-0.113526,0.061386,-0.012586,0.263475,0.038029,-0.087124,0.061951,0.074537,-0.059922,0.257223,0.037127,-0.13269,0.012847,0.072769,0.011082,0.305756,0.044132,-0.075417,0.097581,0.086499
+ctgan,CTGAN,46,"c,m,n",0.352728,0.222595,0.03282,0.288401,0.417055,0.064327,0.240862,0.193158,0.02848,0.185042,0.296682,0.05582,0.113207,0.213249,0.031442,0.051581,0.174833,0.061626,0.368516,0.337061,0.049697,0.27111,0.465922,0.097406,0.576461,0.332669,0.049049,0.480325,0.672598,0.096137,-0.3356,0.234444,0.034567,-0.403351,-0.267849,0.067751,0.054566,0.198424,0.029256,-0.002776,0.111908,0.057342,-0.136944,0.295116,0.043512,-0.222228,-0.05166,0.085284,0.150321,0.217127,0.032014,0.087575,0.213068,0.062747
+forestdiffusion,ForestDiffusion,17,"c,m,n",0.113008,0.187357,0.045441,0.023944,0.202072,0.089064,0.075238,0.142696,0.034609,0.007404,0.143072,0.067834,0.008126,0.022175,0.005378,-0.002415,0.018667,0.010541,0.14235,0.271832,0.065929,0.013129,0.27157,0.129221,0.188549,0.301438,0.073109,0.045254,0.331843,0.143294,-0.113311,0.19855,0.048155,-0.207695,-0.018926,0.094385,0.077406,0.167556,0.040638,-0.002245,0.157057,0.079651,0.036831,0.286815,0.069563,-0.099512,0.173174,0.136343,0.097694,0.153866,0.037318,0.024551,0.170837,0.073143
+realtabformer,RealTabFormer,43,"c,m,n",0.53603,0.25663,0.039136,0.459323,0.612736,0.076706,0.445275,0.270477,0.041247,0.36443,0.52612,0.080845,0.252227,0.325055,0.04957,0.155069,0.349385,0.097158,0.638322,0.340814,0.051974,0.536454,0.740191,0.101868,0.717539,0.280174,0.042726,0.633796,0.801282,0.083743,-0.272265,0.202124,0.030824,-0.332679,-0.21185,0.060414,0.120496,0.233007,0.035533,0.050851,0.190141,0.069645,-0.005619,0.327873,0.05,-0.103619,0.092382,0.098,0.183554,0.25878,0.039464,0.106205,0.260902,0.077348
+tabbyflow,TabbyFlow,31,"c,m,n",0.230673,0.283262,0.050875,0.130958,0.330389,0.099716,0.185635,0.240351,0.043168,0.101025,0.270245,0.08461,0.052515,0.170345,0.030595,-0.007451,0.112481,0.059966,0.318754,0.391853,0.070379,0.180812,0.456697,0.137942,0.320751,0.37991,0.068234,0.187013,0.454489,0.133738,-0.135116,0.169516,0.030446,-0.19479,-0.075442,0.059674,0.084431,0.201956,0.036272,0.013337,0.155525,0.071094,0.119711,0.285841,0.051338,0.019087,0.220334,0.100623,0.066791,0.175062,0.031442,0.005164,0.128418,0.061627
+tabddpm,TabDDPM,37,"c,m,n",0.225363,0.252863,0.04157,0.143885,0.306841,0.081478,0.134917,0.20882,0.03433,0.067631,0.202204,0.067287,0.044122,0.152867,0.025131,-0.005135,0.093379,0.049257,0.225713,0.367554,0.060426,0.107279,0.344147,0.118434,0.406253,0.391707,0.064396,0.280037,0.53247,0.126217,-0.271336,0.270629,0.044491,-0.358538,-0.184133,0.087203,0.000294,0.178746,0.029386,-0.057302,0.057889,0.057596,-0.181987,0.402012,0.06609,-0.311524,-0.05245,0.129537,0.091434,0.157406,0.025877,0.040714,0.142154,0.05072
+tabdiff,TabDiff,14,"c,m",0.10507,0.212247,0.056725,-0.006112,0.216252,0.111182,0.087918,0.189199,0.050565,-0.01119,0.187027,0.099108,0.039524,0.127065,0.03396,-0.027037,0.106084,0.066561,0.136313,0.266142,0.071129,-0.003101,0.275726,0.139413,0.139373,0.264903,0.070798,0.000608,0.278137,0.138765,-0.051454,0.099643,0.026631,-0.10365,0.000742,0.052196,0.109193,0.229552,0.06135,-0.011054,0.22944,0.120247,0.109112,0.334868,0.089497,-0.066303,0.284526,0.175415,0.109234,0.189175,0.050559,0.010138,0.20833,0.099096
+tabpfgen,TabPFGen,38,"c,m,n",0.357444,0.265057,0.042998,0.273168,0.44172,0.084276,0.272256,0.234878,0.038102,0.197576,0.346937,0.07468,0.106096,0.194316,0.031522,0.044312,0.167879,0.061783,0.438417,0.379976,0.06164,0.317602,0.559232,0.120815,0.527819,0.368112,0.059716,0.410777,0.644862,0.117043,-0.255563,0.229374,0.037209,-0.328494,-0.182633,0.07293,0.109482,0.288743,0.04684,0.017675,0.201289,0.091807,0.003894,0.361713,0.058678,-0.111114,0.118902,0.115008,0.162277,0.320781,0.052038,0.060283,0.26427,0.101994
+tabsyn,TabSyn,34,"c,m,n",0.221835,0.309424,0.053066,0.117826,0.325844,0.104009,0.183844,0.267155,0.045817,0.094043,0.273644,0.089801,0.076276,0.200038,0.034306,0.009036,0.143517,0.06724,0.291411,0.400221,0.068637,0.156882,0.42594,0.134529,0.297817,0.403692,0.069233,0.162121,0.433512,0.135696,-0.113973,0.166499,0.028554,-0.16994,-0.058007,0.055967,0.038609,0.236176,0.040504,-0.040779,0.117996,0.079387,0.035961,0.346714,0.059461,-0.080582,0.152505,0.116543,0.039932,0.19836,0.034019,-0.026744,0.106609,0.066676
+tvae,TVAE,47,"c,m,n",0.311286,0.201439,0.029383,0.253696,0.368877,0.057591,0.207347,0.175986,0.02567,0.157033,0.25766,0.050314,0.049527,0.146858,0.021421,0.007541,0.091513,0.041986,0.365166,0.332397,0.048485,0.270136,0.460197,0.095031,0.519165,0.304885,0.044472,0.432,0.60633,0.087165,-0.311818,0.223037,0.032533,-0.375584,-0.248053,0.063765,0.059428,0.206012,0.03005,0.000531,0.118326,0.058898,-0.143841,0.4109,0.059936,-0.261316,-0.026367,0.117474,0.161063,0.189406,0.027628,0.106913,0.215214,0.05415

evaluation/tail/breakdown/data/prefix_plot_data.csv

@@ -0,0 +1,12 @@
+model_id,model_label,c,m,n
+arf,ARF,0.549927,0.375227,0.657794
+bayesnet,BayesNet,0.592001,0.555264,0.633276
+ctgan,CTGAN,0.648886,0.4525,0.587239
+forestdiffusion,ForestDiffusion,0.055362,0.157835,0.828794
+realtabformer,RealTabFormer,0.709999,0.707231,0.73346
+tabbyflow,TabbyFlow,0.113733,0.166353,0.613449
+tabddpm,TabDDPM,0.045786,0.256183,0.70657
+tabdiff,TabDiff,0.179496,0.085875,
+tabpfgen,TabPFGen,0.540027,0.253929,0.671964
+tabsyn,TabSyn,0.127754,0.052159,0.672594
+tvae,TVAE,0.551051,0.353949,0.586286

evaluation/tail/breakdown/data/prefix_summary.csv

@@ -0,0 +1,33 @@
+model_id,model_label,dataset_prefix,dataset_prefix_label,dataset_count,tail_breakdown_score,tail_coverage_score,tail_set_consistency,tail_mass_similarity,tail_concentration_consistency,coverage_minus_concentration
+arf,ARF,c,Categorical,18,0.468478,0.427753,0.208246,0.64726,0.549927,-0.122174
+arf,ARF,m,Mixed,11,0.307692,0.273924,0.119127,0.428722,0.375227,-0.101302
+arf,ARF,n,Numerical,19,0.424827,0.308343,0.004629,0.612057,0.657794,-0.34945
+bayesnet,BayesNet,c,Categorical,18,0.481172,0.425757,0.295379,0.556135,0.592001,-0.166243
+bayesnet,BayesNet,m,Mixed,11,0.481609,0.444782,0.424504,0.46506,0.555264,-0.110482
+bayesnet,BayesNet,n,Numerical,19,0.486325,0.41285,0.20451,0.621189,0.633276,-0.220426
+ctgan,CTGAN,c,Categorical,16,0.425102,0.31321,0.221264,0.405155,0.648886,-0.335676
+ctgan,CTGAN,m,Mixed,11,0.262157,0.166986,0.099409,0.234563,0.4525,-0.285514
+ctgan,CTGAN,n,Numerical,19,0.344218,0.222707,0.030201,0.415213,0.587239,-0.364532
+forestdiffusion,ForestDiffusion,c,Categorical,8,0.040414,0.03294,0.010195,0.055685,0.055362,-0.022422
+forestdiffusion,ForestDiffusion,m,Mixed,7,0.071226,0.027921,0.001299,0.054544,0.157835,-0.129914
+forestdiffusion,ForestDiffusion,n,Numerical,2,0.549624,0.410039,0.023747,0.79633,0.828794,-0.418755
+realtabformer,RealTabFormer,c,Categorical,18,0.578996,0.513494,0.381647,0.64534,0.709999,-0.196506
+realtabformer,RealTabFormer,m,Mixed,10,0.489224,0.380221,0.187402,0.57304,0.707231,-0.32701
+realtabformer,RealTabFormer,n,Numerical,15,0.515674,0.406781,0.140139,0.673422,0.73346,-0.326679
+tabbyflow,TabbyFlow,c,Categorical,11,0.08586,0.071923,0.036948,0.106899,0.113733,-0.041809
+tabbyflow,TabbyFlow,m,Mixed,8,0.140358,0.127361,0.109583,0.145139,0.166353,-0.038992
+tabbyflow,TabbyFlow,n,Numerical,12,0.423629,0.328719,0.028739,0.628699,0.613449,-0.28473
+tabddpm,TabDDPM,c,Categorical,10,0.023217,0.011932,0.022,0.001865,0.045786,-0.033853
+tabddpm,TabDDPM,m,Mixed,10,0.109577,0.036274,0.019286,0.053263,0.256183,-0.219908
+tabddpm,TabDDPM,n,Numerical,17,0.412381,0.265287,0.071745,0.458829,0.70657,-0.441283
+tabdiff,TabDiff,c,Categorical,8,0.139277,0.119168,0.059375,0.178961,0.179496,-0.060328
+tabdiff,TabDiff,m,Mixed,6,0.05946,0.046252,0.013056,0.079448,0.085875,-0.039623
+tabpfgen,TabPFGen,c,Categorical,13,0.366609,0.2799,0.177436,0.382363,0.540027,-0.260127
+tabpfgen,TabPFGen,m,Mixed,9,0.188845,0.156303,0.051441,0.261166,0.253929,-0.097626
+tabpfgen,TabPFGen,n,Numerical,16,0.444834,0.33127,0.078875,0.583664,0.671964,-0.340694
+tabsyn,TabSyn,c,Categorical,12,0.094963,0.078568,0.05,0.107135,0.127754,-0.049186
+tabsyn,TabSyn,m,Mixed,10,0.035073,0.026529,0.007833,0.045225,0.052159,-0.02563
+tabsyn,TabSyn,n,Numerical,12,0.504341,0.420215,0.159589,0.680841,0.672594,-0.25238
+tvae,TVAE,c,Categorical,17,0.327591,0.21586,0.105376,0.326345,0.551051,-0.335191
+tvae,TVAE,m,Mixed,11,0.19197,0.11098,0.041408,0.180552,0.353949,-0.24297
+tvae,TVAE,n,Numerical,19,0.365776,0.25552,0.004258,0.506783,0.586286,-0.330766

evaluation/tail/breakdown/data/source_dataset_manifest.csv

@@ -0,0 +1,49 @@
+dataset_id,status,asset_count,row_count
+c10,ok,11,110
+c11,ok,11,110
+c12,ok,7,70
+c14,ok,7,70
+c15,ok,5,50
+c16,ok,7,70
+c17,ok,8,80
+c18,ok,5,50
+c19,ok,8,80
+c2,ok,18,180
+c20,ok,11,110
+c3,ok,14,140
+c4,ok,14,140
+c5,ok,13,130
+c6,ok,12,120
+c7,ok,14,140
+c8,ok,14,140
+c9,ok,14,140
+m1,ok,14,140
+m10,ok,12,120
+m11,ok,9,90
+m12,ok,9,90
+m2,ok,11,110
+m4,ok,14,140
+m5,ok,13,130
+m6,ok,13,130
+m7,ok,13,130
+m8,ok,12,120
+m9,ok,10,100
+n1,ok,12,120
+n10,ok,11,110
+n11,ok,11,110
+n12,ok,9,90
+n14,ok,8,80
+n15,ok,8,80
+n16,ok,6,60
+n17,ok,9,90
+n18,ok,5,50
+n19,ok,7,70
+n2,ok,12,120
+n20,ok,9,90
+n3,ok,11,110
+n4,ok,11,110
+n5,ok,10,100
+n6,ok,11,110
+n7,ok,10,100
+n8,ok,8,80
+n9,ok,10,100