TabQueryBench commited on
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1a4c9b3
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Upload conditional base data

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.gitattributes CHANGED
@@ -24,3 +24,4 @@ evaluation/tail/breakdown/v2/model_summary__v2.csv filter=lfs diff=lfs merge=lfs
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  evaluation/tail/breakdown/v2/prefix_summary__v2.csv filter=lfs diff=lfs merge=lfs -text
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  evaluation/query_family/subgroup/data/subgroup_query_rows.csv filter=lfs diff=lfs merge=lfs -text
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  evaluation/query_family/subgroup/support3_analysis/query_support3_rows.csv filter=lfs diff=lfs merge=lfs -text
 
 
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  evaluation/tail/breakdown/v2/prefix_summary__v2.csv filter=lfs diff=lfs merge=lfs -text
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  evaluation/query_family/subgroup/data/subgroup_query_rows.csv filter=lfs diff=lfs merge=lfs -text
26
  evaluation/query_family/subgroup/support3_analysis/query_support3_rows.csv filter=lfs diff=lfs merge=lfs -text
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+ evaluation/query_family/conditional/breakdown/data/conditional_query_rows.csv filter=lfs diff=lfs merge=lfs -text
evaluation/query_family/conditional/breakdown/data/conditional_query_rows.csv ADDED
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evaluation/query_family/conditional/breakdown/data/dataset_model_heatmap.csv ADDED
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evaluation/query_family/conditional/breakdown/data/dataset_model_scores.csv ADDED
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1
+ dataset_id,dataset_prefix,model_id,model_label,dependency_strength_similarity,direction_consistency,slice_level_consistency,dependency_strength_similarity__query_count,direction_consistency__query_count,slice_level_consistency__query_count,conditional_dependency_structure_score,conditional_subgroup_score,direction_minus_slice,strength_minus_subgroup,active_subitem_count
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+ c2,c,arf,ARF,0.975,0.9861111111111112,0.92674,20.0,27.0,9.0,0.9626170370370372,0.9564255555555556,0.05937111111111115,0.018574444444444338,3
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+ c2,c,bayesnet,BayesNet,1.0,1.0,1.0,20.0,27.0,9.0,1.0,1.0,0.0,0.0,3
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+ c2,c,ctgan,CTGAN,0.975,0.9861111111111112,0.9027777777777778,20.0,27.0,9.0,0.9546296296296296,0.9444444444444444,0.08333333333333337,0.030555555555555558,3
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+ c2,c,forestdiffusion,ForestDiffusion,0.0,0.0,0.0,20.0,27.0,9.0,0.0,0.0,0.0,0.0,3
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+ c2,c,realtabformer,RealTabFormer,1.0,1.0,1.0,20.0,27.0,9.0,1.0,1.0,0.0,0.0,3
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+ c2,c,tabdiff,TabDiff,0.0624242,0.04444440740740741,0.0,20.0,27.0,9.0,0.035622869135802475,0.022222203703703706,0.04444440740740741,0.0402019962962963,3
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+ c2,c,tabsyn,TabSyn,0.0624242,0.04444440740740741,0.0,20.0,27.0,9.0,0.035622869135802475,0.022222203703703706,0.04444440740740741,0.0402019962962963,3
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+ c3,c,arf,ARF,1.0,1.0,,8.0,13.0,,1.0,1.0,,0.0,2
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+ c3,c,bayesnet,BayesNet,1.0,1.0,,8.0,13.0,,1.0,1.0,,0.0,2
15
+ c3,c,ctgan,CTGAN,1.0,1.0,,8.0,13.0,,1.0,1.0,,0.0,2
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+ c3,c,realtabformer,RealTabFormer,1.0,1.0,,8.0,13.0,,1.0,1.0,,0.0,2
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+ c3,c,tabbyflow,TabbyFlow,1.0,1.0,,8.0,13.0,,1.0,1.0,,0.0,2
18
+ c3,c,tabddpm,TabDDPM,1.0,1.0,,8.0,13.0,,1.0,1.0,,0.0,2
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+ c3,c,tabdiff,TabDiff,1.0,1.0,,8.0,13.0,,1.0,1.0,,0.0,2
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+ c3,c,tabpfgen,TabPFGen,1.0,1.0,,8.0,13.0,,1.0,1.0,,0.0,2
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+ c3,c,tabsyn,TabSyn,0.0,0.0,,8.0,13.0,,0.0,0.0,,0.0,2
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+ c3,c,tvae,TVAE,1.0,1.0,,8.0,13.0,,1.0,1.0,,0.0,2
23
+ c4,c,arf,ARF,1.0,1.0,0.9166666666666666,20.0,27.0,9.0,0.9722222222222222,0.9583333333333333,0.08333333333333337,0.04166666666666674,3
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+ c4,c,bayesnet,BayesNet,1.0,0.9814814814814815,0.8333333333333334,20.0,27.0,9.0,0.9382716049382717,0.9074074074074074,0.14814814814814814,0.09259259259259256,3
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+ c4,c,ctgan,CTGAN,1.0,1.0,0.7592592222222222,20.0,27.0,9.0,0.919753074074074,0.879629611111111,0.2407407777777778,0.12037038888888896,3
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+ c4,c,forestdiffusion,ForestDiffusion,0.8816667,0.9444444444444444,0.7777777777777778,20.0,27.0,9.0,0.8679629740740741,0.8611111111111112,0.16666666666666663,0.020555588888888865,3
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+ c4,c,realtabformer,RealTabFormer,1.0,1.0,0.9166666666666666,20.0,27.0,9.0,0.9722222222222222,0.9583333333333333,0.08333333333333337,0.04166666666666674,3
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+ c4,c,tabbyflow,TabbyFlow,1.0,1.0,0.9166666666666666,20.0,27.0,9.0,0.9722222222222222,0.9583333333333333,0.08333333333333337,0.04166666666666674,3
29
+ c4,c,tabddpm,TabDDPM,1.0,1.0,0.9722222222222222,20.0,27.0,9.0,0.9907407407407408,0.9861111111111112,0.02777777777777779,0.01388888888888884,3
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+ c4,c,tabdiff,TabDiff,1.0,1.0,0.8611111111111112,20.0,27.0,9.0,0.9537037037037037,0.9305555555555556,0.13888888888888884,0.06944444444444442,3
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+ c4,c,tabpfgen,TabPFGen,0.95,1.0,1.0,20.0,27.0,9.0,0.9833333333333334,1.0,0.0,-0.050000000000000044,3
32
+ c4,c,tabsyn,TabSyn,1.0,0.9444444444444444,0.9166666666666666,20.0,27.0,9.0,0.9537037037037037,0.9305555555555556,0.02777777777777779,0.06944444444444442,3
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+ c4,c,tvae,TVAE,1.0,0.9629629629629629,0.9444444444444444,20.0,27.0,9.0,0.9691358024691358,0.9537037037037037,0.01851851851851849,0.04629629629629628,3
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+ c5,c,arf,ARF,0.8788864000000001,0.9404017037037037,0.7545224444444444,20.0,27.0,9.0,0.8579368493827161,0.847462074074074,0.1858792592592593,0.03142432592592603,3
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+ c5,c,bayesnet,BayesNet,0.7548088,0.8728617777777777,0.5215206666666667,20.0,27.0,9.0,0.7163970814814814,0.6971912222222223,0.351341111111111,0.05761757777777765,3
36
+ c5,c,ctgan,CTGAN,0.74264255,0.8644818518518519,0.4964443333333333,20.0,27.0,9.0,0.7011895783950618,0.6804630925925926,0.36803751851851857,0.06217945740740738,3
37
+ c5,c,realtabformer,RealTabFormer,0.9892856999999999,0.9896905925925926,0.9152286666666666,20.0,27.0,9.0,0.9647349864197531,0.9524596296296296,0.07446192592592604,0.036826070370370334,3
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+ c5,c,tabbyflow,TabbyFlow,0.9602434499999999,0.9654574814814815,0.9361272222222223,20.0,27.0,9.0,0.9539427179012345,0.950792351851852,0.02933025925925914,0.00945109814814793,3
39
+ c5,c,tabddpm,TabDDPM,0.9342521500000001,0.9888300740740741,0.8732927777777778,20.0,27.0,9.0,0.932125000617284,0.931061425925926,0.11553729629629628,0.0031907240740740583,3
40
+ c5,c,tabdiff,TabDiff,0.79934085,0.8787738518518519,0.5617906666666667,20.0,27.0,9.0,0.7466351228395062,0.7202822592592593,0.3169831851851852,0.07905859074074073,3
41
+ c5,c,tabpfgen,TabPFGen,0.9777777999999999,0.9609053703703704,0.8437761111111111,20.0,27.0,9.0,0.9274864271604938,0.9023407407407407,0.11712925925925932,0.07543705925925925,3
42
+ c5,c,tabsyn,TabSyn,0.9244047500000001,0.9379924814814815,0.5392158888888888,20.0,27.0,9.0,0.8005377067901235,0.7386041851851852,0.3987765925925927,0.18580056481481488,3
43
+ c5,c,tvae,TVAE,0.82758695,0.9225399629629629,0.6898388888888889,20.0,27.0,9.0,0.8133219339506171,0.8061894259259259,0.23270107407407403,0.021397524074074137,3
44
+ c6,c,arf,ARF,0.9555266250000001,0.8933467619047619,0.693551875,16.0,21.0,8.0,0.8474750873015874,0.793449318452381,0.19979488690476188,0.1620773065476191,3
45
+ c6,c,bayesnet,BayesNet,0.951326125,0.9613095238095238,0.76230575,16.0,21.0,8.0,0.8916471329365079,0.8618076369047619,0.19900377380952383,0.0895184880952381,3
46
+ c6,c,ctgan,CTGAN,0.941647375,0.8695065714285714,0.386182875,16.0,21.0,8.0,0.7324456071428571,0.6278447232142856,0.48332369642857137,0.3138026517857143,3
47
+ c6,c,realtabformer,RealTabFormer,0.976240875,0.9897593333333334,0.909091875,16.0,21.0,8.0,0.9583640277777778,0.9494256041666667,0.08066745833333344,0.02681527083333335,3
48
+ c6,c,tabbyflow,TabbyFlow,0.967262875,0.9261868571428571,0.77991875,16.0,21.0,8.0,0.8911228273809524,0.8530528035714285,0.1462681071428571,0.11421007142857142,3
49
+ c6,c,tabdiff,TabDiff,0.9383980000000001,0.8754061904761905,0.569737,16.0,21.0,8.0,0.7945137301587302,0.7225715952380953,0.30566919047619046,0.21582640476190473,3
50
+ c6,c,tabpfgen,TabPFGen,0.982393125,0.9923182857142857,0.8907619999999999,16.0,21.0,8.0,0.9551578035714287,0.9415401428571428,0.10155628571428577,0.04085298214285715,3
51
+ c6,c,tabsyn,TabSyn,0.960187,0.9284357142857144,0.7364691250000001,16.0,21.0,8.0,0.8750306130952382,0.8324524196428572,0.1919665892857143,0.1277345803571428,3
52
+ c6,c,tvae,TVAE,0.963294,0.9009173333333332,0.50608275,16.0,21.0,8.0,0.7900980277777778,0.7035000416666666,0.3948345833333332,0.2597939583333334,3
53
+ c7,c,arf,ARF,1.0,0.9663817777777778,0.8333333333333334,20.0,27.0,9.0,0.9332383703703705,0.8998575555555556,0.1330484444444444,0.10014244444444442,3
54
+ c7,c,bayesnet,BayesNet,1.0,1.0,1.0,20.0,27.0,9.0,1.0,1.0,0.0,0.0,3
55
+ c7,c,ctgan,CTGAN,1.0,0.9851851851851853,0.8296296666666667,20.0,27.0,9.0,0.9382716172839508,0.9074074259259259,0.15555551851851857,0.09259257407407406,3
56
+ c7,c,forestdiffusion,ForestDiffusion,1.0,0.8195034074074073,0.789327,20.0,27.0,9.0,0.8696101358024692,0.8044152037037037,0.030176407407407346,0.19558479629629633,3
57
+ c7,c,realtabformer,RealTabFormer,1.0,1.0,1.0,20.0,27.0,9.0,1.0,1.0,0.0,0.0,3
58
+ c7,c,tabbyflow,TabbyFlow,0.9,0.9387464444444444,0.9285714444444445,20.0,27.0,9.0,0.9224392962962963,0.9336589444444445,0.010174999999999934,-0.033658944444444505,3
59
+ c7,c,tabddpm,TabDDPM,1.0,0.984126962962963,0.8290597777777777,20.0,27.0,9.0,0.9377289135802469,0.9065933703703704,0.15506718518518525,0.09340662962962964,3
60
+ c7,c,tabdiff,TabDiff,0.9,0.9387464444444444,0.7888888888888889,20.0,27.0,9.0,0.8758784444444444,0.8638176666666666,0.14985755555555558,0.03618233333333343,3
61
+ c7,c,tabpfgen,TabPFGen,1.0,0.8839505925925926,0.8888888888888888,20.0,27.0,9.0,0.9242798271604938,0.8864197407407407,-0.004938296296296274,0.1135802592592593,3
62
+ c7,c,tabsyn,TabSyn,0.9,0.9108262222222222,0.8333333333333334,20.0,27.0,9.0,0.8813865185185185,0.8720797777777778,0.07749288888888883,0.027920222222222235,3
63
+ c7,c,tvae,TVAE,1.0,0.9370370370370371,0.8333333333333334,20.0,27.0,9.0,0.9234567901234568,0.8851851851851853,0.10370370370370374,0.1148148148148147,3
64
+ c8,c,arf,ARF,1.0,0.9944444499999999,1.0,20.0,40.0,29.0,0.99814815,0.997222225,-0.005555550000000076,0.0027777749999999823,3
65
+ c8,c,bayesnet,BayesNet,1.0,0.9944444499999999,1.0,20.0,40.0,29.0,0.99814815,0.997222225,-0.005555550000000076,0.0027777749999999823,3
66
+ c8,c,ctgan,CTGAN,1.0,0.9944444499999999,1.0,20.0,40.0,29.0,0.99814815,0.997222225,-0.005555550000000076,0.0027777749999999823,3
67
+ c8,c,forestdiffusion,ForestDiffusion,1.0,0.94444445,1.0,20.0,40.0,29.0,0.9814814833333333,0.972222225,-0.05555555000000001,0.027777775000000005,3
68
+ c8,c,realtabformer,RealTabFormer,1.0,1.0,1.0,20.0,40.0,29.0,1.0,1.0,0.0,0.0,3
69
+ c8,c,tabbyflow,TabbyFlow,0.0,0.058333325000000005,0.022988482758620688,20.0,40.0,29.0,0.027107269252873562,0.040660903879310345,0.03534484224137932,-0.040660903879310345,3
70
+ c8,c,tabddpm,TabDDPM,0.0,0.025,0.06896551724137931,20.0,40.0,29.0,0.03132183908045977,0.04698275862068965,-0.04396551724137931,-0.04698275862068965,3
71
+ c8,c,tabdiff,TabDiff,0.0,0.058333325000000005,0.022988482758620688,20.0,40.0,29.0,0.027107269252873562,0.040660903879310345,0.03534484224137932,-0.040660903879310345,3
72
+ c8,c,tabpfgen,TabPFGen,0.9833333,1.0,1.0,20.0,40.0,29.0,0.9944444333333333,1.0,0.0,-0.016666700000000034,3
73
+ c8,c,tabsyn,TabSyn,0.1,0.15,0.06896551724137931,20.0,40.0,29.0,0.10632183908045978,0.10948275862068965,0.08103448275862069,-0.009482758620689646,3
74
+ c8,c,tvae,TVAE,0.8000000999999999,0.895138925,0.9367816206896552,20.0,40.0,29.0,0.8773068818965517,0.9159602728448276,-0.041642695689655174,-0.11596017284482774,3
75
+ c9,c,arf,ARF,0.5151477777777778,0.6291812916666667,0.3175556666666666,18.0,24.0,9.0,0.48729491203703695,0.4733684791666667,0.3116256250000001,0.04177929861111107,3
76
+ c9,c,bayesnet,BayesNet,0.24151455555555554,0.10470920833333335,0.014865333333333335,18.0,24.0,9.0,0.12036303240740741,0.059787270833333336,0.08984387500000002,0.18172728472222222,3
77
+ c9,c,ctgan,CTGAN,0.22900605555555556,0.09847033333333333,0.011887555555555556,18.0,24.0,9.0,0.1131213148148148,0.05517894444444444,0.08658277777777777,0.17382711111111113,3
78
+ c9,c,forestdiffusion,ForestDiffusion,0.22604488888888888,0.4979192083333333,0.010680888888888887,18.0,24.0,9.0,0.244881662037037,0.2543000486111111,0.4872383194444444,-0.02825515972222223,3
79
+ c9,c,realtabformer,RealTabFormer,0.9223604444444445,0.917514375,0.8948158888888889,18.0,24.0,9.0,0.9115635694444445,0.9061651319444444,0.022698486111111138,0.01619531250000017,3
80
+ c9,c,tabbyflow,TabbyFlow,0.46553599999999995,0.6073212499999999,0.35661055555555554,18.0,24.0,9.0,0.47648926851851847,0.48196590277777773,0.2507106944444444,-0.016429902777777783,3
81
+ c9,c,tabddpm,TabDDPM,0.16752416666666667,0.31420116666666664,0.03326388888888889,18.0,24.0,9.0,0.17166307407407408,0.17373252777777776,0.28093727777777777,-0.006208361111111088,3
82
+ c9,c,tabdiff,TabDiff,0.4596659444444444,0.5976862083333333,0.3468547777777778,18.0,24.0,9.0,0.46806897685185184,0.4722704930555556,0.2508314305555555,-0.012604548611111155,3
83
+ c9,c,tabpfgen,TabPFGen,0.4744183888888889,0.6128672916666666,0.36030966666666664,18.0,24.0,9.0,0.4825317824074074,0.48658847916666664,0.252557625,-0.012170090277777768,3
84
+ c9,c,tabsyn,TabSyn,0.49357150000000005,0.6065907083333334,0.3724867777777778,18.0,24.0,9.0,0.4908829953703704,0.48953874305555556,0.23410393055555562,0.004032756944444493,3
85
+ c9,c,tvae,TVAE,0.22937272222222221,0.10006333333333334,0.015116111111111111,18.0,24.0,9.0,0.11485072222222222,0.05758972222222222,0.08494722222222223,0.171783,3
86
+ c10,c,arf,ARF,0.0,0.0,0.4117647058823529,34.0,31.0,34.0,0.1372549019607843,0.20588235294117646,-0.4117647058823529,-0.20588235294117646,3
87
+ c10,c,bayesnet,BayesNet,0.0,0.0,0.4117647058823529,34.0,31.0,34.0,0.1372549019607843,0.20588235294117646,-0.4117647058823529,-0.20588235294117646,3
88
+ c10,c,ctgan,CTGAN,0.6428952647058823,0.925699935483871,0.9268907058823529,34.0,31.0,34.0,0.8318286353573687,0.9262953206831119,-0.0011907703984819218,-0.2834000559772296,3
89
+ c10,c,forestdiffusion,ForestDiffusion,0.0,0.0,0.4117647058823529,34.0,31.0,34.0,0.1372549019607843,0.20588235294117646,-0.4117647058823529,-0.20588235294117646,3
90
+ c10,c,realtabformer,RealTabFormer,0.7563393823529412,0.7485298064516129,0.888235294117647,34.0,31.0,34.0,0.7977014943074003,0.81838255028463,-0.13970548766603408,-0.06204316793168885,3
91
+ c10,c,tabbyflow,TabbyFlow,0.10588235294117647,0.0,0.4647058823529412,34.0,31.0,34.0,0.19019607843137254,0.2323529411764706,-0.4647058823529412,-0.1264705882352941,3
92
+ c10,c,tabddpm,TabDDPM,0.0,0.0,0.4117647058823529,34.0,31.0,34.0,0.1372549019607843,0.20588235294117646,-0.4117647058823529,-0.20588235294117646,3
93
+ c10,c,tabpfgen,TabPFGen,0.0,0.0,0.4117647058823529,34.0,31.0,34.0,0.1372549019607843,0.20588235294117646,-0.4117647058823529,-0.20588235294117646,3
94
+ c10,c,tabsyn,TabSyn,0.0,0.0,0.4117647058823529,34.0,31.0,34.0,0.1372549019607843,0.20588235294117646,-0.4117647058823529,-0.20588235294117646,3
95
+ c10,c,tvae,TVAE,0.6394421764705882,0.8609929677419355,0.9052359411764705,34.0,31.0,34.0,0.8018903617963314,0.883114454459203,-0.04424297343453509,-0.2436722779886148,3
96
+ c11,c,arf,ARF,1.0,0.9729571111111112,0.7425044444444444,20.0,27.0,9.0,0.9051538518518519,0.8577307777777778,0.23045266666666675,0.14226922222222216,3
97
+ c11,c,bayesnet,BayesNet,1.0,0.9753086666666667,0.9135802222222222,20.0,27.0,9.0,0.9629629629629631,0.9444444444444444,0.061728444444444475,0.05555555555555558,3
98
+ c11,c,ctgan,CTGAN,1.0,0.9753086666666667,0.7530864444444444,20.0,27.0,9.0,0.9094650370370371,0.8641975555555556,0.22222222222222232,0.13580244444444445,3
99
+ c11,c,forestdiffusion,ForestDiffusion,0.0,0.0,0.0,20.0,27.0,9.0,0.0,0.0,0.0,0.0,3
100
+ c11,c,realtabformer,RealTabFormer,1.0,0.9814814814814815,0.9444444444444444,20.0,27.0,9.0,0.9753086419753085,0.962962962962963,0.03703703703703709,0.03703703703703698,3
101
+ c11,c,tabbyflow,TabbyFlow,0.0,0.0,0.0,20.0,27.0,9.0,0.0,0.0,0.0,0.0,3
102
+ c11,c,tabddpm,TabDDPM,0.0,0.0,0.0,20.0,27.0,9.0,0.0,0.0,0.0,0.0,3
103
+ c11,c,tabsyn,TabSyn,0.0,0.0,0.0,20.0,27.0,9.0,0.0,0.0,0.0,0.0,3
104
+ c11,c,tvae,TVAE,1.0,0.9708994814814815,0.8456790000000001,20.0,27.0,9.0,0.9388594938271605,0.9082892407407408,0.12522048148148146,0.0917107592592592,3
105
+ c12,c,arf,ARF,0.95,0.9318181818181818,0.9758064516129032,20.0,22.0,31.0,0.9525415444770283,0.9538123167155426,-0.04398826979472148,-0.0038123167155426074,3
106
+ c12,c,bayesnet,BayesNet,0.95,0.9772727272727273,0.9596774193548387,20.0,22.0,31.0,0.962316715542522,0.968475073313783,0.017595307917888547,-0.018475073313783064,3
107
+ c12,c,ctgan,CTGAN,0.925,0.9318181818181818,0.938172064516129,20.0,22.0,31.0,0.9316634154447704,0.9349951231671554,-0.006353882697947233,-0.00999512316715534,3
108
+ c12,c,realtabformer,RealTabFormer,0.975,1.0,0.9758064516129032,20.0,22.0,31.0,0.9836021505376346,0.9879032258064516,0.024193548387096753,-0.012903225806451646,3
109
+ c12,c,tabpfgen,TabPFGen,1.0,1.0,0.9919354838709677,20.0,22.0,31.0,0.9973118279569894,0.9959677419354839,0.008064516129032251,0.0040322580645161255,3
110
+ c12,c,tvae,TVAE,0.7583333999999999,0.659091,0.7392473225806452,20.0,22.0,31.0,0.7188905741935483,0.6991691612903226,-0.0801563225806452,0.05916423870967735,3
111
+ c14,c,arf,ARF,0.2,0.32291665625,0.15789473684210525,20.0,32.0,19.0,0.2269371310307018,0.24040569654605262,0.16502191940789473,-0.04040569654605261,3
112
+ c14,c,bayesnet,BayesNet,0.9,0.72916665625,0.7368421052631579,20.0,32.0,19.0,0.7886695871710526,0.7330043807565789,-0.0076754490131578645,0.1669956192434211,3
113
+ c14,c,ctgan,CTGAN,0.9083333,0.8028665,0.7096491052631579,20.0,32.0,19.0,0.8069496350877193,0.7562578026315789,0.0932173947368421,0.15207549736842108,3
114
+ c14,c,realtabformer,RealTabFormer,1.0,0.95036765625,0.868421052631579,20.0,32.0,19.0,0.9395962362938596,0.9093943544407894,0.08194660361842099,0.09060564555921058,3
115
+ c14,c,tabsyn,TabSyn,0.3,0.1875,0.15789473684210525,20.0,32.0,19.0,0.21513157894736842,0.17269736842105263,0.029605263157894746,0.12730263157894736,3
116
+ c14,c,tvae,TVAE,0.7227564,0.53042715625,0.3609648947368421,20.0,32.0,19.0,0.5380494836622808,0.4456960254934211,0.1694622615131579,0.2770603745065789,3
117
+ c15,c,arf,ARF,0.8000035000000001,0.753590925,0.3501601724137931,20.0,40.0,29.0,0.6345848658045977,0.5518755487068966,0.4034307525862069,0.2481279512931035,3
118
+ c15,c,bayesnet,BayesNet,0.5693123,0.5963046000000001,0.3570516551724138,20.0,40.0,29.0,0.5075561850574712,0.4766781275862069,0.2392529448275863,0.09263417241379307,3
119
+ c15,c,realtabformer,RealTabFormer,1.0,1.0,0.850605,20.0,40.0,29.0,0.9502016666666666,0.9253025,0.14939499999999994,0.07469749999999997,3
120
+ c15,c,tabsyn,TabSyn,0.0011331000000000002,0.055850625,0.003317586206896552,20.0,40.0,29.0,0.020100437068965516,0.029584105603448277,0.05253303879310345,-0.028451005603448275,3
121
+ c15,c,tvae,TVAE,0.26086960000000003,0.358388425,0.22179737931034482,20.0,40.0,29.0,0.2803518014367816,0.2900929021551724,0.1365910456896552,-0.02922330215517238,3
122
+ c16,c,arf,ARF,0.53884105,0.8265617222222222,0.5050264444444444,40.0,18.0,9.0,0.6234764055555555,0.6657940833333333,0.3215352777777778,-0.1269530333333333,3
123
+ c16,c,bayesnet,BayesNet,0.382392825,0.6089535555555555,0.2350087777777778,40.0,18.0,9.0,0.4087850527777778,0.42198116666666663,0.37394477777777774,-0.03958834166666664,3
124
+ c16,c,ctgan,CTGAN,0.45737284999999994,0.7741963333333334,0.2679041111111111,40.0,18.0,9.0,0.4998244314814815,0.5210502222222222,0.5062922222222223,-0.06367737222222225,3
125
+ c16,c,realtabformer,RealTabFormer,0.6005623250000001,0.8355011666666666,0.4649832222222222,40.0,18.0,9.0,0.633682237962963,0.6502421944444444,0.3705179444444444,-0.04967986944444436,3
126
+ c16,c,tabsyn,TabSyn,0.0,0.0,0.0,40.0,18.0,9.0,0.0,0.0,0.0,0.0,3
127
+ c16,c,tvae,TVAE,0.194554675,0.3804803333333333,0.07721655555555557,40.0,18.0,9.0,0.21741718796296294,0.22884844444444444,0.30326377777777774,-0.03429376944444443,3
128
+ c17,c,arf,ARF,0.5557006250000001,0.35685246153846156,0.8507215714285715,16.0,26.0,35.0,0.5877582193223444,0.6037870164835165,-0.49386910989010996,-0.048086391483516455,3
129
+ c17,c,bayesnet,BayesNet,0.60233275,0.42057515384615385,0.8877675142857143,16.0,26.0,35.0,0.636891806043956,0.6541713340659341,-0.4671923604395605,-0.05183858406593411,3
130
+ c17,c,ctgan,CTGAN,0.7552985625,0.6925626923076924,0.8655240571428571,16.0,26.0,35.0,0.7711284373168498,0.7790433747252747,-0.17296136483516467,-0.023744812225274692,3
131
+ c17,c,realtabformer,RealTabFormer,0.4785589375,0.24597280769230767,0.4617458285714286,16.0,26.0,35.0,0.39542585792124546,0.3538593181318681,-0.21577302087912092,0.1246996193681319,3
132
+ c17,c,tabpfgen,TabPFGen,0.591680875,0.3860627307692308,0.8486916285714285,16.0,26.0,35.0,0.6088117447802198,0.6173771796703297,-0.46262889780219774,-0.025696304670329684,3
133
+ c17,c,tabsyn,TabSyn,0.0,0.0,0.0,16.0,26.0,35.0,0.0,0.0,0.0,0.0,3
134
+ c17,c,tvae,TVAE,0.702854375,0.6170211538461537,0.6685136,16.0,26.0,35.0,0.6627963762820512,0.6427673769230768,-0.051492446153846294,0.06008699807692319,3
135
+ c18,c,arf,ARF,0.23314329411764703,0.37034541176470587,0.7966165263157895,34.0,17.0,19.0,0.4667017440660475,0.5834809690402477,-0.42627111455108363,-0.3503376749226007,3
136
+ c18,c,bayesnet,BayesNet,0.20884023529411766,0.421196,0.7761904736842106,34.0,17.0,19.0,0.4687422363261094,0.5986932368421053,-0.35499447368421055,-0.38985300154798763,3
137
+ c18,c,realtabformer,RealTabFormer,0.5722353529411766,0.7571244705882353,0.9116541578947368,34.0,17.0,19.0,0.7470046604747163,0.834389314241486,-0.15452968730650152,-0.26215396130030943,3
138
+ c18,c,tabsyn,TabSyn,0.00024141176470588235,0.0,0.5789473684210527,34.0,17.0,19.0,0.1930629267285862,0.2894736842105263,-0.5789473684210527,-0.28923227244582045,3
139
+ c19,c,arf,ARF,0.988304,0.9736842105263158,0.9989698,18.0,19.0,20.0,0.9869860035087719,0.9863270052631579,-0.0252855894736842,0.001976994736842097,3
140
+ c19,c,bayesnet,BayesNet,0.3055555555555556,0.6660286842105263,0.74,18.0,19.0,20.0,0.5705280799220273,0.7030143421052631,-0.07397131578947369,-0.39745878654970757,3
141
+ c19,c,ctgan,CTGAN,0.37340666666666666,0.6894737368421053,0.5425001,18.0,19.0,20.0,0.535126834502924,0.6159869184210527,0.1469736368421053,-0.24258025175438602,3
142
+ c19,c,realtabformer,RealTabFormer,0.48062455555555555,0.3499024210526316,0.7393315,18.0,19.0,20.0,0.5232861588693957,0.5446169605263158,-0.38942907894736845,-0.06399240497076025,3
143
+ c19,c,tabpfgen,TabPFGen,0.0,0.0,0.6,18.0,19.0,20.0,0.19999999999999998,0.3,-0.6,-0.3,3
144
+ c19,c,tabsyn,TabSyn,0.0,0.0,0.6,18.0,19.0,20.0,0.19999999999999998,0.3,-0.6,-0.3,3
145
+ c19,c,tvae,TVAE,0.3697726666666667,0.7052631578947368,0.6633334,18.0,19.0,20.0,0.5794564081871345,0.6842982789473684,0.04192975789473685,-0.3145256122807017,3
146
+ c20,c,arf,ARF,0.1,0.05,0.1,20.0,40.0,20.0,0.08333333333333333,0.07500000000000001,-0.05,0.024999999999999994,3
147
+ c20,c,bayesnet,BayesNet,0.9882353,0.975,1.0,20.0,40.0,20.0,0.9877451,0.9875,-0.025000000000000022,0.0007352999999999943,3
148
+ c20,c,ctgan,CTGAN,0.98015875,0.975,1.0,20.0,40.0,20.0,0.9850529166666666,0.9875,-0.025000000000000022,-0.007341250000000077,3
149
+ c20,c,forestdiffusion,ForestDiffusion,0.0,0.0,0.0,20.0,40.0,20.0,0.0,0.0,0.0,0.0,3
150
+ c20,c,realtabformer,RealTabFormer,0.9983871000000001,0.975,1.0,20.0,40.0,20.0,0.9911290333333334,0.9875,-0.025000000000000022,0.010887100000000038,3
151
+ c20,c,tabbyflow,TabbyFlow,0.0,0.0,0.0,20.0,40.0,20.0,0.0,0.0,0.0,0.0,3
152
+ c20,c,tabddpm,TabDDPM,0.0,0.0,0.0,20.0,40.0,20.0,0.0,0.0,0.0,0.0,3
153
+ c20,c,tabpfgen,TabPFGen,0.1,0.05,0.1,20.0,40.0,20.0,0.08333333333333333,0.07500000000000001,-0.05,0.024999999999999994,3
154
+ c20,c,tabsyn,TabSyn,0.0,0.0,0.0,20.0,40.0,20.0,0.0,0.0,0.0,0.0,3
155
+ c20,c,tvae,TVAE,0.9754600999999999,0.96353615,0.9857143,20.0,40.0,20.0,0.9749035166666666,0.974625225,-0.022178150000000008,0.0008348749999999017,3
156
+ m1,m,arf,ARF,0.9175449499999999,0.9286524444444445,0.8965923170731708,20.0,27.0,41.0,0.9142632371725384,0.9126223807588076,0.03206012737127373,0.004922569241192276,3
157
+ m1,m,bayesnet,BayesNet,0.9284136500000001,0.9461011851851852,0.9087658292682927,20.0,27.0,41.0,0.9277602214844927,0.927433507226739,0.03733535591689241,0.0009801427732610835,3
158
+ m1,m,ctgan,CTGAN,0.878061,0.8884114074074074,0.8925022439024392,20.0,27.0,41.0,0.8863248837699489,0.8904568256549232,-0.004090836495031724,-0.012395825654923254,3
159
+ m1,m,realtabformer,RealTabFormer,0.75816075,0.6927996296296297,0.6660016097560976,20.0,27.0,41.0,0.7056539964619092,0.6794006196928637,0.026798019873532142,0.07876013030713636,3
160
+ m1,m,tabbyflow,TabbyFlow,0.9007341499999999,0.9066714074074075,0.8608818292682927,20.0,27.0,41.0,0.8894291288919001,0.8837766183378502,0.04578957813911477,0.01695753166214975,3
161
+ m1,m,tabddpm,TabDDPM,0.7192487,0.7645422592592593,0.5925175853658536,20.0,27.0,41.0,0.692102848208371,0.6785299223125565,0.1720246738934057,0.040718777687443475,3
162
+ m1,m,tabdiff,TabDiff,0.9017727000000001,0.9215110740740741,0.8979129268292684,20.0,27.0,41.0,0.9070655669677808,0.9097120004516712,0.02359814724480569,-0.007939300451671127,3
163
+ m1,m,tabpfgen,TabPFGen,0.8321248000000001,0.8558113333333333,0.8584343902439024,20.0,27.0,41.0,0.8487901745257452,0.8571228617886179,-0.002623056910569188,-0.024998061788617743,3
164
+ m1,m,tabsyn,TabSyn,0.86129025,0.7074034444444445,0.7686183170731707,20.0,27.0,41.0,0.7791040038392051,0.7380108807588076,-0.06121487262872627,0.12327936924119243,3
165
+ m1,m,tvae,TVAE,0.5406852,0.565212925925926,0.6350775365853658,20.0,27.0,41.0,0.5803252208370973,0.6001452312556459,-0.06986461065943983,-0.05946003125564592,3
166
+ m2,m,arf,ARF,0.520622,0.5029289565217391,0.6224610303030303,20.0,23.0,33.0,0.5486706622749232,0.5626949934123847,-0.11953207378129127,-0.042072993412384685,3
167
+ m2,m,bayesnet,BayesNet,0.5,0.5217391304347826,0.6484848484848484,20.0,23.0,33.0,0.5567413263065437,0.5851119894598156,-0.12674571805006585,-0.08511198945981557,3
168
+ m2,m,ctgan,CTGAN,0.5,0.4995169130434783,0.5904193636363636,20.0,23.0,33.0,0.5299787588932806,0.544968138339921,-0.09090245059288532,-0.04496813833992097,3
169
+ m2,m,realtabformer,RealTabFormer,0.5522416,0.546190043478261,0.6875090303030303,20.0,23.0,33.0,0.5953135579270971,0.6168495368906457,-0.1413189868247694,-0.0646079368906457,3
170
+ m2,m,tabddpm,TabDDPM,0.5,0.3661598260869565,0.513008909090909,20.0,23.0,33.0,0.4597229117259552,0.43958436758893277,-0.1468490830039525,0.06041563241106723,3
171
+ m2,m,tabpfgen,TabPFGen,0.5000131,0.5217466956521739,0.666681787878788,20.0,23.0,33.0,0.5628138611769873,0.594214241765481,-0.14493509222661405,-0.094201141765481,3
172
+ m2,m,tabsyn,TabSyn,0.5104715,0.40447739130434784,0.7092045454545454,20.0,23.0,33.0,0.541384478919631,0.5568409683794466,-0.3047271541501975,-0.046369468379446666,3
173
+ m2,m,tvae,TVAE,0.5,0.4951690869565218,0.5992347878787878,20.0,23.0,33.0,0.5314679582784365,0.5472019374176548,-0.10406570092226602,-0.04720193741765477,3
174
+ m4,m,arf,ARF,1.0,0.42857142857142855,0.6052631842105264,8.0,14.0,38.0,0.6779448709273184,0.5169173063909774,-0.17669175563909784,0.48308269360902256,3
175
+ m4,m,bayesnet,BayesNet,1.0,0.42857142857142855,0.6052631578947368,8.0,14.0,38.0,0.6779448621553885,0.5169172932330827,-0.1766917293233083,0.48308270676691734,3
176
+ m4,m,ctgan,CTGAN,1.0,0.5238097142857143,0.5654049999999999,8.0,14.0,38.0,0.6964049047619048,0.5446073571428571,-0.04159528571428561,0.45539264285714287,3
177
+ m4,m,forestdiffusion,ForestDiffusion,1.0,1.0,0.805622,8.0,14.0,38.0,0.9352073333333334,0.902811,0.19437800000000005,0.09718899999999997,3
178
+ m4,m,realtabformer,RealTabFormer,1.0,1.0,0.8110047894736843,8.0,14.0,38.0,0.937001596491228,0.9055023947368421,0.18899521052631574,0.09449760526315787,3
179
+ m4,m,tabbyflow,TabbyFlow,1.0,1.0,0.7484336052631579,8.0,14.0,38.0,0.9161445350877194,0.874216802631579,0.25156639473684206,0.12578319736842103,3
180
+ m4,m,tabddpm,TabDDPM,0.0,0.0,0.2894736842105263,8.0,14.0,38.0,0.09649122807017545,0.14473684210526316,-0.2894736842105263,-0.14473684210526316,3
181
+ m4,m,tabdiff,TabDiff,1.0,1.0,0.7576754473684211,8.0,14.0,38.0,0.9192251491228071,0.8788377236842105,0.24232455263157893,0.12116227631578946,3
182
+ m4,m,tabpfgen,TabPFGen,1.0,0.42857142857142855,0.5789473947368421,8.0,14.0,38.0,0.6691729411027568,0.5037594116541353,-0.15037596616541354,0.4962405883458647,3
183
+ m4,m,tabsyn,TabSyn,1.0,1.0,0.8103070263157894,8.0,14.0,38.0,0.9367690087719298,0.9051535131578947,0.18969297368421056,0.09484648684210528,3
184
+ m4,m,tvae,TVAE,1.0,0.5238097142857143,0.5563197894736842,8.0,14.0,38.0,0.6933765012531329,0.5400647518796993,-0.03251007518796989,0.45993524812030073,3
185
+ m5,m,arf,ARF,0.695813,0.802213129032258,0.7242130930232558,20.0,31.0,43.0,0.7407464073518378,0.7632131110277569,0.0780000360090023,-0.06740011102775689,3
186
+ m5,m,bayesnet,BayesNet,0.71263635,0.7858477419354839,0.704045558139535,20.0,31.0,43.0,0.7341765500250063,0.7449466500375095,0.08180218379594895,-0.032310300037509454,3
187
+ m5,m,ctgan,CTGAN,0.2120241,0.37619564516129034,0.4470133720930233,20.0,31.0,43.0,0.34507770575143787,0.4116045086271568,-0.07081772693173294,-0.1995804086271568,3
188
+ m5,m,forestdiffusion,ForestDiffusion,0.44164634999999997,0.3151156129032258,0.5239250232558139,20.0,31.0,43.0,0.42689566205301327,0.41952031807951984,-0.2088094103525881,0.022126031920480127,3
189
+ m5,m,realtabformer,RealTabFormer,0.8469386,0.8764387096774193,0.845100953488372,20.0,31.0,43.0,0.8561594210552638,0.8607698315828957,0.03133775618904733,-0.013831231582895676,3
190
+ m5,m,tabbyflow,TabbyFlow,0.6617784,0.7924791935483871,0.7265441395348837,20.0,31.0,43.0,0.726933911027757,0.7595116665416355,0.06593505401350341,-0.0977332665416355,3
191
+ m5,m,tabddpm,TabDDPM,0.11509799999999999,0.0,0.39173125581395346,20.0,31.0,43.0,0.16894308527131782,0.19586562790697673,-0.39173125581395346,-0.08076762790697674,3
192
+ m5,m,tabdiff,TabDiff,0.6866731500000001,0.8428217096774194,0.7086301162790697,20.0,31.0,43.0,0.7460416586521631,0.7757259129782446,0.13419159339834974,-0.08905276297824449,3
193
+ m5,m,tabpfgen,TabPFGen,0.8958695999999999,0.8936972580645162,0.7770943953488372,20.0,31.0,43.0,0.8555537511377844,0.8353958267066767,0.11660286271567899,0.06047377329332326,3
194
+ m5,m,tabsyn,TabSyn,0.7409382499999999,0.8027360322580644,0.7551741627906977,20.0,31.0,43.0,0.766282815016254,0.7789550975243811,0.047561869467366735,-0.03801684752438117,3
195
+ m5,m,tvae,TVAE,0.19303810000000002,0.330625,0.4228088139534884,20.0,31.0,43.0,0.31549063798449617,0.3767169069767442,-0.0921838139534884,-0.18367880697674419,3
196
+ m6,m,arf,ARF,0.74723775,0.698693825,0.5908293448275862,20.0,40.0,29.0,0.6789203066091954,0.6447615849137931,0.10786448017241379,0.10247616508620694,3
197
+ m6,m,bayesnet,BayesNet,0.67576795,0.6893612,0.5427507931034483,20.0,40.0,29.0,0.6359599810344828,0.6160559965517242,0.1466104068965517,0.059711953448275845,3
198
+ m6,m,ctgan,CTGAN,0.6026152,0.5793402750000001,0.4703749655172414,20.0,40.0,29.0,0.5507768135057471,0.5248576202586207,0.10896530948275868,0.07775757974137931,3
199
+ m6,m,forestdiffusion,ForestDiffusion,0.64415685,0.5264362,0.427101275862069,20.0,40.0,29.0,0.5325647752873562,0.47676873793103447,0.09933492413793105,0.16738811206896553,3
200
+ m6,m,realtabformer,RealTabFormer,0.67759775,0.6767484500000001,0.5715544827586206,20.0,40.0,29.0,0.6419668942528736,0.6241514663793104,0.10519396724137942,0.053446283620689594,3
201
+ m6,m,tabbyflow,TabbyFlow,0.62878775,0.6164799999999999,0.5033472068965517,20.0,40.0,29.0,0.5828716522988505,0.5599136034482758,0.11313279310344826,0.06887414655172419,3
202
+ m6,m,tabddpm,TabDDPM,0.1,0.10576922500000001,0.06896551724137931,20.0,40.0,29.0,0.0915782474137931,0.08736737112068965,0.0368037077586207,0.012632628879310354,3
203
+ m6,m,tabdiff,TabDiff,0.6593628500000001,0.633358625,0.545926448275862,20.0,40.0,29.0,0.612882641091954,0.589642536637931,0.08743217672413794,0.06972031336206908,3
204
+ m6,m,tabpfgen,TabPFGen,0.6901457,0.615069775,0.5045010689655173,20.0,40.0,29.0,0.6032388479885058,0.5597854219827587,0.11056870603448277,0.13036027801724126,3
205
+ m6,m,tabsyn,TabSyn,0.64037475,0.6357498749999999,0.5288551034482759,20.0,40.0,29.0,0.6016599094827586,0.582302489224138,0.106894771551724,0.05807226077586203,3
206
+ m6,m,tvae,TVAE,0.3794475,0.3784978,0.30839796551724136,20.0,40.0,29.0,0.3554477551724138,0.3434478827586207,0.07009983448275864,0.03599961724137929,3
207
+ m7,m,arf,ARF,1.0,0.9935483870967742,0.9511627906976744,20.0,31.0,43.0,0.9815703925981496,0.9723555888972243,0.04238559639909978,0.027644411102775712,3
208
+ m7,m,bayesnet,BayesNet,1.0,0.9966043870967742,0.9485788139534883,20.0,31.0,43.0,0.9817277336834209,0.9725916005251313,0.04802557314328593,0.027408399474868728,3
209
+ m7,m,ctgan,CTGAN,0.9888889000000001,0.9903225806451613,0.8755814418604652,20.0,31.0,43.0,0.9515976408352088,0.9329520112528132,0.11474113878469616,0.05593688874718683,3
210
+ m7,m,forestdiffusion,ForestDiffusion,0.5232558,0.24945490322580643,0.7173126511627906,20.0,31.0,43.0,0.49667445146286565,0.48338377719429854,-0.4678577479369842,0.03987202280570151,3
211
+ m7,m,realtabformer,RealTabFormer,1.0,1.0,0.9534883720930233,20.0,31.0,43.0,0.9844961240310077,0.9767441860465116,0.046511627906976716,0.023255813953488413,3
212
+ m7,m,tabbyflow,TabbyFlow,1.0,0.9932088387096774,0.9509043953488372,20.0,31.0,43.0,0.9813710780195048,0.9720566170292573,0.04230444336084016,0.027943382970742725,3
213
+ m7,m,tabddpm,TabDDPM,0.6,0.4838709677419355,0.741860465116279,20.0,31.0,43.0,0.6085771442860716,0.6128657164291073,-0.2579894973743435,-0.012865716429107277,3
214
+ m7,m,tabdiff,TabDiff,0.99,0.9935483870967742,0.9485788139534883,20.0,31.0,43.0,0.9773757336834207,0.9710636005251312,0.04496957314328587,0.018936399474868804,3
215
+ m7,m,tabpfgen,TabPFGen,0.9,0.8709677419354839,0.8927648604651163,20.0,31.0,43.0,0.8879108674668666,0.8818663012003001,-0.021797118529632398,0.01813369879969995,3
216
+ m7,m,tabsyn,TabSyn,1.0,0.9966043870967742,0.9511627906976744,20.0,31.0,43.0,0.9825890592648162,0.9738835888972244,0.04544159639909984,0.026116411102775627,3
217
+ m7,m,tvae,TVAE,0.8230556,0.9516129032258065,0.7724806744186047,20.0,31.0,43.0,0.8490497258814704,0.8620467888222056,0.1791322288072018,-0.03899118882220565,3
218
+ m8,m,arf,ARF,0.8952038999999999,0.8620934,0.8984905588235295,20.0,40.0,34.0,0.8852626196078431,0.8802919794117647,-0.03639715882352945,0.014911920588235206,3
219
+ m8,m,bayesnet,BayesNet,0.9135566,0.887118175,0.9055239117647059,20.0,40.0,34.0,0.9020662289215687,0.896321043382353,-0.018405736764705916,0.017235556617647085,3
220
+ m8,m,ctgan,CTGAN,0.6084655999999999,0.550840425,0.5802886176470589,20.0,40.0,34.0,0.5798648808823529,0.5655645213235294,-0.02944819264705889,0.04290107867647053,3
221
+ m8,m,forestdiffusion,ForestDiffusion,0.8013617999999999,0.8332238499999999,0.8471834117647059,20.0,40.0,34.0,0.8272563539215686,0.8402036308823528,-0.01395956176470603,-0.038841830882352935,3
222
+ m8,m,realtabformer,RealTabFormer,0.9314208,0.9116531999999999,0.9179114705882353,20.0,40.0,34.0,0.9203284901960784,0.9147823352941176,-0.0062582705882353595,0.016638464705882483,3
223
+ m8,m,tabddpm,TabDDPM,0.8683617,0.7271508,0.8656285588235294,20.0,40.0,34.0,0.8203803529411764,0.7963896794117646,-0.13847775882352942,0.07197202058823537,3
224
+ m8,m,tabdiff,TabDiff,0.9071515,0.89954795,0.8997855588235294,20.0,40.0,34.0,0.902161669607843,0.8996667544117647,-0.0002376088235294116,0.007484745588235309,3
225
+ m8,m,tabpfgen,TabPFGen,0.9388313,0.900911575,0.9159055294117647,20.0,40.0,34.0,0.9185494681372549,0.9084085522058823,-0.014993954411764765,0.030422747794117688,3
226
+ m8,m,tabsyn,TabSyn,0.8914630000000001,0.8712576500000001,0.8908282647058823,20.0,40.0,34.0,0.8845163049019608,0.8810429573529412,-0.019570614705882172,0.01042004264705887,3
227
+ m8,m,tvae,TVAE,0.585304,0.5362919749999999,0.5884352352941177,20.0,40.0,34.0,0.5700104034313725,0.5623636051470589,-0.052143260294117755,0.022940394852941193,3
228
+ m9,m,arf,ARF,0.74556015,0.8801901999999999,0.7353487777777779,20.0,30.0,27.0,0.7870330425925927,0.8077694888888889,0.14484142222222207,-0.06220933888888891,3
229
+ m9,m,bayesnet,BayesNet,0.8782724,0.9773217333333334,0.8085937407407408,20.0,30.0,27.0,0.888062624691358,0.8929577370370371,0.16872799259259263,-0.014685337037037116,3
230
+ m9,m,ctgan,CTGAN,0.7322209,0.8761869333333333,0.7287622222222223,20.0,30.0,27.0,0.7790566851851851,0.8024745777777778,0.147424711111111,-0.0702536777777778,3
231
+ m9,m,forestdiffusion,ForestDiffusion,0.0,0.0,0.0,20.0,30.0,27.0,0.0,0.0,0.0,0.0,3
232
+ m9,m,realtabformer,RealTabFormer,0.9447875,0.9827560666666667,0.9002032592592593,20.0,30.0,27.0,0.942582275308642,0.9414796629629629,0.08255280740740745,0.0033078370370370758,3
233
+ m9,m,tabddpm,TabDDPM,0.8262413000000001,0.9775020666666666,0.8034222592592593,20.0,30.0,27.0,0.8690552086419753,0.890462162962963,0.17407980740740736,-0.06422086296296292,3
234
+ m9,m,tabpfgen,TabPFGen,0.6564097999999999,0.7531112,0.6540533703703704,20.0,30.0,27.0,0.68785812345679,0.7035822851851852,0.09905782962962961,-0.04717248518518524,3
235
+ m9,m,tabsyn,TabSyn,0.8855786,0.9771643999999999,0.8213518888888888,20.0,30.0,27.0,0.8946982962962963,0.8992581444444443,0.15581251111111116,-0.013679544444444303,3
236
+ m9,m,tvae,TVAE,0.53348925,0.49392483333333337,0.5407544074074074,20.0,30.0,27.0,0.5227228302469137,0.5173396203703704,-0.046829574074074065,0.016149629629629625,3
237
+ m10,m,arf,ARF,0.8312457500000001,0.9214074193548387,0.9656285882352942,20.0,31.0,34.0,0.906093919196711,0.9435180037950665,-0.044221168880455464,-0.11227225379506633,3
238
+ m10,m,bayesnet,BayesNet,0.95485295,0.923004064516129,0.9733893529411766,20.0,31.0,34.0,0.9504154558191019,0.9481967087286528,-0.050385288425047525,0.00665624127134723,3
239
+ m10,m,ctgan,CTGAN,0.83083335,0.9264888387096774,0.9572952647058824,20.0,31.0,34.0,0.9048724844718533,0.9418920517077799,-0.03080642599620509,-0.11105870170777987,3
240
+ m10,m,forestdiffusion,ForestDiffusion,0.1,0.3474776774193548,0.7568627352941177,20.0,31.0,34.0,0.40144680423782414,0.5521702063567363,-0.4093850578747629,-0.4521702063567363,3
241
+ m10,m,realtabformer,RealTabFormer,0.96107225,0.9957555483870968,0.979074,20.0,31.0,34.0,0.9786339327956989,0.9874147741935484,0.01668154838709679,-0.026342524193548433,3
242
+ m10,m,tabbyflow,TabbyFlow,0.8633521500000001,0.9184884516129032,0.960165088235294,20.0,31.0,34.0,0.9140018966160658,0.9393267699240986,-0.04167663662239085,-0.07597461992409849,3
243
+ m10,m,tabddpm,TabDDPM,0.0,0.03222474193548387,0.4117647058823529,20.0,31.0,34.0,0.14799648260594558,0.2219947239089184,-0.37953996394686906,-0.2219947239089184,3
244
+ m10,m,tabpfgen,TabPFGen,0.8534359,0.9245468387096775,0.9761905000000001,20.0,31.0,34.0,0.9180577462365592,0.9503686693548388,-0.05164366129032261,-0.09693276935483874,3
245
+ m10,m,tabsyn,TabSyn,0.81108525,0.9277452903225806,0.966198294117647,20.0,31.0,34.0,0.9016762781467426,0.9469717922201137,-0.03845300379506644,-0.13588654222011376,3
246
+ m10,m,tvae,TVAE,0.865,0.9214226451612902,0.9646564705882352,20.0,31.0,34.0,0.9170263719165085,0.9430395578747628,-0.04323382542694498,-0.0780395578747628,3
247
+ m11,m,arf,ARF,0.5278088571428571,0.5212224193548387,0.8723175862068966,42.0,31.0,29.0,0.6404496209015308,0.6967700027808676,-0.3510951668520579,-0.16896114563801057,3
248
+ m11,m,bayesnet,BayesNet,0.5232775952380952,0.5232974838709678,0.8719121724137932,42.0,31.0,29.0,0.6394957505076188,0.6976048281423805,-0.3486146885428254,-0.1743272329042852,3
249
+ m11,m,ctgan,CTGAN,0.5336641428571428,0.5193548387096775,0.8736108965517242,42.0,31.0,29.0,0.6422099593728482,0.6964828676307009,-0.3542560578420467,-0.16281872477355808,3
250
+ m11,m,forestdiffusion,ForestDiffusion,0.43808428571428576,0.2731182903225806,0.5370657241379311,42.0,31.0,29.0,0.41608943339159915,0.40509200723025585,-0.26394743381535046,0.03299227848402991,3
251
+ m11,m,realtabformer,RealTabFormer,0.8557301428571429,0.8858836129032258,0.9323530344827586,42.0,31.0,29.0,0.8913222634143757,0.9091183236929923,-0.04646942157953282,-0.0533881808358494,3
252
+ m11,m,tabbyflow,TabbyFlow,0.1020102380952381,0.23496587096774194,0.31337324137931033,42.0,31.0,29.0,0.2167831168140968,0.2741695561735261,-0.0784073704115684,-0.17215931807828802,3
253
+ m11,m,tabddpm,TabDDPM,0.26084666666666667,0.20303606451612904,0.3315390344827586,42.0,31.0,29.0,0.2651405885551848,0.26728754949944383,-0.12850296996662958,-0.006440882832777162,3
254
+ m11,m,tabsyn,TabSyn,0.09834766666666665,0.2366863870967742,0.311397724137931,42.0,31.0,29.0,0.21547725930045727,0.2740420556173526,-0.07471133704115679,-0.17569438895068595,3
255
+ m11,m,tvae,TVAE,0.4599538095238095,0.49677987096774195,0.703786551724138,42.0,31.0,29.0,0.5535067440718965,0.60028321134594,-0.207006680756396,-0.1403294018221305,3
256
+ m12,m,arf,ARF,0.6599035476190476,0.8267769090909091,0.853232,42.0,22.0,31.0,0.779970818903319,0.8400044545454546,-0.026455090909090928,-0.180100906926407,3
257
+ m12,m,bayesnet,BayesNet,0.6407509523809524,0.873321409090909,0.8449103870967742,42.0,22.0,31.0,0.7863275828562118,0.8591158980938416,0.02841102199413481,-0.21836494571288922,3
258
+ m12,m,ctgan,CTGAN,0.38255988095238097,0.5210801363636364,0.21530906451612902,42.0,22.0,31.0,0.37298302727738214,0.3681946004398827,0.30577107184750735,0.014365280512498246,3
259
+ m12,m,realtabformer,RealTabFormer,0.7791393333333334,0.8508858636363636,0.8899293548387097,42.0,22.0,31.0,0.8399848506028023,0.8704076092375367,-0.03904349120234607,-0.09126827590420328,3
260
+ m12,m,tabbyflow,TabbyFlow,0.6294422142857142,0.8245748636363637,0.8662531935483871,42.0,22.0,31.0,0.7734234238234884,0.8454140285923755,-0.04167832991202347,-0.21597181430666124,3
261
+ m12,m,tabsyn,TabSyn,0.6263565238095238,0.6020153636363635,0.814084,42.0,22.0,31.0,0.6808186291486291,0.7080496818181818,-0.2120686363636365,-0.08169315800865806,3
262
+ m12,m,tvae,TVAE,0.34368990476190475,0.4894604545454545,0.2742060322580645,42.0,22.0,31.0,0.3691187971884746,0.3818332434017595,0.21525442228739,-0.03814333863985475,3
263
+ n1,n,arf,ARF,0.8333333333333334,1.0,0.7447916875,12.0,8.0,32.0,0.8593750069444445,0.87239584375,0.2552083125,-0.03906251041666664,3
264
+ n1,n,bayesnet,BayesNet,0.8333333333333334,1.0,0.6875,12.0,8.0,32.0,0.8402777777777778,0.84375,0.3125,-0.01041666666666663,3
265
+ n1,n,ctgan,CTGAN,0.8333333333333334,1.0,0.484375,12.0,8.0,32.0,0.7725694444444445,0.7421875,0.515625,0.09114583333333337,3
266
+ n1,n,forestdiffusion,ForestDiffusion,0.0,0.0,0.4375,12.0,8.0,32.0,0.14583333333333334,0.21875,-0.4375,-0.21875,3
267
+ n1,n,realtabformer,RealTabFormer,0.8333333333333334,1.0,0.96875,12.0,8.0,32.0,0.9340277777777778,0.984375,0.03125,-0.15104166666666663,3
268
+ n1,n,tabbyflow,TabbyFlow,0.8333333333333334,1.0,0.96875,12.0,8.0,32.0,0.9340277777777778,0.984375,0.03125,-0.15104166666666663,3
269
+ n1,n,tabddpm,TabDDPM,0.0,0.0,0.55208334375,12.0,8.0,32.0,0.18402778125,0.276041671875,-0.55208334375,-0.276041671875,3
270
+ n1,n,tabpfgen,TabPFGen,0.8333333333333334,1.0,0.5572916875,12.0,8.0,32.0,0.7968750069444445,0.77864584375,0.4427083125,0.05468748958333336,3
271
+ n1,n,tabsyn,TabSyn,0.8333333333333334,1.0,1.0,12.0,8.0,32.0,0.9444444444444445,1.0,0.0,-0.16666666666666663,3
272
+ n1,n,tvae,TVAE,0.8333333333333334,1.0,0.5572916875,12.0,8.0,32.0,0.7968750069444445,0.77864584375,0.4427083125,0.05468748958333336,3
273
+ n2,n,arf,ARF,0.004162,0.03599552,0.46651535714285713,8.0,25.0,28.0,0.16889095904761905,0.25125543857142857,-0.43051983714285713,-0.24709343857142857,3
274
+ n2,n,bayesnet,BayesNet,1.0,1.0,1.0,8.0,25.0,28.0,1.0,1.0,0.0,0.0,3
275
+ n2,n,ctgan,CTGAN,0.0,0.0,0.4107142857142857,8.0,25.0,28.0,0.1369047619047619,0.20535714285714285,-0.4107142857142857,-0.20535714285714285,3
276
+ n2,n,forestdiffusion,ForestDiffusion,0.0,0.0,0.3392856785714286,8.0,25.0,28.0,0.1130952261904762,0.1696428392857143,-0.3392856785714286,-0.1696428392857143,3
277
+ n2,n,realtabformer,RealTabFormer,1.0,1.0,1.0,8.0,25.0,28.0,1.0,1.0,0.0,0.0,3
278
+ n2,n,tabbyflow,TabbyFlow,0.0,0.0,0.35714282142857146,8.0,25.0,28.0,0.11904760714285716,0.17857141071428573,-0.35714282142857146,-0.17857141071428573,3
279
+ n2,n,tabddpm,TabDDPM,0.0,0.0,0.3392856785714286,8.0,25.0,28.0,0.1130952261904762,0.1696428392857143,-0.3392856785714286,-0.1696428392857143,3
280
+ n2,n,tabdiff,TabDiff,0.0,0.0,0.35714282142857146,8.0,25.0,28.0,0.11904760714285716,0.17857141071428573,-0.35714282142857146,-0.17857141071428573,3
281
+ n2,n,tabpfgen,TabPFGen,0.0,0.0,0.4107142857142857,8.0,25.0,28.0,0.1369047619047619,0.20535714285714285,-0.4107142857142857,-0.20535714285714285,3
282
+ n2,n,tabsyn,TabSyn,0.088889,0.12533344,0.5119048214285714,8.0,25.0,28.0,0.24204242047619048,0.3186191307142857,-0.3865713814285714,-0.22973013071428572,3
283
+ n2,n,tvae,TVAE,0.0,0.0,0.4107142857142857,8.0,25.0,28.0,0.1369047619047619,0.20535714285714285,-0.4107142857142857,-0.20535714285714285,3
284
+ n3,n,arf,ARF,0.001105875,0.003829969696969697,0.0007547777777777778,16.0,33.0,36.0,0.0018968741582491584,0.0022923737373737375,0.0030751919191919193,-0.0011864987373737374,3
285
+ n3,n,bayesnet,BayesNet,0.0,0.0,0.0,16.0,33.0,36.0,0.0,0.0,0.0,0.0,3
286
+ n3,n,ctgan,CTGAN,0.017857125,0.030303000000000004,0.01190475,16.0,33.0,36.0,0.020021625,0.021103875,0.018398250000000005,-0.0032467499999999996,3
287
+ n3,n,forestdiffusion,ForestDiffusion,0.053571375,0.090909,0.06349202777777778,16.0,33.0,36.0,0.06932413425925926,0.07720051388888889,0.027416972222222225,-0.023629138888888894,3
288
+ n3,n,realtabformer,RealTabFormer,0.727706125,0.7985287575757576,0.6035350833333334,16.0,33.0,36.0,0.709923321969697,0.7010319204545454,0.1949936742424242,0.02667420454545455,3
289
+ n3,n,tabbyflow,TabbyFlow,0.083353625,0.11776512121212122,0.1391711111111111,16.0,33.0,36.0,0.11342995244107745,0.12846811616161616,-0.021405989898989883,-0.04511449116161616,3
290
+ n3,n,tabddpm,TabDDPM,0.00058875,0.0028262121212121213,0.0004362222222222222,16.0,33.0,36.0,0.0012837281144781143,0.0016312171717171716,0.0023899898989898994,-0.0010424671717171718,3
291
+ n3,n,tabdiff,TabDiff,0.098009625,0.14316160606060607,0.1200921388888889,16.0,33.0,36.0,0.1204211233164983,0.13162687247474747,0.02306946717171718,-0.033617247474747466,3
292
+ n3,n,tabpfgen,TabPFGen,0.03756125,0.06369660606060606,0.025028055555555553,16.0,33.0,36.0,0.04209530387205387,0.04436233080808081,0.03866855050505051,-0.006801080808080812,3
293
+ n3,n,tabsyn,TabSyn,0.039884499999999996,0.052367666666666673,0.18252672222222222,16.0,33.0,36.0,0.09159296296296297,0.11744719444444444,-0.13015905555555554,-0.07756269444444444,3
294
+ n3,n,tvae,TVAE,0.017857125,0.030303000000000004,0.01190475,16.0,33.0,36.0,0.020021625,0.021103875,0.018398250000000005,-0.0032467499999999996,3
295
+ n4,n,arf,ARF,0.24160116666666667,0.09178446428571428,0.2401395,18.0,28.0,20.0,0.19117504365079366,0.16596198214285715,-0.1483550357142857,0.07563918452380952,3
296
+ n4,n,bayesnet,BayesNet,0.2222222222222222,0.03571428571428571,0.2,18.0,28.0,20.0,0.15264550264550264,0.11785714285714285,-0.1642857142857143,0.10436507936507936,3
297
+ n4,n,ctgan,CTGAN,0.1111111111111111,0.03571428571428571,0.1,18.0,28.0,20.0,0.08227513227513227,0.06785714285714287,-0.0642857142857143,0.04325396825396824,3
298
+ n4,n,realtabformer,RealTabFormer,0.5355166666666666,0.3508866785714286,0.6497116000000001,18.0,28.0,20.0,0.5120383150793651,0.5002991392857143,-0.2988249214285715,0.035217527380952296,3
299
+ n4,n,tabbyflow,TabbyFlow,0.23494916666666665,0.11921107142857143,0.3021051,18.0,28.0,20.0,0.21875511269841272,0.21065808571428574,-0.18289402857142859,0.024291080952380917,3
300
+ n4,n,tabddpm,TabDDPM,0.0,0.038265321428571426,0.0,18.0,28.0,20.0,0.012755107142857143,0.019132660714285713,0.038265321428571426,-0.019132660714285713,3
301
+ n4,n,tabpfgen,TabPFGen,0.2222222222222222,0.03571428571428571,0.2,18.0,28.0,20.0,0.15264550264550264,0.11785714285714285,-0.1642857142857143,0.10436507936507936,3
302
+ n4,n,tabsyn,TabSyn,0.2291162777777778,0.09163157142857144,0.2529438,18.0,28.0,20.0,0.19123054973544976,0.1722876857142857,-0.16131222857142857,0.056828592063492084,3
303
+ n4,n,tvae,TVAE,0.11148688888888889,0.03608010714285714,0.10003290000000001,18.0,28.0,20.0,0.08253329867724868,0.06805650357142858,-0.06395279285714286,0.04343038531746031,3
304
+ n5,n,arf,ARF,0.26066888888888884,0.3404827142857143,0.7072473529411765,18.0,28.0,34.0,0.4361329853719265,0.5238650336134454,-0.36676463865546216,-0.26319614472455655,3
305
+ n5,n,bayesnet,BayesNet,0.26971933333333337,0.3274106071428572,0.5588356176470588,18.0,28.0,34.0,0.38532185270774977,0.443123112394958,-0.2314250105042016,-0.17340377906162463,3
306
+ n5,n,ctgan,CTGAN,0.23688166666666666,0.29100532142857144,0.5519828235294117,18.0,28.0,34.0,0.3599566038748833,0.4214940724789916,-0.2609775021008403,-0.18461240581232496,3
307
+ n5,n,forestdiffusion,ForestDiffusion,1.2388888888888889e-05,1.675e-05,0.41177329411764707,18.0,28.0,34.0,0.1372674776688453,0.20589502205882354,-0.41175654411764706,-0.20588263316993466,3
308
+ n5,n,realtabformer,RealTabFormer,0.3473027777777778,0.40466089285714285,0.549263705882353,18.0,28.0,34.0,0.43374245883909124,0.4769622993697479,-0.1446028130252101,-0.12965952159197008,3
309
+ n5,n,tabbyflow,TabbyFlow,0.28898016666666665,0.3159658214285714,0.5506544999999999,18.0,28.0,34.0,0.3852001626984127,0.43331016071428563,-0.23468867857142856,-0.14432999404761898,3
310
+ n5,n,tabddpm,TabDDPM,0.0035061666666666665,0.018374642857142857,0.2949332647058823,18.0,28.0,34.0,0.1056046914098973,0.1566539537815126,-0.27655862184873947,-0.15314778711484592,3
311
+ n5,n,tabpfgen,TabPFGen,0.31488505555555557,0.3445378214285714,0.5576044117647059,18.0,28.0,34.0,0.40567576291627766,0.4510711165966387,-0.21306659033613445,-0.1361860610410831,3
312
+ n5,n,tabsyn,TabSyn,0.0018860555555555555,0.018497464285714284,0.4119838823529412,18.0,28.0,34.0,0.14412246739807036,0.21524067331932775,-0.3934864180672269,-0.2133546177637722,3
313
+ n5,n,tvae,TVAE,0.22339983333333333,0.2752268214285714,0.5435794705882353,18.0,28.0,34.0,0.34740204178338,0.40940314600840333,-0.2683526491596639,-0.18600331267507,3
314
+ n6,n,arf,ARF,1.0,0.9411764705882353,0.78125,8.0,17.0,32.0,0.9074754901960785,0.8612132352941176,0.15992647058823528,0.13878676470588236,3
315
+ n6,n,bayesnet,BayesNet,1.0,0.9411764705882353,0.65625,8.0,17.0,32.0,0.8658088235294118,0.7987132352941176,0.2849264705882353,0.20128676470588236,3
316
+ n6,n,ctgan,CTGAN,1.0,0.9411764705882353,0.625,8.0,17.0,32.0,0.8553921568627452,0.7830882352941176,0.3161764705882353,0.21691176470588236,3
317
+ n6,n,forestdiffusion,ForestDiffusion,0.0,0.0,0.375,8.0,17.0,32.0,0.125,0.1875,-0.375,-0.1875,3
318
+ n6,n,realtabformer,RealTabFormer,1.0,0.9411764705882353,0.84375,8.0,17.0,32.0,0.9283088235294118,0.8924632352941176,0.09742647058823528,0.10753676470588236,3
319
+ n6,n,tabbyflow,TabbyFlow,1.0,0.9411764705882353,0.65625,8.0,17.0,32.0,0.8658088235294118,0.7987132352941176,0.2849264705882353,0.20128676470588236,3
320
+ n6,n,tabddpm,TabDDPM,0.0,0.0,0.59375,8.0,17.0,32.0,0.19791666666666666,0.296875,-0.59375,-0.296875,3
321
+ n6,n,tabdiff,TabDiff,1.0,0.9411764705882353,0.625,8.0,17.0,32.0,0.8553921568627452,0.7830882352941176,0.3161764705882353,0.21691176470588236,3
322
+ n6,n,tabpfgen,TabPFGen,1.0,0.9411764705882353,0.84375,8.0,17.0,32.0,0.9283088235294118,0.8924632352941176,0.09742647058823528,0.10753676470588236,3
323
+ n6,n,tabsyn,TabSyn,0.0,0.0,0.46875,8.0,17.0,32.0,0.15625,0.234375,-0.46875,-0.234375,3
324
+ n6,n,tvae,TVAE,1.0,0.9411764705882353,0.75,8.0,17.0,32.0,0.8970588235294118,0.8455882352941176,0.19117647058823528,0.15441176470588236,3
325
+ n7,n,arf,ARF,0.5833333333333334,0.9351851666666667,0.7002824722222223,12.0,12.0,36.0,0.7396003240740742,0.8177338194444446,0.23490269444444445,-0.2344004861111112,3
326
+ n7,n,bayesnet,BayesNet,0.5833333333333334,1.0,0.9404761944444444,12.0,12.0,36.0,0.8412698425925926,0.9702380972222222,0.05952380555555559,-0.38690476388888884,3
327
+ n7,n,ctgan,CTGAN,0.5833333333333334,0.9404761666666667,0.7273295833333333,12.0,12.0,36.0,0.7503796944444444,0.8339028749999999,0.21314658333333336,-0.25056954166666656,3
328
+ n7,n,forestdiffusion,ForestDiffusion,0.0,0.0,0.3333333333333333,12.0,12.0,36.0,0.1111111111111111,0.16666666666666666,-0.3333333333333333,-0.16666666666666666,3
329
+ n7,n,realtabformer,RealTabFormer,0.5833333333333334,1.0,0.9197310555555556,12.0,12.0,36.0,0.8343547962962964,0.9598655277777778,0.08026894444444443,-0.3765321944444444,3
330
+ n7,n,tabbyflow,TabbyFlow,0.5833333333333334,1.0,0.8763763611111111,12.0,12.0,36.0,0.8199032314814815,0.9381881805555555,0.12362363888888894,-0.35485484722222216,3
331
+ n7,n,tabddpm,TabDDPM,0.525,0.8652777500000001,0.71683225,12.0,12.0,36.0,0.70237,0.7910550000000001,0.14844550000000012,-0.26605500000000004,3
332
+ n7,n,tabpfgen,TabPFGen,0.5833333333333334,1.0,0.9444444444444444,12.0,12.0,36.0,0.8425925925925926,0.9722222222222222,0.05555555555555558,-0.38888888888888884,3
333
+ n7,n,tabsyn,TabSyn,0.5833333333333334,1.0,0.8345078055555555,12.0,12.0,36.0,0.8059470462962963,0.9172539027777777,0.16549219444444452,-0.33392056944444437,3
334
+ n7,n,tvae,TVAE,0.5833333333333334,0.9444444166666667,0.7193606388888889,12.0,12.0,36.0,0.7490461296296296,0.8319025277777778,0.22508377777777777,-0.24856919444444447,3
335
+ n8,n,arf,ARF,0.0667665,0.021505354838709675,0.0,20.0,31.0,20.0,0.02942395161290323,0.010752677419354838,0.021505354838709675,0.05601382258064517,3
336
+ n8,n,bayesnet,BayesNet,0.025,0.016129032258064516,0.0,20.0,31.0,20.0,0.013709677419354839,0.008064516129032258,0.016129032258064516,0.016935483870967744,3
337
+ n8,n,ctgan,CTGAN,0.27499989999999996,0.19892464516129033,0.13333319999999999,20.0,31.0,20.0,0.20241924838709677,0.16612892258064516,0.06559144516129034,0.10887097741935481,3
338
+ n8,n,realtabformer,RealTabFormer,0.09135475,0.1338066129032258,0.0,20.0,31.0,20.0,0.0750537876344086,0.0669033064516129,0.1338066129032258,0.024451443548387103,3
339
+ n8,n,tabbyflow,TabbyFlow,0.05,0.06151051612903226,0.13333319999999999,20.0,31.0,20.0,0.08161457204301074,0.09742185806451611,-0.07182268387096773,-0.04742185806451611,3
340
+ n8,n,tabsyn,TabSyn,0.1254443,0.12017800000000001,0.13333319999999999,20.0,31.0,20.0,0.1263185,0.1267556,-0.013155199999999978,-0.0013112999999999875,3
341
+ n8,n,tvae,TVAE,0.050079399999999996,0.03225806451612903,0.0,20.0,31.0,20.0,0.027445821505376344,0.016129032258064516,0.03225806451612903,0.03395036774193548,3
342
+ n9,n,arf,ARF,0.5571157777777778,0.6481285357142857,0.5219717368421053,18.0,28.0,19.0,0.5757386834447229,0.5850501362781955,0.12615679887218045,-0.0279343585004177,3
343
+ n9,n,bayesnet,BayesNet,0.6218603333333333,0.6620988214285715,0.5219356842105264,18.0,28.0,19.0,0.6019649463241438,0.5920172528195489,0.14016313721804508,0.02984308051378448,3
344
+ n9,n,ctgan,CTGAN,0.6041202777777778,0.6261091428571428,0.47406184210526314,18.0,28.0,19.0,0.5680970875800613,0.550085492481203,0.15204730075187967,0.054034785296574794,3
345
+ n9,n,forestdiffusion,ForestDiffusion,0.0,0.0,0.0,18.0,28.0,19.0,0.0,0.0,0.0,0.0,3
346
+ n9,n,realtabformer,RealTabFormer,0.759354,0.8281761071428572,0.7217101578947368,18.0,28.0,19.0,0.7697467550125313,0.774943132518797,0.10646594924812036,-0.015589132518797011,3
347
+ n9,n,tabbyflow,TabbyFlow,0.5417653888888889,0.6296700714285715,0.5177614210526316,18.0,28.0,19.0,0.5630656271233639,0.5737157462406015,0.11190865037593989,-0.03195035735171259,3
348
+ n9,n,tabddpm,TabDDPM,0.5498357222222222,0.6555104642857142,0.5272746842105264,18.0,28.0,19.0,0.5775402902394876,0.5913925742481203,0.12823578007518788,-0.041556852025898094,3
349
+ n9,n,tabpfgen,TabPFGen,0.7002982222222223,0.7148568571428572,0.7076125789473684,18.0,28.0,19.0,0.7075892194374825,0.7112347180451128,0.007244278195488785,-0.01093649582289058,3
350
+ n9,n,tabsyn,TabSyn,0.0,0.0,0.0,18.0,28.0,19.0,0.0,0.0,0.0,0.0,3
351
+ n9,n,tvae,TVAE,0.5893805555555556,0.6257550357142857,0.4825606842105263,18.0,28.0,19.0,0.5658987584934558,0.554157859962406,0.14319435150375942,0.03522269559314961,3
352
+ n10,n,arf,ARF,0.75,1.0,0.625,12.0,8.0,32.0,0.7916666666666666,0.8125,0.375,-0.0625,3
353
+ n10,n,bayesnet,BayesNet,0.75,1.0,0.625,12.0,8.0,32.0,0.7916666666666666,0.8125,0.375,-0.0625,3
354
+ n10,n,ctgan,CTGAN,0.75,1.0,0.625,12.0,8.0,32.0,0.7916666666666666,0.8125,0.375,-0.0625,3
355
+ n10,n,forestdiffusion,ForestDiffusion,0.0,0.0,0.375,12.0,8.0,32.0,0.125,0.1875,-0.375,-0.1875,3
356
+ n10,n,realtabformer,RealTabFormer,0.75,1.0,0.625,12.0,8.0,32.0,0.7916666666666666,0.8125,0.375,-0.0625,3
357
+ n10,n,tabbyflow,TabbyFlow,0.75,1.0,0.625,12.0,8.0,32.0,0.7916666666666666,0.8125,0.375,-0.0625,3
358
+ n10,n,tabddpm,TabDDPM,0.75,1.0,0.625,12.0,8.0,32.0,0.7916666666666666,0.8125,0.375,-0.0625,3
359
+ n10,n,tabpfgen,TabPFGen,0.75,1.0,0.625,12.0,8.0,32.0,0.7916666666666666,0.8125,0.375,-0.0625,3
360
+ n10,n,tabsyn,TabSyn,0.0,0.0,0.375,12.0,8.0,32.0,0.125,0.1875,-0.375,-0.1875,3
361
+ n10,n,tvae,TVAE,0.75,1.0,0.625,12.0,8.0,32.0,0.7916666666666666,0.8125,0.375,-0.0625,3
362
+ n11,n,arf,ARF,0.5,1.0,0.45454545454545453,12.0,8.0,44.0,0.6515151515151515,0.7272727272727273,0.5454545454545454,-0.2272727272727273,3
363
+ n11,n,bayesnet,BayesNet,0.5,1.0,0.45454545454545453,12.0,8.0,44.0,0.6515151515151515,0.7272727272727273,0.5454545454545454,-0.2272727272727273,3
364
+ n11,n,ctgan,CTGAN,0.5,1.0,0.45454545454545453,12.0,8.0,44.0,0.6515151515151515,0.7272727272727273,0.5454545454545454,-0.2272727272727273,3
365
+ n11,n,forestdiffusion,ForestDiffusion,0.0,0.0,0.2727272727272727,12.0,8.0,44.0,0.0909090909090909,0.13636363636363635,-0.2727272727272727,-0.13636363636363635,3
366
+ n11,n,realtabformer,RealTabFormer,0.5,1.0,0.45454545454545453,12.0,8.0,44.0,0.6515151515151515,0.7272727272727273,0.5454545454545454,-0.2272727272727273,3
367
+ n11,n,tabbyflow,TabbyFlow,0.5,1.0,0.45454545454545453,12.0,8.0,44.0,0.6515151515151515,0.7272727272727273,0.5454545454545454,-0.2272727272727273,3
368
+ n11,n,tabddpm,TabDDPM,0.5,1.0,0.45454545454545453,12.0,8.0,44.0,0.6515151515151515,0.7272727272727273,0.5454545454545454,-0.2272727272727273,3
369
+ n11,n,tabpfgen,TabPFGen,0.5,1.0,0.45454545454545453,12.0,8.0,44.0,0.6515151515151515,0.7272727272727273,0.5454545454545454,-0.2272727272727273,3
370
+ n11,n,tabsyn,TabSyn,0.0,0.0,0.2727272727272727,12.0,8.0,44.0,0.0909090909090909,0.13636363636363635,-0.2727272727272727,-0.13636363636363635,3
371
+ n11,n,tvae,TVAE,0.5,1.0,0.45454545454545453,12.0,8.0,44.0,0.6515151515151515,0.7272727272727273,0.5454545454545454,-0.2272727272727273,3
372
+ n12,n,arf,ARF,0.8699085,0.8484330999999999,0.892062037037037,16.0,20.0,27.0,0.8701345456790124,0.8702475685185185,-0.043628937037037074,-0.00033906851851850384,3
373
+ n12,n,bayesnet,BayesNet,0.8206555,0.8026344999999999,0.8459819629629629,16.0,20.0,27.0,0.8230906543209876,0.8243082314814814,-0.04334746296296299,-0.003652731481481375,3
374
+ n12,n,ctgan,CTGAN,0.7583432499999999,0.745162,0.8230047037037037,16.0,20.0,27.0,0.7755033179012346,0.7840833518518519,-0.07784270370370372,-0.025740101851851938,3
375
+ n12,n,forestdiffusion,ForestDiffusion,0.0,0.0,0.4074074074074074,16.0,20.0,27.0,0.13580246913580246,0.2037037037037037,-0.4074074074074074,-0.2037037037037037,3
376
+ n12,n,tabbyflow,TabbyFlow,0.0,0.06666659999999999,0.4074074074074074,16.0,20.0,27.0,0.15802466913580246,0.23703700370370367,-0.3407408074074074,-0.23703700370370367,3
377
+ n12,n,tabddpm,TabDDPM,0.701387,0.661365,0.7742117407407407,16.0,20.0,27.0,0.7123212469135801,0.7177883703703704,-0.11284674074074075,-0.01640137037037037,3
378
+ n12,n,tabpfgen,TabPFGen,0.58280025,0.5068302,0.7188664814814815,16.0,20.0,27.0,0.6028323104938272,0.6128483407407408,-0.21203628148148146,-0.030048090740740774,3
379
+ n12,n,tabsyn,TabSyn,0.0,0.0,0.4074074074074074,16.0,20.0,27.0,0.13580246913580246,0.2037037037037037,-0.4074074074074074,-0.2037037037037037,3
380
+ n12,n,tvae,TVAE,0.7873353750000001,0.772415,0.8361067037037038,16.0,20.0,27.0,0.7986190262345679,0.8042608518518519,-0.0636917037037038,-0.01692547685185186,3
381
+ n14,n,arf,ARF,0.04343455555555556,0.18849192857142857,0.3836906976744186,18.0,28.0,43.0,0.20520572726713424,0.2860913131229236,-0.19519876910299003,-0.24265675756736801,3
382
+ n14,n,bayesnet,BayesNet,0.0014594999999999999,0.16431682142857143,0.3534569767441861,18.0,28.0,43.0,0.17307776605758585,0.25888689908637874,-0.18914015531561465,-0.25742739908637874,3
383
+ n14,n,ctgan,CTGAN,0.0,0.1488094642857143,0.32558139534883723,18.0,28.0,43.0,0.1581302865448505,0.23719542981727576,-0.17677193106312294,-0.23719542981727576,3
384
+ n14,n,realtabformer,RealTabFormer,0.037281888888888885,0.18501378571428573,0.36268255813953487,18.0,28.0,43.0,0.19499274424756985,0.2738481719269103,-0.17766877242524914,-0.2365662830380214,3
385
+ n14,n,tabddpm,TabDDPM,0.0,0.11904767857142858,0.32558139534883723,18.0,28.0,43.0,0.14820969130675526,0.2223145369601329,-0.20653371677740867,-0.2223145369601329,3
386
+ n14,n,tabpfgen,TabPFGen,0.0,0.1488094642857143,0.32558139534883723,18.0,28.0,43.0,0.1581302865448505,0.23719542981727576,-0.17677193106312294,-0.23719542981727576,3
387
+ n14,n,tabsyn,TabSyn,0.050354333333333334,0.048456928571428574,0.3324506976744186,18.0,28.0,43.0,0.1437539865263935,0.1904538131229236,-0.28399376910299,-0.14009947978959025,3
388
+ n14,n,tvae,TVAE,0.0,0.1488094642857143,0.32558139534883723,18.0,28.0,43.0,0.1581302865448505,0.23719542981727576,-0.17677193106312294,-0.23719542981727576,3
389
+ n15,n,arf,ARF,0.6604729523809524,0.7482938387096775,0.6445693448275862,42.0,31.0,29.0,0.6844453786394054,0.6964315917686319,0.10372449388209126,-0.035958639387679514,3
390
+ n15,n,bayesnet,BayesNet,0.6862917857142857,0.7949778387096774,0.6502477586206897,42.0,31.0,29.0,0.7105057943482177,0.7226127986651836,0.1447300800889877,-0.036321012950897846,3
391
+ n15,n,ctgan,CTGAN,0.26016064285714285,0.3714375161290323,0.4091945172413793,42.0,31.0,29.0,0.34693089207585154,0.39031601668520577,-0.03775700111234698,-0.13015537382806291,3
392
+ n15,n,realtabformer,RealTabFormer,0.6610277619047619,0.7068535161290322,0.6204610344827586,42.0,31.0,29.0,0.6627807708388509,0.6636572753058954,0.08639248164627367,-0.0026295134011334875,3
393
+ n15,n,tabddpm,TabDDPM,0.0,0.0,0.0,42.0,31.0,29.0,0.0,0.0,0.0,0.0,3
394
+ n15,n,tabpfgen,TabPFGen,0.7930111904761904,0.8222401612903226,0.6906726551724137,42.0,31.0,29.0,0.768641335646309,0.7564564082313682,0.1315675061179089,0.036554782244822226,3
395
+ n15,n,tabsyn,TabSyn,0.07142857142857142,0.14961593548387095,0.23891631034482758,42.0,31.0,29.0,0.15332027241909,0.19426612291434925,-0.08930037486095663,-0.12283755148577782,3
396
+ n15,n,tvae,TVAE,0.400671380952381,0.3638695806451613,0.3574430344827586,42.0,31.0,29.0,0.3739946653601003,0.36065630756395994,0.00642654616240268,0.04001507338842103,3
397
+ n16,n,arf,ARF,0.0,0.0,0.38235294117647056,12.0,20.0,51.0,0.12745098039215685,0.19117647058823528,-0.38235294117647056,-0.19117647058823528,3
398
+ n16,n,bayesnet,BayesNet,0.3333333333333333,1.0,0.7647058823529411,12.0,20.0,51.0,0.699346405228758,0.8823529411764706,0.23529411764705888,-0.5490196078431373,3
399
+ n16,n,ctgan,CTGAN,0.3333333333333333,0.75,0.6568627450980392,12.0,20.0,51.0,0.5800653594771242,0.7034313725490196,0.09313725490196079,-0.37009803921568624,3
400
+ n16,n,tabddpm,TabDDPM,0.0,0.0,0.43137254901960786,12.0,20.0,51.0,0.14379084967320263,0.21568627450980393,-0.43137254901960786,-0.21568627450980393,3
401
+ n16,n,tabsyn,TabSyn,0.0,0.0,0.43137254901960786,12.0,20.0,51.0,0.14379084967320263,0.21568627450980393,-0.43137254901960786,-0.21568627450980393,3
402
+ n16,n,tvae,TVAE,0.3333333333333333,0.9416666499999999,0.620915,12.0,20.0,51.0,0.6319716611111111,0.7812908249999999,0.32075164999999994,-0.4479574916666666,3
403
+ n17,n,arf,ARF,0.6774357777777777,0.73993590625,0.7140854081632653,18.0,32.0,49.0,0.7104856973970143,0.7270106572066326,0.025850498086734786,-0.04957487942885486,3
404
+ n17,n,bayesnet,BayesNet,0.47162522222222225,0.5286189375,0.4619709591836734,18.0,32.0,49.0,0.4874050396352985,0.49529494834183674,0.06664797831632657,-0.023669726119614487,3
405
+ n17,n,ctgan,CTGAN,0.5130459444444444,0.5004429687499999,0.4625989591836735,18.0,32.0,49.0,0.4920292907927059,0.48152096396683675,0.03784400956632644,0.031524980477607656,3
406
+ n17,n,realtabformer,RealTabFormer,0.5559474999999999,0.437424375,0.5963769591836734,18.0,32.0,49.0,0.5299162780612244,0.5169006670918367,-0.15895258418367342,0.03904683290816324,3
407
+ n17,n,tabddpm,TabDDPM,0.6564571111111112,0.6087319375,0.6522979795918368,18.0,32.0,49.0,0.6391623427343159,0.6305149585459184,-0.04356604209183679,0.025942152565192722,3
408
+ n17,n,tabpfgen,TabPFGen,0.8009683333333333,0.7748361875,0.8503664285714285,18.0,32.0,49.0,0.8087236498015873,0.8126013080357143,-0.07553024107142847,-0.011632974702381005,3
409
+ n17,n,tabsyn,TabSyn,0.0,0.01197746875,0.15871822448979592,18.0,32.0,49.0,0.0568985644132653,0.08534784661989796,-0.14674075573979592,-0.08534784661989796,3
410
+ n17,n,tvae,TVAE,0.49589861111111116,0.4040755,0.4316750408163265,18.0,32.0,49.0,0.4438830506424792,0.41787527040816325,-0.02759954081632654,0.07802334070294792,3
411
+ n18,n,arf,ARF,0.5252298333333333,0.3178167,0.6778517916666668,18.0,20.0,24.0,0.5069661083333333,0.49783424583333336,-0.36003509166666675,0.02739558749999993,3
412
+ n18,n,bayesnet,BayesNet,0.258282,0.30404565,0.6073717916666667,18.0,20.0,24.0,0.38989981388888895,0.45570872083333336,-0.30332614166666666,-0.19742672083333335,3
413
+ n18,n,ctgan,CTGAN,0.219169,0.0075362,0.2828984583333333,18.0,20.0,24.0,0.16986788611111112,0.14521732916666666,-0.27536225833333333,0.07395167083333334,3
414
+ n18,n,tvae,TVAE,0.11767377777777778,0.0067708,0.5576791666666666,18.0,20.0,24.0,0.22737458148148146,0.2822249833333333,-0.5509083666666666,-0.16455120555555552,3
415
+ n19,n,arf,ARF,0.7236192222222222,0.8096833,0.7677884583333333,18.0,20.0,24.0,0.7670303268518519,0.7887358791666667,0.04189484166666668,-0.06511665694444446,3
416
+ n19,n,bayesnet,BayesNet,0.7481097777777778,0.8249178,0.77657425,18.0,20.0,24.0,0.7832006092592593,0.800746025,0.04834355000000001,-0.052636247222222265,3
417
+ n19,n,ctgan,CTGAN,0.45164650000000006,0.51248745,0.7480007916666667,18.0,20.0,24.0,0.5707115805555555,0.6302441208333334,-0.2355133416666667,-0.1785976208333333,3
418
+ n19,n,tabddpm,TabDDPM,0.0,0.01035155,0.39555416666666665,18.0,20.0,24.0,0.13530190555555555,0.20295285833333332,-0.38520261666666666,-0.20295285833333332,3
419
+ n19,n,tabpfgen,TabPFGen,0.7660228888888889,0.8573681000000001,0.7424855416666666,18.0,20.0,24.0,0.7886255101851852,0.7999268208333333,0.1148825583333335,-0.03390393194444441,3
420
+ n19,n,tvae,TVAE,0.7069635000000001,0.7485931,0.7590849583333333,18.0,20.0,24.0,0.7382138527777777,0.7538390291666667,-0.010491858333333326,-0.046875529166666596,3
421
+ n20,n,arf,ARF,0.00346,0.007213095238095238,0.37588025,8.0,21.0,32.0,0.1288511150793651,0.19154667261904762,-0.3686671547619048,-0.18808667261904763,3
422
+ n20,n,bayesnet,BayesNet,0.00015125,0.004165285714285714,0.375045375,8.0,21.0,32.0,0.12645397023809524,0.18960533035714286,-0.3708800892857143,-0.18945408035714287,3
423
+ n20,n,ctgan,CTGAN,0.0,0.0,0.29166675,8.0,21.0,32.0,0.09722225,0.145833375,-0.29166675,-0.145833375,3
424
+ n20,n,realtabformer,RealTabFormer,0.5808805,0.6249616666666666,0.5305195,8.0,21.0,32.0,0.5787872222222222,0.5777405833333333,0.0944421666666666,0.0031399166666666867,3
425
+ n20,n,tabddpm,TabDDPM,0.0,0.0,0.1875,8.0,21.0,32.0,0.0625,0.09375,-0.1875,-0.09375,3
426
+ n20,n,tabpfgen,TabPFGen,0.0,0.0,0.375,8.0,21.0,32.0,0.125,0.1875,-0.375,-0.1875,3
427
+ n20,n,tabsyn,TabSyn,0.000121,0.00010947619047619046,0.3333635625,8.0,21.0,32.0,0.11119801289682539,0.1667365193452381,-0.3332540863095238,-0.16661551934523808,3
428
+ n20,n,tvae,TVAE,0.0,0.0,0.29166675,8.0,21.0,32.0,0.09722225,0.145833375,-0.29166675,-0.145833375,3
evaluation/query_family/conditional/breakdown/data/dataset_model_subitems.csv ADDED
The diff for this file is too large to render. See raw diff
 
evaluation/query_family/conditional/breakdown/data/dataset_summary.csv ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ dataset_id,dataset_prefix,model_count,dependency_strength_similarity,direction_consistency,slice_level_consistency,conditional_dependency_structure_score,conditional_subgroup_score,direction_minus_slice,strength_minus_subgroup,subgroup_score_std_across_models
2
+ n8,n,7,0.097664,0.083473,0.057143,0.079427,0.070308,0.02633,0.027356,0.062545
3
+ n3,n,11,0.097954,0.121245,0.10535,0.108183,0.113297,0.015895,-0.015343,0.201667
4
+ n4,n,9,0.212025,0.092778,0.227215,0.177339,0.159996,-0.134437,0.052029,0.140933
5
+ n20,n,8,0.073077,0.079556,0.34508,0.165904,0.212318,-0.265524,-0.139242,0.15122
6
+ n14,n,8,0.016566,0.143969,0.341826,0.167454,0.242898,-0.197856,-0.226331,0.030121
7
+ n18,n,4,0.280089,0.159042,0.53145,0.323527,0.345246,-0.372408,-0.065158,0.162756
8
+ n2,n,11,0.190277,0.196484,0.509402,0.298721,0.352943,-0.312917,-0.162666,0.322837
9
+ c9,c,11,0.402197,0.462411,0.248586,0.371065,0.355499,0.213825,0.046698,0.262978
10
+ n5,n,10,0.194724,0.233618,0.513786,0.314043,0.373702,-0.280168,-0.178978,0.129747
11
+ c20,c,10,0.414224,0.398854,0.418571,0.41055,0.408713,-0.019718,0.005512,0.496225
12
+ c10,c,10,0.214456,0.253522,0.565566,0.344515,0.409544,-0.312043,-0.195088,0.322958
13
+ c16,c,6,0.362287,0.570949,0.258357,0.397198,0.414653,0.312592,-0.052365,0.259387
14
+ c15,c,5,0.526264,0.552827,0.356586,0.478559,0.454707,0.196241,0.071557,0.331365
15
+ n15,n,8,0.441633,0.494661,0.451438,0.462577,0.47305,0.043223,-0.031417,0.280256
16
+ n9,n,10,0.492373,0.539031,0.447489,0.492964,0.49326,0.091542,-0.000887,0.269709
17
+ n16,n,6,0.166667,0.448611,0.54793,0.387736,0.498271,-0.099319,-0.331604,0.323643
18
+ c11,c,9,0.555556,0.541773,0.466588,0.521306,0.504181,0.075185,0.051375,0.479455
19
+ m6,m,11,0.585954,0.559591,0.460237,0.535261,0.509914,0.099355,0.07604,0.163298
20
+ n17,n,8,0.521422,0.500755,0.541011,0.521063,0.520883,-0.040256,0.000539,0.221078
21
+ c17,c,7,0.526632,0.388435,0.654709,0.523259,0.521572,-0.266274,0.00506,0.262889
22
+ c2,c,11,0.551873,0.540287,0.511614,0.534591,0.525951,0.028674,0.025923,0.492976
23
+ m11,m,9,0.422191,0.432705,0.638595,0.497831,0.53565,-0.20589,-0.113459,0.236534
24
+ c14,c,6,0.671848,0.587207,0.498611,0.585889,0.542909,0.088596,0.128939,0.301324
25
+ m2,m,8,0.510419,0.482241,0.629626,0.540762,0.555933,-0.147385,-0.045515,0.053195
26
+ c18,c,4,0.253615,0.387166,0.765852,0.468878,0.576509,-0.378686,-0.322894,0.223183
27
+ n12,n,9,0.50227,0.489278,0.679162,0.556903,0.58422,-0.189883,-0.08195,0.286487
28
+ c19,c,7,0.359666,0.483479,0.697734,0.513626,0.590606,-0.214255,-0.23094,0.24141
29
+ n11,n,10,0.4,0.8,0.418182,0.539394,0.609091,0.381818,-0.209091,0.249149
30
+ m5,m,11,0.563859,0.619834,0.638753,0.607482,0.629293,-0.018919,-0.065434,0.230481
31
+ c8,c,11,0.625758,0.64678,0.647335,0.639958,0.647058,-0.000555,-0.0213,0.466855
32
+ m4,m,11,0.909091,0.666667,0.64852,0.741426,0.657593,0.018147,0.251498,0.251316
33
+ n19,n,6,0.56606,0.627234,0.698248,0.630514,0.662741,-0.071014,-0.09668,0.234308
34
+ n6,n,11,0.727273,0.684492,0.65625,0.689338,0.670371,0.028242,0.056902,0.280514
35
+ n10,n,10,0.6,0.8,0.575,0.658333,0.6875,0.225,-0.0875,0.263523
36
+ m12,m,7,0.580263,0.712588,0.679703,0.657518,0.696146,0.032884,-0.115882,0.225975
37
+ m9,m,9,0.689173,0.768684,0.665832,0.707897,0.717258,0.102852,-0.028085,0.298818
38
+ n1,n,10,0.666667,0.8,0.695833,0.720833,0.747917,0.104167,-0.08125,0.279812
39
+ m1,m,10,0.823804,0.817712,0.79773,0.813082,0.807721,0.019981,0.016083,0.121065
40
+ c6,c,9,0.959586,0.926354,0.692678,0.859539,0.809516,0.233676,0.15007,0.108526
41
+ m8,m,10,0.834112,0.798009,0.830998,0.82104,0.814504,-0.032989,0.019609,0.136671
42
+ n7,n,10,0.519167,0.868538,0.771267,0.719657,0.819903,0.097271,-0.300736,0.239619
43
+ c5,c,10,0.878923,0.932194,0.713176,0.841431,0.822685,0.219018,0.056238,0.108403
44
+ m10,m,10,0.707088,0.783856,0.891123,0.794022,0.837489,-0.107266,-0.130402,0.25019
45
+ m7,m,11,0.8932,0.865431,0.882171,0.880267,0.873801,-0.016739,0.019399,0.168349
46
+ c3,c,10,0.9,0.9,,0.9,0.9,,0.0,0.316228
47
+ c7,c,11,0.972727,0.942228,0.868579,0.927845,0.905403,0.073649,0.067324,0.057043
48
+ c12,c,6,0.926389,0.916667,0.930108,0.924388,0.923387,-0.013441,0.003002,0.112069
49
+ c4,c,11,0.984697,0.984848,0.892256,0.953934,0.938552,0.092593,0.046145,0.042436
evaluation/query_family/conditional/breakdown/data/duplicate_asset_audit.csv ADDED
@@ -0,0 +1,38 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ dataset_id,model_id,kept_asset_key,dropped_asset_key,kept_run_id,dropped_run_id
2
+ c2,arf,c2__rtx_5090__arf__arf-c2-20260501_224900__arf-c2-1382-20260501_224905,c2__rtx_pro_6000__arf__arf-c2-20260422_055912,arf-c2-20260501_224900__arf-c2-1382-20260501_224905,arf-c2-20260422_055912
3
+ c2,bayesnet,c2__rtx_5090__bayesnet__bayesnet-c2-20260501_224919__bayesnet-c2-1382-20260501_224928,c2__rtx_pro_6000__bayesnet__bayesnet-c2-20260422_060152,bayesnet-c2-20260501_224919__bayesnet-c2-1382-20260501_224928,bayesnet-c2-20260422_060152
4
+ c2,ctgan,c2__rtx_5090__ctgan__ctgan-c2-20260504_152521__ctgan-c2-1382-20260504_152602,c2__rtx_pro_6000__ctgan__ctgan-c2-20260414_051434,ctgan-c2-20260504_152521__ctgan-c2-1382-20260504_152602,ctgan-c2-20260414_051434
5
+ c2,forestdiffusion,c2__rtx_5090__forestdiffusion__forest-c2-20260501_180312__forest-c2-1382-20260501_180507,c2__rtx_pro_6000__forestdiffusion__forest-c2-20260414_032137,forest-c2-20260501_180312__forest-c2-1382-20260501_180507,forest-c2-20260414_032137
6
+ c2,realtabformer,c2__rtx_5090__realtabformer__rtf-c2-20260501_033610__rtf-c2-1382-20260501_034209,c2__rtx_pro_6000__realtabformer__rtf-c2-20260414_051904,rtf-c2-20260501_033610__rtf-c2-1382-20260501_034209,rtf-c2-20260414_051904
7
+ c2,tabbyflow,c2__rtx_5090__tabbyflow__tabbyflow-c2-20260501_052813__tabbyflow-c2-1382-20260501_053427,c2__rtx_pro_6000__tabbyflow__tabbyflow-c2-20260414_034222,tabbyflow-c2-20260501_052813__tabbyflow-c2-1382-20260501_053427,tabbyflow-c2-20260414_034222
8
+ c2,tabddpm,c2__rtx_5090__tabddpm__tabddpm-c2-20260501_053445__tabddpm-c2-1382-20260501_053541,c2__rtx_pro_6000__tabddpm__tabddpm-c2-20260422_210001,tabddpm-c2-20260501_053445__tabddpm-c2-1382-20260501_053541,tabddpm-c2-20260422_210001
9
+ c2,tabdiff,c2__rtx_5090__tabdiff__tabdiff-c2-20260501_053602__tabdiff-c2-1382-20260501_054253,c2__rtx_pro_6000__tabdiff__tabdiff-c2-20260414_034133,tabdiff-c2-20260501_053602__tabdiff-c2-1382-20260501_054253,tabdiff-c2-20260414_034133
10
+ c2,tabpfgen,c2__rtx_5090__tabpfgen__tabpfgen-c2-20260501_054310__tabpfgen-c2-1382-20260501_054310,c2__rtx_pro_6000__tabpfgen__tabpfgen-c2-20260422_200030,tabpfgen-c2-20260501_054310__tabpfgen-c2-1382-20260501_054310,tabpfgen-c2-20260422_200030
11
+ c2,tabsyn,c2__rtx_5090__tabsyn__tabsyn-c2-20260501_054336__tabsyn-c2-1382-20260501_060640,c2__rtx_pro_6000__tabsyn__tabsyn-c2-20260420_233446,tabsyn-c2-20260501_054336__tabsyn-c2-1382-20260501_060640,tabsyn-c2-20260420_233446
12
+ c2,tvae,c2__rtx_5090__tvae__tvae-c2-20260501_060652__tvae-c2-1382-20260501_060709,c2__rtx_pro_6000__tvae__tvae-c2-20260414_051505,tvae-c2-20260501_060652__tvae-c2-1382-20260501_060709,tvae-c2-20260414_051505
13
+ c3,tabsyn,c3__rtx_5090__tabsyn__tabsyn-c3-20260422_031342__tabsyn-c3-2551-20260422_035033,c3__rtx_pro_6000__tabsyn__tabsyn-c3-20260420_233446,tabsyn-c3-20260422_031342__tabsyn-c3-2551-20260422_035033,tabsyn-c3-20260420_233446
14
+ c4,tabsyn,c4__rtx_5090__tabsyn__tabsyn-c4-20260422_035041__tabsyn-c4-2557-20260422_043125,c4__rtx_pro_6000__tabsyn__tabsyn-c4-20260420_233446,tabsyn-c4-20260422_035041__tabsyn-c4-2557-20260422_043125,tabsyn-c4-20260420_233446
15
+ c5,tabsyn,c5__rtx_5090__tabsyn__tabsyn-c5-20260422_043132__tabsyn-c5-6732-20260422_051543,c5__rtx_pro_6000__tabsyn__tabsyn-c5-20260420_233446,tabsyn-c5-20260422_043132__tabsyn-c5-6732-20260422_051543,tabsyn-c5-20260420_233446
16
+ c6,tabsyn,c6__rtx_5090__tabsyn__tabsyn-c6-20260422_051551__tabsyn-c6-7636-20260422_055242,c6__rtx_pro_6000__tabsyn__tabsyn-c6-20260420_233446,tabsyn-c6-20260422_051551__tabsyn-c6-7636-20260422_055242,tabsyn-c6-20260420_233446
17
+ c7,tabsyn,c7__rtx_5090__tabsyn__tabsyn-c7-20260422_055250__tabsyn-c7-10368-20260422_063105,c7__rtx_pro_6000__tabsyn__tabsyn-c7-20260420_233446,tabsyn-c7-20260422_055250__tabsyn-c7-10368-20260422_063105,tabsyn-c7-20260420_233446
18
+ c8,tabsyn,c8__rtx_5090__tabsyn__tabsyn-c8-20260422_063113__tabsyn-c8-8844-20260422_071553,c8__rtx_pro_6000__tabsyn__tabsyn-c8-20260420_233446,tabsyn-c8-20260422_063113__tabsyn-c8-8844-20260422_071553,tabsyn-c8-20260420_233446
19
+ c9,tabsyn,c9__rtx_5090__tabsyn__tabsyn-c9-20260422_071602__tabsyn-c9-26215-20260422_075912,c9__rtx_pro_6000__tabsyn__tabsyn-c9-20260420_233446,tabsyn-c9-20260422_071602__tabsyn-c9-26215-20260422_075912,tabsyn-c9-20260420_233446
20
+ m1,tabsyn,m1__rtx_5090__tabsyn__tabsyn-m1-20260426_023700__tabsyn-m1-1200-20260426_030635,m1__rtx_pro_6000__tabsyn__tabsyn-m1-20260421_023648,tabsyn-m1-20260426_023700__tabsyn-m1-1200-20260426_030635,tabsyn-m1-20260421_023648
21
+ m2,tabsyn,m2__rtx_5090__tabsyn__tabsyn-m2-20260426_023700__tabsyn-m2-46873-20260426_034933,m2__rtx_pro_6000__tabsyn__tabsyn-m2-20260421_023648,tabsyn-m2-20260426_023700__tabsyn-m2-46873-20260426_034933,tabsyn-m2-20260421_023648
22
+ m4,arf,m4__rtx_5090__arf__arf-m4-20260501_224942__arf-m4-2217-20260501_224949,m4__rtx_pro_6000__arf__arf-m4-20260321_063209,arf-m4-20260501_224942__arf-m4-2217-20260501_224949,arf-m4-20260321_063209
23
+ m4,bayesnet,m4__rtx_5090__bayesnet__bayesnet-m4-20260501_224959__bayesnet-m4-2217-20260501_225008,m4__rtx_pro_6000__bayesnet__bayesnet-m4-20260321_061211,bayesnet-m4-20260501_224959__bayesnet-m4-2217-20260501_225008,bayesnet-m4-20260321_061211
24
+ m4,ctgan,m4__rtx_5090__ctgan__ctgan-m4-20260501_005319__ctgan-m4-2217-20260501_005357,m4__rtx_pro_6000__ctgan__ctgan-m4-20260321_063700,ctgan-m4-20260501_005319__ctgan-m4-2217-20260501_005357,ctgan-m4-20260321_063700
25
+ m4,realtabformer,m4__rtx_5090__realtabformer__rtf-m4-20260501_033611__rtf-m4-2217-20260501_034506,m4__rtx_pro_6000__realtabformer__rtf-m4-20260321_172613,rtf-m4-20260501_033611__rtf-m4-2217-20260501_034506,rtf-m4-20260321_172613
26
+ m4,tabddpm,m4__rtx_5090__tabddpm__tabddpm-m4-20260501_002012__tabddpm-m4-2217-20260501_002103,m4__rtx_pro_6000__tabddpm__tabddpm-m4-20260424_033725,tabddpm-m4-20260501_002012__tabddpm-m4-2217-20260501_002103,tabddpm-m4-20260424_033725
27
+ m4,tabpfgen,m4__rtx_5090__tabpfgen__tabpfgen-m4-20260501_005403__tabpfgen-m4-2217-20260501_005403,m4__rtx_pro_6000__tabpfgen__m4-migrated-20260422_193053,tabpfgen-m4-20260501_005403__tabpfgen-m4-2217-20260501_005403,m4-migrated-20260422_193053
28
+ m4,tabsyn,m4__rtx_5090__tabsyn__tabsyn-m4-20260426_023700__tabsyn-m4-2217-20260426_030908,m4__rtx_pro_6000__tabsyn__tabsyn-m4-20260421_023648,tabsyn-m4-20260426_023700__tabsyn-m4-2217-20260426_030908,tabsyn-m4-20260421_023648
29
+ m4,tvae,m4__rtx_5090__tvae__tvae-m4-20260501_055812__tvae-m4-2217-20260501_055834,m4__rtx_pro_6000__tvae__tvae-m4-20260321_065714,tvae-m4-20260501_055812__tvae-m4-2217-20260501_055834,tvae-m4-20260321_065714
30
+ n1,tabsyn,n1__rtx_5090__tabsyn__tabsyn-n1-20260424_081230__tabsyn-n1-3680-20260424_084526,n1__rtx_pro_6000__tabsyn__tabsyn-n1-20260413_054310,tabsyn-n1-20260424_081230__tabsyn-n1-3680-20260424_084526,tabsyn-n1-20260413_054310
31
+ n3,arf,n3__rtx_5090__arf__arf-n3-20260501_225023__arf-n3-3918-20260501_225052,n3__rtx_pro_6000__arf__arf-n3-20260422_055912,arf-n3-20260501_225023__arf-n3-3918-20260501_225052,arf-n3-20260422_055912
32
+ n3,bayesnet,n3__rtx_5090__bayesnet__bayesnet-n3-20260501_225103__bayesnet-n3-3918-20260501_225112,n3__rtx_pro_6000__bayesnet__bayesnet-n3-20260422_060152,bayesnet-n3-20260501_225103__bayesnet-n3-3918-20260501_225112,bayesnet-n3-20260422_060152
33
+ n3,ctgan,n3__rtx_5090__ctgan__ctgan-n3-20260501_005113__ctgan-n3-3918-20260501_005206,n3__rtx_pro_6000__ctgan__ctgan-n3-20260422_025941,ctgan-n3-20260501_005113__ctgan-n3-3918-20260501_005206,ctgan-n3-20260422_025941
34
+ n3,realtabformer,n3__rtx_5090__realtabformer__rtf-n3-20260501_010320__rtf-n3-3918-20260501_011818,n3__rtx_pro_6000__realtabformer__rtf-n3-20260330_160436,rtf-n3-20260501_010320__rtf-n3-3918-20260501_011818,rtf-n3-20260330_160436
35
+ n3,tabddpm,n3__rtx_5090__tabddpm__tabddpm-n3-20260501_002012__tabddpm-n3-3918-20260501_002035,n3__rtx_pro_6000__tabddpm__tabddpm-n3-20260424_033725,tabddpm-n3-20260501_002012__tabddpm-n3-3918-20260501_002035,tabddpm-n3-20260424_033725
36
+ n3,tabpfgen,n3__rtx_5090__tabpfgen__tabpfgen-n3-20260501_005212__tabpfgen-n3-3918-20260501_005212,n3__rtx_pro_6000__tabpfgen__tabpfgen-n3-20260422_200720,tabpfgen-n3-20260501_005212__tabpfgen-n3-3918-20260501_005212,tabpfgen-n3-20260422_200720
37
+ n3,tvae,n3__rtx_5090__tvae__tvae-n3-20260501_060320__tvae-n3-3918-20260501_060403,n3__rtx_pro_6000__tvae__tvae-n3-20260419_194337,tvae-n3-20260501_060320__tvae-n3-3918-20260501_060403,tvae-n3-20260419_194337
38
+ c11,tabsyn,c11__rtx_5090__tabsyn__tabsyn-c11-20260422_165523__tabsyn-c11-54045-20260422_185444,c11__rtx_pro_6000__tabsyn__tabsyn-c11-20260420_233446,tabsyn-c11-20260422_165523__tabsyn-c11-54045-20260422_185444,tabsyn-c11-20260420_233446
evaluation/query_family/conditional/breakdown/data/model_subitem_heatmap.csv ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ subitem_id,subitem_label,arf,bayesnet,ctgan,forestdiffusion,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
2
+ dependency_strength_similarity,Dependency strength similarity,0.615274,0.639734,0.601031,0.273454,0.773176,0.51978,0.318334,0.670753,0.635374,0.329592,0.556781
3
+ direction_consistency,Direction consistency,0.646101,0.692565,0.650353,0.263156,0.808442,0.583204,0.350059,0.692266,0.649953,0.345469,0.600404
4
+ slice_level_consistency,Slice-level consistency,0.641025,0.667915,0.581878,0.408467,0.775377,0.544133,0.418587,0.563257,0.665186,0.452094,0.555883
5
+ family_mean,Family mean,0.636626,0.669044,0.614117,0.315026,0.787366,0.553941,0.367564,0.650655,0.653108,0.37237,0.574173
evaluation/query_family/conditional/breakdown/data/model_summary.csv ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ model_id,model_label,dataset_count,dataset_prefixes,dependency_strength_similarity__mean,dependency_strength_similarity__std,dependency_strength_similarity__se,dependency_strength_similarity__ci95_low,dependency_strength_similarity__ci95_high,dependency_strength_similarity__ci95_radius,direction_consistency__mean,direction_consistency__std,direction_consistency__se,direction_consistency__ci95_low,direction_consistency__ci95_high,direction_consistency__ci95_radius,slice_level_consistency__mean,slice_level_consistency__std,slice_level_consistency__se,slice_level_consistency__ci95_low,slice_level_consistency__ci95_high,slice_level_consistency__ci95_radius,conditional_dependency_structure_score__mean,conditional_dependency_structure_score__std,conditional_dependency_structure_score__se,conditional_dependency_structure_score__ci95_low,conditional_dependency_structure_score__ci95_high,conditional_dependency_structure_score__ci95_radius,conditional_subgroup_score__mean,conditional_subgroup_score__std,conditional_subgroup_score__se,conditional_subgroup_score__ci95_low,conditional_subgroup_score__ci95_high,conditional_subgroup_score__ci95_radius,direction_minus_slice__mean,direction_minus_slice__std,direction_minus_slice__se,direction_minus_slice__ci95_low,direction_minus_slice__ci95_high,direction_minus_slice__ci95_radius,strength_minus_subgroup__mean,strength_minus_subgroup__std,strength_minus_subgroup__se,strength_minus_subgroup__ci95_low,strength_minus_subgroup__ci95_high,strength_minus_subgroup__ci95_radius
2
+ arf,ARF,48,"c,m,n",0.615274,0.34557,0.049879,0.517512,0.713036,0.097762,0.646101,0.356923,0.051517,0.545127,0.747075,0.100974,0.641025,0.267217,0.038978,0.564628,0.717421,0.076396,0.636626,0.303188,0.043761,0.550854,0.722398,0.085772,0.647302,0.291994,0.042146,0.564697,0.729908,0.082606,-0.002453,0.245291,0.035779,-0.072581,0.067674,0.070128,-0.032028,0.14579,0.021043,-0.073273,0.009216,0.041244
3
+ bayesnet,BayesNet,48,"c,m,n",0.639734,0.33541,0.048412,0.544846,0.734622,0.094888,0.692565,0.338809,0.048903,0.596715,0.788414,0.09585,0.667915,0.277871,0.040532,0.588473,0.747357,0.079442,0.669044,0.295311,0.042624,0.5855,0.752588,0.083544,0.683699,0.290877,0.041984,0.60141,0.765989,0.082289,0.018108,0.218842,0.031921,-0.044458,0.080674,0.062566,-0.043965,0.173604,0.025058,-0.093078,0.005147,0.049113
4
+ ctgan,CTGAN,46,"c,m,n",0.601031,0.328588,0.048448,0.506074,0.695988,0.094957,0.650353,0.337853,0.049814,0.552718,0.747988,0.097635,0.581878,0.27007,0.04026,0.502969,0.660787,0.078909,0.614117,0.290979,0.042902,0.530029,0.698206,0.084089,0.620661,0.285751,0.042132,0.538083,0.703239,0.082578,0.060705,0.230234,0.034321,-0.006565,0.127975,0.06727,-0.01963,0.160956,0.023732,-0.066144,0.026884,0.046514
5
+ forestdiffusion,ForestDiffusion,26,"c,m,n",0.273454,0.380262,0.074576,0.127286,0.419622,0.146168,0.263156,0.359969,0.070596,0.124789,0.401524,0.138368,0.408467,0.308024,0.060408,0.290066,0.526868,0.118401,0.315026,0.328952,0.064513,0.188581,0.441471,0.126445,0.335812,0.311062,0.061004,0.216243,0.45538,0.119568,-0.145311,0.248747,0.048783,-0.240926,-0.049696,0.095615,-0.062358,0.142252,0.027898,-0.117038,-0.007678,0.05468
6
+ realtabformer,RealTabFormer,44,"c,m,n",0.773176,0.249662,0.037638,0.699405,0.846946,0.07377,0.808442,0.255486,0.038516,0.732951,0.883933,0.075491,0.775377,0.219516,0.033476,0.709764,0.840989,0.065613,0.787366,0.227502,0.034297,0.720144,0.854589,0.067222,0.794462,0.223308,0.033665,0.728479,0.860445,0.065983,0.02861,0.167758,0.025583,-0.021532,0.078753,0.050142,-0.021286,0.100943,0.015218,-0.051113,0.00854,0.029827
7
+ tabbyflow,TabbyFlow,31,"c,m,n",0.51978,0.391991,0.070404,0.381788,0.657771,0.137991,0.583204,0.420921,0.0756,0.435029,0.731379,0.148175,0.544133,0.328699,0.060012,0.42651,0.661756,0.117623,0.553941,0.370259,0.0665,0.4236,0.684282,0.130341,0.571021,0.36545,0.065637,0.442373,0.699669,0.128648,0.025178,0.209447,0.03824,-0.049772,0.100127,0.07495,-0.051242,0.119302,0.021427,-0.093239,-0.009244,0.041998
8
+ tabddpm,TabDDPM,37,"c,m,n",0.318334,0.377128,0.061999,0.196815,0.439853,0.121519,0.350059,0.408402,0.067141,0.218463,0.481654,0.131596,0.418587,0.297652,0.049609,0.321354,0.51582,0.097233,0.367564,0.348157,0.057237,0.255381,0.479748,0.112184,0.39218,0.33873,0.055687,0.283033,0.501326,0.109146,-0.086583,0.258512,0.043085,-0.17103,-0.002135,0.084447,-0.073846,0.109974,0.01808,-0.109282,-0.03841,0.035436
9
+ tabdiff,TabDiff,17,"c,m,n",0.670753,0.389581,0.094487,0.485558,0.855948,0.185195,0.692266,0.379045,0.091932,0.512079,0.872452,0.180186,0.563257,0.313187,0.078297,0.409796,0.716719,0.153462,0.650655,0.355229,0.086156,0.48179,0.819521,0.168865,0.640607,0.341502,0.082826,0.478267,0.802946,0.16234,0.109775,0.168126,0.042031,0.027393,0.192157,0.082382,0.030146,0.098412,0.023869,-0.016636,0.076928,0.046782
10
+ tabpfgen,TabPFGen,38,"c,m,n",0.635374,0.354991,0.057587,0.522503,0.748244,0.112871,0.649953,0.368869,0.059839,0.532669,0.767236,0.117283,0.665186,0.258885,0.04256,0.581768,0.748605,0.083418,0.653108,0.309824,0.05026,0.554598,0.751618,0.09851,0.661975,0.297232,0.048217,0.567469,0.756481,0.094506,-0.024694,0.237853,0.039103,-0.101335,0.051948,0.076641,-0.026601,0.14869,0.024121,-0.073878,0.020676,0.047277
11
+ tabsyn,TabSyn,45,"c,m,n",0.329592,0.392137,0.058456,0.215018,0.444167,0.114575,0.345469,0.407008,0.060673,0.226549,0.464388,0.118919,0.452094,0.320187,0.04827,0.357485,0.546704,0.094609,0.37237,0.359189,0.053545,0.267422,0.477317,0.104948,0.393758,0.349282,0.052068,0.291705,0.495811,0.102053,-0.098774,0.231925,0.034964,-0.167303,-0.030245,0.068529,-0.064166,0.126794,0.018901,-0.101212,-0.027119,0.037047
12
+ tvae,TVAE,47,"c,m,n",0.556781,0.327927,0.047833,0.463028,0.650534,0.093753,0.600404,0.339119,0.049466,0.503452,0.697357,0.096953,0.555883,0.27137,0.040011,0.477461,0.634305,0.078422,0.574173,0.294348,0.042935,0.49002,0.658325,0.084153,0.582868,0.290978,0.042443,0.499679,0.666057,0.083189,0.035835,0.211546,0.031191,-0.025299,0.096969,0.061134,-0.026087,0.159454,0.023259,-0.071674,0.0195,0.045587
evaluation/query_family/conditional/breakdown/data/model_summary__c.csv ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ dataset_prefix,dataset_prefix_label,model_id,model_label,dataset_count,dependency_strength_similarity__mean,dependency_strength_similarity__std,dependency_strength_similarity__se,dependency_strength_similarity__ci95_low,dependency_strength_similarity__ci95_high,dependency_strength_similarity__ci95_radius,direction_consistency__mean,direction_consistency__std,direction_consistency__se,direction_consistency__ci95_low,direction_consistency__ci95_high,direction_consistency__ci95_radius,slice_level_consistency__mean,slice_level_consistency__std,slice_level_consistency__se,slice_level_consistency__ci95_low,slice_level_consistency__ci95_high,slice_level_consistency__ci95_radius,conditional_dependency_structure_score__mean,conditional_dependency_structure_score__std,conditional_dependency_structure_score__se,conditional_dependency_structure_score__ci95_low,conditional_dependency_structure_score__ci95_high,conditional_dependency_structure_score__ci95_radius,conditional_subgroup_score__mean,conditional_subgroup_score__std,conditional_subgroup_score__se,conditional_subgroup_score__ci95_low,conditional_subgroup_score__ci95_high,conditional_subgroup_score__ci95_radius,direction_minus_slice__mean,direction_minus_slice__std,direction_minus_slice__se,direction_minus_slice__ci95_low,direction_minus_slice__ci95_high,direction_minus_slice__ci95_radius,strength_minus_subgroup__mean,strength_minus_subgroup__std,strength_minus_subgroup__se,strength_minus_subgroup__ci95_low,strength_minus_subgroup__ci95_high,strength_minus_subgroup__ci95_radius
2
+ c,Categorical,arf,ARF,18,0.705031,0.357853,0.084347,0.539711,0.870351,0.16532,0.720477,0.344308,0.081154,0.561415,0.879539,0.159062,0.666579,0.29928,0.072586,0.52431,0.808847,0.142269,0.703537,0.31194,0.073525,0.559428,0.847646,0.144109,0.70279,0.296619,0.069914,0.565759,0.839821,0.137031,0.037456,0.264888,0.064245,-0.088463,0.163376,0.12592,0.002241,0.134747,0.03176,-0.060009,0.064491,0.06225
3
+ c,Categorical,bayesnet,BayesNet,18,0.714129,0.344083,0.081101,0.555171,0.873087,0.158958,0.738034,0.321539,0.075787,0.589491,0.886577,0.148543,0.7147,0.301375,0.073094,0.571436,0.857965,0.143264,0.727571,0.298656,0.070394,0.589599,0.865543,0.137972,0.734292,0.288559,0.068014,0.600985,0.867599,0.133307,0.007924,0.238906,0.057943,-0.105645,0.121493,0.113569,-0.020163,0.161267,0.038011,-0.094665,0.054338,0.074501
4
+ c,Categorical,ctgan,CTGAN,16,0.808173,0.253616,0.063404,0.683901,0.932445,0.124272,0.84782,0.226606,0.056651,0.736784,0.958857,0.111037,0.692661,0.293266,0.075721,0.544247,0.841074,0.148413,0.789287,0.237578,0.059394,0.672874,0.9057,0.116413,0.779845,0.244581,0.061145,0.66,0.89969,0.119845,0.145015,0.192136,0.049609,0.04778,0.242249,0.097234,0.028328,0.148149,0.037037,-0.044265,0.100921,0.072593
5
+ c,Categorical,forestdiffusion,ForestDiffusion,8,0.388464,0.481248,0.170147,0.054976,0.721952,0.333488,0.400789,0.450144,0.15915,0.088855,0.712723,0.311934,0.373694,0.427695,0.151213,0.077316,0.670072,0.296378,0.387649,0.439077,0.155237,0.083384,0.691914,0.304265,0.387241,0.421091,0.148878,0.09544,0.679042,0.291801,0.027095,0.248669,0.087918,-0.145224,0.199414,0.172319,0.001223,0.108642,0.038411,-0.074062,0.076508,0.075285
6
+ c,Categorical,realtabformer,RealTabFormer,18,0.874977,0.198456,0.046776,0.783296,0.966659,0.091682,0.874491,0.22588,0.05324,0.77014,0.978843,0.104351,0.867119,0.165981,0.040256,0.788217,0.946022,0.078902,0.874657,0.182748,0.043074,0.790232,0.959082,0.084425,0.874497,0.180671,0.042585,0.791031,0.957962,0.083466,-1.1e-05,0.16394,0.039761,-0.077943,0.077921,0.077932,0.000481,0.081962,0.019319,-0.037384,0.038346,0.037865
7
+ c,Categorical,tabbyflow,TabbyFlow,11,0.496486,0.467762,0.141036,0.220057,0.772916,0.27643,0.503681,0.474842,0.14317,0.223067,0.784295,0.280614,0.440559,0.420299,0.13291,0.180055,0.701063,0.260504,0.497195,0.45235,0.136389,0.229873,0.764517,0.267322,0.497549,0.445774,0.134406,0.234113,0.760985,0.263436,0.01349,0.185447,0.058643,-0.101451,0.128431,0.114941,-0.001063,0.059602,0.017971,-0.036285,0.03416,0.035223
8
+ c,Categorical,tabddpm,TabDDPM,10,0.410178,0.49648,0.157001,0.102456,0.717899,0.307722,0.431216,0.492856,0.155855,0.12574,0.736691,0.305476,0.354285,0.424403,0.141468,0.077009,0.631562,0.277277,0.420083,0.473092,0.149605,0.126858,0.713309,0.293226,0.425036,0.463012,0.146417,0.138059,0.712014,0.286978,0.013732,0.189367,0.063122,-0.109987,0.137452,0.12372,-0.014859,0.075538,0.023887,-0.061677,0.03196,0.046819
9
+ c,Categorical,tabdiff,TabDiff,8,0.644979,0.416918,0.147403,0.356069,0.933888,0.28891,0.674174,0.404678,0.143075,0.393746,0.954601,0.280427,0.450196,0.343067,0.129667,0.196048,0.704343,0.254148,0.612691,0.39341,0.139091,0.340072,0.88531,0.272619,0.596548,0.383828,0.135704,0.330569,0.862527,0.265979,0.177431,0.116495,0.044031,0.09113,0.263732,0.086301,0.048431,0.078946,0.027911,-0.006275,0.103138,0.054707
10
+ c,Categorical,tabpfgen,TabPFGen,13,0.691764,0.41088,0.113958,0.468408,0.915121,0.223357,0.671055,0.414734,0.115027,0.445603,0.896507,0.225452,0.729863,0.294307,0.084959,0.563343,0.896382,0.16652,0.704487,0.358452,0.099417,0.50963,0.899344,0.194857,0.710849,0.335923,0.093168,0.528239,0.893458,0.18261,-0.08622,0.260247,0.075127,-0.233469,0.061029,0.147249,-0.019084,0.116489,0.032308,-0.082408,0.04424,0.063324
11
+ c,Categorical,tabsyn,TabSyn,17,0.278939,0.403986,0.097981,0.086896,0.470982,0.192043,0.280358,0.399836,0.096974,0.090288,0.470428,0.19007,0.326191,0.336514,0.084128,0.1613,0.491083,0.164892,0.288767,0.359835,0.087273,0.117712,0.459822,0.171055,0.293681,0.344398,0.083529,0.129964,0.457397,0.163716,-0.028311,0.27344,0.06836,-0.162297,0.105674,0.133985,-0.014742,0.134054,0.032513,-0.078467,0.048983,0.063725
12
+ c,Categorical,tvae,TVAE,17,0.732017,0.294799,0.071499,0.591879,0.872156,0.140138,0.750868,0.270893,0.065701,0.622094,0.879643,0.128775,0.648082,0.321844,0.080461,0.490378,0.805786,0.157704,0.717223,0.283051,0.06865,0.582669,0.851777,0.134554,0.709826,0.290594,0.070479,0.571686,0.847965,0.13814,0.087216,0.135958,0.03399,0.020596,0.153835,0.06662,0.022192,0.152197,0.036913,-0.050158,0.094542,0.07235
evaluation/query_family/conditional/breakdown/data/model_summary__m.csv ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ dataset_prefix,dataset_prefix_label,model_id,model_label,dataset_count,dependency_strength_similarity__mean,dependency_strength_similarity__std,dependency_strength_similarity__se,dependency_strength_similarity__ci95_low,dependency_strength_similarity__ci95_high,dependency_strength_similarity__ci95_radius,direction_consistency__mean,direction_consistency__std,direction_consistency__se,direction_consistency__ci95_low,direction_consistency__ci95_high,direction_consistency__ci95_radius,slice_level_consistency__mean,slice_level_consistency__std,slice_level_consistency__se,slice_level_consistency__ci95_low,slice_level_consistency__ci95_high,slice_level_consistency__ci95_radius,conditional_dependency_structure_score__mean,conditional_dependency_structure_score__std,conditional_dependency_structure_score__se,conditional_dependency_structure_score__ci95_low,conditional_dependency_structure_score__ci95_high,conditional_dependency_structure_score__ci95_radius,conditional_subgroup_score__mean,conditional_subgroup_score__std,conditional_subgroup_score__se,conditional_subgroup_score__ci95_low,conditional_subgroup_score__ci95_high,conditional_subgroup_score__ci95_radius,direction_minus_slice__mean,direction_minus_slice__std,direction_minus_slice__se,direction_minus_slice__ci95_low,direction_minus_slice__ci95_high,direction_minus_slice__ci95_radius,strength_minus_subgroup__mean,strength_minus_subgroup__std,strength_minus_subgroup__se,strength_minus_subgroup__ci95_low,strength_minus_subgroup__ci95_high,strength_minus_subgroup__ci95_radius
2
+ m,Mixed,arf,ARF,11,0.776449,0.169152,0.051001,0.676486,0.876412,0.099963,0.760573,0.194126,0.058531,0.645851,0.875294,0.114721,0.792322,0.141367,0.042624,0.708779,0.875864,0.083543,0.776448,0.134428,0.040532,0.697006,0.85589,0.079442,0.776447,0.154127,0.046471,0.685364,0.86753,0.091083,-0.031749,0.142545,0.042979,-0.115988,0.052489,0.084239,2e-06,0.181288,0.05466,-0.107132,0.107136,0.107134
3
+ m,Mixed,bayesnet,BayesNet,11,0.793412,0.188153,0.05673,0.68222,0.904603,0.111191,0.777481,0.204537,0.06167,0.656607,0.898354,0.120874,0.796565,0.147818,0.044569,0.709211,0.88392,0.087355,0.789153,0.148362,0.044733,0.701476,0.876829,0.087676,0.787023,0.161621,0.048731,0.691511,0.882535,0.095512,-0.019085,0.151278,0.045612,-0.108484,0.070315,0.0894,0.006389,0.180043,0.054285,-0.10001,0.112787,0.106399
4
+ m,Mixed,ctgan,CTGAN,11,0.660848,0.251172,0.075731,0.512415,0.809282,0.148433,0.659232,0.214798,0.064764,0.532294,0.786169,0.126937,0.654233,0.231975,0.069943,0.517145,0.791321,0.137088,0.658104,0.207076,0.062436,0.53573,0.780478,0.122374,0.656732,0.207164,0.062462,0.534306,0.779158,0.122426,0.004999,0.168028,0.050662,-0.094299,0.104297,0.099298,0.004116,0.174415,0.052588,-0.098956,0.107189,0.103073
5
+ m,Mixed,forestdiffusion,ForestDiffusion,8,0.493563,0.333605,0.117947,0.262386,0.72474,0.231177,0.443103,0.328966,0.116307,0.215141,0.671065,0.227962,0.576884,0.277003,0.097935,0.384931,0.768838,0.191953,0.504517,0.285234,0.100845,0.30686,0.702174,0.197657,0.509994,0.279341,0.098762,0.316421,0.703567,0.193573,-0.133781,0.240364,0.084981,-0.300344,0.032783,0.166564,-0.016431,0.186869,0.066068,-0.145924,0.113063,0.129493
6
+ m,Mixed,realtabformer,RealTabFormer,11,0.846099,0.143061,0.043134,0.761555,0.930643,0.084544,0.856283,0.153705,0.046344,0.765449,0.947117,0.090834,0.832194,0.133689,0.040309,0.753189,0.911199,0.079005,0.844858,0.136476,0.041149,0.764206,0.925511,0.080652,0.844238,0.137378,0.041421,0.763053,0.925423,0.081185,0.024089,0.086633,0.026121,-0.027108,0.075286,0.051197,0.001861,0.059177,0.017843,-0.033111,0.036832,0.034972
7
+ m,Mixed,tabbyflow,TabbyFlow,8,0.723263,0.295623,0.104519,0.518407,0.928119,0.204856,0.785859,0.254881,0.090114,0.609235,0.962482,0.176624,0.741238,0.227333,0.080374,0.583704,0.898771,0.157533,0.75012,0.250943,0.088722,0.576225,0.924014,0.173895,0.763548,0.235661,0.083319,0.600243,0.926853,0.163305,0.044621,0.105568,0.037324,-0.028534,0.117776,0.073155,-0.040285,0.119676,0.042312,-0.123217,0.042646,0.082931
8
+ m,Mixed,tabddpm,TabDDPM,10,0.39898,0.343752,0.108704,0.18592,0.612039,0.213059,0.366026,0.357567,0.113073,0.144403,0.587648,0.221623,0.500991,0.251874,0.079649,0.344878,0.657104,0.156113,0.421999,0.306705,0.096989,0.231901,0.612096,0.190098,0.433508,0.291505,0.092182,0.252832,0.614185,0.180677,-0.134966,0.206614,0.065337,-0.263026,-0.006905,0.128061,-0.034529,0.094169,0.029779,-0.092895,0.023838,0.058367
9
+ m,Mixed,tabdiff,TabDiff,6,0.857493,0.148814,0.060753,0.738417,0.976569,0.119076,0.881798,0.135346,0.055255,0.773498,0.990098,0.1083,0.793085,0.152333,0.06219,0.671193,0.914976,0.121891,0.844125,0.136981,0.055922,0.734518,0.953733,0.109608,0.837441,0.137023,0.055939,0.7278,0.947083,0.109641,0.088713,0.089143,0.036392,0.017384,0.160042,0.071329,0.020052,0.071466,0.029176,-0.037133,0.077236,0.057185
10
+ m,Mixed,tabpfgen,TabPFGen,9,0.807426,0.159896,0.053299,0.70296,0.911891,0.104466,0.751604,0.18484,0.061613,0.630841,0.872366,0.120762,0.758286,0.164552,0.054851,0.650779,0.865793,0.107507,0.772438,0.140985,0.046995,0.680328,0.864548,0.09211,0.754945,0.167488,0.055829,0.64552,0.86437,0.109425,-0.006682,0.101381,0.033794,-0.072918,0.059554,0.066236,0.052481,0.181828,0.060609,-0.066314,0.171275,0.118794
11
+ m,Mixed,tabsyn,TabSyn,11,0.733264,0.261886,0.078962,0.5785,0.888029,0.154765,0.741985,0.253561,0.076452,0.59214,0.891831,0.149845,0.757017,0.190433,0.057418,0.644478,0.869555,0.112539,0.744089,0.225338,0.067942,0.610923,0.877255,0.133166,0.749501,0.21146,0.063758,0.624536,0.874466,0.124965,-0.015031,0.149182,0.04498,-0.103192,0.07313,0.088161,-0.016237,0.092329,0.027838,-0.0708,0.038326,0.054563
12
+ m,Mixed,tvae,TVAE,11,0.565788,0.241833,0.072915,0.422874,0.708702,0.142914,0.562073,0.197215,0.059462,0.445527,0.67862,0.116546,0.578742,0.199469,0.060142,0.460863,0.69662,0.117878,0.568868,0.192032,0.0579,0.455384,0.682351,0.113484,0.570408,0.188311,0.056778,0.459123,0.681692,0.111285,-0.016668,0.124571,0.03756,-0.090285,0.056948,0.073617,-0.00462,0.167824,0.050601,-0.103797,0.094558,0.099177
evaluation/query_family/conditional/breakdown/data/model_summary__n.csv ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ dataset_prefix,dataset_prefix_label,model_id,model_label,dataset_count,dependency_strength_similarity__mean,dependency_strength_similarity__std,dependency_strength_similarity__se,dependency_strength_similarity__ci95_low,dependency_strength_similarity__ci95_high,dependency_strength_similarity__ci95_radius,direction_consistency__mean,direction_consistency__std,direction_consistency__se,direction_consistency__ci95_low,direction_consistency__ci95_high,direction_consistency__ci95_radius,slice_level_consistency__mean,slice_level_consistency__std,slice_level_consistency__se,slice_level_consistency__ci95_low,slice_level_consistency__ci95_high,slice_level_consistency__ci95_radius,conditional_dependency_structure_score__mean,conditional_dependency_structure_score__std,conditional_dependency_structure_score__se,conditional_dependency_structure_score__ci95_low,conditional_dependency_structure_score__ci95_high,conditional_dependency_structure_score__ci95_radius,conditional_subgroup_score__mean,conditional_subgroup_score__std,conditional_subgroup_score__se,conditional_subgroup_score__ci95_low,conditional_subgroup_score__ci95_high,conditional_subgroup_score__ci95_radius,direction_minus_slice__mean,direction_minus_slice__std,direction_minus_slice__se,direction_minus_slice__ci95_low,direction_minus_slice__ci95_high,direction_minus_slice__ci95_radius,strength_minus_subgroup__mean,strength_minus_subgroup__std,strength_minus_subgroup__se,strength_minus_subgroup__ci95_low,strength_minus_subgroup__ci95_high,strength_minus_subgroup__ci95_radius
2
+ n,Numerical,arf,ARF,19,0.436929,0.342737,0.078629,0.282815,0.591042,0.154114,0.509366,0.408005,0.093603,0.325905,0.692827,0.183461,0.530567,0.253527,0.058163,0.416568,0.644567,0.114,0.492287,0.315699,0.072426,0.350332,0.634243,0.141956,0.519967,0.309751,0.071062,0.380686,0.659248,0.139281,-0.021201,0.278755,0.063951,-0.146545,0.104142,0.125343,-0.083038,0.124677,0.028603,-0.139099,-0.026976,0.056061
3
+ n,Numerical,bayesnet,BayesNet,19,0.480283,0.339797,0.077955,0.327492,0.633074,0.152791,0.600327,0.404219,0.092734,0.418568,0.782086,0.181759,0.551574,0.279244,0.064063,0.42601,0.677137,0.125563,0.544061,0.320176,0.073453,0.400092,0.68803,0.143969,0.57595,0.326241,0.074845,0.429254,0.722646,0.146696,0.048753,0.238761,0.054776,-0.058607,0.156113,0.10736,-0.095667,0.176596,0.040514,-0.175074,-0.01626,0.079407
4
+ n,Numerical,ctgan,CTGAN,19,0.391965,0.307915,0.07064,0.25351,0.53042,0.138455,0.478926,0.388856,0.08921,0.304074,0.653777,0.174851,0.452529,0.224536,0.051512,0.351565,0.553493,0.100964,0.44114,0.284205,0.065201,0.313346,0.568934,0.127794,0.465727,0.285979,0.065608,0.337135,0.594319,0.128592,0.026396,0.275889,0.063293,-0.097658,0.150451,0.124055,-0.073762,0.155223,0.035611,-0.143559,-0.003965,0.069797
5
+ n,Numerical,forestdiffusion,ForestDiffusion,10,0.005358,0.01694,0.005357,-0.005141,0.015858,0.0105,0.009093,0.028747,0.009091,-0.008725,0.02691,0.017818,0.301552,0.150368,0.047551,0.208353,0.394751,0.093199,0.105334,0.043532,0.013766,0.078353,0.132316,0.026982,0.155322,0.068243,0.02158,0.113025,0.197619,0.042297,-0.292459,0.168065,0.053147,-0.396627,-0.188291,0.104168,-0.149964,0.076641,0.024236,-0.197467,-0.102461,0.047503
6
+ n,Numerical,realtabformer,RealTabFormer,15,0.597536,0.280083,0.072317,0.455794,0.739277,0.141741,0.694099,0.3166,0.081746,0.533878,0.854321,0.160222,0.629736,0.254613,0.065741,0.500884,0.758588,0.128852,0.640457,0.263805,0.068114,0.506953,0.773961,0.133504,0.661918,0.266531,0.068818,0.527034,0.796801,0.134883,0.064363,0.21441,0.05536,-0.044143,0.17287,0.108506,-0.064382,0.132732,0.034271,-0.131553,0.00279,0.067171
7
+ n,Numerical,tabbyflow,TabbyFlow,12,0.405476,0.345879,0.099847,0.209777,0.601176,0.1957,0.520997,0.443251,0.127955,0.270204,0.77179,0.250793,0.499041,0.25922,0.07483,0.352374,0.645709,0.146668,0.475172,0.331385,0.095662,0.287673,0.66267,0.187498,0.510019,0.33441,0.096536,0.320809,0.69923,0.18921,0.021956,0.282863,0.081656,-0.138089,0.182001,0.160045,-0.104543,0.144115,0.041602,-0.186084,-0.023002,0.081541
8
+ n,Numerical,tabddpm,TabDDPM,17,0.216869,0.30759,0.074602,0.07065,0.363088,0.146219,0.292927,0.398728,0.096706,0.103383,0.48247,0.189543,0.404156,0.247528,0.060034,0.286489,0.521824,0.117667,0.304651,0.293493,0.071182,0.165133,0.444168,0.139518,0.348541,0.293271,0.071129,0.209129,0.487954,0.139412,-0.11123,0.310606,0.075333,-0.258882,0.036423,0.147653,-0.131672,0.110999,0.026921,-0.184438,-0.078907,0.052765
9
+ n,Numerical,tabdiff,TabDiff,3,0.366003,0.55124,0.318259,-0.257783,0.98979,0.623787,0.361446,0.507138,0.292796,-0.212435,0.935327,0.573881,0.367412,0.252611,0.145845,0.081556,0.653267,0.285856,0.364954,0.424733,0.24522,-0.115677,0.845584,0.48063,0.364429,0.363329,0.209768,-0.046716,0.775574,0.411145,-0.005966,0.337597,0.194912,-0.387993,0.376062,0.382027,0.001574,0.200076,0.115514,-0.224833,0.227982,0.226408
10
+ n,Numerical,tabpfgen,TabPFGen,16,0.492777,0.346331,0.086583,0.323075,0.66248,0.169702,0.575629,0.409051,0.102263,0.375194,0.776064,0.200435,0.56431,0.251972,0.062993,0.440844,0.687776,0.123466,0.544239,0.316089,0.079022,0.389355,0.699122,0.154884,0.56997,0.310485,0.077621,0.417832,0.722107,0.152138,0.011319,0.275721,0.06893,-0.123784,0.146422,0.135103,-0.077192,0.139697,0.034924,-0.145644,-0.008741,0.068451
11
+ n,Numerical,tabsyn,TabSyn,17,0.119047,0.234409,0.056853,0.007616,0.230477,0.111431,0.15401,0.322421,0.078199,0.000741,0.307279,0.153269,0.373289,0.245602,0.059567,0.256537,0.49004,0.116752,0.215448,0.254937,0.061831,0.094259,0.336638,0.121189,0.263649,0.270746,0.065666,0.134945,0.392354,0.128705,-0.219279,0.187981,0.045592,-0.308639,-0.129918,0.089361,-0.144603,0.099315,0.024087,-0.191814,-0.097391,0.047211
12
+ n,Numerical,tvae,TVAE,19,0.394776,0.329119,0.075505,0.246786,0.542766,0.14799,0.487971,0.414045,0.094988,0.301793,0.674148,0.186177,0.465007,0.243078,0.055766,0.355706,0.574309,0.109301,0.449251,0.306425,0.070299,0.311466,0.587037,0.137785,0.476489,0.307161,0.070468,0.338373,0.614606,0.138117,0.022963,0.28922,0.066352,-0.107086,0.153013,0.130049,-0.081713,0.151624,0.034785,-0.149892,-0.013534,0.068179
evaluation/query_family/conditional/breakdown/data/prefix_plot_data.csv ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ model_id,model_label,c,m,n
2
+ REAL,REAL,1.0,1.0,1.0
3
+ arf,ARF,0.70279,0.776447,0.519967
4
+ bayesnet,BayesNet,0.734292,0.787023,0.57595
5
+ ctgan,CTGAN,0.779845,0.656732,0.465727
6
+ forestdiffusion,ForestDiffusion,0.387241,0.509994,0.155322
7
+ realtabformer,RealTabFormer,0.874497,0.844238,0.661918
8
+ tabbyflow,TabbyFlow,0.497549,0.763548,0.510019
9
+ tabddpm,TabDDPM,0.425036,0.433508,0.348541
10
+ tabdiff,TabDiff,0.596548,0.837441,0.364429
11
+ tabpfgen,TabPFGen,0.710849,0.754945,0.56997
12
+ tabsyn,TabSyn,0.293681,0.749501,0.263649
13
+ tvae,TVAE,0.709826,0.570408,0.476489
evaluation/query_family/conditional/breakdown/data/prefix_summary.csv ADDED
@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ model_id,model_label,dataset_prefix,dataset_prefix_label,dataset_count,dependency_strength_similarity,direction_consistency,slice_level_consistency,conditional_dependency_structure_score,conditional_subgroup_score,direction_minus_slice,strength_minus_subgroup
2
+ arf,ARF,c,Categorical,18,0.705031,0.720477,0.666579,0.703537,0.70279,0.037456,0.002241
3
+ arf,ARF,m,Mixed,11,0.776449,0.760573,0.792322,0.776448,0.776447,-0.031749,2e-06
4
+ arf,ARF,n,Numerical,19,0.436929,0.509366,0.530567,0.492287,0.519967,-0.021201,-0.083038
5
+ bayesnet,BayesNet,c,Categorical,18,0.714129,0.738034,0.7147,0.727571,0.734292,0.007924,-0.020163
6
+ bayesnet,BayesNet,m,Mixed,11,0.793412,0.777481,0.796565,0.789153,0.787023,-0.019085,0.006389
7
+ bayesnet,BayesNet,n,Numerical,19,0.480283,0.600327,0.551574,0.544061,0.57595,0.048753,-0.095667
8
+ ctgan,CTGAN,c,Categorical,16,0.808173,0.84782,0.692661,0.789287,0.779845,0.145015,0.028328
9
+ ctgan,CTGAN,m,Mixed,11,0.660848,0.659232,0.654233,0.658104,0.656732,0.004999,0.004116
10
+ ctgan,CTGAN,n,Numerical,19,0.391965,0.478926,0.452529,0.44114,0.465727,0.026396,-0.073762
11
+ forestdiffusion,ForestDiffusion,c,Categorical,8,0.388464,0.400789,0.373694,0.387649,0.387241,0.027095,0.001223
12
+ forestdiffusion,ForestDiffusion,m,Mixed,8,0.493563,0.443103,0.576884,0.504517,0.509994,-0.133781,-0.016431
13
+ forestdiffusion,ForestDiffusion,n,Numerical,10,0.005358,0.009093,0.301552,0.105334,0.155322,-0.292459,-0.149964
14
+ realtabformer,RealTabFormer,c,Categorical,18,0.874977,0.874491,0.867119,0.874657,0.874497,-1.1e-05,0.000481
15
+ realtabformer,RealTabFormer,m,Mixed,11,0.846099,0.856283,0.832194,0.844858,0.844238,0.024089,0.001861
16
+ realtabformer,RealTabFormer,n,Numerical,15,0.597536,0.694099,0.629736,0.640457,0.661918,0.064363,-0.064382
17
+ tabbyflow,TabbyFlow,c,Categorical,11,0.496486,0.503681,0.440559,0.497195,0.497549,0.01349,-0.001063
18
+ tabbyflow,TabbyFlow,m,Mixed,8,0.723263,0.785859,0.741238,0.75012,0.763548,0.044621,-0.040285
19
+ tabbyflow,TabbyFlow,n,Numerical,12,0.405476,0.520997,0.499041,0.475172,0.510019,0.021956,-0.104543
20
+ tabddpm,TabDDPM,c,Categorical,10,0.410178,0.431216,0.354285,0.420083,0.425036,0.013732,-0.014859
21
+ tabddpm,TabDDPM,m,Mixed,10,0.39898,0.366026,0.500991,0.421999,0.433508,-0.134966,-0.034529
22
+ tabddpm,TabDDPM,n,Numerical,17,0.216869,0.292927,0.404156,0.304651,0.348541,-0.11123,-0.131672
23
+ tabdiff,TabDiff,c,Categorical,8,0.644979,0.674174,0.450196,0.612691,0.596548,0.177431,0.048431
24
+ tabdiff,TabDiff,m,Mixed,6,0.857493,0.881798,0.793085,0.844125,0.837441,0.088713,0.020052
25
+ tabdiff,TabDiff,n,Numerical,3,0.366003,0.361446,0.367412,0.364954,0.364429,-0.005966,0.001574
26
+ tabpfgen,TabPFGen,c,Categorical,13,0.691764,0.671055,0.729863,0.704487,0.710849,-0.08622,-0.019084
27
+ tabpfgen,TabPFGen,m,Mixed,9,0.807426,0.751604,0.758286,0.772438,0.754945,-0.006682,0.052481
28
+ tabpfgen,TabPFGen,n,Numerical,16,0.492777,0.575629,0.56431,0.544239,0.56997,0.011319,-0.077192
29
+ tabsyn,TabSyn,c,Categorical,17,0.278939,0.280358,0.326191,0.288767,0.293681,-0.028311,-0.014742
30
+ tabsyn,TabSyn,m,Mixed,11,0.733264,0.741985,0.757017,0.744089,0.749501,-0.015031,-0.016237
31
+ tabsyn,TabSyn,n,Numerical,17,0.119047,0.15401,0.373289,0.215448,0.263649,-0.219279,-0.144603
32
+ tvae,TVAE,c,Categorical,17,0.732017,0.750868,0.648082,0.717223,0.709826,0.087216,0.022192
33
+ tvae,TVAE,m,Mixed,11,0.565788,0.562073,0.578742,0.568868,0.570408,-0.016668,-0.00462
34
+ tvae,TVAE,n,Numerical,19,0.394776,0.487971,0.465007,0.449251,0.476489,0.022963,-0.081713