Upload missingness base data

evaluation/query_family/missingness/breakdown/data/_direct_eval/co_missing_dataset_context.csv

@@ -0,0 +1,50 @@
+column_count,dataset_id,edge_count,missing_target_count,missing_targets,row_count
+12,c17,33,3,"director,cast,country",7045
+43,c11,0,0,,54045
+25,c14,0,0,,240000
+7,c2,0,0,,1382
+7,c20,0,0,,35855
+3,c3,0,0,,2551
+13,c16,108,9,"ID,ALIGN,EYE,HAIR,SEX,GSM,APPEARANCES,FIRST APPEARANCE,YEAR",5516
+37,c4,0,0,,2557
+8,c6,0,0,,7636
+9,c7,0,0,,10368
+11,c10,0,0,,820008
+10,c9,0,0,,26215
+31,c8,0,0,,8844
+30,m1,0,0,,1200
+21,m10,0,0,,1600
+16,c19,15,1,description,32759
+14,c18,78,6,"designation,price,region_1,region_2,taster_name,taster_twitter_handle",103976
+12,m11,0,0,,304887
+7,m4,0,0,,2217
+1559,c12,0,0,,2623
+37,m5,0,0,,3539
+18,m6,0,0,,9864
+44,m2,0,0,,46873
+23,c5,84,4,"odor,stalk-root,ring-number,ring-type",6732
+17,m8,0,0,,36168
+17,n10,0,0,,10888
+11,n11,0,0,,15215
+12,m7,11,1,bmi,4088
+52,n14,0,0,,1600
+58,n1,0,0,,3680
+4,n12,0,0,,196045
+10,n17,0,0,,11600
+86,n15,0,0,,7857
+6,n2,0,0,,1202
+5,n20,0,0,,7654
+12,n3,0,0,,3918
+14,m9,91,7,"gender,enrolled_university,education_level,major_discipline,company_size,company_type,last_new_job",15326
+31,n16,0,0,,227845
+17,n6,0,0,,6400
+26,n7,0,0,,5756
+82,n5,0,0,,17010
+32,m12,62,2,"agent,company",95512
+17,n9,0,0,,8794
+785,n19,0,0,,56000
+25,c15,552,23,"bin_0,bin_1,bin_2,bin_3,bin_4,nom_0,nom_1,nom_2,nom_3,nom_4,nom_5,nom_6,nom_7,nom_8,nom_9,ord_0,ord_1,ord_2,ord_3,ord_4,ord_5,day,month",480000
+128,n4,3048,24,"feature_2,feature_3,feature_102,feature_103,feature_104,feature_105,feature_106,feature_107,feature_108,feature_109,feature_110,feature_111,feature_112,feature_113,feature_114,feature_115,feature_116,feature_117,feature_118,feature_122,feature_123,feature_124,feature_125,feature_127",1595
+69,c13,0,0,,1966628
+593,n8,103820,179,"feature_2,feature_3,feature_4,feature_5,feature_6,feature_7,feature_20,feature_41,feature_42,feature_73,feature_74,feature_76,feature_77,feature_78,feature_79,feature_80,feature_81,feature_82,feature_83,feature_85,feature_86,feature_90,feature_91,feature_110,feature_111,feature_112,feature_113,feature_119,feature_122,feature_123,feature_124,feature_125,feature_126,feature_127,feature_128,feature_129,feature_130,feature_131,feature_132,feature_138,feature_139,feature_140,feature_141,feature_142,feature_143,feature_156,feature_158,feature_159,feature_179,feature_211,feature_212,feature_213,feature_214,feature_215,feature_216,feature_217,feature_218,feature_220,feature_221,feature_225,feature_226,feature_245,feature_246,feature_247,feature_248,feature_254,feature_257,feature_258,feature_259,feature_260,feature_261,feature_262,feature_263,feature_264,feature_265,feature_266,feature_267,feature_273,feature_274,feature_275,feature_276,feature_277,feature_278,feature_291,feature_293,feature_294,feature_314,feature_315,feature_346,feature_347,feature_349,feature_350,feature_351,feature_352,feature_353,feature_354,feature_355,feature_356,feature_358,feature_359,feature_363,feature_364,feature_383,feature_384,feature_385,feature_386,feature_392,feature_395,feature_396,feature_397,feature_398,feature_399,feature_400,feature_401,feature_402,feature_403,feature_404,feature_405,feature_411,feature_412,feature_413,feature_414,feature_415,feature_416,feature_429,feature_450,feature_451,feature_483,feature_484,feature_485,feature_486,feature_487,feature_488,feature_489,feature_490,feature_492,feature_493,feature_497,feature_498,feature_517,feature_518,feature_519,feature_520,feature_526,feature_529,feature_530,feature_531,feature_532,feature_533,feature_534,feature_535,feature_536,feature_537,feature_538,feature_539,feature_547,feature_548,feature_549,feature_550,feature_551,feature_552,feature_553,feature_554,feature_555,feature_556,feature_557,feature_558,feature_563,feature_564,feature_565,feature_566,feature_567,feature_568,feature_569,feature_570,feature_579,feature_580,feature_581,feature_582",1253
+171,n18,28560,168,"ab_000,ac_000,ad_000,ae_000,af_000,ag_000,ag_001,ag_002,ag_003,ag_004,ag_005,ag_006,ag_007,ag_008,ag_009,ah_000,ai_000,aj_000,ak_000,al_000,am_0,an_000,ao_000,ap_000,aq_000,ar_000,as_000,at_000,au_000,av_000,ax_000,ay_000,ay_001,ay_002,ay_003,ay_004,ay_005,ay_006,ay_007,ay_008,ay_009,az_000,az_001,az_002,az_003,az_004,az_005,az_006,az_007,az_008,az_009,ba_000,ba_001,ba_002,ba_003,ba_004,ba_005,ba_006,ba_007,ba_008,ba_009,bb_000,bc_000,bd_000,be_000,bf_000,bg_000,bh_000,bi_000,bj_000,bk_000,bl_000,bm_000,bn_000,bo_000,bp_000,bq_000,br_000,bs_000,bu_000,bv_000,bx_000,by_000,bz_000,ca_000,cb_000,cc_000,cd_000,ce_000,cf_000,cg_000,ch_000,ci_000,cj_000,ck_000,cl_000,cm_000,cn_000,cn_001,cn_002,cn_003,cn_004,cn_005,cn_006,cn_007,cn_008,cn_009,co_000,cp_000,cq_000,cr_000,cs_000,cs_001,cs_002,cs_003,cs_004,cs_005,cs_006,cs_007,cs_008,cs_009,ct_000,cu_000,cv_000,cx_000,cy_000,cz_000,da_000,db_000,dc_000,dd_000,de_000,df_000,dg_000,dh_000,di_000,dj_000,dk_000,dl_000,dm_000,dn_000,do_000,dp_000,dq_000,dr_000,ds_000,dt_000,du_000,dv_000,dx_000,dy_000,dz_000,ea_000,eb_000,ec_00,ed_000,ee_000,ee_001,ee_002,ee_003,ee_004,ee_005,ee_006,ee_007,ee_008,ee_009,ef_000,eg_000",60800

evaluation/query_family/missingness/breakdown/data/_direct_eval/co_missing_model_dataset_summary.csv

@@ -0,0 +1,490 @@
+applicable_asset_count,asset_count,canonical_aggregation_scheme,canonical_score,co_missing_composite_score,co_missing_strength_score,co_missingness_pattern_consistency,comparison_aggregation_scheme,comparison_missingness_structure_score,composite_aggregation_scheme,dataset_id,direct_mean_score,marginal_aggregation_scheme,marginal_missing_rate_consistency,missingness_structure_score,model_id,score_gap_weighted_minus_direct,weighted_score
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,c10,,direct_mean_over_missing_targets,,,arf,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,c10,,direct_mean_over_missing_targets,,,bayesnet,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,c10,,direct_mean_over_missing_targets,,,cdtd,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,c10,,direct_mean_over_missing_targets,,,ctgan,,
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+0,2,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,c11,,direct_mean_over_missing_targets,,,tabsyn,,
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+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,c14,,direct_mean_over_missing_targets,,,realtabformer,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,c14,,direct_mean_over_missing_targets,,,tabsyn,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,c14,,direct_mean_over_missing_targets,,,tvae,,
+1,1,direct_mean_over_edge_profiles,0.991788,0.994247,0.999986,0.991788,weighted_by_real_relation_strength,0.993127,direct_mean_over_edge_composites_0p7profile_0p3strength,c15,0.991788,direct_mean_over_missing_targets,0.992016,0.991902,arf,0.002449,0.994237
+1,1,direct_mean_over_edge_profiles,0.969949,0.978961,0.999989,0.969949,weighted_by_real_relation_strength,0.974454,direct_mean_over_edge_composites_0p7profile_0p3strength,c15,0.969949,direct_mean_over_missing_targets,0.969949,0.969949,bayesnet,0.009009,0.978958
+1,1,direct_mean_over_edge_profiles,0.724754,0.807324,0.999989,0.724754,weighted_by_real_relation_strength,0.766058,direct_mean_over_edge_composites_0p7profile_0p3strength,c15,0.724754,direct_mean_over_missing_targets,0.724754,0.724754,cdtd,0.082608,0.807362
+1,1,direct_mean_over_edge_profiles,0.960776,0.972535,0.999972,0.960776,weighted_by_real_relation_strength,0.966656,direct_mean_over_edge_composites_0p7profile_0p3strength,c15,0.960776,direct_mean_over_missing_targets,0.960764,0.96077,rtf,0.011773,0.972548
+1,1,direct_mean_over_edge_profiles,0.627105,0.692437,0.844879,0.627105,weighted_by_real_relation_strength,0.639376,direct_mean_over_edge_composites_0p7profile_0p3strength,c15,0.627105,direct_mean_over_missing_targets,0.592855,0.60998,tvae,0.058791,0.685896
+1,1,direct_mean_over_edge_profiles,0.984938,0.981995,0.97513,0.984938,weighted_by_real_relation_strength,0.975865,direct_mean_over_edge_composites_0p7profile_0p3strength,c16,0.984938,direct_mean_over_missing_targets,0.990613,0.987775,arf,-0.023821,0.961117
+1,1,direct_mean_over_edge_profiles,0.742628,0.810089,0.967498,0.742628,weighted_by_real_relation_strength,0.738907,direct_mean_over_edge_composites_0p7profile_0p3strength,c16,0.742628,direct_mean_over_missing_targets,0.742628,0.742628,bayesnet,-0.007442,0.735186
+1,1,direct_mean_over_edge_profiles,0.533942,0.664009,0.967498,0.533942,weighted_by_real_relation_strength,0.611833,direct_mean_over_edge_composites_0p7profile_0p3strength,c16,0.533942,direct_mean_over_missing_targets,0.533942,0.533942,cdtd,0.155783,0.689724
+1,1,direct_mean_over_edge_profiles,0.9428,0.951149,0.970629,0.9428,weighted_by_real_relation_strength,0.924136,direct_mean_over_edge_composites_0p7profile_0p3strength,c16,0.9428,direct_mean_over_missing_targets,0.951152,0.946976,ctgan,-0.04568,0.897121
+1,1,direct_mean_over_edge_profiles,0.257372,0.47041,0.967498,0.257372,weighted_by_real_relation_strength,0.384197,direct_mean_over_edge_composites_0p7profile_0p3strength,c16,0.257372,direct_mean_over_missing_targets,0.257372,0.257372,goggle,0.253649,0.511022
+1,1,direct_mean_over_edge_profiles,0.99624,0.996877,0.998366,0.99624,weighted_by_real_relation_strength,0.995607,direct_mean_over_edge_composites_0p7profile_0p3strength,c16,0.99624,direct_mean_over_missing_targets,0.99853,0.997385,realtabformer,-0.003555,0.992685
+1,1,direct_mean_over_edge_profiles,0.868727,0.874315,0.887354,0.868727,weighted_by_real_relation_strength,0.873369,direct_mean_over_edge_composites_0p7profile_0p3strength,c16,0.868727,direct_mean_over_missing_targets,0.89747,0.883098,tvae,-0.01946,0.849267
+1,1,direct_mean_over_edge_profiles,0.984291,0.978997,0.966646,0.984291,weighted_by_real_relation_strength,0.95879,direct_mean_over_edge_composites_0p7profile_0p3strength,c17,0.984291,direct_mean_over_missing_targets,0.997729,0.99101,arf,-0.064439,0.919852
+1,1,direct_mean_over_edge_profiles,0.836432,0.864396,0.929645,0.836432,weighted_by_real_relation_strength,0.79621,direct_mean_over_edge_composites_0p7profile_0p3strength,c17,0.836432,direct_mean_over_missing_targets,0.836432,0.836432,bayesnet,-0.080445,0.755987
+1,1,direct_mean_over_edge_profiles,0.56669,0.675577,0.929645,0.56669,weighted_by_real_relation_strength,0.595192,direct_mean_over_edge_composites_0p7profile_0p3strength,c17,0.56669,direct_mean_over_missing_targets,0.56669,0.56669,cdtd,0.057002,0.623693
+1,1,direct_mean_over_edge_profiles,0.927831,0.925917,0.921451,0.927831,weighted_by_real_relation_strength,0.914975,direct_mean_over_edge_composites_0p7profile_0p3strength,c17,0.927831,direct_mean_over_missing_targets,0.963757,0.945794,ctgan,-0.061639,0.866193
+1,1,direct_mean_over_edge_profiles,0.163568,0.393391,0.929645,0.163568,weighted_by_real_relation_strength,0.252778,direct_mean_over_edge_composites_0p7profile_0p3strength,c17,0.163568,direct_mean_over_missing_targets,0.163568,0.163568,goggle,0.178421,0.341989
+1,1,direct_mean_over_edge_profiles,0.949963,0.950092,0.950394,0.949963,weighted_by_real_relation_strength,0.950597,direct_mean_over_edge_composites_0p7profile_0p3strength,c17,0.949963,direct_mean_over_missing_targets,0.966501,0.958232,realtabformer,-0.015269,0.934694
+1,1,direct_mean_over_edge_profiles,0.836432,0.864396,0.929645,0.836432,weighted_by_real_relation_strength,0.79621,direct_mean_over_edge_composites_0p7profile_0p3strength,c17,0.836432,direct_mean_over_missing_targets,0.836432,0.836432,tabpfgen,-0.080445,0.755987
+1,1,direct_mean_over_edge_profiles,0.937197,0.945448,0.964701,0.937197,weighted_by_real_relation_strength,0.923309,direct_mean_over_edge_composites_0p7profile_0p3strength,c17,0.937197,direct_mean_over_missing_targets,0.94502,0.941109,tvae,-0.035599,0.901598
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+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n7,,direct_mean_over_missing_targets,,,tabpfgen,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n7,,direct_mean_over_missing_targets,,,tabsyn,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n7,,direct_mean_over_missing_targets,,,tvae,,
+1,1,direct_mean_over_edge_profiles,0.855863,0.880823,0.939062,0.855863,weighted_by_real_relation_strength,0.698302,direct_mean_over_edge_composites_0p7profile_0p3strength,n8,0.855863,direct_mean_over_missing_targets,0.855863,0.855863,arf,-0.315123,0.54074
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+1,1,direct_mean_over_edge_profiles,0.369941,0.540677,0.939062,0.369941,weighted_by_real_relation_strength,0.432913,direct_mean_over_edge_composites_0p7profile_0p3strength,n8,0.369941,direct_mean_over_missing_targets,0.369941,0.369941,cdtd,0.125943,0.495884
+1,1,direct_mean_over_edge_profiles,0.844267,0.871649,0.93554,0.844267,weighted_by_real_relation_strength,0.692777,direct_mean_over_edge_composites_0p7profile_0p3strength,n8,0.844267,direct_mean_over_missing_targets,0.845444,0.844855,ctgan,-0.304156,0.54011
+1,1,direct_mean_over_edge_profiles,0.983877,0.97491,0.953986,0.983877,weighted_by_real_relation_strength,0.960108,direct_mean_over_edge_composites_0p7profile_0p3strength,n8,0.983877,direct_mean_over_missing_targets,0.988488,0.986183,realtabformer,-0.05215,0.931727
+1,1,direct_mean_over_edge_profiles,0.855863,0.880823,0.939062,0.855863,weighted_by_real_relation_strength,0.698302,direct_mean_over_edge_composites_0p7profile_0p3strength,n8,0.855863,direct_mean_over_missing_targets,0.855863,0.855863,tabbyflow,-0.315123,0.54074
+1,1,direct_mean_over_edge_profiles,0.855863,0.880823,0.939062,0.855863,weighted_by_real_relation_strength,0.698302,direct_mean_over_edge_composites_0p7profile_0p3strength,n8,0.855863,direct_mean_over_missing_targets,0.855863,0.855863,tabsyn,-0.315123,0.54074
+1,1,direct_mean_over_edge_profiles,0.698295,0.762994,0.91396,0.698295,weighted_by_real_relation_strength,0.617475,direct_mean_over_edge_composites_0p7profile_0p3strength,n8,0.698295,direct_mean_over_missing_targets,0.692782,0.695538,tvae,-0.156127,0.542168
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,arf,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,bayesnet,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,cdtd,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,ctgan,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,realtabformer,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,tabbyflow,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,tabddpm,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,tabpfgen,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,tabsyn,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,tvae,,

evaluation/query_family/missingness/breakdown/data/_direct_eval/co_missing_model_overall_summary.csv

@@ -0,0 +1,16 @@
+applicable_asset_count,asset_count,canonical_aggregation_scheme,canonical_score,co_missing_composite_score,co_missing_strength_score,co_missingness_pattern_consistency,comparison_aggregation_scheme,comparison_missingness_structure_score,composite_aggregation_scheme,direct_mean_score,marginal_aggregation_scheme,marginal_missing_rate_consistency,missingness_structure_score,model_id,score_gap_weighted_minus_direct,weighted_score
+12,49,direct_mean_over_edge_profiles,0.857762,0.881076,0.935475,0.857762,weighted_by_real_relation_strength,0.832788,direct_mean_over_edge_composites_0p7profile_0p3strength,0.857762,direct_mean_over_missing_targets,0.86139,0.859576,arf,-0.053577,0.804185
+12,49,direct_mean_over_edge_profiles,0.821066,0.852621,0.926249,0.821066,weighted_by_real_relation_strength,0.799313,direct_mean_over_edge_composites_0p7profile_0p3strength,0.821066,direct_mean_over_missing_targets,0.82509,0.823078,bayesnet,-0.047531,0.773535
+12,48,direct_mean_over_edge_profiles,0.446006,0.584073,0.906229,0.446006,weighted_by_real_relation_strength,0.49331,direct_mean_over_edge_composites_0p7profile_0p3strength,0.446006,direct_mean_over_missing_targets,0.446006,0.446006,cdtd,0.094607,0.540613
+0,3,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,,direct_mean_over_missing_targets,,,codi,,
+10,47,direct_mean_over_edge_profiles,0.810134,0.839573,0.908263,0.810134,weighted_by_real_relation_strength,0.783421,direct_mean_over_edge_composites_0p7profile_0p3strength,0.810134,direct_mean_over_missing_targets,0.815876,0.813005,ctgan,-0.059169,0.750965
+1,18,direct_mean_over_edge_profiles,0.960127,0.969658,0.991897,0.960127,weighted_by_real_relation_strength,0.964053,direct_mean_over_edge_composites_0p7profile_0p3strength,0.960127,direct_mean_over_missing_targets,0.960127,0.960127,forestdiffusion,0.007851,0.967978
+9,32,direct_mean_over_edge_profiles,0.340179,0.512257,0.913772,0.340179,weighted_by_real_relation_strength,0.393225,direct_mean_over_edge_composites_0p7profile_0p3strength,0.340179,direct_mean_over_missing_targets,0.340179,0.340179,goggle,0.106091,0.446271
+10,41,direct_mean_over_edge_profiles,0.960989,0.965018,0.974419,0.960989,weighted_by_real_relation_strength,0.956274,direct_mean_over_edge_composites_0p7profile_0p3strength,0.960989,direct_mean_over_missing_targets,0.965014,0.963001,realtabformer,-0.013454,0.947535
+1,2,direct_mean_over_edge_profiles,0.960776,0.972535,0.999972,0.960776,weighted_by_real_relation_strength,0.966656,direct_mean_over_edge_composites_0p7profile_0p3strength,0.960776,direct_mean_over_missing_targets,0.960764,0.96077,rtf,0.011773,0.972548
+5,32,direct_mean_over_edge_profiles,0.653499,0.723938,0.888296,0.653499,weighted_by_real_relation_strength,0.619379,direct_mean_over_edge_composites_0p7profile_0p3strength,0.653499,direct_mean_over_missing_targets,0.653499,0.653499,tabbyflow,-0.068241,0.585258
+4,38,direct_mean_over_edge_profiles,0.699048,0.752722,0.87796,0.699048,weighted_by_real_relation_strength,0.666065,direct_mean_over_edge_composites_0p7profile_0p3strength,0.699048,direct_mean_over_missing_targets,0.699048,0.699048,tabddpm,-0.065966,0.633082
+2,15,direct_mean_over_edge_profiles,0.885162,0.886397,0.889277,0.885162,weighted_by_real_relation_strength,0.842302,direct_mean_over_edge_composites_0p7profile_0p3strength,0.885162,direct_mean_over_missing_targets,0.885162,0.885162,tabdiff,-0.085722,0.79944
+6,38,direct_mean_over_edge_profiles,0.769764,0.810506,0.905572,0.769764,weighted_by_real_relation_strength,0.740107,direct_mean_over_edge_composites_0p7profile_0p3strength,0.769764,direct_mean_over_missing_targets,0.769764,0.769764,tabpfgen,-0.059314,0.710449
+7,47,direct_mean_over_edge_profiles,0.703169,0.756928,0.882364,0.703169,weighted_by_real_relation_strength,0.657327,direct_mean_over_edge_composites_0p7profile_0p3strength,0.703169,direct_mean_over_missing_targets,0.703169,0.703169,tabsyn,-0.091684,0.611485
+11,47,direct_mean_over_edge_profiles,0.757181,0.802853,0.909423,0.757181,weighted_by_real_relation_strength,0.761402,direct_mean_over_edge_composites_0p7profile_0p3strength,0.757181,direct_mean_over_missing_targets,0.754485,0.755833,tvae,0.011137,0.768318

evaluation/query_family/missingness/breakdown/data/dataset_model_heatmap.csv

@@ -0,0 +1,13 @@
+dataset_id,arf,bayesnet,ctgan,forestdiffusion,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
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+c15,0.991902,0.969949,,,0.96077,,,,,,0.60998
+c16,0.987775,0.742628,0.946976,,0.997385,,,,,,0.883098
+c17,0.99101,0.836432,0.945794,,0.958232,,,,0.836432,,0.941109
+c18,0.981163,0.983364,,,0.862318,,,,,,
+c19,0.999613,0.997729,0.952258,,0.861635,,,,0.985958,,0.990164
+m7,0.960127,0.960127,0.960127,0.960127,0.994411,0.960127,0.960127,0.960127,0.960127,0.960127,0.596798
+m9,0.99388,0.993551,0.966764,,0.993421,,0.844494,,0.844494,0.844494,0.962839
+m12,0.459932,0.459932,0.459932,,0.99269,0.459932,,,,0.459932,0.461662
+n4,0.181374,0.181374,0.181374,,0.987502,0.181374,0.181374,,0.181374,0.181374,0.264044
+n8,0.855863,0.855863,0.844855,,0.986183,0.855863,,,,0.855863,0.695538
+n18,0.915683,0.915683,0.916356,,,,,,,,0.929751

evaluation/query_family/missingness/breakdown/data/dataset_model_scores.csv

@@ -0,0 +1,408 @@
+dataset_id,dataset_prefix,model_id,model_label,marginal_missing_rate_consistency,co_missingness_pattern_consistency,co_missing_strength_score,co_missing_composite_score,missingness_structure_score,marginal_minus_comissing,profile_minus_strength,active_subitem_count,asset_count,applicable_asset_count
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+c2,c,realtabformer,RealTabFormer,,,,,,,,0,1,0
+c2,c,tabbyflow,TabbyFlow,,,,,,,,0,2,0
+c2,c,tabddpm,TabDDPM,,,,,,,,0,1,0
+c2,c,tabdiff,TabDiff,,,,,,,,0,2,0
+c2,c,tabpfgen,TabPFGen,,,,,,,,0,1,0
+c2,c,tabsyn,TabSyn,,,,,,,,0,2,0
+c2,c,tvae,TVAE,,,,,,,,0,1,0
+c3,c,arf,ARF,,,,,,,,0,1,0
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+c3,c,realtabformer,RealTabFormer,,,,,,,,0,1,0
+c3,c,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+c3,c,tabddpm,TabDDPM,,,,,,,,0,1,0
+c3,c,tabdiff,TabDiff,,,,,,,,0,1,0
+c3,c,tabpfgen,TabPFGen,,,,,,,,0,1,0
+c3,c,tabsyn,TabSyn,,,,,,,,0,2,0
+c3,c,tvae,TVAE,,,,,,,,0,1,0
+c4,c,arf,ARF,,,,,,,,0,1,0
+c4,c,bayesnet,BayesNet,,,,,,,,0,1,0
+c4,c,ctgan,CTGAN,,,,,,,,0,1,0
+c4,c,forestdiffusion,ForestDiffusion,,,,,,,,0,1,0
+c4,c,realtabformer,RealTabFormer,,,,,,,,0,1,0
+c4,c,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+c4,c,tabddpm,TabDDPM,,,,,,,,0,1,0
+c4,c,tabdiff,TabDiff,,,,,,,,0,1,0
+c4,c,tabpfgen,TabPFGen,,,,,,,,0,1,0
+c4,c,tabsyn,TabSyn,,,,,,,,0,2,0
+c4,c,tvae,TVAE,,,,,,,,0,1,0
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+c5,c,tabddpm,TabDDPM,0.810198,0.810198,0.786658,0.803136,0.810198,0.0,0.023540000000000005,2,1,1
+c5,c,tabdiff,TabDiff,0.810198,0.810198,0.786658,0.803136,0.810198,0.0,0.023540000000000005,2,1,1
+c5,c,tabpfgen,TabPFGen,0.810198,0.810198,0.786658,0.803136,0.810198,0.0,0.023540000000000005,2,1,1
+c5,c,tabsyn,TabSyn,0.810198,0.810198,0.786658,0.803136,0.810198,0.0,0.023540000000000005,2,2,2
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+c6,c,realtabformer,RealTabFormer,,,,,,,,0,1,0
+c6,c,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+c6,c,tabdiff,TabDiff,,,,,,,,0,1,0
+c6,c,tabpfgen,TabPFGen,,,,,,,,0,1,0
+c6,c,tabsyn,TabSyn,,,,,,,,0,2,0
+c6,c,tvae,TVAE,,,,,,,,0,1,0
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+c7,c,ctgan,CTGAN,,,,,,,,0,1,0
+c7,c,forestdiffusion,ForestDiffusion,,,,,,,,0,1,0
+c7,c,realtabformer,RealTabFormer,,,,,,,,0,1,0
+c7,c,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+c7,c,tabddpm,TabDDPM,,,,,,,,0,1,0
+c7,c,tabdiff,TabDiff,,,,,,,,0,1,0
+c7,c,tabpfgen,TabPFGen,,,,,,,,0,1,0
+c7,c,tabsyn,TabSyn,,,,,,,,0,2,0
+c7,c,tvae,TVAE,,,,,,,,0,1,0
+c8,c,arf,ARF,,,,,,,,0,1,0
+c8,c,bayesnet,BayesNet,,,,,,,,0,1,0
+c8,c,ctgan,CTGAN,,,,,,,,0,1,0
+c8,c,forestdiffusion,ForestDiffusion,,,,,,,,0,1,0
+c8,c,realtabformer,RealTabFormer,,,,,,,,0,1,0
+c8,c,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+c8,c,tabddpm,TabDDPM,,,,,,,,0,1,0
+c8,c,tabdiff,TabDiff,,,,,,,,0,1,0
+c8,c,tabpfgen,TabPFGen,,,,,,,,0,1,0
+c8,c,tabsyn,TabSyn,,,,,,,,0,2,0
+c8,c,tvae,TVAE,,,,,,,,0,1,0
+c9,c,arf,ARF,,,,,,,,0,1,0
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+c9,c,ctgan,CTGAN,,,,,,,,0,1,0
+c9,c,forestdiffusion,ForestDiffusion,,,,,,,,0,1,0
+c9,c,realtabformer,RealTabFormer,,,,,,,,0,1,0
+c9,c,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+c9,c,tabddpm,TabDDPM,,,,,,,,0,1,0
+c9,c,tabdiff,TabDiff,,,,,,,,0,1,0
+c9,c,tabpfgen,TabPFGen,,,,,,,,0,1,0
+c9,c,tabsyn,TabSyn,,,,,,,,0,2,0
+c9,c,tvae,TVAE,,,,,,,,0,1,0
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+c10,c,bayesnet,BayesNet,,,,,,,,0,1,0
+c10,c,ctgan,CTGAN,,,,,,,,0,1,0
+c10,c,forestdiffusion,ForestDiffusion,,,,,,,,0,1,0
+c10,c,realtabformer,RealTabFormer,,,,,,,,0,1,0
+c10,c,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+c10,c,tabddpm,TabDDPM,,,,,,,,0,1,0
+c10,c,tabpfgen,TabPFGen,,,,,,,,0,1,0
+c10,c,tabsyn,TabSyn,,,,,,,,0,1,0
+c10,c,tvae,TVAE,,,,,,,,0,1,0
+c11,c,arf,ARF,,,,,,,,0,1,0
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+c11,c,ctgan,CTGAN,,,,,,,,0,1,0
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+c11,c,realtabformer,RealTabFormer,,,,,,,,0,1,0
+c11,c,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+c11,c,tabddpm,TabDDPM,,,,,,,,0,1,0
+c11,c,tabsyn,TabSyn,,,,,,,,0,2,0
+c11,c,tvae,TVAE,,,,,,,,0,1,0
+c12,c,arf,ARF,,,,,,,,0,1,0
+c12,c,bayesnet,BayesNet,,,,,,,,0,1,0
+c12,c,ctgan,CTGAN,,,,,,,,0,1,0
+c12,c,realtabformer,RealTabFormer,,,,,,,,0,1,0
+c12,c,tabpfgen,TabPFGen,,,,,,,,0,1,0
+c12,c,tvae,TVAE,,,,,,,,0,1,0
+c13,c,arf,ARF,,,,,,,,0,1,0
+c13,c,bayesnet,BayesNet,,,,,,,,0,1,0
+c13,c,ctgan,CTGAN,,,,,,,,0,1,0
+c13,c,tabddpm,TabDDPM,,,,,,,,0,1,0
+c14,c,arf,ARF,,,,,,,,0,1,0
+c14,c,bayesnet,BayesNet,,,,,,,,0,1,0
+c14,c,ctgan,CTGAN,,,,,,,,0,1,0
+c14,c,realtabformer,RealTabFormer,,,,,,,,0,1,0
+c14,c,tabsyn,TabSyn,,,,,,,,0,1,0
+c14,c,tvae,TVAE,,,,,,,,0,1,0
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+c15,c,realtabformer,RealTabFormer,0.960764,0.960776,0.999972,0.972535,0.96077,-1.2000000000012001e-05,-0.03919600000000001,2,1,1
+c15,c,tvae,TVAE,0.592855,0.627105,0.844879,0.692437,0.60998,-0.03425,-0.21777400000000002,2,1,1
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+c20,c,tabddpm,TabDDPM,,,,,,,,0,1,0
+c20,c,tabpfgen,TabPFGen,,,,,,,,0,1,0
+c20,c,tabsyn,TabSyn,,,,,,,,0,1,0
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+m1,m,tabdiff,TabDiff,,,,,,,,0,1,0
+m1,m,tabpfgen,TabPFGen,,,,,,,,0,1,0
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+m1,m,tvae,TVAE,,,,,,,,0,1,0
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+m2,m,tabpfgen,TabPFGen,,,,,,,,0,1,0
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+m4,m,ctgan,CTGAN,,,,,,,,0,1,0
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+m4,m,tabddpm,TabDDPM,,,,,,,,0,1,0
+m4,m,tabdiff,TabDiff,,,,,,,,0,1,0
+m4,m,tabpfgen,TabPFGen,,,,,,,,0,1,0
+m4,m,tabsyn,TabSyn,,,,,,,,0,2,0
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+m5,m,bayesnet,BayesNet,,,,,,,,0,1,0
+m5,m,ctgan,CTGAN,,,,,,,,0,1,0
+m5,m,forestdiffusion,ForestDiffusion,,,,,,,,0,1,0
+m5,m,realtabformer,RealTabFormer,,,,,,,,0,1,0
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+m5,m,tabddpm,TabDDPM,,,,,,,,0,1,0
+m5,m,tabdiff,TabDiff,,,,,,,,0,1,0
+m5,m,tabpfgen,TabPFGen,,,,,,,,0,1,0
+m5,m,tabsyn,TabSyn,,,,,,,,0,1,0
+m5,m,tvae,TVAE,,,,,,,,0,1,0
+m6,m,arf,ARF,,,,,,,,0,1,0
+m6,m,bayesnet,BayesNet,,,,,,,,0,1,0
+m6,m,ctgan,CTGAN,,,,,,,,0,1,0
+m6,m,forestdiffusion,ForestDiffusion,,,,,,,,0,1,0
+m6,m,realtabformer,RealTabFormer,,,,,,,,0,1,0
+m6,m,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+m6,m,tabddpm,TabDDPM,,,,,,,,0,1,0
+m6,m,tabdiff,TabDiff,,,,,,,,0,1,0
+m6,m,tabpfgen,TabPFGen,,,,,,,,0,1,0
+m6,m,tabsyn,TabSyn,,,,,,,,0,1,0
+m6,m,tvae,TVAE,,,,,,,,0,1,0
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+m7,m,bayesnet,BayesNet,0.960127,0.960127,0.991897,0.969658,0.960127,0.0,-0.031770000000000076,2,1,1
+m7,m,ctgan,CTGAN,0.960127,0.960127,0.991897,0.969658,0.960127,0.0,-0.031770000000000076,2,1,1
+m7,m,forestdiffusion,ForestDiffusion,0.960127,0.960127,0.991897,0.969658,0.960127,0.0,-0.031770000000000076,2,1,1
+m7,m,realtabformer,RealTabFormer,0.994863,0.99396,0.997494,0.99502,0.994411,0.0009030000000000982,-0.003534000000000037,2,1,1
+m7,m,tabbyflow,TabbyFlow,0.960127,0.960127,0.991897,0.969658,0.960127,0.0,-0.031770000000000076,2,1,1
+m7,m,tabddpm,TabDDPM,0.960127,0.960127,0.991897,0.969658,0.960127,0.0,-0.031770000000000076,2,1,1
+m7,m,tabdiff,TabDiff,0.960127,0.960127,0.991897,0.969658,0.960127,0.0,-0.031770000000000076,2,1,1
+m7,m,tabpfgen,TabPFGen,0.960127,0.960127,0.991897,0.969658,0.960127,0.0,-0.031770000000000076,2,1,1
+m7,m,tabsyn,TabSyn,0.960127,0.960127,0.991897,0.969658,0.960127,0.0,-0.031770000000000076,2,1,1
+m7,m,tvae,TVAE,0.593689,0.599908,0.88798,0.686329,0.596798,-0.0062189999999999745,-0.288072,2,1,1
+m8,m,arf,ARF,,,,,,,,0,1,0
+m8,m,bayesnet,BayesNet,,,,,,,,0,1,0
+m8,m,ctgan,CTGAN,,,,,,,,0,1,0
+m8,m,forestdiffusion,ForestDiffusion,,,,,,,,0,1,0
+m8,m,realtabformer,RealTabFormer,,,,,,,,0,1,0
+m8,m,tabddpm,TabDDPM,,,,,,,,0,1,0
+m8,m,tabdiff,TabDiff,,,,,,,,0,1,0
+m8,m,tabpfgen,TabPFGen,,,,,,,,0,1,0
+m8,m,tabsyn,TabSyn,,,,,,,,0,1,0
+m8,m,tvae,TVAE,,,,,,,,0,1,0
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+m9,m,bayesnet,BayesNet,0.994743,0.99236,0.996995,0.99375,0.993551,0.002383000000000024,-0.004634999999999945,2,1,1
+m9,m,ctgan,CTGAN,0.970834,0.962693,0.978497,0.967434,0.966764,0.008140999999999954,-0.01580399999999993,2,1,1
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+m9,m,tabddpm,TabDDPM,0.844494,0.844494,0.948405,0.875667,0.844494,0.0,-0.10391100000000009,2,1,1
+m9,m,tabpfgen,TabPFGen,0.844494,0.844494,0.948405,0.875667,0.844494,0.0,-0.10391100000000009,2,1,1
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+m10,m,arf,ARF,,,,,,,,0,1,0
+m10,m,bayesnet,BayesNet,,,,,,,,0,1,0
+m10,m,ctgan,CTGAN,,,,,,,,0,1,0
+m10,m,forestdiffusion,ForestDiffusion,,,,,,,,0,1,0
+m10,m,realtabformer,RealTabFormer,,,,,,,,0,1,0
+m10,m,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+m10,m,tabddpm,TabDDPM,,,,,,,,0,1,0
+m10,m,tabpfgen,TabPFGen,,,,,,,,0,1,0
+m10,m,tabsyn,TabSyn,,,,,,,,0,1,0
+m10,m,tvae,TVAE,,,,,,,,0,1,0
+m11,m,arf,ARF,,,,,,,,0,1,0
+m11,m,bayesnet,BayesNet,,,,,,,,0,1,0
+m11,m,ctgan,CTGAN,,,,,,,,0,1,0
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+m11,m,tabbyflow,TabbyFlow,,,,,,,,0,1,0
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+m12,m,bayesnet,BayesNet,0.459932,0.459932,0.938985,0.603648,0.459932,0.0,-0.47905299999999995,2,1,1
+m12,m,ctgan,CTGAN,0.459932,0.459932,0.938985,0.603648,0.459932,0.0,-0.47905299999999995,2,1,1
+m12,m,realtabformer,RealTabFormer,0.99242,0.99296,0.996851,0.994127,0.99269,-0.0005399999999999849,-0.003891000000000089,2,1,1
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+n1,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n1,n,ctgan,CTGAN,,,,,,,,0,1,0
+n1,n,realtabformer,RealTabFormer,,,,,,,,0,1,0
+n1,n,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+n1,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n1,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n1,n,tabsyn,TabSyn,,,,,,,,0,2,0
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+n2,n,arf,ARF,,,,,,,,0,1,0
+n2,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n2,n,ctgan,CTGAN,,,,,,,,0,1,0
+n2,n,forestdiffusion,ForestDiffusion,,,,,,,,0,1,0
+n2,n,realtabformer,RealTabFormer,,,,,,,,0,1,0
+n2,n,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+n2,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n2,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n2,n,tabsyn,TabSyn,,,,,,,,0,1,0
+n2,n,tvae,TVAE,,,,,,,,0,1,0
+n3,n,arf,ARF,,,,,,,,0,1,0
+n3,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n3,n,ctgan,CTGAN,,,,,,,,0,1,0
+n3,n,forestdiffusion,ForestDiffusion,,,,,,,,0,1,0
+n3,n,realtabformer,RealTabFormer,,,,,,,,0,1,0
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+n3,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n3,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n3,n,tabsyn,TabSyn,,,,,,,,0,1,0
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+n4,n,tabddpm,TabDDPM,0.181374,0.181374,0.78488,0.362426,0.181374,0.0,-0.603506,2,1,1
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+n5,n,arf,ARF,,,,,,,,0,1,0
+n5,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n5,n,ctgan,CTGAN,,,,,,,,0,1,0
+n5,n,realtabformer,RealTabFormer,,,,,,,,0,1,0
+n5,n,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+n5,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n5,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n5,n,tabsyn,TabSyn,,,,,,,,0,1,0
+n5,n,tvae,TVAE,,,,,,,,0,1,0
+n6,n,arf,ARF,,,,,,,,0,1,0
+n6,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n6,n,ctgan,CTGAN,,,,,,,,0,1,0
+n6,n,realtabformer,RealTabFormer,,,,,,,,0,1,0
+n6,n,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+n6,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n6,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n6,n,tabsyn,TabSyn,,,,,,,,0,1,0
+n6,n,tvae,TVAE,,,,,,,,0,1,0
+n7,n,arf,ARF,,,,,,,,0,1,0
+n7,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n7,n,ctgan,CTGAN,,,,,,,,0,1,0
+n7,n,realtabformer,RealTabFormer,,,,,,,,0,1,0
+n7,n,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+n7,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n7,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n7,n,tabsyn,TabSyn,,,,,,,,0,1,0
+n7,n,tvae,TVAE,,,,,,,,0,1,0
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+n8,n,realtabformer,RealTabFormer,0.988488,0.983877,0.953986,0.97491,0.986183,0.004611000000000032,0.029891,2,1,1
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+n8,n,tabsyn,TabSyn,0.855863,0.855863,0.939062,0.880823,0.855863,0.0,-0.08319899999999991,2,1,1
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+n9,n,arf,ARF,,,,,,,,0,1,0
+n9,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n9,n,ctgan,CTGAN,,,,,,,,0,1,0
+n9,n,realtabformer,RealTabFormer,,,,,,,,0,1,0
+n9,n,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+n9,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n9,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n9,n,tabsyn,TabSyn,,,,,,,,0,1,0
+n9,n,tvae,TVAE,,,,,,,,0,1,0
+n10,n,arf,ARF,,,,,,,,0,1,0
+n10,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n10,n,ctgan,CTGAN,,,,,,,,0,1,0
+n10,n,realtabformer,RealTabFormer,,,,,,,,0,1,0
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+n10,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n10,n,tabsyn,TabSyn,,,,,,,,0,1,0
+n10,n,tvae,TVAE,,,,,,,,0,1,0
+n11,n,arf,ARF,,,,,,,,0,1,0
+n11,n,bayesnet,BayesNet,,,,,,,,0,1,0
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+n11,n,realtabformer,RealTabFormer,,,,,,,,0,1,0
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+n11,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n11,n,tabsyn,TabSyn,,,,,,,,0,1,0
+n11,n,tvae,TVAE,,,,,,,,0,1,0
+n12,n,arf,ARF,,,,,,,,0,1,0
+n12,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n12,n,ctgan,CTGAN,,,,,,,,0,1,0
+n12,n,tabbyflow,TabbyFlow,,,,,,,,0,1,0
+n12,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n12,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n12,n,tabsyn,TabSyn,,,,,,,,0,1,0
+n12,n,tvae,TVAE,,,,,,,,0,1,0
+n14,n,arf,ARF,,,,,,,,0,1,0
+n14,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n14,n,ctgan,CTGAN,,,,,,,,0,1,0
+n14,n,realtabformer,RealTabFormer,,,,,,,,0,1,0
+n14,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n14,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n14,n,tvae,TVAE,,,,,,,,0,1,0
+n15,n,arf,ARF,,,,,,,,0,1,0
+n15,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n15,n,ctgan,CTGAN,,,,,,,,0,1,0
+n15,n,realtabformer,RealTabFormer,,,,,,,,0,1,0
+n15,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n15,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n15,n,tvae,TVAE,,,,,,,,0,1,0
+n16,n,arf,ARF,,,,,,,,0,1,0
+n16,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n16,n,ctgan,CTGAN,,,,,,,,0,1,0
+n16,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n16,n,tvae,TVAE,,,,,,,,0,1,0
+n17,n,arf,ARF,,,,,,,,0,1,0
+n17,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n17,n,ctgan,CTGAN,,,,,,,,0,1,0
+n17,n,realtabformer,RealTabFormer,,,,,,,,0,1,0
+n17,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n17,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n17,n,tvae,TVAE,,,,,,,,0,1,0
+n18,n,arf,ARF,0.915683,0.915683,0.711752,0.854504,0.915683,0.0,0.20393099999999997,2,1,1
+n18,n,bayesnet,BayesNet,0.915683,0.915683,0.711752,0.854504,0.915683,0.0,0.20393099999999997,2,1,1
+n18,n,ctgan,CTGAN,0.917687,0.915024,0.712821,0.854363,0.916356,0.002663000000000082,0.2022029999999999,2,1,1
+n18,n,tvae,TVAE,0.93405,0.925452,0.724042,0.865029,0.929751,0.008597999999999995,0.2014100000000001,2,1,1
+n19,n,arf,ARF,,,,,,,,0,1,0
+n19,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n19,n,ctgan,CTGAN,,,,,,,,0,1,0
+n19,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n19,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n19,n,tvae,TVAE,,,,,,,,0,1,0
+n20,n,arf,ARF,,,,,,,,0,1,0
+n20,n,bayesnet,BayesNet,,,,,,,,0,1,0
+n20,n,ctgan,CTGAN,,,,,,,,0,1,0
+n20,n,realtabformer,RealTabFormer,,,,,,,,0,1,0
+n20,n,tabddpm,TabDDPM,,,,,,,,0,1,0
+n20,n,tabpfgen,TabPFGen,,,,,,,,0,1,0
+n20,n,tvae,TVAE,,,,,,,,0,1,0

evaluation/query_family/missingness/breakdown/data/dataset_model_subitems.csv

@@ -0,0 +1,815 @@
+dataset_id,dataset_prefix,model_id,model_label,subitem_id,subitem_label,query_count,subitem_score
+c2,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c2,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c2,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c2,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c2,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c2,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c2,c,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c2,c,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c2,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c2,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c2,c,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c2,c,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c2,c,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c2,c,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c2,c,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c2,c,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c2,c,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c2,c,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c2,c,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c2,c,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c2,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c2,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c3,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c3,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c3,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c3,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c3,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c3,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c3,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c3,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c3,c,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c3,c,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c3,c,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c3,c,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c3,c,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c3,c,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c3,c,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c3,c,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c3,c,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c3,c,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c3,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c3,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c4,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c4,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c4,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c4,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c4,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c4,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c4,c,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c4,c,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c4,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c4,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c4,c,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c4,c,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c4,c,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c4,c,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c4,c,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c4,c,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c4,c,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c4,c,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c4,c,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c4,c,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c4,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c4,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c5,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.997438
+c5,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.995742
+c5,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.997141
+c5,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.963464
+c5,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.956625
+c5,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.954606
+c5,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.996955
+c5,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.995521
+c5,c,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.810198
+c5,c,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.810198
+c5,c,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.810198
+c5,c,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.810198
+c5,c,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.810198
+c5,c,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.810198
+c5,c,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.810198
+c5,c,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.810198
+c5,c,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,2,0.810198
+c5,c,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,2,0.810198
+c5,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.983437
+c5,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.974922
+c6,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c6,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c6,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c6,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c6,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c6,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c6,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c6,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c6,c,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c6,c,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c6,c,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c6,c,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c6,c,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c6,c,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c6,c,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c6,c,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c6,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c6,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c7,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c7,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c7,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c7,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c7,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c7,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c7,c,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c7,c,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c7,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c7,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c7,c,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c7,c,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c7,c,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c7,c,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c7,c,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c7,c,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c7,c,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c7,c,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c7,c,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c7,c,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c7,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c7,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c8,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c8,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c8,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c8,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c8,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c8,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c8,c,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c8,c,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c8,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c8,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c8,c,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c8,c,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c8,c,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c8,c,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c8,c,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c8,c,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c8,c,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c8,c,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c8,c,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c8,c,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c8,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c8,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c9,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c9,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c9,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c9,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c9,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c9,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c9,c,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c9,c,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c9,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c9,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c9,c,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c9,c,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c9,c,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c9,c,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c9,c,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c9,c,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c9,c,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c9,c,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c9,c,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c9,c,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c9,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c9,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c10,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c10,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c10,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c10,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c10,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c10,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c10,c,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c10,c,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c10,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c10,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c10,c,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c10,c,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c10,c,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c10,c,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c10,c,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c10,c,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c10,c,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c10,c,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c10,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c10,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c11,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c11,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c11,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c11,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c11,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c11,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c11,c,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c11,c,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c11,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c11,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c11,c,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c11,c,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c11,c,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c11,c,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c11,c,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c11,c,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c11,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c11,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c12,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c12,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c12,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c12,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c12,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c12,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c12,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c12,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c12,c,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c12,c,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c12,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c12,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c13,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c13,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c13,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c13,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c13,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c13,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c13,c,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c13,c,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c14,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c14,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c14,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c14,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c14,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c14,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c14,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c14,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c14,c,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c14,c,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c14,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c14,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c15,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.992016
+c15,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.991788
+c15,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.969949
+c15,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.969949
+c15,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.960764
+c15,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.960776
+c15,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.592855
+c15,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.627105
+c16,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.990613
+c16,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.984938
+c16,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.742628
+c16,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.742628
+c16,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.951152
+c16,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.9428
+c16,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.99853
+c16,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.99624
+c16,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.89747
+c16,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.868727
+c17,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.997729
+c17,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.984291
+c17,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.836432
+c17,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.836432
+c17,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.963757
+c17,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.927831
+c17,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.966501
+c17,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.949963
+c17,c,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.836432
+c17,c,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.836432
+c17,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.94502
+c17,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.937197
+c18,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.987571
+c18,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.974756
+c18,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.987874
+c18,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.978853
+c18,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.867263
+c18,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.857373
+c19,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.999878
+c19,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.999347
+c19,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.999328
+c19,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.99613
+c19,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.95183
+c19,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.952687
+c19,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.853628
+c19,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.869641
+c19,c,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.985958
+c19,c,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.985958
+c19,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.990232
+c19,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.990097
+c20,c,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c20,c,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c20,c,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c20,c,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c20,c,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c20,c,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c20,c,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c20,c,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c20,c,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c20,c,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c20,c,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c20,c,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c20,c,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c20,c,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c20,c,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c20,c,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c20,c,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c20,c,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+c20,c,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+c20,c,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m1,m,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m1,m,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m1,m,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m1,m,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m1,m,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m1,m,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m1,m,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m1,m,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m1,m,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m1,m,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m1,m,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m1,m,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m1,m,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m1,m,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m1,m,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m1,m,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m1,m,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m1,m,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m1,m,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m1,m,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m2,m,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m2,m,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m2,m,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m2,m,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m2,m,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m2,m,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m2,m,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m2,m,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m2,m,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m2,m,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m2,m,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m2,m,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m2,m,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m2,m,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m2,m,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m2,m,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m4,m,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m4,m,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m4,m,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m4,m,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m4,m,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m4,m,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m4,m,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m4,m,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m4,m,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m4,m,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m4,m,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m4,m,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m4,m,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m4,m,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m4,m,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m4,m,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m4,m,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m4,m,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m4,m,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m4,m,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m4,m,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m4,m,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m5,m,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m5,m,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m5,m,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m5,m,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m5,m,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m5,m,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m5,m,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m5,m,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m5,m,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m5,m,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m5,m,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m5,m,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m5,m,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m5,m,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m5,m,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m5,m,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m5,m,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m5,m,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m5,m,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m5,m,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m5,m,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m5,m,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m6,m,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m6,m,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m6,m,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m6,m,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m6,m,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m6,m,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m6,m,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m6,m,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m6,m,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m6,m,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m6,m,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m6,m,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m6,m,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m6,m,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m6,m,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m6,m,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m6,m,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m6,m,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m6,m,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m6,m,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m6,m,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m6,m,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m7,m,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.960127
+m7,m,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.960127
+m7,m,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.960127
+m7,m,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.960127
+m7,m,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.960127
+m7,m,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.960127
+m7,m,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.960127
+m7,m,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.960127
+m7,m,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.994863
+m7,m,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.99396
+m7,m,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.960127
+m7,m,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.960127
+m7,m,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.960127
+m7,m,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.960127
+m7,m,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.960127
+m7,m,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.960127
+m7,m,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.960127
+m7,m,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.960127
+m7,m,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.960127
+m7,m,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.960127
+m7,m,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.593689
+m7,m,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.599908
+m8,m,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m8,m,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m8,m,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m8,m,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m8,m,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m8,m,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m8,m,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m8,m,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m8,m,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m8,m,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m8,m,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m8,m,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m8,m,tabdiff,TabDiff,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m8,m,tabdiff,TabDiff,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m8,m,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m8,m,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m8,m,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m8,m,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m8,m,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m8,m,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m9,m,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.998453
+m9,m,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.989308
+m9,m,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.994743
+m9,m,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.99236
+m9,m,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.970834
+m9,m,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.962693
+m9,m,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.994025
+m9,m,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.992816
+m9,m,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.844494
+m9,m,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.844494
+m9,m,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.844494
+m9,m,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.844494
+m9,m,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.844494
+m9,m,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.844494
+m9,m,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.971114
+m9,m,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.954564
+m10,m,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m10,m,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m10,m,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m10,m,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m10,m,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m10,m,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m10,m,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m10,m,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m10,m,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m10,m,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m10,m,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m10,m,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m10,m,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m10,m,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m10,m,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m10,m,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m10,m,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m10,m,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m10,m,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m10,m,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m11,m,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m11,m,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m11,m,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m11,m,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m11,m,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m11,m,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m11,m,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m11,m,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m11,m,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m11,m,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m11,m,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m11,m,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m11,m,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+m11,m,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+m12,m,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.459932
+m12,m,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.459932
+m12,m,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.459932
+m12,m,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.459932
+m12,m,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.459932
+m12,m,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.459932
+m12,m,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.99242
+m12,m,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.99296
+m12,m,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.459932
+m12,m,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.459932
+m12,m,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.459932
+m12,m,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.459932
+m12,m,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.465407
+m12,m,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.457916
+n1,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n1,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n1,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n1,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n1,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n1,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n1,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n1,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n1,n,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n1,n,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n1,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n1,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n1,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n1,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n1,n,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n1,n,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n1,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n1,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n2,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n2,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n2,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n2,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n2,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n2,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n2,n,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n2,n,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n2,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n2,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n2,n,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n2,n,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n2,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n2,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n2,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n2,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n2,n,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n2,n,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n2,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n2,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n3,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n3,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n3,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n3,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n3,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n3,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n3,n,forestdiffusion,ForestDiffusion,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n3,n,forestdiffusion,ForestDiffusion,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n3,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n3,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n3,n,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n3,n,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n3,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n3,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n3,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n3,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n3,n,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n3,n,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n3,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n3,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n4,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.181374
+n4,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.181374
+n4,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.181374
+n4,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.181374
+n4,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.181374
+n4,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.181374
+n4,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.997466
+n4,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.977539
+n4,n,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.181374
+n4,n,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.181374
+n4,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.181374
+n4,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.181374
+n4,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.181374
+n4,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.181374
+n4,n,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.181374
+n4,n,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.181374
+n4,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.233281
+n4,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.294807
+n5,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n5,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n5,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n5,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n5,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n5,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n5,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n5,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n5,n,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n5,n,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n5,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n5,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n5,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n5,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n5,n,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n5,n,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n5,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n5,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n6,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n6,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n6,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n6,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n6,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n6,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n6,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n6,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n6,n,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n6,n,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n6,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n6,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n6,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n6,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n6,n,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n6,n,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n6,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n6,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n7,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n7,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n7,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n7,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n7,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n7,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n7,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n7,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n7,n,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n7,n,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n7,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n7,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n7,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n7,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n7,n,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n7,n,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n7,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n7,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n8,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.855863
+n8,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.855863
+n8,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.855863
+n8,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.855863
+n8,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.845444
+n8,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.844267
+n8,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.988488
+n8,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.983877
+n8,n,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.855863
+n8,n,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.855863
+n8,n,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.855863
+n8,n,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.855863
+n8,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.692782
+n8,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.698295
+n9,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n9,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n9,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n9,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n9,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n9,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n9,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n9,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n9,n,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n9,n,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n9,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n9,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n9,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n9,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n9,n,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n9,n,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n9,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n9,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n10,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n10,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n10,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n10,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n10,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n10,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n10,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n10,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n10,n,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n10,n,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n10,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n10,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n10,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n10,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n10,n,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n10,n,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n10,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n10,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n11,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n11,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n11,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n11,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n11,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n11,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n11,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n11,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n11,n,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n11,n,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n11,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n11,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n11,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n11,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n11,n,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n11,n,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n11,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n11,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n12,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n12,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n12,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n12,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n12,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n12,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n12,n,tabbyflow,TabbyFlow,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n12,n,tabbyflow,TabbyFlow,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n12,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n12,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n12,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n12,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n12,n,tabsyn,TabSyn,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n12,n,tabsyn,TabSyn,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n12,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n12,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n14,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n14,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n14,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n14,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n14,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n14,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n14,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n14,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n14,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n14,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n14,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n14,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n14,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n14,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n15,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n15,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n15,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n15,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n15,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n15,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n15,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n15,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n15,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n15,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n15,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n15,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n15,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n15,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n16,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n16,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n16,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n16,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n16,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n16,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n16,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n16,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n16,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n16,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n17,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n17,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n17,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n17,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n17,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n17,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n17,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n17,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n17,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n17,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n17,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n17,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n17,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n17,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n18,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.915683
+n18,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.915683
+n18,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.915683
+n18,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.915683
+n18,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.917687
+n18,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.915024
+n18,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,1,0.93405
+n18,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,1,0.925452
+n19,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n19,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n19,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n19,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n19,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n19,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n19,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n19,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n19,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n19,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n19,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n19,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n20,n,arf,ARF,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n20,n,arf,ARF,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n20,n,bayesnet,BayesNet,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n20,n,bayesnet,BayesNet,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n20,n,ctgan,CTGAN,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n20,n,ctgan,CTGAN,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n20,n,realtabformer,RealTabFormer,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n20,n,realtabformer,RealTabFormer,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n20,n,tabddpm,TabDDPM,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n20,n,tabddpm,TabDDPM,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n20,n,tabpfgen,TabPFGen,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n20,n,tabpfgen,TabPFGen,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,
+n20,n,tvae,TVAE,marginal_missing_rate_consistency,Marginal missing-rate consistency,0,
+n20,n,tvae,TVAE,co_missingness_pattern_consistency,Co-missingness pattern consistency,0,

evaluation/query_family/missingness/breakdown/data/dataset_summary.csv

@@ -0,0 +1,50 @@
+dataset_id,dataset_prefix,model_count,missingness_structure_score
+c2,c,11,
+c3,c,10,
+c4,c,11,
+c5,c,10,0.895892
+c6,c,9,
+c7,c,11,
+c8,c,11,
+c9,c,11,
+c10,c,10,
+c11,c,9,
+c12,c,6,
+c13,c,4,
+c14,c,6,
+c15,c,4,0.88315
+c16,c,5,0.911572
+c17,c,6,0.918168
+c18,c,3,0.942282
+c19,c,6,0.96456
+c20,c,10,
+m1,m,10,
+m2,m,8,
+m4,m,11,
+m5,m,11,
+m6,m,11,
+m7,m,11,0.930214
+m8,m,10,
+m9,m,8,0.930492
+m10,m,10,
+m11,m,7,
+m12,m,7,0.536287
+n1,n,9,
+n2,n,10,
+n3,n,10,
+n4,n,9,0.280129
+n5,n,9,
+n6,n,9,
+n7,n,9,
+n8,n,7,0.850004
+n9,n,9,
+n10,n,9,
+n11,n,9,
+n12,n,8,
+n14,n,7,
+n15,n,7,
+n16,n,5,
+n17,n,7,
+n18,n,4,0.919368
+n19,n,6,
+n20,n,7,

evaluation/query_family/missingness/breakdown/data/direct_dataset_context.csv

@@ -0,0 +1,50 @@
+column_count,dataset_id,edge_count,missing_target_count,missing_targets,row_count
+12,c17,33,3,"director,cast,country",7045
+43,c11,0,0,,54045
+25,c14,0,0,,240000
+7,c2,0,0,,1382
+7,c20,0,0,,35855
+3,c3,0,0,,2551
+13,c16,108,9,"ID,ALIGN,EYE,HAIR,SEX,GSM,APPEARANCES,FIRST APPEARANCE,YEAR",5516
+37,c4,0,0,,2557
+8,c6,0,0,,7636
+9,c7,0,0,,10368
+11,c10,0,0,,820008
+10,c9,0,0,,26215
+31,c8,0,0,,8844
+30,m1,0,0,,1200
+21,m10,0,0,,1600
+16,c19,15,1,description,32759
+14,c18,78,6,"designation,price,region_1,region_2,taster_name,taster_twitter_handle",103976
+12,m11,0,0,,304887
+7,m4,0,0,,2217
+1559,c12,0,0,,2623
+37,m5,0,0,,3539
+18,m6,0,0,,9864
+44,m2,0,0,,46873
+23,c5,84,4,"odor,stalk-root,ring-number,ring-type",6732
+17,m8,0,0,,36168
+17,n10,0,0,,10888
+11,n11,0,0,,15215
+12,m7,11,1,bmi,4088
+52,n14,0,0,,1600
+58,n1,0,0,,3680
+4,n12,0,0,,196045
+10,n17,0,0,,11600
+86,n15,0,0,,7857
+6,n2,0,0,,1202
+5,n20,0,0,,7654
+12,n3,0,0,,3918
+14,m9,91,7,"gender,enrolled_university,education_level,major_discipline,company_size,company_type,last_new_job",15326
+31,n16,0,0,,227845
+17,n6,0,0,,6400
+26,n7,0,0,,5756
+82,n5,0,0,,17010
+32,m12,62,2,"agent,company",95512
+17,n9,0,0,,8794
+785,n19,0,0,,56000
+25,c15,552,23,"bin_0,bin_1,bin_2,bin_3,bin_4,nom_0,nom_1,nom_2,nom_3,nom_4,nom_5,nom_6,nom_7,nom_8,nom_9,ord_0,ord_1,ord_2,ord_3,ord_4,ord_5,day,month",480000
+128,n4,3048,24,"feature_2,feature_3,feature_102,feature_103,feature_104,feature_105,feature_106,feature_107,feature_108,feature_109,feature_110,feature_111,feature_112,feature_113,feature_114,feature_115,feature_116,feature_117,feature_118,feature_122,feature_123,feature_124,feature_125,feature_127",1595
+69,c13,0,0,,1966628
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+1,1,direct_mean_over_edge_profiles,0.855863,0.880823,0.939062,0.855863,weighted_by_real_relation_strength,0.698302,direct_mean_over_edge_composites_0p7profile_0p3strength,n8,0.855863,direct_mean_over_missing_targets,0.855863,0.855863,tabsyn,-0.315123,0.54074
+1,1,direct_mean_over_edge_profiles,0.698295,0.762994,0.91396,0.698295,weighted_by_real_relation_strength,0.617475,direct_mean_over_edge_composites_0p7profile_0p3strength,n8,0.698295,direct_mean_over_missing_targets,0.692782,0.695538,tvae,-0.156127,0.542168
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,arf,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,bayesnet,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,cdtd,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,ctgan,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,realtabformer,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,tabbyflow,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,tabddpm,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,tabpfgen,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,tabsyn,,
+0,1,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,n9,,direct_mean_over_missing_targets,,,tvae,,

evaluation/query_family/missingness/breakdown/data/direct_model_overall_summary.csv

@@ -0,0 +1,16 @@
+applicable_asset_count,asset_count,canonical_aggregation_scheme,canonical_score,co_missing_composite_score,co_missing_strength_score,co_missingness_pattern_consistency,comparison_aggregation_scheme,comparison_missingness_structure_score,composite_aggregation_scheme,direct_mean_score,marginal_aggregation_scheme,marginal_missing_rate_consistency,missingness_structure_score,model_id,score_gap_weighted_minus_direct,weighted_score
+12,49,direct_mean_over_edge_profiles,0.857762,0.881076,0.935475,0.857762,weighted_by_real_relation_strength,0.832788,direct_mean_over_edge_composites_0p7profile_0p3strength,0.857762,direct_mean_over_missing_targets,0.86139,0.859576,arf,-0.053577,0.804185
+12,49,direct_mean_over_edge_profiles,0.821066,0.852621,0.926249,0.821066,weighted_by_real_relation_strength,0.799313,direct_mean_over_edge_composites_0p7profile_0p3strength,0.821066,direct_mean_over_missing_targets,0.82509,0.823078,bayesnet,-0.047531,0.773535
+12,48,direct_mean_over_edge_profiles,0.446006,0.584073,0.906229,0.446006,weighted_by_real_relation_strength,0.49331,direct_mean_over_edge_composites_0p7profile_0p3strength,0.446006,direct_mean_over_missing_targets,0.446006,0.446006,cdtd,0.094607,0.540613
+0,3,direct_mean_over_edge_profiles,,,,,weighted_by_real_relation_strength,,direct_mean_over_edge_composites_0p7profile_0p3strength,,direct_mean_over_missing_targets,,,codi,,
+10,47,direct_mean_over_edge_profiles,0.810134,0.839573,0.908263,0.810134,weighted_by_real_relation_strength,0.783421,direct_mean_over_edge_composites_0p7profile_0p3strength,0.810134,direct_mean_over_missing_targets,0.815876,0.813005,ctgan,-0.059169,0.750965
+1,18,direct_mean_over_edge_profiles,0.960127,0.969658,0.991897,0.960127,weighted_by_real_relation_strength,0.964053,direct_mean_over_edge_composites_0p7profile_0p3strength,0.960127,direct_mean_over_missing_targets,0.960127,0.960127,forestdiffusion,0.007851,0.967978
+9,32,direct_mean_over_edge_profiles,0.340179,0.512257,0.913772,0.340179,weighted_by_real_relation_strength,0.393225,direct_mean_over_edge_composites_0p7profile_0p3strength,0.340179,direct_mean_over_missing_targets,0.340179,0.340179,goggle,0.106091,0.446271
+10,41,direct_mean_over_edge_profiles,0.960989,0.965018,0.974419,0.960989,weighted_by_real_relation_strength,0.956274,direct_mean_over_edge_composites_0p7profile_0p3strength,0.960989,direct_mean_over_missing_targets,0.965014,0.963001,realtabformer,-0.013454,0.947535
+1,2,direct_mean_over_edge_profiles,0.960776,0.972535,0.999972,0.960776,weighted_by_real_relation_strength,0.966656,direct_mean_over_edge_composites_0p7profile_0p3strength,0.960776,direct_mean_over_missing_targets,0.960764,0.96077,rtf,0.011773,0.972548
+5,32,direct_mean_over_edge_profiles,0.653499,0.723938,0.888296,0.653499,weighted_by_real_relation_strength,0.619379,direct_mean_over_edge_composites_0p7profile_0p3strength,0.653499,direct_mean_over_missing_targets,0.653499,0.653499,tabbyflow,-0.068241,0.585258
+4,38,direct_mean_over_edge_profiles,0.699048,0.752722,0.87796,0.699048,weighted_by_real_relation_strength,0.666065,direct_mean_over_edge_composites_0p7profile_0p3strength,0.699048,direct_mean_over_missing_targets,0.699048,0.699048,tabddpm,-0.065966,0.633082
+2,15,direct_mean_over_edge_profiles,0.885162,0.886397,0.889277,0.885162,weighted_by_real_relation_strength,0.842302,direct_mean_over_edge_composites_0p7profile_0p3strength,0.885162,direct_mean_over_missing_targets,0.885162,0.885162,tabdiff,-0.085722,0.79944
+6,38,direct_mean_over_edge_profiles,0.769764,0.810506,0.905572,0.769764,weighted_by_real_relation_strength,0.740107,direct_mean_over_edge_composites_0p7profile_0p3strength,0.769764,direct_mean_over_missing_targets,0.769764,0.769764,tabpfgen,-0.059314,0.710449
+7,47,direct_mean_over_edge_profiles,0.703169,0.756928,0.882364,0.703169,weighted_by_real_relation_strength,0.657327,direct_mean_over_edge_composites_0p7profile_0p3strength,0.703169,direct_mean_over_missing_targets,0.703169,0.703169,tabsyn,-0.091684,0.611485
+11,47,direct_mean_over_edge_profiles,0.757181,0.802853,0.909423,0.757181,weighted_by_real_relation_strength,0.761402,direct_mean_over_edge_composites_0p7profile_0p3strength,0.757181,direct_mean_over_missing_targets,0.754485,0.755833,tvae,0.011137,0.768318

evaluation/query_family/missingness/breakdown/data/duplicate_asset_audit.csv

@@ -0,0 +1 @@
+

evaluation/query_family/missingness/breakdown/data/missingness_query_rows.csv

@@ -0,0 +1,408 @@
+dataset_id,dataset_prefix,model_id,model_label,marginal_missing_rate_consistency,co_missingness_pattern_consistency,co_missing_strength_score,co_missing_composite_score,missingness_structure_score,profile_minus_strength,asset_count,applicable_asset_count
+c2,c,arf,ARF,,,,,,,1,0
+c2,c,bayesnet,BayesNet,,,,,,,1,0
+c2,c,ctgan,CTGAN,,,,,,,1,0
+c2,c,forestdiffusion,ForestDiffusion,,,,,,,2,0
+c2,c,realtabformer,RealTabFormer,,,,,,,1,0
+c2,c,tabbyflow,TabbyFlow,,,,,,,2,0
+c2,c,tabddpm,TabDDPM,,,,,,,1,0
+c2,c,tabdiff,TabDiff,,,,,,,2,0
+c2,c,tabpfgen,TabPFGen,,,,,,,1,0
+c2,c,tabsyn,TabSyn,,,,,,,2,0
+c2,c,tvae,TVAE,,,,,,,1,0
+c3,c,arf,ARF,,,,,,,1,0
+c3,c,bayesnet,BayesNet,,,,,,,1,0
+c3,c,ctgan,CTGAN,,,,,,,1,0
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+c3,c,tabbyflow,TabbyFlow,,,,,,,1,0
+c3,c,tabddpm,TabDDPM,,,,,,,1,0
+c3,c,tabdiff,TabDiff,,,,,,,1,0
+c3,c,tabpfgen,TabPFGen,,,,,,,1,0
+c3,c,tabsyn,TabSyn,,,,,,,2,0
+c3,c,tvae,TVAE,,,,,,,1,0
+c4,c,arf,ARF,,,,,,,1,0
+c4,c,bayesnet,BayesNet,,,,,,,1,0
+c4,c,ctgan,CTGAN,,,,,,,1,0
+c4,c,forestdiffusion,ForestDiffusion,,,,,,,1,0
+c4,c,realtabformer,RealTabFormer,,,,,,,1,0
+c4,c,tabbyflow,TabbyFlow,,,,,,,1,0
+c4,c,tabddpm,TabDDPM,,,,,,,1,0
+c4,c,tabdiff,TabDiff,,,,,,,1,0
+c4,c,tabpfgen,TabPFGen,,,,,,,1,0
+c4,c,tabsyn,TabSyn,,,,,,,2,0
+c4,c,tvae,TVAE,,,,,,,1,0
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+c5,c,bayesnet,BayesNet,0.997141,0.963464,0.877172,0.937576,0.980302,0.08629200000000004,1,1
+c5,c,ctgan,CTGAN,0.956625,0.954606,0.872582,0.929999,0.955616,0.08202399999999999,1,1
+c5,c,realtabformer,RealTabFormer,0.996955,0.995521,0.99189,0.994431,0.996238,0.00363099999999994,1,1
+c5,c,tabbyflow,TabbyFlow,0.810198,0.810198,0.786658,0.803136,0.810198,0.023540000000000005,1,1
+c5,c,tabddpm,TabDDPM,0.810198,0.810198,0.786658,0.803136,0.810198,0.023540000000000005,1,1
+c5,c,tabdiff,TabDiff,0.810198,0.810198,0.786658,0.803136,0.810198,0.023540000000000005,1,1
+c5,c,tabpfgen,TabPFGen,0.810198,0.810198,0.786658,0.803136,0.810198,0.023540000000000005,1,1
+c5,c,tabsyn,TabSyn,0.810198,0.810198,0.786658,0.803136,0.810198,0.023540000000000005,2,2
+c5,c,tvae,TVAE,0.983437,0.974922,0.968025,0.972853,0.97918,0.006896999999999931,1,1
+c6,c,arf,ARF,,,,,,,1,0
+c6,c,bayesnet,BayesNet,,,,,,,1,0
+c6,c,ctgan,CTGAN,,,,,,,1,0
+c6,c,realtabformer,RealTabFormer,,,,,,,1,0
+c6,c,tabbyflow,TabbyFlow,,,,,,,1,0
+c6,c,tabdiff,TabDiff,,,,,,,1,0
+c6,c,tabpfgen,TabPFGen,,,,,,,1,0
+c6,c,tabsyn,TabSyn,,,,,,,2,0
+c6,c,tvae,TVAE,,,,,,,1,0
+c7,c,arf,ARF,,,,,,,1,0
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+c7,c,ctgan,CTGAN,,,,,,,1,0
+c7,c,forestdiffusion,ForestDiffusion,,,,,,,1,0
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+c7,c,tabbyflow,TabbyFlow,,,,,,,1,0
+c7,c,tabddpm,TabDDPM,,,,,,,1,0
+c7,c,tabdiff,TabDiff,,,,,,,1,0
+c7,c,tabpfgen,TabPFGen,,,,,,,1,0
+c7,c,tabsyn,TabSyn,,,,,,,2,0
+c7,c,tvae,TVAE,,,,,,,1,0
+c8,c,arf,ARF,,,,,,,1,0
+c8,c,bayesnet,BayesNet,,,,,,,1,0
+c8,c,ctgan,CTGAN,,,,,,,1,0
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+c8,c,realtabformer,RealTabFormer,,,,,,,1,0
+c8,c,tabbyflow,TabbyFlow,,,,,,,1,0
+c8,c,tabddpm,TabDDPM,,,,,,,1,0
+c8,c,tabdiff,TabDiff,,,,,,,1,0
+c8,c,tabpfgen,TabPFGen,,,,,,,1,0
+c8,c,tabsyn,TabSyn,,,,,,,2,0
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+c9,c,realtabformer,RealTabFormer,,,,,,,1,0
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+c9,c,tabddpm,TabDDPM,,,,,,,1,0
+c9,c,tabdiff,TabDiff,,,,,,,1,0
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+c9,c,tabsyn,TabSyn,,,,,,,2,0
+c9,c,tvae,TVAE,,,,,,,1,0
+c10,c,arf,ARF,,,,,,,1,0
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+c10,c,ctgan,CTGAN,,,,,,,1,0
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+c10,c,realtabformer,RealTabFormer,,,,,,,1,0
+c10,c,tabbyflow,TabbyFlow,,,,,,,1,0
+c10,c,tabddpm,TabDDPM,,,,,,,1,0
+c10,c,tabpfgen,TabPFGen,,,,,,,1,0
+c10,c,tabsyn,TabSyn,,,,,,,1,0
+c10,c,tvae,TVAE,,,,,,,1,0
+c11,c,arf,ARF,,,,,,,1,0
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+c11,c,ctgan,CTGAN,,,,,,,1,0
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+c11,c,realtabformer,RealTabFormer,,,,,,,1,0
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+c11,c,tabsyn,TabSyn,,,,,,,2,0
+c11,c,tvae,TVAE,,,,,,,1,0
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+c12,c,bayesnet,BayesNet,,,,,,,1,0
+c12,c,ctgan,CTGAN,,,,,,,1,0
+c12,c,realtabformer,RealTabFormer,,,,,,,1,0
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+c13,c,arf,ARF,,,,,,,1,0
+c13,c,bayesnet,BayesNet,,,,,,,1,0
+c13,c,ctgan,CTGAN,,,,,,,1,0
+c13,c,tabddpm,TabDDPM,,,,,,,1,0
+c14,c,arf,ARF,,,,,,,1,0
+c14,c,bayesnet,BayesNet,,,,,,,1,0
+c14,c,ctgan,CTGAN,,,,,,,1,0
+c14,c,realtabformer,RealTabFormer,,,,,,,1,0
+c14,c,tabsyn,TabSyn,,,,,,,1,0
+c14,c,tvae,TVAE,,,,,,,1,0
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+c16,c,bayesnet,BayesNet,0.742628,0.742628,0.967498,0.810089,0.742628,-0.22487000000000001,1,1
+c16,c,ctgan,CTGAN,0.951152,0.9428,0.970629,0.951149,0.946976,-0.027828999999999993,1,1
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+c16,c,tvae,TVAE,0.89747,0.868727,0.887354,0.874315,0.883098,-0.01862699999999995,1,1
+c17,c,arf,ARF,0.997729,0.984291,0.966646,0.978997,0.99101,0.017645000000000022,1,1
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+c17,c,realtabformer,RealTabFormer,0.966501,0.949963,0.950394,0.950092,0.958232,-0.0004309999999999592,1,1
+c17,c,tabpfgen,TabPFGen,0.836432,0.836432,0.929645,0.864396,0.836432,-0.0932130000000001,1,1
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+c18,c,arf,ARF,0.987571,0.974756,0.956776,0.969362,0.981163,0.017979999999999996,1,1
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+c19,c,realtabformer,RealTabFormer,0.853628,0.869641,0.922418,0.885474,0.861635,-0.05277699999999996,1,1
+c19,c,tabpfgen,TabPFGen,0.985958,0.985958,0.991948,0.987755,0.985958,-0.005990000000000051,1,1
+c19,c,tvae,TVAE,0.990232,0.990097,0.996318,0.991963,0.990164,-0.006221000000000032,1,1
+c20,c,arf,ARF,,,,,,,1,0
+c20,c,bayesnet,BayesNet,,,,,,,1,0
+c20,c,ctgan,CTGAN,,,,,,,1,0
+c20,c,forestdiffusion,ForestDiffusion,,,,,,,1,0
+c20,c,realtabformer,RealTabFormer,,,,,,,1,0
+c20,c,tabbyflow,TabbyFlow,,,,,,,1,0
+c20,c,tabddpm,TabDDPM,,,,,,,1,0
+c20,c,tabpfgen,TabPFGen,,,,,,,1,0
+c20,c,tabsyn,TabSyn,,,,,,,1,0
+c20,c,tvae,TVAE,,,,,,,1,0
+m1,m,arf,ARF,,,,,,,1,0
+m1,m,bayesnet,BayesNet,,,,,,,1,0
+m1,m,ctgan,CTGAN,,,,,,,1,0
+m1,m,realtabformer,RealTabFormer,,,,,,,1,0
+m1,m,tabbyflow,TabbyFlow,,,,,,,1,0
+m1,m,tabddpm,TabDDPM,,,,,,,1,0
+m1,m,tabdiff,TabDiff,,,,,,,1,0
+m1,m,tabpfgen,TabPFGen,,,,,,,1,0
+m1,m,tabsyn,TabSyn,,,,,,,2,0
+m1,m,tvae,TVAE,,,,,,,1,0
+m2,m,arf,ARF,,,,,,,1,0
+m2,m,bayesnet,BayesNet,,,,,,,1,0
+m2,m,ctgan,CTGAN,,,,,,,1,0
+m2,m,realtabformer,RealTabFormer,,,,,,,1,0
+m2,m,tabddpm,TabDDPM,,,,,,,1,0
+m2,m,tabpfgen,TabPFGen,,,,,,,1,0
+m2,m,tabsyn,TabSyn,,,,,,,2,0
+m2,m,tvae,TVAE,,,,,,,1,0
+m4,m,arf,ARF,,,,,,,1,0
+m4,m,bayesnet,BayesNet,,,,,,,1,0
+m4,m,ctgan,CTGAN,,,,,,,1,0
+m4,m,forestdiffusion,ForestDiffusion,,,,,,,1,0
+m4,m,realtabformer,RealTabFormer,,,,,,,1,0
+m4,m,tabbyflow,TabbyFlow,,,,,,,1,0
+m4,m,tabddpm,TabDDPM,,,,,,,1,0
+m4,m,tabdiff,TabDiff,,,,,,,1,0
+m4,m,tabpfgen,TabPFGen,,,,,,,1,0
+m4,m,tabsyn,TabSyn,,,,,,,2,0
+m4,m,tvae,TVAE,,,,,,,1,0
+m5,m,arf,ARF,,,,,,,1,0
+m5,m,bayesnet,BayesNet,,,,,,,1,0
+m5,m,ctgan,CTGAN,,,,,,,1,0
+m5,m,forestdiffusion,ForestDiffusion,,,,,,,1,0
+m5,m,realtabformer,RealTabFormer,,,,,,,1,0
+m5,m,tabbyflow,TabbyFlow,,,,,,,1,0
+m5,m,tabddpm,TabDDPM,,,,,,,1,0
+m5,m,tabdiff,TabDiff,,,,,,,1,0
+m5,m,tabpfgen,TabPFGen,,,,,,,1,0
+m5,m,tabsyn,TabSyn,,,,,,,1,0
+m5,m,tvae,TVAE,,,,,,,1,0
+m6,m,arf,ARF,,,,,,,1,0
+m6,m,bayesnet,BayesNet,,,,,,,1,0
+m6,m,ctgan,CTGAN,,,,,,,1,0
+m6,m,forestdiffusion,ForestDiffusion,,,,,,,1,0
+m6,m,realtabformer,RealTabFormer,,,,,,,1,0
+m6,m,tabbyflow,TabbyFlow,,,,,,,1,0
+m6,m,tabddpm,TabDDPM,,,,,,,1,0
+m6,m,tabdiff,TabDiff,,,,,,,1,0
+m6,m,tabpfgen,TabPFGen,,,,,,,1,0
+m6,m,tabsyn,TabSyn,,,,,,,1,0
+m6,m,tvae,TVAE,,,,,,,1,0
+m7,m,arf,ARF,0.960127,0.960127,0.991897,0.969658,0.960127,-0.031770000000000076,1,1
+m7,m,bayesnet,BayesNet,0.960127,0.960127,0.991897,0.969658,0.960127,-0.031770000000000076,1,1
+m7,m,ctgan,CTGAN,0.960127,0.960127,0.991897,0.969658,0.960127,-0.031770000000000076,1,1
+m7,m,forestdiffusion,ForestDiffusion,0.960127,0.960127,0.991897,0.969658,0.960127,-0.031770000000000076,1,1
+m7,m,realtabformer,RealTabFormer,0.994863,0.99396,0.997494,0.99502,0.994411,-0.003534000000000037,1,1
+m7,m,tabbyflow,TabbyFlow,0.960127,0.960127,0.991897,0.969658,0.960127,-0.031770000000000076,1,1
+m7,m,tabddpm,TabDDPM,0.960127,0.960127,0.991897,0.969658,0.960127,-0.031770000000000076,1,1
+m7,m,tabdiff,TabDiff,0.960127,0.960127,0.991897,0.969658,0.960127,-0.031770000000000076,1,1
+m7,m,tabpfgen,TabPFGen,0.960127,0.960127,0.991897,0.969658,0.960127,-0.031770000000000076,1,1
+m7,m,tabsyn,TabSyn,0.960127,0.960127,0.991897,0.969658,0.960127,-0.031770000000000076,1,1
+m7,m,tvae,TVAE,0.593689,0.599908,0.88798,0.686329,0.596798,-0.288072,1,1
+m8,m,arf,ARF,,,,,,,1,0
+m8,m,bayesnet,BayesNet,,,,,,,1,0
+m8,m,ctgan,CTGAN,,,,,,,1,0
+m8,m,forestdiffusion,ForestDiffusion,,,,,,,1,0
+m8,m,realtabformer,RealTabFormer,,,,,,,1,0
+m8,m,tabddpm,TabDDPM,,,,,,,1,0
+m8,m,tabdiff,TabDiff,,,,,,,1,0
+m8,m,tabpfgen,TabPFGen,,,,,,,1,0
+m8,m,tabsyn,TabSyn,,,,,,,1,0
+m8,m,tvae,TVAE,,,,,,,1,0
+m9,m,arf,ARF,0.998453,0.989308,0.979731,0.986435,0.99388,0.009576999999999947,1,1
+m9,m,bayesnet,BayesNet,0.994743,0.99236,0.996995,0.99375,0.993551,-0.004634999999999945,1,1
+m9,m,ctgan,CTGAN,0.970834,0.962693,0.978497,0.967434,0.966764,-0.01580399999999993,1,1
+m9,m,realtabformer,RealTabFormer,0.994025,0.992816,0.996606,0.993953,0.993421,-0.00378999999999996,1,1
+m9,m,tabddpm,TabDDPM,0.844494,0.844494,0.948405,0.875667,0.844494,-0.10391100000000009,1,1
+m9,m,tabpfgen,TabPFGen,0.844494,0.844494,0.948405,0.875667,0.844494,-0.10391100000000009,1,1
+m9,m,tabsyn,TabSyn,0.844494,0.844494,0.948405,0.875667,0.844494,-0.10391100000000009,1,1
+m9,m,tvae,TVAE,0.971114,0.954564,0.956749,0.95522,0.962839,-0.0021849999999999925,1,1
+m10,m,arf,ARF,,,,,,,1,0
+m10,m,bayesnet,BayesNet,,,,,,,1,0
+m10,m,ctgan,CTGAN,,,,,,,1,0
+m10,m,forestdiffusion,ForestDiffusion,,,,,,,1,0
+m10,m,realtabformer,RealTabFormer,,,,,,,1,0
+m10,m,tabbyflow,TabbyFlow,,,,,,,1,0
+m10,m,tabddpm,TabDDPM,,,,,,,1,0
+m10,m,tabpfgen,TabPFGen,,,,,,,1,0
+m10,m,tabsyn,TabSyn,,,,,,,1,0
+m10,m,tvae,TVAE,,,,,,,1,0
+m11,m,arf,ARF,,,,,,,1,0
+m11,m,bayesnet,BayesNet,,,,,,,1,0
+m11,m,ctgan,CTGAN,,,,,,,1,0
+m11,m,forestdiffusion,ForestDiffusion,,,,,,,1,0
+m11,m,tabbyflow,TabbyFlow,,,,,,,1,0
+m11,m,tabddpm,TabDDPM,,,,,,,1,0
+m11,m,tvae,TVAE,,,,,,,1,0
+m12,m,arf,ARF,0.459932,0.459932,0.938985,0.603648,0.459932,-0.47905299999999995,1,1
+m12,m,bayesnet,BayesNet,0.459932,0.459932,0.938985,0.603648,0.459932,-0.47905299999999995,1,1
+m12,m,ctgan,CTGAN,0.459932,0.459932,0.938985,0.603648,0.459932,-0.47905299999999995,1,1
+m12,m,realtabformer,RealTabFormer,0.99242,0.99296,0.996851,0.994127,0.99269,-0.003891000000000089,1,1
+m12,m,tabbyflow,TabbyFlow,0.459932,0.459932,0.938985,0.603648,0.459932,-0.47905299999999995,1,1
+m12,m,tabsyn,TabSyn,0.459932,0.459932,0.938985,0.603648,0.459932,-0.47905299999999995,1,1
+m12,m,tvae,TVAE,0.465407,0.457916,0.939315,0.602336,0.461662,-0.481399,1,1
+n1,n,arf,ARF,,,,,,,1,0
+n1,n,bayesnet,BayesNet,,,,,,,1,0
+n1,n,ctgan,CTGAN,,,,,,,1,0
+n1,n,realtabformer,RealTabFormer,,,,,,,1,0
+n1,n,tabbyflow,TabbyFlow,,,,,,,1,0
+n1,n,tabddpm,TabDDPM,,,,,,,1,0
+n1,n,tabpfgen,TabPFGen,,,,,,,1,0
+n1,n,tabsyn,TabSyn,,,,,,,2,0
+n1,n,tvae,TVAE,,,,,,,1,0
+n2,n,arf,ARF,,,,,,,1,0
+n2,n,bayesnet,BayesNet,,,,,,,1,0
+n2,n,ctgan,CTGAN,,,,,,,1,0
+n2,n,forestdiffusion,ForestDiffusion,,,,,,,1,0
+n2,n,realtabformer,RealTabFormer,,,,,,,1,0
+n2,n,tabbyflow,TabbyFlow,,,,,,,1,0
+n2,n,tabddpm,TabDDPM,,,,,,,1,0
+n2,n,tabpfgen,TabPFGen,,,,,,,1,0
+n2,n,tabsyn,TabSyn,,,,,,,1,0
+n2,n,tvae,TVAE,,,,,,,1,0
+n3,n,arf,ARF,,,,,,,1,0
+n3,n,bayesnet,BayesNet,,,,,,,1,0
+n3,n,ctgan,CTGAN,,,,,,,1,0
+n3,n,forestdiffusion,ForestDiffusion,,,,,,,1,0
+n3,n,realtabformer,RealTabFormer,,,,,,,1,0
+n3,n,tabbyflow,TabbyFlow,,,,,,,1,0
+n3,n,tabddpm,TabDDPM,,,,,,,1,0
+n3,n,tabpfgen,TabPFGen,,,,,,,1,0
+n3,n,tabsyn,TabSyn,,,,,,,1,0
+n3,n,tvae,TVAE,,,,,,,1,0
+n4,n,arf,ARF,0.181374,0.181374,0.78488,0.362426,0.181374,-0.603506,1,1
+n4,n,bayesnet,BayesNet,0.181374,0.181374,0.78488,0.362426,0.181374,-0.603506,1,1
+n4,n,ctgan,CTGAN,0.181374,0.181374,0.78488,0.362426,0.181374,-0.603506,1,1
+n4,n,realtabformer,RealTabFormer,0.997466,0.977539,0.978472,0.977819,0.987502,-0.0009329999999999616,1,1
+n4,n,tabbyflow,TabbyFlow,0.181374,0.181374,0.78488,0.362426,0.181374,-0.603506,1,1
+n4,n,tabddpm,TabDDPM,0.181374,0.181374,0.78488,0.362426,0.181374,-0.603506,1,1
+n4,n,tabpfgen,TabPFGen,0.181374,0.181374,0.78488,0.362426,0.181374,-0.603506,1,1
+n4,n,tabsyn,TabSyn,0.181374,0.181374,0.78488,0.362426,0.181374,-0.603506,1,1
+n4,n,tvae,TVAE,0.233281,0.294807,0.920332,0.482464,0.264044,-0.6255250000000001,1,1
+n5,n,arf,ARF,,,,,,,1,0
+n5,n,bayesnet,BayesNet,,,,,,,1,0
+n5,n,ctgan,CTGAN,,,,,,,1,0
+n5,n,realtabformer,RealTabFormer,,,,,,,1,0
+n5,n,tabbyflow,TabbyFlow,,,,,,,1,0
+n5,n,tabddpm,TabDDPM,,,,,,,1,0
+n5,n,tabpfgen,TabPFGen,,,,,,,1,0
+n5,n,tabsyn,TabSyn,,,,,,,1,0
+n5,n,tvae,TVAE,,,,,,,1,0
+n6,n,arf,ARF,,,,,,,1,0
+n6,n,bayesnet,BayesNet,,,,,,,1,0
+n6,n,ctgan,CTGAN,,,,,,,1,0
+n6,n,realtabformer,RealTabFormer,,,,,,,1,0
+n6,n,tabbyflow,TabbyFlow,,,,,,,1,0
+n6,n,tabddpm,TabDDPM,,,,,,,1,0
+n6,n,tabpfgen,TabPFGen,,,,,,,1,0
+n6,n,tabsyn,TabSyn,,,,,,,1,0
+n6,n,tvae,TVAE,,,,,,,1,0
+n7,n,arf,ARF,,,,,,,1,0
+n7,n,bayesnet,BayesNet,,,,,,,1,0
+n7,n,ctgan,CTGAN,,,,,,,1,0
+n7,n,realtabformer,RealTabFormer,,,,,,,1,0
+n7,n,tabbyflow,TabbyFlow,,,,,,,1,0
+n7,n,tabddpm,TabDDPM,,,,,,,1,0
+n7,n,tabpfgen,TabPFGen,,,,,,,1,0
+n7,n,tabsyn,TabSyn,,,,,,,1,0
+n7,n,tvae,TVAE,,,,,,,1,0
+n8,n,arf,ARF,0.855863,0.855863,0.939062,0.880823,0.855863,-0.08319899999999991,1,1
+n8,n,bayesnet,BayesNet,0.855863,0.855863,0.939062,0.880823,0.855863,-0.08319899999999991,1,1
+n8,n,ctgan,CTGAN,0.845444,0.844267,0.93554,0.871649,0.844855,-0.09127300000000005,1,1
+n8,n,realtabformer,RealTabFormer,0.988488,0.983877,0.953986,0.97491,0.986183,0.029891,1,1
+n8,n,tabbyflow,TabbyFlow,0.855863,0.855863,0.939062,0.880823,0.855863,-0.08319899999999991,1,1
+n8,n,tabsyn,TabSyn,0.855863,0.855863,0.939062,0.880823,0.855863,-0.08319899999999991,1,1
+n8,n,tvae,TVAE,0.692782,0.698295,0.91396,0.762994,0.695538,-0.215665,1,1
+n9,n,arf,ARF,,,,,,,1,0
+n9,n,bayesnet,BayesNet,,,,,,,1,0
+n9,n,ctgan,CTGAN,,,,,,,1,0
+n9,n,realtabformer,RealTabFormer,,,,,,,1,0
+n9,n,tabbyflow,TabbyFlow,,,,,,,1,0
+n9,n,tabddpm,TabDDPM,,,,,,,1,0
+n9,n,tabpfgen,TabPFGen,,,,,,,1,0
+n9,n,tabsyn,TabSyn,,,,,,,1,0
+n9,n,tvae,TVAE,,,,,,,1,0
+n10,n,arf,ARF,,,,,,,1,0
+n10,n,bayesnet,BayesNet,,,,,,,1,0
+n10,n,ctgan,CTGAN,,,,,,,1,0
+n10,n,realtabformer,RealTabFormer,,,,,,,1,0
+n10,n,tabbyflow,TabbyFlow,,,,,,,1,0
+n10,n,tabddpm,TabDDPM,,,,,,,1,0
+n10,n,tabpfgen,TabPFGen,,,,,,,1,0
+n10,n,tabsyn,TabSyn,,,,,,,1,0
+n10,n,tvae,TVAE,,,,,,,1,0
+n11,n,arf,ARF,,,,,,,1,0
+n11,n,bayesnet,BayesNet,,,,,,,1,0
+n11,n,ctgan,CTGAN,,,,,,,1,0
+n11,n,realtabformer,RealTabFormer,,,,,,,1,0
+n11,n,tabbyflow,TabbyFlow,,,,,,,1,0
+n11,n,tabddpm,TabDDPM,,,,,,,1,0
+n11,n,tabpfgen,TabPFGen,,,,,,,1,0
+n11,n,tabsyn,TabSyn,,,,,,,1,0
+n11,n,tvae,TVAE,,,,,,,1,0
+n12,n,arf,ARF,,,,,,,1,0
+n12,n,bayesnet,BayesNet,,,,,,,1,0
+n12,n,ctgan,CTGAN,,,,,,,1,0
+n12,n,tabbyflow,TabbyFlow,,,,,,,1,0
+n12,n,tabddpm,TabDDPM,,,,,,,1,0
+n12,n,tabpfgen,TabPFGen,,,,,,,1,0
+n12,n,tabsyn,TabSyn,,,,,,,1,0
+n12,n,tvae,TVAE,,,,,,,1,0
+n14,n,arf,ARF,,,,,,,1,0
+n14,n,bayesnet,BayesNet,,,,,,,1,0
+n14,n,ctgan,CTGAN,,,,,,,1,0
+n14,n,realtabformer,RealTabFormer,,,,,,,1,0
+n14,n,tabddpm,TabDDPM,,,,,,,1,0
+n14,n,tabpfgen,TabPFGen,,,,,,,1,0
+n14,n,tvae,TVAE,,,,,,,1,0
+n15,n,arf,ARF,,,,,,,1,0
+n15,n,bayesnet,BayesNet,,,,,,,1,0
+n15,n,ctgan,CTGAN,,,,,,,1,0
+n15,n,realtabformer,RealTabFormer,,,,,,,1,0
+n15,n,tabddpm,TabDDPM,,,,,,,1,0
+n15,n,tabpfgen,TabPFGen,,,,,,,1,0
+n15,n,tvae,TVAE,,,,,,,1,0
+n16,n,arf,ARF,,,,,,,1,0
+n16,n,bayesnet,BayesNet,,,,,,,1,0
+n16,n,ctgan,CTGAN,,,,,,,1,0
+n16,n,tabddpm,TabDDPM,,,,,,,1,0
+n16,n,tvae,TVAE,,,,,,,1,0
+n17,n,arf,ARF,,,,,,,1,0
+n17,n,bayesnet,BayesNet,,,,,,,1,0
+n17,n,ctgan,CTGAN,,,,,,,1,0
+n17,n,realtabformer,RealTabFormer,,,,,,,1,0
+n17,n,tabddpm,TabDDPM,,,,,,,1,0
+n17,n,tabpfgen,TabPFGen,,,,,,,1,0
+n17,n,tvae,TVAE,,,,,,,1,0
+n18,n,arf,ARF,0.915683,0.915683,0.711752,0.854504,0.915683,0.20393099999999997,1,1
+n18,n,bayesnet,BayesNet,0.915683,0.915683,0.711752,0.854504,0.915683,0.20393099999999997,1,1
+n18,n,ctgan,CTGAN,0.917687,0.915024,0.712821,0.854363,0.916356,0.2022029999999999,1,1
+n18,n,tvae,TVAE,0.93405,0.925452,0.724042,0.865029,0.929751,0.2014100000000001,1,1
+n19,n,arf,ARF,,,,,,,1,0
+n19,n,bayesnet,BayesNet,,,,,,,1,0
+n19,n,ctgan,CTGAN,,,,,,,1,0
+n19,n,tabddpm,TabDDPM,,,,,,,1,0
+n19,n,tabpfgen,TabPFGen,,,,,,,1,0
+n19,n,tvae,TVAE,,,,,,,1,0
+n20,n,arf,ARF,,,,,,,1,0
+n20,n,bayesnet,BayesNet,,,,,,,1,0
+n20,n,ctgan,CTGAN,,,,,,,1,0
+n20,n,realtabformer,RealTabFormer,,,,,,,1,0
+n20,n,tabddpm,TabDDPM,,,,,,,1,0
+n20,n,tabpfgen,TabPFGen,,,,,,,1,0
+n20,n,tvae,TVAE,,,,,,,1,0

evaluation/query_family/missingness/breakdown/data/model_subitem_heatmap.csv

@@ -0,0 +1,4 @@
+subitem_id,subitem_label,arf,bayesnet,ctgan,forestdiffusion,realtabformer,tabbyflow,tabddpm,tabdiff,tabpfgen,tabsyn,tvae
+marginal_missing_rate_consistency,Marginal missing-rate consistency,0.86139,0.825089,0.815876,0.960127,0.964628,0.653499,0.699048,0.885162,0.769764,0.685331,0.754485
+co_missingness_pattern_consistency,Co-missingness pattern consistency,0.857762,0.821066,0.810134,0.960127,0.96097,0.653499,0.699048,0.885162,0.769764,0.685331,0.757181
+family_mean,Family mean,0.859576,0.823078,0.813005,0.960127,0.962799,0.653499,0.699048,0.885162,0.769764,0.685331,0.755833

evaluation/query_family/missingness/breakdown/data/model_summary.csv

@@ -0,0 +1,12 @@
+model_id,model_label,dataset_count,dataset_prefixes,marginal_missing_rate_consistency__mean,marginal_missing_rate_consistency__std,marginal_missing_rate_consistency__se,marginal_missing_rate_consistency__ci95_low,marginal_missing_rate_consistency__ci95_high,marginal_missing_rate_consistency__ci95_radius,co_missingness_pattern_consistency__mean,co_missingness_pattern_consistency__std,co_missingness_pattern_consistency__se,co_missingness_pattern_consistency__ci95_low,co_missingness_pattern_consistency__ci95_high,co_missingness_pattern_consistency__ci95_radius,co_missing_strength_score__mean,co_missing_strength_score__std,co_missing_strength_score__se,co_missing_strength_score__ci95_low,co_missing_strength_score__ci95_high,co_missing_strength_score__ci95_radius,co_missing_composite_score__mean,co_missing_composite_score__std,co_missing_composite_score__se,co_missing_composite_score__ci95_low,co_missing_composite_score__ci95_high,co_missing_composite_score__ci95_radius,missingness_structure_score__mean,missingness_structure_score__std,missingness_structure_score__se,missingness_structure_score__ci95_low,missingness_structure_score__ci95_high,missingness_structure_score__ci95_radius,marginal_minus_comissing__mean,marginal_minus_comissing__std,marginal_minus_comissing__se,marginal_minus_comissing__ci95_low,marginal_minus_comissing__ci95_high,marginal_minus_comissing__ci95_radius,profile_minus_strength__mean,profile_minus_strength__std,profile_minus_strength__se,profile_minus_strength__ci95_low,profile_minus_strength__ci95_high,profile_minus_strength__ci95_radius
+arf,ARF,49,"c,m,n",0.86139,0.263035,0.075932,0.712563,1.010216,0.148826,0.857762,0.261087,0.075369,0.710039,1.005486,0.147724,0.935475,0.091063,0.026287,0.883952,0.986999,0.051523,0.881076,0.198211,0.057219,0.768928,0.993225,0.112148,0.859576,0.26205,0.075647,0.711307,1.007845,0.148269,0.003627,0.005274,0.001522,0.000643,0.006611,0.002984,-0.077713,0.227999,0.065818,-0.206716,0.05129,0.129003
+bayesnet,BayesNet,49,"c,m,n",0.825089,0.25553,0.073765,0.68051,0.969669,0.14458,0.821066,0.252774,0.07297,0.678046,0.964087,0.14302,0.926249,0.09194,0.026541,0.874228,0.978269,0.05202,0.852621,0.190328,0.054943,0.744933,0.960309,0.107688,0.823078,0.25411,0.073355,0.679302,0.966854,0.143776,0.004023,0.00971,0.002803,-0.001471,0.009517,0.005494,-0.105182,0.229258,0.066181,-0.234897,0.024532,0.129715
+ctgan,CTGAN,47,"c,m,n",0.815876,0.271582,0.085882,0.647548,0.984204,0.168328,0.810134,0.268445,0.08489,0.64375,0.976518,0.166384,0.908263,0.09242,0.029226,0.85098,0.965546,0.057283,0.839573,0.200086,0.063273,0.715558,0.963587,0.124014,0.813005,0.269961,0.085369,0.645682,0.980329,0.167324,0.005742,0.011107,0.003512,-0.001142,0.012626,0.006884,-0.098129,0.24854,0.078595,-0.252176,0.055918,0.154047
+forestdiffusion,ForestDiffusion,17,"c,m,n",0.960127,0.0,0.0,0.960127,0.960127,0.0,0.960127,0.0,0.0,0.960127,0.960127,0.0,0.991897,0.0,0.0,0.991897,0.991897,0.0,0.969658,0.0,0.0,0.969658,0.969658,0.0,0.960127,0.0,0.0,0.960127,0.960127,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-0.03177,0.0,0.0,-0.03177,-0.03177,0.0
+realtabformer,RealTabFormer,43,"c,m,n",0.964628,0.053115,0.016015,0.933239,0.996017,0.031389,0.96097,0.050554,0.015243,0.931094,0.990845,0.029876,0.976742,0.026447,0.007974,0.961113,0.992371,0.015629,0.965701,0.041642,0.012556,0.941092,0.99031,0.024609,0.962799,0.051631,0.015567,0.932287,0.993311,0.030512,0.003658,0.009533,0.002874,-0.001976,0.009292,0.005634,-0.015773,0.035508,0.010706,-0.036757,0.005211,0.020984
+tabbyflow,TabbyFlow,31,"c,m,n",0.653499,0.323997,0.144896,0.369503,0.937495,0.283996,0.653499,0.323997,0.144896,0.369503,0.937495,0.283996,0.888296,0.096053,0.042956,0.804102,0.972491,0.084194,0.723938,0.243117,0.108725,0.510836,0.93704,0.213102,0.653499,0.323997,0.144896,0.369503,0.937495,0.283996,0.0,0.0,0.0,0.0,0.0,0.0,-0.234798,0.285722,0.127779,-0.485244,0.015648,0.250446
+tabddpm,TabDDPM,38,"c,m,n",0.699048,0.351026,0.175513,0.355043,1.043054,0.344005,0.699048,0.351026,0.175513,0.355043,1.043054,0.344005,0.87796,0.107926,0.053963,0.772192,0.983728,0.105768,0.752722,0.268979,0.13449,0.489122,1.016321,0.2636,0.699048,0.351026,0.175513,0.355043,1.043054,0.344005,0.0,0.0,0.0,0.0,0.0,0.0,-0.178912,0.287833,0.143916,-0.460988,0.103164,0.282076
+tabdiff,TabDiff,14,"c,m",0.885162,0.106016,0.074964,0.738232,1.032093,0.14693,0.885162,0.106016,0.074964,0.738232,1.032093,0.14693,0.889277,0.145126,0.10262,0.688143,1.090412,0.201134,0.886397,0.117749,0.083261,0.723205,1.049589,0.163192,0.885162,0.106016,0.074964,0.738232,1.032093,0.14693,0.0,0.0,0.0,0.0,0.0,0.0,-0.004115,0.03911,0.027655,-0.058319,0.050089,0.054204
+tabpfgen,TabPFGen,38,"c,m,n",0.769764,0.296933,0.121222,0.532168,1.007359,0.237596,0.769764,0.296933,0.121222,0.532168,1.007359,0.237596,0.905572,0.095952,0.039172,0.828794,0.98235,0.076778,0.810506,0.230099,0.093937,0.626389,0.994623,0.184117,0.769764,0.296933,0.121222,0.532168,1.007359,0.237596,0.0,0.0,0.0,0.0,0.0,0.0,-0.135808,0.234368,0.09568,-0.323342,0.051725,0.187533
+tabsyn,TabSyn,34,"c,m,n",0.685331,0.300099,0.122515,0.445202,0.92546,0.240129,0.685331,0.300099,0.122515,0.445202,0.92546,0.240129,0.898315,0.089348,0.036476,0.826821,0.969808,0.071494,0.749226,0.226101,0.092305,0.568308,0.930145,0.180919,0.685331,0.300099,0.122515,0.445202,0.92546,0.240129,0.0,0.0,0.0,0.0,0.0,0.0,-0.212983,0.261084,0.106587,-0.421894,-0.004073,0.20891
+tvae,TVAE,47,"c,m,n",0.754485,0.255914,0.077161,0.603249,0.905721,0.151236,0.757181,0.237119,0.071494,0.617052,0.897309,0.140129,0.909423,0.075361,0.022722,0.864888,0.953959,0.044535,0.802853,0.169528,0.051115,0.702669,0.903038,0.100185,0.755833,0.246376,0.074285,0.610234,0.901432,0.145599,-0.002696,0.025123,0.007575,-0.017542,0.012151,0.014847,-0.152242,0.24223,0.073035,-0.295391,-0.009093,0.143149

evaluation/query_family/missingness/breakdown/data/prefix_plot_data.csv

@@ -0,0 +1,12 @@
+model_id,model_label,c,m,n
+arf,ARF,0.991342,0.804646,0.650973
+bayesnet,BayesNet,0.918401,0.804537,0.650973
+ctgan,CTGAN,0.950161,0.795608,0.647528
+forestdiffusion,ForestDiffusion,,0.960127,
+realtabformer,RealTabFormer,0.93943,0.993507,0.986843
+tabbyflow,TabbyFlow,0.810198,0.710029,0.518618
+tabddpm,TabDDPM,0.810198,0.902311,0.181374
+tabdiff,TabDiff,0.810198,0.960127,
+tabpfgen,TabPFGen,0.877529,0.902311,0.181374
+tabsyn,TabSyn,0.810198,0.754851,0.518618
+tvae,TVAE,0.880706,0.673766,0.629778

evaluation/query_family/missingness/breakdown/data/prefix_summary.csv

@@ -0,0 +1,33 @@
+model_id,model_label,dataset_prefix,dataset_count,marginal_missing_rate_consistency,co_missingness_pattern_consistency,co_missing_strength_score,missingness_structure_score
+arf,ARF,c,19,0.994208,0.988477,0.9799,0.991342
+bayesnet,BayesNet,c,19,0.922225,0.914576,0.958569,0.918401
+ctgan,CTGAN,c,17,0.955841,0.944481,0.935002,0.950161
+forestdiffusion,ForestDiffusion,c,8,,,,
+realtabformer,RealTabFormer,c,18,0.940607,0.938252,0.970126,0.93943
+tabbyflow,TabbyFlow,c,11,0.810198,0.810198,0.786658,0.810198
+tabddpm,TabDDPM,c,11,0.810198,0.810198,0.786658,0.810198
+tabdiff,TabDiff,c,8,0.810198,0.810198,0.786658,0.810198
+tabpfgen,TabPFGen,c,13,0.877529,0.877529,0.90275,0.877529
+tabsyn,TabSyn,c,12,0.810198,0.810198,0.786658,0.810198
+tvae,TVAE,c,17,0.881803,0.87961,0.932255,0.880706
+arf,ARF,m,11,0.806171,0.803122,0.970204,0.804646
+bayesnet,BayesNet,m,11,0.804934,0.80414,0.975959,0.804537
+ctgan,CTGAN,m,11,0.796964,0.794251,0.969793,0.795608
+forestdiffusion,ForestDiffusion,m,7,0.960127,0.960127,0.991897,0.960127
+realtabformer,RealTabFormer,m,10,0.993769,0.993245,0.996984,0.993507
+tabbyflow,TabbyFlow,m,8,0.710029,0.710029,0.965441,0.710029
+tabddpm,TabDDPM,m,10,0.902311,0.902311,0.970151,0.902311
+tabdiff,TabDiff,m,6,0.960127,0.960127,0.991897,0.960127
+tabpfgen,TabPFGen,m,9,0.902311,0.902311,0.970151,0.902311
+tabsyn,TabSyn,m,10,0.754851,0.754851,0.959762,0.754851
+tvae,TVAE,m,11,0.676737,0.670796,0.928015,0.673766
+arf,ARF,n,19,0.650973,0.650973,0.811898,0.650973
+bayesnet,BayesNet,n,19,0.650973,0.650973,0.811898,0.650973
+ctgan,CTGAN,n,19,0.648168,0.646888,0.81108,0.647528
+forestdiffusion,ForestDiffusion,n,2,,,,
+realtabformer,RealTabFormer,n,15,0.992977,0.980708,0.966229,0.986843
+tabbyflow,TabbyFlow,n,12,0.518618,0.518618,0.861971,0.518618
+tabddpm,TabDDPM,n,17,0.181374,0.181374,0.78488,0.181374
+tabpfgen,TabPFGen,n,16,0.181374,0.181374,0.78488,0.181374
+tabsyn,TabSyn,n,12,0.518618,0.518618,0.861971,0.518618
+tvae,TVAE,n,19,0.620038,0.639518,0.852778,0.629778