Model Information: - type: GradientBoosting - version: 1.2.0 - params: {'scale': False, 'center': False, 'labels': ['Culture.Biography.Biography*', 'Culture.Biography.Women', 'Culture.Food and drink', 'Culture.Internet culture', 'Culture.Linguistics', 'Culture.Literature', 'Culture.Media.Books', 'Culture.Media.Entertainment', 'Culture.Media.Films', 'Culture.Media.Media*', 'Culture.Media.Music', 'Culture.Media.Radio', 'Culture.Media.Software', 'Culture.Media.Television', 'Culture.Media.Video games', 'Culture.Performing arts', 'Culture.Philosophy and religion', 'Culture.Sports', 'Culture.Visual arts.Architecture', 'Culture.Visual arts.Comics and Anime', 'Culture.Visual arts.Fashion', 'Culture.Visual arts.Visual arts*', 'Geography.Geographical', 'Geography.Regions.Africa.Africa*', 'Geography.Regions.Africa.Central Africa', 'Geography.Regions.Africa.Eastern Africa', 'Geography.Regions.Africa.Northern Africa', 'Geography.Regions.Africa.Southern Africa', 'Geography.Regions.Africa.Western Africa', 'Geography.Regions.Americas.Central America', 'Geography.Regions.Americas.North America', 'Geography.Regions.Americas.South America', 'Geography.Regions.Asia.Asia*', 'Geography.Regions.Asia.Central Asia', 'Geography.Regions.Asia.East Asia', 'Geography.Regions.Asia.North Asia', 'Geography.Regions.Asia.South Asia', 'Geography.Regions.Asia.Southeast Asia', 'Geography.Regions.Asia.West Asia', 'Geography.Regions.Europe.Eastern Europe', 'Geography.Regions.Europe.Europe*', 'Geography.Regions.Europe.Northern Europe', 'Geography.Regions.Europe.Southern Europe', 'Geography.Regions.Europe.Western Europe', 'Geography.Regions.Oceania', 'History and Society.Business and economics', 'History and Society.Education', 'History and Society.History', 'History and Society.Military and warfare', 'History and Society.Politics and government', 'History and Society.Society', 'History and Society.Transportation', 'STEM.Biology', 'STEM.Chemistry', 'STEM.Computing', 'STEM.Earth and environment', 'STEM.Engineering', 'STEM.Libraries & Information', 'STEM.Mathematics', 'STEM.Medicine & Health', 'STEM.Physics', 'STEM.STEM*', 'STEM.Space', 'STEM.Technology'], 'multilabel': True, 'population_rates': None, 'ccp_alpha': 0.0, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.1, 'loss': 'deviance', 'max_depth': 5, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 150, 'n_iter_no_change': None, 'presort': 'deprecated', 'random_state': None, 'subsample': 1.0, 'tol': 0.0001, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False, 'label_weights': {}} Environment: - revscoring_version: '2.8.2' - platform: 'Linux-5.4.0-42-generic-x86_64-with-Ubuntu-18.04-bionic' - machine: 'x86_64' - version: '#46~18.04.1-Ubuntu SMP Fri Jul 10 07:21:24 UTC 2020' - system: 'Linux' - processor: 'x86_64' - python_build: ('default', 'Jul 17 2020 12:50:27') - python_compiler: 'GCC 8.4.0' - python_branch: '' - python_implementation: 'CPython' - python_revision: '' - python_version: '3.6.9' - release: '5.4.0-42-generic' Statistics: counts (n=63961): label n TP FP FN TN --------------------------------------------- ----- --- ----- ---- ---- ----- 'Culture.Biography.Biography*' 24055 --> 23198 523 857 39383 'Culture.Biography.Women' 4536 --> 3485 795 1051 58630 'Culture.Food and drink' 449 --> 173 69 276 63443 'Culture.Internet culture' 809 --> 509 69 300 63083 'Culture.Linguistics' 692 --> 422 76 270 63193 'Culture.Literature' 3336 --> 2330 304 1006 60321 'Culture.Media.Books' 1103 --> 850 86 253 62772 'Culture.Media.Entertainment' 961 --> 460 104 501 62896 'Culture.Media.Films' 2409 --> 2108 97 301 61455 'Culture.Media.Media*' 10759 --> 8978 951 1781 52251 'Culture.Media.Music' 3679 --> 3027 385 652 59897 'Culture.Media.Radio' 424 --> 288 42 136 63495 'Culture.Media.Software' 420 --> 110 113 310 63428 'Culture.Media.Television' 1599 --> 1108 133 491 62229 'Culture.Media.Video games' 544 --> 420 26 124 63391 'Culture.Performing arts' 701 --> 344 92 357 63168 'Culture.Philosophy and religion' 2427 --> 1069 324 1358 61210 'Culture.Sports' 10986 --> 10103 388 883 52587 'Culture.Visual arts.Architecture' 2699 --> 1984 281 715 60981 'Culture.Visual arts.Comics and Anime' 565 --> 333 72 232 63324 'Culture.Visual arts.Fashion' 232 --> 84 61 148 63668 'Culture.Visual arts.Visual arts*' 4318 --> 3009 488 1309 59155 'Geography.Geographical' 4073 --> 2826 339 1247 59549 'Geography.Regions.Africa.Africa*' 1625 --> 932 198 693 62138 'Geography.Regions.Africa.Central Africa' 126 --> 42 44 84 63791 'Geography.Regions.Africa.Eastern Africa' 111 --> 36 76 75 63774 'Geography.Regions.Africa.Northern Africa' 339 --> 125 101 214 63521 'Geography.Regions.Africa.Southern Africa' 323 --> 155 88 168 63550 'Geography.Regions.Africa.Western Africa' 147 --> 48 81 99 63733 'Geography.Regions.Americas.Central America' 593 --> 239 93 354 63275 'Geography.Regions.Americas.North America' 9857 --> 7015 1435 2842 52669 'Geography.Regions.Americas.South America' 1078 --> 679 162 399 62721 'Geography.Regions.Asia.Asia*' 12162 --> 9390 983 2772 50816 'Geography.Regions.Asia.Central Asia' 178 --> 61 36 117 63747 'Geography.Regions.Asia.East Asia' 2939 --> 2147 266 792 60756 'Geography.Regions.Asia.North Asia' 2064 --> 1447 183 617 61714 'Geography.Regions.Asia.South Asia' 3349 --> 2524 214 825 60398 'Geography.Regions.Asia.Southeast Asia' 1363 --> 851 94 512 62504 'Geography.Regions.Asia.West Asia' 2470 --> 1759 150 711 61341 'Geography.Regions.Europe.Eastern Europe' 4564 --> 3575 286 989 59111 'Geography.Regions.Europe.Europe*' 18641 --> 14965 2442 3676 42878 'Geography.Regions.Europe.Northern Europe' 6659 --> 4655 748 2004 56554 'Geography.Regions.Europe.Southern Europe' 3146 --> 2146 409 1000 60406 'Geography.Regions.Europe.Western Europe' 4661 --> 3460 513 1201 58787 'Geography.Regions.Oceania' 3345 --> 2548 178 797 60438 'History and Society.Business and economics' 2170 --> 974 422 1196 61369 'History and Society.Education' 1576 --> 734 224 842 62161 'History and Society.History' 2897 --> 1192 401 1705 60663 'History and Society.Military and warfare' 3229 --> 1841 324 1388 60408 'History and Society.Politics and government' 5772 --> 3601 400 2171 57789 'History and Society.Society' 2132 --> 692 189 1440 61640 'History and Society.Transportation' 3138 --> 2384 190 754 60633 'STEM.Biology' 5253 --> 4611 100 642 58608 'STEM.Chemistry' 293 --> 113 68 180 63600 'STEM.Computing' 557 --> 210 108 347 63296 'STEM.Earth and environment' 1077 --> 642 80 435 62804 'STEM.Engineering' 1635 --> 1058 112 577 62214 'STEM.Libraries & Information' 191 --> 62 35 129 63735 'STEM.Mathematics' 87 --> 5 74 82 63800 'STEM.Medicine & Health' 1026 --> 447 112 579 62823 'STEM.Physics' 204 --> 47 51 157 63706 'STEM.STEM*' 11153 --> 8860 610 2293 52198 'STEM.Space' 494 --> 341 34 153 63433 'STEM.Technology' 1350 --> 489 183 861 62428 rates: sample ------------------------------------------- -------- Culture.Biography.Biography* 0.376 Culture.Biography.Women 0.071 Culture.Food and drink 0.007 Culture.Internet culture 0.013 Culture.Linguistics 0.011 Culture.Literature 0.052 Culture.Media.Books 0.017 Culture.Media.Entertainment 0.015 Culture.Media.Films 0.038 Culture.Media.Media* 0.168 Culture.Media.Music 0.058 Culture.Media.Radio 0.007 Culture.Media.Software 0.007 Culture.Media.Television 0.025 Culture.Media.Video games 0.009 Culture.Performing arts 0.011 Culture.Philosophy and religion 0.038 Culture.Sports 0.172 Culture.Visual arts.Architecture 0.042 Culture.Visual arts.Comics and Anime 0.009 Culture.Visual arts.Fashion 0.004 Culture.Visual arts.Visual arts* 0.068 Geography.Geographical 0.064 Geography.Regions.Africa.Africa* 0.025 Geography.Regions.Africa.Central Africa 0.002 Geography.Regions.Africa.Eastern Africa 0.002 Geography.Regions.Africa.Northern Africa 0.005 Geography.Regions.Africa.Southern Africa 0.005 Geography.Regions.Africa.Western Africa 0.002 Geography.Regions.Americas.Central America 0.009 Geography.Regions.Americas.North America 0.154 Geography.Regions.Americas.South America 0.017 Geography.Regions.Asia.Asia* 0.19 Geography.Regions.Asia.Central Asia 0.003 Geography.Regions.Asia.East Asia 0.046 Geography.Regions.Asia.North Asia 0.032 Geography.Regions.Asia.South Asia 0.052 Geography.Regions.Asia.Southeast Asia 0.021 Geography.Regions.Asia.West Asia 0.039 Geography.Regions.Europe.Eastern Europe 0.071 Geography.Regions.Europe.Europe* 0.291 Geography.Regions.Europe.Northern Europe 0.104 Geography.Regions.Europe.Southern Europe 0.049 Geography.Regions.Europe.Western Europe 0.073 Geography.Regions.Oceania 0.052 History and Society.Business and economics 0.034 History and Society.Education 0.025 History and Society.History 0.045 History and Society.Military and warfare 0.05 History and Society.Politics and government 0.09 History and Society.Society 0.033 History and Society.Transportation 0.049 STEM.Biology 0.082 STEM.Chemistry 0.005 STEM.Computing 0.009 STEM.Earth and environment 0.017 STEM.Engineering 0.026 STEM.Libraries & Information 0.003 STEM.Mathematics 0.001 STEM.Medicine & Health 0.016 STEM.Physics 0.003 STEM.STEM* 0.174 STEM.Space 0.008 STEM.Technology 0.021 match_rate (micro=0.131, macro=0.042): ------------------------------------------- ----- Culture.Biography.Biography* 0.371 Culture.Biography.Women 0.067 Culture.Food and drink 0.004 Culture.Internet culture 0.009 Culture.Linguistics 0.008 Culture.Literature 0.041 Culture.Media.Books 0.015 Culture.Media.Entertainment 0.009 Culture.Media.Films 0.034 Culture.Media.Media* 0.155 Culture.Media.Music 0.053 Culture.Media.Radio 0.005 Culture.Media.Software 0.003 Culture.Media.Television 0.019 Culture.Media.Video games 0.007 Culture.Performing arts 0.007 Culture.Philosophy and religion 0.022 Culture.Sports 0.164 Culture.Visual arts.Architecture 0.035 Culture.Visual arts.Comics and Anime 0.006 Culture.Visual arts.Fashion 0.002 Culture.Visual arts.Visual arts* 0.055 Geography.Geographical 0.049 Geography.Regions.Africa.Africa* 0.018 Geography.Regions.Africa.Central Africa 0.001 Geography.Regions.Africa.Eastern Africa 0.002 Geography.Regions.Africa.Northern Africa 0.004 Geography.Regions.Africa.Southern Africa 0.004 Geography.Regions.Africa.Western Africa 0.002 Geography.Regions.Americas.Central America 0.005 Geography.Regions.Americas.North America 0.132 Geography.Regions.Americas.South America 0.013 Geography.Regions.Asia.Asia* 0.162 Geography.Regions.Asia.Central Asia 0.002 Geography.Regions.Asia.East Asia 0.038 Geography.Regions.Asia.North Asia 0.025 Geography.Regions.Asia.South Asia 0.043 Geography.Regions.Asia.Southeast Asia 0.015 Geography.Regions.Asia.West Asia 0.03 Geography.Regions.Europe.Eastern Europe 0.06 Geography.Regions.Europe.Europe* 0.272 Geography.Regions.Europe.Northern Europe 0.084 Geography.Regions.Europe.Southern Europe 0.04 Geography.Regions.Europe.Western Europe 0.062 Geography.Regions.Oceania 0.043 History and Society.Business and economics 0.022 History and Society.Education 0.015 History and Society.History 0.025 History and Society.Military and warfare 0.034 History and Society.Politics and government 0.063 History and Society.Society 0.014 History and Society.Transportation 0.04 STEM.Biology 0.074 STEM.Chemistry 0.003 STEM.Computing 0.005 STEM.Earth and environment 0.011 STEM.Engineering 0.018 STEM.Libraries & Information 0.002 STEM.Mathematics 0.001 STEM.Medicine & Health 0.009 STEM.Physics 0.002 STEM.STEM* 0.148 STEM.Space 0.006 STEM.Technology 0.011 ------------------------------------------- ----- filter_rate (micro=0.869, macro=0.958): ------------------------------------------- ----- Culture.Biography.Biography* 0.629 Culture.Biography.Women 0.933 Culture.Food and drink 0.996 Culture.Internet culture 0.991 Culture.Linguistics 0.992 Culture.Literature 0.959 Culture.Media.Books 0.985 Culture.Media.Entertainment 0.991 Culture.Media.Films 0.966 Culture.Media.Media* 0.845 Culture.Media.Music 0.947 Culture.Media.Radio 0.995 Culture.Media.Software 0.997 Culture.Media.Television 0.981 Culture.Media.Video games 0.993 Culture.Performing arts 0.993 Culture.Philosophy and religion 0.978 Culture.Sports 0.836 Culture.Visual arts.Architecture 0.965 Culture.Visual arts.Comics and Anime 0.994 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.945 Geography.Geographical 0.951 Geography.Regions.Africa.Africa* 0.982 Geography.Regions.Africa.Central Africa 0.999 Geography.Regions.Africa.Eastern Africa 0.998 Geography.Regions.Africa.Northern Africa 0.996 Geography.Regions.Africa.Southern Africa 0.996 Geography.Regions.Africa.Western Africa 0.998 Geography.Regions.Americas.Central America 0.995 Geography.Regions.Americas.North America 0.868 Geography.Regions.Americas.South America 0.987 Geography.Regions.Asia.Asia* 0.838 Geography.Regions.Asia.Central Asia 0.998 Geography.Regions.Asia.East Asia 0.962 Geography.Regions.Asia.North Asia 0.975 Geography.Regions.Asia.South Asia 0.957 Geography.Regions.Asia.Southeast Asia 0.985 Geography.Regions.Asia.West Asia 0.97 Geography.Regions.Europe.Eastern Europe 0.94 Geography.Regions.Europe.Europe* 0.728 Geography.Regions.Europe.Northern Europe 0.916 Geography.Regions.Europe.Southern Europe 0.96 Geography.Regions.Europe.Western Europe 0.938 Geography.Regions.Oceania 0.957 History and Society.Business and economics 0.978 History and Society.Education 0.985 History and Society.History 0.975 History and Society.Military and warfare 0.966 History and Society.Politics and government 0.937 History and Society.Society 0.986 History and Society.Transportation 0.96 STEM.Biology 0.926 STEM.Chemistry 0.997 STEM.Computing 0.995 STEM.Earth and environment 0.989 STEM.Engineering 0.982 STEM.Libraries & Information 0.998 STEM.Mathematics 0.999 STEM.Medicine & Health 0.991 STEM.Physics 0.998 STEM.STEM* 0.852 STEM.Space 0.994 STEM.Technology 0.989 ------------------------------------------- ----- recall (micro=0.75, macro=0.591): ------------------------------------------- ----- Culture.Biography.Biography* 0.964 Culture.Biography.Women 0.768 Culture.Food and drink 0.385 Culture.Internet culture 0.629 Culture.Linguistics 0.61 Culture.Literature 0.698 Culture.Media.Books 0.771 Culture.Media.Entertainment 0.479 Culture.Media.Films 0.875 Culture.Media.Media* 0.834 Culture.Media.Music 0.823 Culture.Media.Radio 0.679 Culture.Media.Software 0.262 Culture.Media.Television 0.693 Culture.Media.Video games 0.772 Culture.Performing arts 0.491 Culture.Philosophy and religion 0.44 Culture.Sports 0.92 Culture.Visual arts.Architecture 0.735 Culture.Visual arts.Comics and Anime 0.589 Culture.Visual arts.Fashion 0.362 Culture.Visual arts.Visual arts* 0.697 Geography.Geographical 0.694 Geography.Regions.Africa.Africa* 0.574 Geography.Regions.Africa.Central Africa 0.333 Geography.Regions.Africa.Eastern Africa 0.324 Geography.Regions.Africa.Northern Africa 0.369 Geography.Regions.Africa.Southern Africa 0.48 Geography.Regions.Africa.Western Africa 0.327 Geography.Regions.Americas.Central America 0.403 Geography.Regions.Americas.North America 0.712 Geography.Regions.Americas.South America 0.63 Geography.Regions.Asia.Asia* 0.772 Geography.Regions.Asia.Central Asia 0.343 Geography.Regions.Asia.East Asia 0.731 Geography.Regions.Asia.North Asia 0.701 Geography.Regions.Asia.South Asia 0.754 Geography.Regions.Asia.Southeast Asia 0.624 Geography.Regions.Asia.West Asia 0.712 Geography.Regions.Europe.Eastern Europe 0.783 Geography.Regions.Europe.Europe* 0.803 Geography.Regions.Europe.Northern Europe 0.699 Geography.Regions.Europe.Southern Europe 0.682 Geography.Regions.Europe.Western Europe 0.742 Geography.Regions.Oceania 0.762 History and Society.Business and economics 0.449 History and Society.Education 0.466 History and Society.History 0.411 History and Society.Military and warfare 0.57 History and Society.Politics and government 0.624 History and Society.Society 0.325 History and Society.Transportation 0.76 STEM.Biology 0.878 STEM.Chemistry 0.386 STEM.Computing 0.377 STEM.Earth and environment 0.596 STEM.Engineering 0.647 STEM.Libraries & Information 0.325 STEM.Mathematics 0.057 STEM.Medicine & Health 0.436 STEM.Physics 0.23 STEM.STEM* 0.794 STEM.Space 0.69 STEM.Technology 0.362 ------------------------------------------- ----- !recall (micro=0.987, macro=0.995): ------------------------------------------- ----- Culture.Biography.Biography* 0.987 Culture.Biography.Women 0.987 Culture.Food and drink 0.999 Culture.Internet culture 0.999 Culture.Linguistics 0.999 Culture.Literature 0.995 Culture.Media.Books 0.999 Culture.Media.Entertainment 0.998 Culture.Media.Films 0.998 Culture.Media.Media* 0.982 Culture.Media.Music 0.994 Culture.Media.Radio 0.999 Culture.Media.Software 0.998 Culture.Media.Television 0.998 Culture.Media.Video games 1 Culture.Performing arts 0.999 Culture.Philosophy and religion 0.995 Culture.Sports 0.993 Culture.Visual arts.Architecture 0.995 Culture.Visual arts.Comics and Anime 0.999 Culture.Visual arts.Fashion 0.999 Culture.Visual arts.Visual arts* 0.992 Geography.Geographical 0.994 Geography.Regions.Africa.Africa* 0.997 Geography.Regions.Africa.Central Africa 0.999 Geography.Regions.Africa.Eastern Africa 0.999 Geography.Regions.Africa.Northern Africa 0.998 Geography.Regions.Africa.Southern Africa 0.999 Geography.Regions.Africa.Western Africa 0.999 Geography.Regions.Americas.Central America 0.999 Geography.Regions.Americas.North America 0.973 Geography.Regions.Americas.South America 0.997 Geography.Regions.Asia.Asia* 0.981 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.996 Geography.Regions.Asia.North Asia 0.997 Geography.Regions.Asia.South Asia 0.996 Geography.Regions.Asia.Southeast Asia 0.998 Geography.Regions.Asia.West Asia 0.998 Geography.Regions.Europe.Eastern Europe 0.995 Geography.Regions.Europe.Europe* 0.946 Geography.Regions.Europe.Northern Europe 0.987 Geography.Regions.Europe.Southern Europe 0.993 Geography.Regions.Europe.Western Europe 0.991 Geography.Regions.Oceania 0.997 History and Society.Business and economics 0.993 History and Society.Education 0.996 History and Society.History 0.993 History and Society.Military and warfare 0.995 History and Society.Politics and government 0.993 History and Society.Society 0.997 History and Society.Transportation 0.997 STEM.Biology 0.998 STEM.Chemistry 0.999 STEM.Computing 0.998 STEM.Earth and environment 0.999 STEM.Engineering 0.998 STEM.Libraries & Information 0.999 STEM.Mathematics 0.999 STEM.Medicine & Health 0.998 STEM.Physics 0.999 STEM.STEM* 0.988 STEM.Space 0.999 STEM.Technology 0.997 ------------------------------------------- ----- precision (micro=0.887, macro=0.79): ------------------------------------------- ----- Culture.Biography.Biography* 0.978 Culture.Biography.Women 0.814 Culture.Food and drink 0.715 Culture.Internet culture 0.881 Culture.Linguistics 0.847 Culture.Literature 0.885 Culture.Media.Books 0.908 Culture.Media.Entertainment 0.816 Culture.Media.Films 0.956 Culture.Media.Media* 0.904 Culture.Media.Music 0.887 Culture.Media.Radio 0.873 Culture.Media.Software 0.493 Culture.Media.Television 0.893 Culture.Media.Video games 0.942 Culture.Performing arts 0.789 Culture.Philosophy and religion 0.767 Culture.Sports 0.963 Culture.Visual arts.Architecture 0.876 Culture.Visual arts.Comics and Anime 0.822 Culture.Visual arts.Fashion 0.579 Culture.Visual arts.Visual arts* 0.86 Geography.Geographical 0.893 Geography.Regions.Africa.Africa* 0.825 Geography.Regions.Africa.Central Africa 0.488 Geography.Regions.Africa.Eastern Africa 0.321 Geography.Regions.Africa.Northern Africa 0.553 Geography.Regions.Africa.Southern Africa 0.638 Geography.Regions.Africa.Western Africa 0.372 Geography.Regions.Americas.Central America 0.72 Geography.Regions.Americas.North America 0.83 Geography.Regions.Americas.South America 0.807 Geography.Regions.Asia.Asia* 0.905 Geography.Regions.Asia.Central Asia 0.629 Geography.Regions.Asia.East Asia 0.89 Geography.Regions.Asia.North Asia 0.888 Geography.Regions.Asia.South Asia 0.922 Geography.Regions.Asia.Southeast Asia 0.901 Geography.Regions.Asia.West Asia 0.921 Geography.Regions.Europe.Eastern Europe 0.926 Geography.Regions.Europe.Europe* 0.86 Geography.Regions.Europe.Northern Europe 0.862 Geography.Regions.Europe.Southern Europe 0.84 Geography.Regions.Europe.Western Europe 0.871 Geography.Regions.Oceania 0.935 History and Society.Business and economics 0.698 History and Society.Education 0.766 History and Society.History 0.748 History and Society.Military and warfare 0.85 History and Society.Politics and government 0.9 History and Society.Society 0.785 History and Society.Transportation 0.926 STEM.Biology 0.979 STEM.Chemistry 0.624 STEM.Computing 0.66 STEM.Earth and environment 0.889 STEM.Engineering 0.904 STEM.Libraries & Information 0.639 STEM.Mathematics 0.063 STEM.Medicine & Health 0.8 STEM.Physics 0.48 STEM.STEM* 0.936 STEM.Space 0.909 STEM.Technology 0.728 ------------------------------------------- ----- !precision (micro=0.971, macro=0.986): ------------------------------------------- ----- Culture.Biography.Biography* 0.979 Culture.Biography.Women 0.982 Culture.Food and drink 0.996 Culture.Internet culture 0.995 Culture.Linguistics 0.996 Culture.Literature 0.984 Culture.Media.Books 0.996 Culture.Media.Entertainment 0.992 Culture.Media.Films 0.995 Culture.Media.Media* 0.967 Culture.Media.Music 0.989 Culture.Media.Radio 0.998 Culture.Media.Software 0.995 Culture.Media.Television 0.992 Culture.Media.Video games 0.998 Culture.Performing arts 0.994 Culture.Philosophy and religion 0.978 Culture.Sports 0.983 Culture.Visual arts.Architecture 0.988 Culture.Visual arts.Comics and Anime 0.996 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.978 Geography.Geographical 0.979 Geography.Regions.Africa.Africa* 0.989 Geography.Regions.Africa.Central Africa 0.999 Geography.Regions.Africa.Eastern Africa 0.999 Geography.Regions.Africa.Northern Africa 0.997 Geography.Regions.Africa.Southern Africa 0.997 Geography.Regions.Africa.Western Africa 0.998 Geography.Regions.Americas.Central America 0.994 Geography.Regions.Americas.North America 0.949 Geography.Regions.Americas.South America 0.994 Geography.Regions.Asia.Asia* 0.948 Geography.Regions.Asia.Central Asia 0.998 Geography.Regions.Asia.East Asia 0.987 Geography.Regions.Asia.North Asia 0.99 Geography.Regions.Asia.South Asia 0.987 Geography.Regions.Asia.Southeast Asia 0.992 Geography.Regions.Asia.West Asia 0.989 Geography.Regions.Europe.Eastern Europe 0.984 Geography.Regions.Europe.Europe* 0.921 Geography.Regions.Europe.Northern Europe 0.966 Geography.Regions.Europe.Southern Europe 0.984 Geography.Regions.Europe.Western Europe 0.98 Geography.Regions.Oceania 0.987 History and Society.Business and economics 0.981 History and Society.Education 0.987 History and Society.History 0.973 History and Society.Military and warfare 0.978 History and Society.Politics and government 0.964 History and Society.Society 0.977 History and Society.Transportation 0.988 STEM.Biology 0.989 STEM.Chemistry 0.997 STEM.Computing 0.995 STEM.Earth and environment 0.993 STEM.Engineering 0.991 STEM.Libraries & Information 0.998 STEM.Mathematics 0.999 STEM.Medicine & Health 0.991 STEM.Physics 0.998 STEM.STEM* 0.958 STEM.Space 0.998 STEM.Technology 0.986 ------------------------------------------- ----- f1 (micro=0.809, macro=0.67): ------------------------------------------- ----- Culture.Biography.Biography* 0.971 Culture.Biography.Women 0.791 Culture.Food and drink 0.501 Culture.Internet culture 0.734 Culture.Linguistics 0.709 Culture.Literature 0.781 Culture.Media.Books 0.834 Culture.Media.Entertainment 0.603 Culture.Media.Films 0.914 Culture.Media.Media* 0.868 Culture.Media.Music 0.854 Culture.Media.Radio 0.764 Culture.Media.Software 0.342 Culture.Media.Television 0.78 Culture.Media.Video games 0.848 Culture.Performing arts 0.605 Culture.Philosophy and religion 0.56 Culture.Sports 0.941 Culture.Visual arts.Architecture 0.799 Culture.Visual arts.Comics and Anime 0.687 Culture.Visual arts.Fashion 0.446 Culture.Visual arts.Visual arts* 0.77 Geography.Geographical 0.781 Geography.Regions.Africa.Africa* 0.677 Geography.Regions.Africa.Central Africa 0.396 Geography.Regions.Africa.Eastern Africa 0.323 Geography.Regions.Africa.Northern Africa 0.442 Geography.Regions.Africa.Southern Africa 0.548 Geography.Regions.Africa.Western Africa 0.348 Geography.Regions.Americas.Central America 0.517 Geography.Regions.Americas.North America 0.766 Geography.Regions.Americas.South America 0.708 Geography.Regions.Asia.Asia* 0.833 Geography.Regions.Asia.Central Asia 0.444 Geography.Regions.Asia.East Asia 0.802 Geography.Regions.Asia.North Asia 0.783 Geography.Regions.Asia.South Asia 0.829 Geography.Regions.Asia.Southeast Asia 0.737 Geography.Regions.Asia.West Asia 0.803 Geography.Regions.Europe.Eastern Europe 0.849 Geography.Regions.Europe.Europe* 0.83 Geography.Regions.Europe.Northern Europe 0.772 Geography.Regions.Europe.Southern Europe 0.753 Geography.Regions.Europe.Western Europe 0.801 Geography.Regions.Oceania 0.839 History and Society.Business and economics 0.546 History and Society.Education 0.579 History and Society.History 0.531 History and Society.Military and warfare 0.683 History and Society.Politics and government 0.737 History and Society.Society 0.459 History and Society.Transportation 0.835 STEM.Biology 0.926 STEM.Chemistry 0.477 STEM.Computing 0.48 STEM.Earth and environment 0.714 STEM.Engineering 0.754 STEM.Libraries & Information 0.431 STEM.Mathematics 0.06 STEM.Medicine & Health 0.564 STEM.Physics 0.311 STEM.STEM* 0.859 STEM.Space 0.785 STEM.Technology 0.484 ------------------------------------------- ----- !f1 (micro=0.979, macro=0.99): ------------------------------------------- ----- Culture.Biography.Biography* 0.983 Culture.Biography.Women 0.985 Culture.Food and drink 0.997 Culture.Internet culture 0.997 Culture.Linguistics 0.997 Culture.Literature 0.989 Culture.Media.Books 0.997 Culture.Media.Entertainment 0.995 Culture.Media.Films 0.997 Culture.Media.Media* 0.975 Culture.Media.Music 0.991 Culture.Media.Radio 0.999 Culture.Media.Software 0.997 Culture.Media.Television 0.995 Culture.Media.Video games 0.999 Culture.Performing arts 0.996 Culture.Philosophy and religion 0.986 Culture.Sports 0.988 Culture.Visual arts.Architecture 0.992 Culture.Visual arts.Comics and Anime 0.998 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.985 Geography.Geographical 0.987 Geography.Regions.Africa.Africa* 0.993 Geography.Regions.Africa.Central Africa 0.999 Geography.Regions.Africa.Eastern Africa 0.999 Geography.Regions.Africa.Northern Africa 0.998 Geography.Regions.Africa.Southern Africa 0.998 Geography.Regions.Africa.Western Africa 0.999 Geography.Regions.Americas.Central America 0.996 Geography.Regions.Americas.North America 0.961 Geography.Regions.Americas.South America 0.996 Geography.Regions.Asia.Asia* 0.964 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.991 Geography.Regions.Asia.North Asia 0.994 Geography.Regions.Asia.South Asia 0.991 Geography.Regions.Asia.Southeast Asia 0.995 Geography.Regions.Asia.West Asia 0.993 Geography.Regions.Europe.Eastern Europe 0.989 Geography.Regions.Europe.Europe* 0.933 Geography.Regions.Europe.Northern Europe 0.976 Geography.Regions.Europe.Southern Europe 0.988 Geography.Regions.Europe.Western Europe 0.986 Geography.Regions.Oceania 0.992 History and Society.Business and economics 0.987 History and Society.Education 0.991 History and Society.History 0.983 History and Society.Military and warfare 0.986 History and Society.Politics and government 0.978 History and Society.Society 0.987 History and Society.Transportation 0.992 STEM.Biology 0.994 STEM.Chemistry 0.998 STEM.Computing 0.996 STEM.Earth and environment 0.996 STEM.Engineering 0.994 STEM.Libraries & Information 0.999 STEM.Mathematics 0.999 STEM.Medicine & Health 0.995 STEM.Physics 0.998 STEM.STEM* 0.973 STEM.Space 0.999 STEM.Technology 0.992 ------------------------------------------- ----- accuracy (micro=0.966, macro=0.983): ------------------------------------------- ----- Culture.Biography.Biography* 0.978 Culture.Biography.Women 0.971 Culture.Food and drink 0.995 Culture.Internet culture 0.994 Culture.Linguistics 0.995 Culture.Literature 0.98 Culture.Media.Books 0.995 Culture.Media.Entertainment 0.991 Culture.Media.Films 0.994 Culture.Media.Media* 0.957 Culture.Media.Music 0.984 Culture.Media.Radio 0.997 Culture.Media.Software 0.993 Culture.Media.Television 0.99 Culture.Media.Video games 0.998 Culture.Performing arts 0.993 Culture.Philosophy and religion 0.974 Culture.Sports 0.98 Culture.Visual arts.Architecture 0.984 Culture.Visual arts.Comics and Anime 0.995 Culture.Visual arts.Fashion 0.997 Culture.Visual arts.Visual arts* 0.972 Geography.Geographical 0.975 Geography.Regions.Africa.Africa* 0.986 Geography.Regions.Africa.Central Africa 0.998 Geography.Regions.Africa.Eastern Africa 0.998 Geography.Regions.Africa.Northern Africa 0.995 Geography.Regions.Africa.Southern Africa 0.996 Geography.Regions.Africa.Western Africa 0.997 Geography.Regions.Americas.Central America 0.993 Geography.Regions.Americas.North America 0.933 Geography.Regions.Americas.South America 0.991 Geography.Regions.Asia.Asia* 0.941 Geography.Regions.Asia.Central Asia 0.998 Geography.Regions.Asia.East Asia 0.983 Geography.Regions.Asia.North Asia 0.987 Geography.Regions.Asia.South Asia 0.984 Geography.Regions.Asia.Southeast Asia 0.991 Geography.Regions.Asia.West Asia 0.987 Geography.Regions.Europe.Eastern Europe 0.98 Geography.Regions.Europe.Europe* 0.904 Geography.Regions.Europe.Northern Europe 0.957 Geography.Regions.Europe.Southern Europe 0.978 Geography.Regions.Europe.Western Europe 0.973 Geography.Regions.Oceania 0.985 History and Society.Business and economics 0.975 History and Society.Education 0.983 History and Society.History 0.967 History and Society.Military and warfare 0.973 History and Society.Politics and government 0.96 History and Society.Society 0.975 History and Society.Transportation 0.985 STEM.Biology 0.988 STEM.Chemistry 0.996 STEM.Computing 0.993 STEM.Earth and environment 0.992 STEM.Engineering 0.989 STEM.Libraries & Information 0.997 STEM.Mathematics 0.998 STEM.Medicine & Health 0.989 STEM.Physics 0.997 STEM.STEM* 0.955 STEM.Space 0.997 STEM.Technology 0.984 ------------------------------------------- ----- fpr (micro=0.013, macro=0.005): ------------------------------------------- ----- Culture.Biography.Biography* 0.013 Culture.Biography.Women 0.013 Culture.Food and drink 0.001 Culture.Internet culture 0.001 Culture.Linguistics 0.001 Culture.Literature 0.005 Culture.Media.Books 0.001 Culture.Media.Entertainment 0.002 Culture.Media.Films 0.002 Culture.Media.Media* 0.018 Culture.Media.Music 0.006 Culture.Media.Radio 0.001 Culture.Media.Software 0.002 Culture.Media.Television 0.002 Culture.Media.Video games 0 Culture.Performing arts 0.001 Culture.Philosophy and religion 0.005 Culture.Sports 0.007 Culture.Visual arts.Architecture 0.005 Culture.Visual arts.Comics and Anime 0.001 Culture.Visual arts.Fashion 0.001 Culture.Visual arts.Visual arts* 0.008 Geography.Geographical 0.006 Geography.Regions.Africa.Africa* 0.003 Geography.Regions.Africa.Central Africa 0.001 Geography.Regions.Africa.Eastern Africa 0.001 Geography.Regions.Africa.Northern Africa 0.002 Geography.Regions.Africa.Southern Africa 0.001 Geography.Regions.Africa.Western Africa 0.001 Geography.Regions.Americas.Central America 0.001 Geography.Regions.Americas.North America 0.027 Geography.Regions.Americas.South America 0.003 Geography.Regions.Asia.Asia* 0.019 Geography.Regions.Asia.Central Asia 0.001 Geography.Regions.Asia.East Asia 0.004 Geography.Regions.Asia.North Asia 0.003 Geography.Regions.Asia.South Asia 0.004 Geography.Regions.Asia.Southeast Asia 0.002 Geography.Regions.Asia.West Asia 0.002 Geography.Regions.Europe.Eastern Europe 0.005 Geography.Regions.Europe.Europe* 0.054 Geography.Regions.Europe.Northern Europe 0.013 Geography.Regions.Europe.Southern Europe 0.007 Geography.Regions.Europe.Western Europe 0.009 Geography.Regions.Oceania 0.003 History and Society.Business and economics 0.007 History and Society.Education 0.004 History and Society.History 0.007 History and Society.Military and warfare 0.005 History and Society.Politics and government 0.007 History and Society.Society 0.003 History and Society.Transportation 0.003 STEM.Biology 0.002 STEM.Chemistry 0.001 STEM.Computing 0.002 STEM.Earth and environment 0.001 STEM.Engineering 0.002 STEM.Libraries & Information 0.001 STEM.Mathematics 0.001 STEM.Medicine & Health 0.002 STEM.Physics 0.001 STEM.STEM* 0.012 STEM.Space 0.001 STEM.Technology 0.003 ------------------------------------------- ----- roc_auc (micro=0.967, macro=0.947): ------------------------------------------- ----- Culture.Biography.Biography* 0.986 Culture.Biography.Women 0.977 Culture.Food and drink 0.926 Culture.Internet culture 0.965 Culture.Linguistics 0.961 Culture.Literature 0.973 Culture.Media.Books 0.974 Culture.Media.Entertainment 0.957 Culture.Media.Films 0.982 Culture.Media.Media* 0.977 Culture.Media.Music 0.983 Culture.Media.Radio 0.926 Culture.Media.Software 0.943 Culture.Media.Television 0.971 Culture.Media.Video games 0.956 Culture.Performing arts 0.95 Culture.Philosophy and religion 0.941 Culture.Sports 0.982 Culture.Visual arts.Architecture 0.978 Culture.Visual arts.Comics and Anime 0.961 Culture.Visual arts.Fashion 0.878 Culture.Visual arts.Visual arts* 0.97 Geography.Geographical 0.968 Geography.Regions.Africa.Africa* 0.954 Geography.Regions.Africa.Central Africa 0.866 Geography.Regions.Africa.Eastern Africa 0.796 Geography.Regions.Africa.Northern Africa 0.911 Geography.Regions.Africa.Southern Africa 0.921 Geography.Regions.Africa.Western Africa 0.866 Geography.Regions.Americas.Central America 0.935 Geography.Regions.Americas.North America 0.961 Geography.Regions.Americas.South America 0.967 Geography.Regions.Asia.Asia* 0.964 Geography.Regions.Asia.Central Asia 0.887 Geography.Regions.Asia.East Asia 0.969 Geography.Regions.Asia.North Asia 0.964 Geography.Regions.Asia.South Asia 0.973 Geography.Regions.Asia.Southeast Asia 0.953 Geography.Regions.Asia.West Asia 0.972 Geography.Regions.Europe.Eastern Europe 0.971 Geography.Regions.Europe.Europe* 0.957 Geography.Regions.Europe.Northern Europe 0.965 Geography.Regions.Europe.Southern Europe 0.968 Geography.Regions.Europe.Western Europe 0.972 Geography.Regions.Oceania 0.968 History and Society.Business and economics 0.956 History and Society.Education 0.956 History and Society.History 0.939 History and Society.Military and warfare 0.954 History and Society.Politics and government 0.951 History and Society.Society 0.905 History and Society.Transportation 0.975 STEM.Biology 0.98 STEM.Chemistry 0.924 STEM.Computing 0.962 STEM.Earth and environment 0.965 STEM.Engineering 0.966 STEM.Libraries & Information 0.881 STEM.Mathematics 0.819 STEM.Medicine & Health 0.956 STEM.Physics 0.88 STEM.STEM* 0.971 STEM.Space 0.951 STEM.Technology 0.949 ------------------------------------------- ----- pr_auc (micro=0.858, macro=0.68): ------------------------------------------- ----- Culture.Biography.Biography* 0.987 Culture.Biography.Women 0.852 Culture.Food and drink 0.421 Culture.Internet culture 0.758 Culture.Linguistics 0.684 Culture.Literature 0.84 Culture.Media.Books 0.866 Culture.Media.Entertainment 0.632 Culture.Media.Films 0.934 Culture.Media.Media* 0.937 Culture.Media.Music 0.922 Culture.Media.Radio 0.734 Culture.Media.Software 0.333 Culture.Media.Television 0.809 Culture.Media.Video games 0.855 Culture.Performing arts 0.609 Culture.Philosophy and religion 0.594 Culture.Sports 0.971 Culture.Visual arts.Architecture 0.84 Culture.Visual arts.Comics and Anime 0.681 Culture.Visual arts.Fashion 0.33 Culture.Visual arts.Visual arts* 0.847 Geography.Geographical 0.846 Geography.Regions.Africa.Africa* 0.693 Geography.Regions.Africa.Central Africa 0.289 Geography.Regions.Africa.Eastern Africa 0.163 Geography.Regions.Africa.Northern Africa 0.362 Geography.Regions.Africa.Southern Africa 0.45 Geography.Regions.Africa.Western Africa 0.182 Geography.Regions.Americas.Central America 0.503 Geography.Regions.Americas.North America 0.866 Geography.Regions.Americas.South America 0.766 Geography.Regions.Asia.Asia* 0.906 Geography.Regions.Asia.Central Asia 0.325 Geography.Regions.Asia.East Asia 0.843 Geography.Regions.Asia.North Asia 0.821 Geography.Regions.Asia.South Asia 0.872 Geography.Regions.Asia.Southeast Asia 0.741 Geography.Regions.Asia.West Asia 0.839 Geography.Regions.Europe.Eastern Europe 0.867 Geography.Regions.Europe.Europe* 0.913 Geography.Regions.Europe.Northern Europe 0.855 Geography.Regions.Europe.Southern Europe 0.818 Geography.Regions.Europe.Western Europe 0.848 Geography.Regions.Oceania 0.873 History and Society.Business and economics 0.575 History and Society.Education 0.613 History and Society.History 0.596 History and Society.Military and warfare 0.752 History and Society.Politics and government 0.82 History and Society.Society 0.508 History and Society.Transportation 0.871 STEM.Biology 0.951 STEM.Chemistry 0.377 STEM.Computing 0.449 STEM.Earth and environment 0.722 STEM.Engineering 0.77 STEM.Libraries & Information 0.378 STEM.Mathematics 0.034 STEM.Medicine & Health 0.595 STEM.Physics 0.206 STEM.STEM* 0.936 STEM.Space 0.769 STEM.Technology 0.516 ------------------------------------------- ----- - score_schema: {'title': 'Scikit learn-based classifier score with probability', 'type': 'object', 'properties': {'prediction': {'description': 'The most likely labels predicted by the estimator', 'type': 'array', 'items': {'type': 'string'}}, 'probability': {'description': 'A mapping of probabilities onto each of the potential output labels', 'type': 'object', 'properties': {'Culture.Biography.Biography*': {'type': 'number'}, 'Culture.Biography.Women': {'type': 'number'}, 'Culture.Food and drink': {'type': 'number'}, 'Culture.Internet culture': {'type': 'number'}, 'Culture.Linguistics': {'type': 'number'}, 'Culture.Literature': {'type': 'number'}, 'Culture.Media.Books': {'type': 'number'}, 'Culture.Media.Entertainment': {'type': 'number'}, 'Culture.Media.Films': {'type': 'number'}, 'Culture.Media.Media*': {'type': 'number'}, 'Culture.Media.Music': {'type': 'number'}, 'Culture.Media.Radio': {'type': 'number'}, 'Culture.Media.Software': {'type': 'number'}, 'Culture.Media.Television': {'type': 'number'}, 'Culture.Media.Video games': {'type': 'number'}, 'Culture.Performing arts': {'type': 'number'}, 'Culture.Philosophy and religion': {'type': 'number'}, 'Culture.Sports': {'type': 'number'}, 'Culture.Visual arts.Architecture': {'type': 'number'}, 'Culture.Visual arts.Comics and Anime': {'type': 'number'}, 'Culture.Visual arts.Fashion': {'type': 'number'}, 'Culture.Visual arts.Visual arts*': {'type': 'number'}, 'Geography.Geographical': {'type': 'number'}, 'Geography.Regions.Africa.Africa*': {'type': 'number'}, 'Geography.Regions.Africa.Central Africa': {'type': 'number'}, 'Geography.Regions.Africa.Eastern Africa': {'type': 'number'}, 'Geography.Regions.Africa.Northern Africa': {'type': 'number'}, 'Geography.Regions.Africa.Southern Africa': {'type': 'number'}, 'Geography.Regions.Africa.Western Africa': {'type': 'number'}, 'Geography.Regions.Americas.Central America': {'type': 'number'}, 'Geography.Regions.Americas.North America': {'type': 'number'}, 'Geography.Regions.Americas.South America': {'type': 'number'}, 'Geography.Regions.Asia.Asia*': {'type': 'number'}, 'Geography.Regions.Asia.Central Asia': {'type': 'number'}, 'Geography.Regions.Asia.East Asia': {'type': 'number'}, 'Geography.Regions.Asia.North Asia': {'type': 'number'}, 'Geography.Regions.Asia.South Asia': {'type': 'number'}, 'Geography.Regions.Asia.Southeast Asia': {'type': 'number'}, 'Geography.Regions.Asia.West Asia': {'type': 'number'}, 'Geography.Regions.Europe.Eastern Europe': {'type': 'number'}, 'Geography.Regions.Europe.Europe*': {'type': 'number'}, 'Geography.Regions.Europe.Northern Europe': {'type': 'number'}, 'Geography.Regions.Europe.Southern Europe': {'type': 'number'}, 'Geography.Regions.Europe.Western Europe': {'type': 'number'}, 'Geography.Regions.Oceania': {'type': 'number'}, 'History and Society.Business and economics': {'type': 'number'}, 'History and Society.Education': {'type': 'number'}, 'History and Society.History': {'type': 'number'}, 'History and Society.Military and warfare': {'type': 'number'}, 'History and Society.Politics and government': {'type': 'number'}, 'History and Society.Society': {'type': 'number'}, 'History and Society.Transportation': {'type': 'number'}, 'STEM.Biology': {'type': 'number'}, 'STEM.Chemistry': {'type': 'number'}, 'STEM.Computing': {'type': 'number'}, 'STEM.Earth and environment': {'type': 'number'}, 'STEM.Engineering': {'type': 'number'}, 'STEM.Libraries & Information': {'type': 'number'}, 'STEM.Mathematics': {'type': 'number'}, 'STEM.Medicine & Health': {'type': 'number'}, 'STEM.Physics': {'type': 'number'}, 'STEM.STEM*': {'type': 'number'}, 'STEM.Space': {'type': 'number'}, 'STEM.Technology': {'type': 'number'}}}}}