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=63944): label n TP FP FN TN --------------------------------------------- ----- --- ----- ---- ---- ----- 'Culture.Biography.Biography*' 16670 --> 15823 847 412 46862 'Culture.Biography.Women' 4110 --> 3186 924 635 59199 'Culture.Food and drink' 1318 --> 650 668 93 62533 'Culture.Internet culture' 2966 --> 2082 884 141 60837 'Culture.Linguistics' 1466 --> 1012 454 85 62393 'Culture.Literature' 5367 --> 4083 1284 375 58202 'Culture.Media.Books' 1974 --> 1606 368 126 61844 'Culture.Media.Entertainment' 1733 --> 890 843 148 62063 'Culture.Media.Films' 2295 --> 1892 403 104 61545 'Culture.Media.Media*' 14383 --> 11844 2539 1098 48463 'Culture.Media.Music' 2583 --> 2038 545 256 61105 'Culture.Media.Radio' 1156 --> 861 295 39 62749 'Culture.Media.Software' 1750 --> 780 970 312 61882 'Culture.Media.Television' 2230 --> 1540 690 179 61535 'Culture.Media.Video games' 2147 --> 1769 378 33 61764 'Culture.Performing arts' 1334 --> 765 569 128 62482 'Culture.Philosophy and religion' 2702 --> 1129 1573 305 60937 'Culture.Sports' 5925 --> 5168 757 254 57765 'Culture.Visual arts.Architecture' 2648 --> 1945 703 241 61055 'Culture.Visual arts.Comics and Anime' 1508 --> 1036 472 140 62296 'Culture.Visual arts.Fashion' 1199 --> 699 500 72 62673 'Culture.Visual arts.Visual arts*' 6070 --> 4287 1783 544 57330 'Geography.Geographical' 3464 --> 2310 1154 299 60181 'Geography.Regions.Africa.Africa*' 6449 --> 4810 1639 351 57144 'Geography.Regions.Africa.Central Africa' 1145 --> 735 410 86 62713 'Geography.Regions.Africa.Eastern Africa' 1114 --> 712 402 63 62767 'Geography.Regions.Africa.Northern Africa' 1280 --> 783 497 88 62576 'Geography.Regions.Africa.Southern Africa' 1244 --> 902 342 76 62624 'Geography.Regions.Africa.Western Africa' 1142 --> 822 320 72 62730 'Geography.Regions.Americas.Central America' 1331 --> 742 589 84 62529 'Geography.Regions.Americas.North America' 7625 --> 5099 2526 1107 55212 'Geography.Regions.Americas.South America' 1532 --> 1092 440 127 62285 'Geography.Regions.Asia.Asia*' 11647 --> 8648 2999 834 51463 'Geography.Regions.Asia.Central Asia' 1086 --> 687 399 49 62809 'Geography.Regions.Asia.East Asia' 2717 --> 1805 912 249 60978 'Geography.Regions.Asia.North Asia' 2076 --> 1372 704 174 61694 'Geography.Regions.Asia.South Asia' 2366 --> 1658 708 143 61435 'Geography.Regions.Asia.Southeast Asia' 1721 --> 1082 639 110 62113 'Geography.Regions.Asia.West Asia' 2160 --> 1493 667 127 61657 'Geography.Regions.Europe.Eastern Europe' 3533 --> 2517 1016 236 60175 'Geography.Regions.Europe.Europe*' 12939 --> 9538 3401 1712 49293 'Geography.Regions.Europe.Northern Europe' 4221 --> 2598 1623 556 59167 'Geography.Regions.Europe.Southern Europe' 2438 --> 1583 855 258 61248 'Geography.Regions.Europe.Western Europe' 3076 --> 1999 1077 406 60462 'Geography.Regions.Oceania' 2638 --> 1916 722 137 61169 'History and Society.Business and economics' 3502 --> 1658 1844 614 59828 'History and Society.Education' 2243 --> 1165 1078 288 61413 'History and Society.History' 3172 --> 1263 1909 415 60357 'History and Society.Military and warfare' 3238 --> 1748 1490 305 60401 'History and Society.Politics and government' 4590 --> 2489 2101 332 59022 'History and Society.Society' 2971 --> 998 1973 170 60803 'History and Society.Transportation' 3629 --> 2669 960 156 60159 'STEM.Biology' 2916 --> 2268 648 110 60918 'STEM.Chemistry' 1270 --> 736 534 123 62551 'STEM.Computing' 1968 --> 917 1051 331 61645 'STEM.Earth and environment' 1627 --> 955 672 103 62214 'STEM.Engineering' 2195 --> 1339 856 141 61608 'STEM.Libraries & Information' 1174 --> 640 534 72 62698 'STEM.Mathematics' 1137 --> 391 746 91 62716 'STEM.Medicine & Health' 1726 --> 834 892 153 62065 'STEM.Physics' 1219 --> 513 706 122 62603 'STEM.STEM*' 16449 --> 12657 3792 1046 46449 'STEM.Space' 1365 --> 984 381 43 62536 'STEM.Technology' 3648 --> 1597 2051 502 59794 rates: sample population ------------------------------------------- -------- ------------ Culture.Biography.Biography* 0.261 0.12 Culture.Biography.Women 0.064 0.015 Culture.Food and drink 0.021 0.003 Culture.Internet culture 0.046 0.004 Culture.Linguistics 0.023 0.008 Culture.Literature 0.084 0.015 Culture.Media.Books 0.031 0.004 Culture.Media.Entertainment 0.027 0.004 Culture.Media.Films 0.036 0.012 Culture.Media.Media* 0.225 0.055 Culture.Media.Music 0.04 0.021 Culture.Media.Radio 0.018 0.002 Culture.Media.Software 0.027 0.001 Culture.Media.Television 0.035 0.009 Culture.Media.Video games 0.034 0.003 Culture.Performing arts 0.021 0.003 Culture.Philosophy and religion 0.042 0.01 Culture.Sports 0.093 0.06 Culture.Visual arts.Architecture 0.041 0.011 Culture.Visual arts.Comics and Anime 0.024 0.002 Culture.Visual arts.Fashion 0.019 0.001 Culture.Visual arts.Visual arts* 0.095 0.018 Geography.Geographical 0.054 0.021 Geography.Regions.Africa.Africa* 0.101 0.008 Geography.Regions.Africa.Central Africa 0.018 0.001 Geography.Regions.Africa.Eastern Africa 0.017 0.001 Geography.Regions.Africa.Northern Africa 0.02 0.001 Geography.Regions.Africa.Southern Africa 0.019 0.001 Geography.Regions.Africa.Western Africa 0.018 0.001 Geography.Regions.Americas.Central America 0.021 0.003 Geography.Regions.Americas.North America 0.119 0.063 Geography.Regions.Americas.South America 0.024 0.007 Geography.Regions.Asia.Asia* 0.182 0.052 Geography.Regions.Asia.Central Asia 0.017 0.001 Geography.Regions.Asia.East Asia 0.042 0.012 Geography.Regions.Asia.North Asia 0.032 0.006 Geography.Regions.Asia.South Asia 0.037 0.016 Geography.Regions.Asia.Southeast Asia 0.027 0.006 Geography.Regions.Asia.West Asia 0.034 0.012 Geography.Regions.Europe.Eastern Europe 0.055 0.018 Geography.Regions.Europe.Europe* 0.202 0.081 Geography.Regions.Europe.Northern Europe 0.066 0.029 Geography.Regions.Europe.Southern Europe 0.038 0.014 Geography.Regions.Europe.Western Europe 0.048 0.02 Geography.Regions.Oceania 0.041 0.016 History and Society.Business and economics 0.055 0.01 History and Society.Education 0.035 0.008 History and Society.History 0.05 0.011 History and Society.Military and warfare 0.051 0.015 History and Society.Politics and government 0.072 0.028 History and Society.Society 0.046 0.008 History and Society.Transportation 0.057 0.016 STEM.Biology 0.046 0.034 STEM.Chemistry 0.02 0.002 STEM.Computing 0.031 0.003 STEM.Earth and environment 0.025 0.005 STEM.Engineering 0.034 0.006 STEM.Libraries & Information 0.018 0.001 STEM.Mathematics 0.018 0 STEM.Medicine & Health 0.027 0.006 STEM.Physics 0.019 0.001 STEM.STEM* 0.257 0.065 STEM.Space 0.021 0.004 STEM.Technology 0.057 0.005 match_rate (micro=0.048, macro=0.016): ------------------------------------------- ----- Culture.Biography.Biography* 0.122 Culture.Biography.Women 0.022 Culture.Food and drink 0.003 Culture.Internet culture 0.005 Culture.Linguistics 0.007 Culture.Literature 0.018 Culture.Media.Books 0.006 Culture.Media.Entertainment 0.004 Culture.Media.Films 0.011 Culture.Media.Media* 0.066 Culture.Media.Music 0.021 Culture.Media.Radio 0.002 Culture.Media.Software 0.006 Culture.Media.Television 0.009 Culture.Media.Video games 0.003 Culture.Performing arts 0.004 Culture.Philosophy and religion 0.009 Culture.Sports 0.057 Culture.Visual arts.Architecture 0.012 Culture.Visual arts.Comics and Anime 0.004 Culture.Visual arts.Fashion 0.002 Culture.Visual arts.Visual arts* 0.022 Geography.Geographical 0.019 Geography.Regions.Africa.Africa* 0.012 Geography.Regions.Africa.Central Africa 0.002 Geography.Regions.Africa.Eastern Africa 0.001 Geography.Regions.Africa.Northern Africa 0.002 Geography.Regions.Africa.Southern Africa 0.002 Geography.Regions.Africa.Western Africa 0.002 Geography.Regions.Americas.Central America 0.003 Geography.Regions.Americas.North America 0.06 Geography.Regions.Americas.South America 0.007 Geography.Regions.Asia.Asia* 0.054 Geography.Regions.Asia.Central Asia 0.001 Geography.Regions.Asia.East Asia 0.012 Geography.Regions.Asia.North Asia 0.006 Geography.Regions.Asia.South Asia 0.014 Geography.Regions.Asia.Southeast Asia 0.006 Geography.Regions.Asia.West Asia 0.01 Geography.Regions.Europe.Eastern Europe 0.017 Geography.Regions.Europe.Europe* 0.09 Geography.Regions.Europe.Northern Europe 0.027 Geography.Regions.Europe.Southern Europe 0.013 Geography.Regions.Europe.Western Europe 0.02 Geography.Regions.Oceania 0.014 History and Society.Business and economics 0.015 History and Society.Education 0.009 History and Society.History 0.011 History and Society.Military and warfare 0.013 History and Society.Politics and government 0.021 History and Society.Society 0.006 History and Society.Transportation 0.014 STEM.Biology 0.029 STEM.Chemistry 0.003 STEM.Computing 0.007 STEM.Earth and environment 0.004 STEM.Engineering 0.006 STEM.Libraries & Information 0.002 STEM.Mathematics 0.002 STEM.Medicine & Health 0.006 STEM.Physics 0.002 STEM.STEM* 0.071 STEM.Space 0.004 STEM.Technology 0.011 ------------------------------------------- ----- filter_rate (micro=0.952, macro=0.984): ------------------------------------------- ----- Culture.Biography.Biography* 0.878 Culture.Biography.Women 0.978 Culture.Food and drink 0.997 Culture.Internet culture 0.995 Culture.Linguistics 0.993 Culture.Literature 0.982 Culture.Media.Books 0.994 Culture.Media.Entertainment 0.996 Culture.Media.Films 0.989 Culture.Media.Media* 0.934 Culture.Media.Music 0.979 Culture.Media.Radio 0.998 Culture.Media.Software 0.994 Culture.Media.Television 0.991 Culture.Media.Video games 0.997 Culture.Performing arts 0.996 Culture.Philosophy and religion 0.991 Culture.Sports 0.943 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 0.981 Geography.Regions.Africa.Africa* 0.988 Geography.Regions.Africa.Central Africa 0.998 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 0.998 Geography.Regions.Americas.Central America 0.997 Geography.Regions.Americas.North America 0.94 Geography.Regions.Americas.South America 0.993 Geography.Regions.Asia.Asia* 0.946 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.988 Geography.Regions.Asia.North Asia 0.994 Geography.Regions.Asia.South Asia 0.986 Geography.Regions.Asia.Southeast Asia 0.994 Geography.Regions.Asia.West Asia 0.99 Geography.Regions.Europe.Eastern Europe 0.983 Geography.Regions.Europe.Europe* 0.91 Geography.Regions.Europe.Northern Europe 0.973 Geography.Regions.Europe.Southern Europe 0.987 Geography.Regions.Europe.Western Europe 0.98 Geography.Regions.Oceania 0.986 History and Society.Business and economics 0.985 History and Society.Education 0.991 History and Society.History 0.989 History and Society.Military and warfare 0.987 History and Society.Politics and government 0.979 History and Society.Society 0.994 History and Society.Transportation 0.986 STEM.Biology 0.971 STEM.Chemistry 0.997 STEM.Computing 0.993 STEM.Earth and environment 0.996 STEM.Engineering 0.994 STEM.Libraries & Information 0.998 STEM.Mathematics 0.998 STEM.Medicine & Health 0.994 STEM.Physics 0.998 STEM.STEM* 0.929 STEM.Space 0.996 STEM.Technology 0.989 ------------------------------------------- ----- recall (micro=0.732, macro=0.644): ------------------------------------------- ----- Culture.Biography.Biography* 0.949 Culture.Biography.Women 0.775 Culture.Food and drink 0.493 Culture.Internet culture 0.702 Culture.Linguistics 0.69 Culture.Literature 0.761 Culture.Media.Books 0.814 Culture.Media.Entertainment 0.514 Culture.Media.Films 0.824 Culture.Media.Media* 0.823 Culture.Media.Music 0.789 Culture.Media.Radio 0.745 Culture.Media.Software 0.446 Culture.Media.Television 0.691 Culture.Media.Video games 0.824 Culture.Performing arts 0.573 Culture.Philosophy and religion 0.418 Culture.Sports 0.872 Culture.Visual arts.Architecture 0.735 Culture.Visual arts.Comics and Anime 0.687 Culture.Visual arts.Fashion 0.583 Culture.Visual arts.Visual arts* 0.706 Geography.Geographical 0.667 Geography.Regions.Africa.Africa* 0.746 Geography.Regions.Africa.Central Africa 0.642 Geography.Regions.Africa.Eastern Africa 0.639 Geography.Regions.Africa.Northern Africa 0.612 Geography.Regions.Africa.Southern Africa 0.725 Geography.Regions.Africa.Western Africa 0.72 Geography.Regions.Americas.Central America 0.557 Geography.Regions.Americas.North America 0.669 Geography.Regions.Americas.South America 0.713 Geography.Regions.Asia.Asia* 0.743 Geography.Regions.Asia.Central Asia 0.633 Geography.Regions.Asia.East Asia 0.664 Geography.Regions.Asia.North Asia 0.661 Geography.Regions.Asia.South Asia 0.701 Geography.Regions.Asia.Southeast Asia 0.629 Geography.Regions.Asia.West Asia 0.691 Geography.Regions.Europe.Eastern Europe 0.712 Geography.Regions.Europe.Europe* 0.737 Geography.Regions.Europe.Northern Europe 0.615 Geography.Regions.Europe.Southern Europe 0.649 Geography.Regions.Europe.Western Europe 0.65 Geography.Regions.Oceania 0.726 History and Society.Business and economics 0.473 History and Society.Education 0.519 History and Society.History 0.398 History and Society.Military and warfare 0.54 History and Society.Politics and government 0.542 History and Society.Society 0.336 History and Society.Transportation 0.735 STEM.Biology 0.778 STEM.Chemistry 0.58 STEM.Computing 0.466 STEM.Earth and environment 0.587 STEM.Engineering 0.61 STEM.Libraries & Information 0.545 STEM.Mathematics 0.344 STEM.Medicine & Health 0.483 STEM.Physics 0.421 STEM.STEM* 0.769 STEM.Space 0.721 STEM.Technology 0.438 ------------------------------------------- ----- !recall (micro=0.989, macro=0.995): ------------------------------------------- ----- Culture.Biography.Biography* 0.991 Culture.Biography.Women 0.989 Culture.Food and drink 0.999 Culture.Internet culture 0.998 Culture.Linguistics 0.999 Culture.Literature 0.994 Culture.Media.Books 0.998 Culture.Media.Entertainment 0.998 Culture.Media.Films 0.998 Culture.Media.Media* 0.978 Culture.Media.Music 0.996 Culture.Media.Radio 0.999 Culture.Media.Software 0.995 Culture.Media.Television 0.997 Culture.Media.Video games 0.999 Culture.Performing arts 0.998 Culture.Philosophy and religion 0.995 Culture.Sports 0.996 Culture.Visual arts.Architecture 0.996 Culture.Visual arts.Comics and Anime 0.998 Culture.Visual arts.Fashion 0.999 Culture.Visual arts.Visual arts* 0.991 Geography.Geographical 0.995 Geography.Regions.Africa.Africa* 0.994 Geography.Regions.Africa.Central Africa 0.999 Geography.Regions.Africa.Eastern Africa 0.999 Geography.Regions.Africa.Northern Africa 0.999 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 0.98 Geography.Regions.Americas.South America 0.998 Geography.Regions.Asia.Asia* 0.984 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 0.998 Geography.Regions.Asia.Southeast Asia 0.998 Geography.Regions.Asia.West Asia 0.998 Geography.Regions.Europe.Eastern Europe 0.996 Geography.Regions.Europe.Europe* 0.966 Geography.Regions.Europe.Northern Europe 0.991 Geography.Regions.Europe.Southern Europe 0.996 Geography.Regions.Europe.Western Europe 0.993 Geography.Regions.Oceania 0.998 History and Society.Business and economics 0.99 History and Society.Education 0.995 History and Society.History 0.993 History and Society.Military and warfare 0.995 History and Society.Politics and government 0.994 History and Society.Society 0.997 History and Society.Transportation 0.997 STEM.Biology 0.998 STEM.Chemistry 0.998 STEM.Computing 0.995 STEM.Earth and environment 0.998 STEM.Engineering 0.998 STEM.Libraries & Information 0.999 STEM.Mathematics 0.999 STEM.Medicine & Health 0.998 STEM.Physics 0.998 STEM.STEM* 0.978 STEM.Space 0.999 STEM.Technology 0.992 ------------------------------------------- ----- precision (micro=0.724, macro=0.574): ------------------------------------------- ----- Culture.Biography.Biography* 0.937 Culture.Biography.Women 0.525 Culture.Food and drink 0.459 Culture.Internet culture 0.531 Culture.Linguistics 0.804 Culture.Literature 0.641 Culture.Media.Books 0.634 Culture.Media.Entertainment 0.46 Culture.Media.Films 0.851 Culture.Media.Media* 0.683 Culture.Media.Music 0.802 Culture.Media.Radio 0.736 Culture.Media.Software 0.104 Culture.Media.Television 0.68 Culture.Media.Video games 0.818 Culture.Performing arts 0.462 Culture.Philosophy and religion 0.467 Culture.Sports 0.927 Culture.Visual arts.Architecture 0.67 Culture.Visual arts.Comics and Anime 0.423 Culture.Visual arts.Fashion 0.313 Culture.Visual arts.Visual arts* 0.58 Geography.Geographical 0.744 Geography.Regions.Africa.Africa* 0.511 Geography.Regions.Africa.Central Africa 0.248 Geography.Regions.Africa.Eastern Africa 0.242 Geography.Regions.Africa.Northern Africa 0.37 Geography.Regions.Africa.Southern Africa 0.439 Geography.Regions.Africa.Western Africa 0.319 Geography.Regions.Americas.Central America 0.59 Geography.Regions.Americas.North America 0.695 Geography.Regions.Americas.South America 0.707 Geography.Regions.Asia.Asia* 0.72 Geography.Regions.Asia.Central Asia 0.392 Geography.Regions.Asia.East Asia 0.667 Geography.Regions.Asia.North Asia 0.569 Geography.Regions.Asia.South Asia 0.835 Geography.Regions.Asia.Southeast Asia 0.69 Geography.Regions.Asia.West Asia 0.799 Geography.Regions.Europe.Eastern Europe 0.772 Geography.Regions.Europe.Europe* 0.658 Geography.Regions.Europe.Northern Europe 0.663 Geography.Regions.Europe.Southern Europe 0.684 Geography.Regions.Europe.Western Europe 0.67 Geography.Regions.Oceania 0.844 History and Society.Business and economics 0.314 History and Society.Education 0.47 History and Society.History 0.391 History and Society.Military and warfare 0.625 History and Society.Politics and government 0.736 History and Society.Society 0.501 History and Society.Transportation 0.824 STEM.Biology 0.939 STEM.Chemistry 0.333 STEM.Computing 0.198 STEM.Earth and environment 0.627 STEM.Engineering 0.606 STEM.Libraries & Information 0.245 STEM.Mathematics 0.099 STEM.Medicine & Health 0.559 STEM.Physics 0.168 STEM.STEM* 0.708 STEM.Space 0.817 STEM.Technology 0.213 ------------------------------------------- ----- !precision (micro=0.99, macro=0.996): ------------------------------------------- ----- Culture.Biography.Biography* 0.993 Culture.Biography.Women 0.997 Culture.Food and drink 0.999 Culture.Internet culture 0.999 Culture.Linguistics 0.998 Culture.Literature 0.996 Culture.Media.Books 0.999 Culture.Media.Entertainment 0.998 Culture.Media.Films 0.998 Culture.Media.Media* 0.99 Culture.Media.Music 0.995 Culture.Media.Radio 0.999 Culture.Media.Software 0.999 Culture.Media.Television 0.997 Culture.Media.Video games 0.999 Culture.Performing arts 0.999 Culture.Philosophy and religion 0.994 Culture.Sports 0.992 Culture.Visual arts.Architecture 0.997 Culture.Visual arts.Comics and Anime 0.999 Culture.Visual arts.Fashion 1 Culture.Visual arts.Visual arts* 0.995 Geography.Geographical 0.993 Geography.Regions.Africa.Africa* 0.998 Geography.Regions.Africa.Central Africa 1 Geography.Regions.Africa.Eastern Africa 1 Geography.Regions.Africa.Northern Africa 0.999 Geography.Regions.Africa.Southern Africa 1 Geography.Regions.Africa.Western Africa 1 Geography.Regions.Americas.Central America 0.998 Geography.Regions.Americas.North America 0.978 Geography.Regions.Americas.South America 0.998 Geography.Regions.Asia.Asia* 0.986 Geography.Regions.Asia.Central Asia 1 Geography.Regions.Asia.East Asia 0.996 Geography.Regions.Asia.North Asia 0.998 Geography.Regions.Asia.South Asia 0.995 Geography.Regions.Asia.Southeast Asia 0.998 Geography.Regions.Asia.West Asia 0.996 Geography.Regions.Europe.Eastern Europe 0.995 Geography.Regions.Europe.Europe* 0.977 Geography.Regions.Europe.Northern Europe 0.989 Geography.Regions.Europe.Southern Europe 0.995 Geography.Regions.Europe.Western Europe 0.993 Geography.Regions.Oceania 0.995 History and Society.Business and economics 0.995 History and Society.Education 0.996 History and Society.History 0.993 History and Society.Military and warfare 0.993 History and Society.Politics and government 0.987 History and Society.Society 0.994 History and Society.Transportation 0.996 STEM.Biology 0.992 STEM.Chemistry 0.999 STEM.Computing 0.998 STEM.Earth and environment 0.998 STEM.Engineering 0.998 STEM.Libraries & Information 1 STEM.Mathematics 1 STEM.Medicine & Health 0.997 STEM.Physics 0.999 STEM.STEM* 0.984 STEM.Space 0.999 STEM.Technology 0.997 ------------------------------------------- ----- f1 (micro=0.724, macro=0.593): ------------------------------------------- ----- Culture.Biography.Biography* 0.943 Culture.Biography.Women 0.626 Culture.Food and drink 0.475 Culture.Internet culture 0.605 Culture.Linguistics 0.743 Culture.Literature 0.696 Culture.Media.Books 0.713 Culture.Media.Entertainment 0.486 Culture.Media.Films 0.837 Culture.Media.Media* 0.747 Culture.Media.Music 0.795 Culture.Media.Radio 0.74 Culture.Media.Software 0.169 Culture.Media.Television 0.685 Culture.Media.Video games 0.821 Culture.Performing arts 0.511 Culture.Philosophy and religion 0.441 Culture.Sports 0.899 Culture.Visual arts.Architecture 0.701 Culture.Visual arts.Comics and Anime 0.524 Culture.Visual arts.Fashion 0.407 Culture.Visual arts.Visual arts* 0.637 Geography.Geographical 0.703 Geography.Regions.Africa.Africa* 0.606 Geography.Regions.Africa.Central Africa 0.357 Geography.Regions.Africa.Eastern Africa 0.351 Geography.Regions.Africa.Northern Africa 0.461 Geography.Regions.Africa.Southern Africa 0.547 Geography.Regions.Africa.Western Africa 0.442 Geography.Regions.Americas.Central America 0.573 Geography.Regions.Americas.North America 0.682 Geography.Regions.Americas.South America 0.71 Geography.Regions.Asia.Asia* 0.731 Geography.Regions.Asia.Central Asia 0.484 Geography.Regions.Asia.East Asia 0.666 Geography.Regions.Asia.North Asia 0.612 Geography.Regions.Asia.South Asia 0.762 Geography.Regions.Asia.Southeast Asia 0.658 Geography.Regions.Asia.West Asia 0.741 Geography.Regions.Europe.Eastern Europe 0.741 Geography.Regions.Europe.Europe* 0.696 Geography.Regions.Europe.Northern Europe 0.638 Geography.Regions.Europe.Southern Europe 0.666 Geography.Regions.Europe.Western Europe 0.66 Geography.Regions.Oceania 0.781 History and Society.Business and economics 0.377 History and Society.Education 0.493 History and Society.History 0.394 History and Society.Military and warfare 0.579 History and Society.Politics and government 0.624 History and Society.Society 0.402 History and Society.Transportation 0.777 STEM.Biology 0.851 STEM.Chemistry 0.423 STEM.Computing 0.278 STEM.Earth and environment 0.606 STEM.Engineering 0.608 STEM.Libraries & Information 0.338 STEM.Mathematics 0.153 STEM.Medicine & Health 0.519 STEM.Physics 0.24 STEM.STEM* 0.737 STEM.Space 0.766 STEM.Technology 0.287 ------------------------------------------- ----- !f1 (micro=0.99, macro=0.995): ------------------------------------------- ----- Culture.Biography.Biography* 0.992 Culture.Biography.Women 0.993 Culture.Food and drink 0.999 Culture.Internet culture 0.998 Culture.Linguistics 0.998 Culture.Literature 0.995 Culture.Media.Books 0.999 Culture.Media.Entertainment 0.998 Culture.Media.Films 0.998 Culture.Media.Media* 0.984 Culture.Media.Music 0.996 Culture.Media.Radio 0.999 Culture.Media.Software 0.997 Culture.Media.Television 0.997 Culture.Media.Video games 0.999 Culture.Performing arts 0.998 Culture.Philosophy and religion 0.994 Culture.Sports 0.994 Culture.Visual arts.Architecture 0.997 Culture.Visual arts.Comics and Anime 0.999 Culture.Visual arts.Fashion 0.999 Culture.Visual arts.Visual arts* 0.993 Geography.Geographical 0.994 Geography.Regions.Africa.Africa* 0.996 Geography.Regions.Africa.Central Africa 0.999 Geography.Regions.Africa.Eastern Africa 0.999 Geography.Regions.Africa.Northern Africa 0.999 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 0.979 Geography.Regions.Americas.South America 0.998 Geography.Regions.Asia.Asia* 0.985 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.996 Geography.Regions.Asia.North Asia 0.998 Geography.Regions.Asia.South Asia 0.996 Geography.Regions.Asia.Southeast Asia 0.998 Geography.Regions.Asia.West Asia 0.997 Geography.Regions.Europe.Eastern Europe 0.995 Geography.Regions.Europe.Europe* 0.972 Geography.Regions.Europe.Northern Europe 0.99 Geography.Regions.Europe.Southern Europe 0.995 Geography.Regions.Europe.Western Europe 0.993 Geography.Regions.Oceania 0.997 History and Society.Business and economics 0.992 History and Society.Education 0.996 History and Society.History 0.993 History and Society.Military and warfare 0.994 History and Society.Politics and government 0.991 History and Society.Society 0.996 History and Society.Transportation 0.997 STEM.Biology 0.995 STEM.Chemistry 0.999 STEM.Computing 0.997 STEM.Earth and environment 0.998 STEM.Engineering 0.998 STEM.Libraries & Information 0.999 STEM.Mathematics 0.999 STEM.Medicine & Health 0.997 STEM.Physics 0.999 STEM.STEM* 0.981 STEM.Space 0.999 STEM.Technology 0.994 ------------------------------------------- ----- accuracy (micro=0.981, macro=0.991): ------------------------------------------- ----- Culture.Biography.Biography* 0.986 Culture.Biography.Women 0.986 Culture.Food and drink 0.997 Culture.Internet culture 0.997 Culture.Linguistics 0.996 Culture.Literature 0.99 Culture.Media.Books 0.997 Culture.Media.Entertainment 0.996 Culture.Media.Films 0.996 Culture.Media.Media* 0.969 Culture.Media.Music 0.991 Culture.Media.Radio 0.999 Culture.Media.Software 0.994 Culture.Media.Television 0.994 Culture.Media.Video games 0.999 Culture.Performing arts 0.997 Culture.Philosophy and religion 0.989 Culture.Sports 0.988 Culture.Visual arts.Architecture 0.993 Culture.Visual arts.Comics and Anime 0.997 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.985 Geography.Geographical 0.988 Geography.Regions.Africa.Africa* 0.992 Geography.Regions.Africa.Central Africa 0.998 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 0.997 Geography.Regions.Americas.North America 0.961 Geography.Regions.Americas.South America 0.996 Geography.Regions.Asia.Asia* 0.971 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.992 Geography.Regions.Asia.North Asia 0.995 Geography.Regions.Asia.South Asia 0.993 Geography.Regions.Asia.Southeast Asia 0.996 Geography.Regions.Asia.West Asia 0.994 Geography.Regions.Europe.Eastern Europe 0.991 Geography.Regions.Europe.Europe* 0.948 Geography.Regions.Europe.Northern Europe 0.98 Geography.Regions.Europe.Southern Europe 0.991 Geography.Regions.Europe.Western Europe 0.986 Geography.Regions.Oceania 0.993 History and Society.Business and economics 0.985 History and Society.Education 0.992 History and Society.History 0.987 History and Society.Military and warfare 0.988 History and Society.Politics and government 0.982 History and Society.Society 0.992 History and Society.Transportation 0.993 STEM.Biology 0.991 STEM.Chemistry 0.997 STEM.Computing 0.993 STEM.Earth and environment 0.996 STEM.Engineering 0.995 STEM.Libraries & Information 0.999 STEM.Mathematics 0.998 STEM.Medicine & Health 0.994 STEM.Physics 0.998 STEM.STEM* 0.964 STEM.Space 0.998 STEM.Technology 0.989 ------------------------------------------- ----- fpr (micro=0.011, macro=0.005): ------------------------------------------- ----- Culture.Biography.Biography* 0.009 Culture.Biography.Women 0.011 Culture.Food and drink 0.001 Culture.Internet culture 0.002 Culture.Linguistics 0.001 Culture.Literature 0.006 Culture.Media.Books 0.002 Culture.Media.Entertainment 0.002 Culture.Media.Films 0.002 Culture.Media.Media* 0.022 Culture.Media.Music 0.004 Culture.Media.Radio 0.001 Culture.Media.Software 0.005 Culture.Media.Television 0.003 Culture.Media.Video games 0.001 Culture.Performing arts 0.002 Culture.Philosophy and religion 0.005 Culture.Sports 0.004 Culture.Visual arts.Architecture 0.004 Culture.Visual arts.Comics and Anime 0.002 Culture.Visual arts.Fashion 0.001 Culture.Visual arts.Visual arts* 0.009 Geography.Geographical 0.005 Geography.Regions.Africa.Africa* 0.006 Geography.Regions.Africa.Central Africa 0.001 Geography.Regions.Africa.Eastern Africa 0.001 Geography.Regions.Africa.Northern Africa 0.001 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 0.02 Geography.Regions.Americas.South America 0.002 Geography.Regions.Asia.Asia* 0.016 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 0.002 Geography.Regions.Asia.Southeast Asia 0.002 Geography.Regions.Asia.West Asia 0.002 Geography.Regions.Europe.Eastern Europe 0.004 Geography.Regions.Europe.Europe* 0.034 Geography.Regions.Europe.Northern Europe 0.009 Geography.Regions.Europe.Southern Europe 0.004 Geography.Regions.Europe.Western Europe 0.007 Geography.Regions.Oceania 0.002 History and Society.Business and economics 0.01 History and Society.Education 0.005 History and Society.History 0.007 History and Society.Military and warfare 0.005 History and Society.Politics and government 0.006 History and Society.Society 0.003 History and Society.Transportation 0.003 STEM.Biology 0.002 STEM.Chemistry 0.002 STEM.Computing 0.005 STEM.Earth and environment 0.002 STEM.Engineering 0.002 STEM.Libraries & Information 0.001 STEM.Mathematics 0.001 STEM.Medicine & Health 0.002 STEM.Physics 0.002 STEM.STEM* 0.022 STEM.Space 0.001 STEM.Technology 0.008 ------------------------------------------- ----- roc_auc (micro=0.963, macro=0.961): ------------------------------------------- ----- Culture.Biography.Biography* 0.984 Culture.Biography.Women 0.978 Culture.Food and drink 0.955 Culture.Internet culture 0.971 Culture.Linguistics 0.967 Culture.Literature 0.97 Culture.Media.Books 0.977 Culture.Media.Entertainment 0.956 Culture.Media.Films 0.976 Culture.Media.Media* 0.97 Culture.Media.Music 0.976 Culture.Media.Radio 0.965 Culture.Media.Software 0.96 Culture.Media.Television 0.97 Culture.Media.Video games 0.984 Culture.Performing arts 0.953 Culture.Philosophy and religion 0.927 Culture.Sports 0.978 Culture.Visual arts.Architecture 0.974 Culture.Visual arts.Comics and Anime 0.973 Culture.Visual arts.Fashion 0.962 Culture.Visual arts.Visual arts* 0.96 Geography.Geographical 0.963 Geography.Regions.Africa.Africa* 0.967 Geography.Regions.Africa.Central Africa 0.964 Geography.Regions.Africa.Eastern Africa 0.966 Geography.Regions.Africa.Northern Africa 0.963 Geography.Regions.Africa.Southern Africa 0.965 Geography.Regions.Africa.Western Africa 0.97 Geography.Regions.Americas.Central America 0.949 Geography.Regions.Americas.North America 0.955 Geography.Regions.Americas.South America 0.968 Geography.Regions.Asia.Asia* 0.958 Geography.Regions.Asia.Central Asia 0.961 Geography.Regions.Asia.East Asia 0.958 Geography.Regions.Asia.North Asia 0.956 Geography.Regions.Asia.South Asia 0.963 Geography.Regions.Asia.Southeast Asia 0.956 Geography.Regions.Asia.West Asia 0.961 Geography.Regions.Europe.Eastern Europe 0.96 Geography.Regions.Europe.Europe* 0.951 Geography.Regions.Europe.Northern Europe 0.957 Geography.Regions.Europe.Southern Europe 0.959 Geography.Regions.Europe.Western Europe 0.96 Geography.Regions.Oceania 0.966 History and Society.Business and economics 0.948 History and Society.Education 0.955 History and Society.History 0.932 History and Society.Military and warfare 0.945 History and Society.Politics and government 0.937 History and Society.Society 0.891 History and Society.Transportation 0.97 STEM.Biology 0.966 STEM.Chemistry 0.97 STEM.Computing 0.964 STEM.Earth and environment 0.954 STEM.Engineering 0.956 STEM.Libraries & Information 0.958 STEM.Mathematics 0.965 STEM.Medicine & Health 0.948 STEM.Physics 0.963 STEM.STEM* 0.965 STEM.Space 0.969 STEM.Technology 0.942 ------------------------------------------- ----- pr_auc (micro=0.746, macro=0.576): ------------------------------------------- ----- Culture.Biography.Biography* 0.962 Culture.Biography.Women 0.614 Culture.Food and drink 0.369 Culture.Internet culture 0.701 Culture.Linguistics 0.727 Culture.Literature 0.757 Culture.Media.Books 0.737 Culture.Media.Entertainment 0.459 Culture.Media.Films 0.847 Culture.Media.Media* 0.828 Culture.Media.Music 0.819 Culture.Media.Radio 0.755 Culture.Media.Software 0.104 Culture.Media.Television 0.672 Culture.Media.Video games 0.843 Culture.Performing arts 0.463 Culture.Philosophy and religion 0.354 Culture.Sports 0.938 Culture.Visual arts.Architecture 0.73 Culture.Visual arts.Comics and Anime 0.597 Culture.Visual arts.Fashion 0.328 Culture.Visual arts.Visual arts* 0.679 Geography.Geographical 0.726 Geography.Regions.Africa.Africa* 0.652 Geography.Regions.Africa.Central Africa 0.324 Geography.Regions.Africa.Eastern Africa 0.261 Geography.Regions.Africa.Northern Africa 0.459 Geography.Regions.Africa.Southern Africa 0.49 Geography.Regions.Africa.Western Africa 0.345 Geography.Regions.Americas.Central America 0.495 Geography.Regions.Americas.North America 0.756 Geography.Regions.Americas.South America 0.715 Geography.Regions.Asia.Asia* 0.775 Geography.Regions.Asia.Central Asia 0.431 Geography.Regions.Asia.East Asia 0.639 Geography.Regions.Asia.North Asia 0.585 Geography.Regions.Asia.South Asia 0.748 Geography.Regions.Asia.Southeast Asia 0.611 Geography.Regions.Asia.West Asia 0.665 Geography.Regions.Europe.Eastern Europe 0.741 Geography.Regions.Europe.Europe* 0.754 Geography.Regions.Europe.Northern Europe 0.681 Geography.Regions.Europe.Southern Europe 0.656 Geography.Regions.Europe.Western Europe 0.633 Geography.Regions.Oceania 0.781 History and Society.Business and economics 0.296 History and Society.Education 0.424 History and Society.History 0.33 History and Society.Military and warfare 0.541 History and Society.Politics and government 0.648 History and Society.Society 0.351 History and Society.Transportation 0.768 STEM.Biology 0.836 STEM.Chemistry 0.391 STEM.Computing 0.178 STEM.Earth and environment 0.582 STEM.Engineering 0.522 STEM.Libraries & Information 0.284 STEM.Mathematics 0.111 STEM.Medicine & Health 0.434 STEM.Physics 0.154 STEM.STEM* 0.825 STEM.Space 0.747 STEM.Technology 0.218 ------------------------------------------- ----- - 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'}}}}}