Model Information: - type: Fasttext - 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, 'loss': 'ova', 'epoch': 25, 'dim': 50, 'lr': 0.1, 'pretrainedVectors': 'word2vec/wikidata-20200501-learned_vectors.50_cell.vec', 'minCount': 1000000, '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 --> 23140 622 915 39284 'Culture.Biography.Women' 4536 --> 3539 982 997 58443 'Culture.Food and drink' 449 --> 201 51 248 63461 'Culture.Internet culture' 809 --> 497 91 312 63061 'Culture.Linguistics' 692 --> 415 48 277 63221 'Culture.Literature' 3336 --> 2340 406 996 60219 'Culture.Media.Books' 1103 --> 897 105 206 62753 'Culture.Media.Entertainment' 961 --> 487 169 474 62831 'Culture.Media.Films' 2409 --> 2164 152 245 61400 'Culture.Media.Media*' 10759 --> 8944 1075 1815 52127 'Culture.Media.Music' 3679 --> 3068 423 611 59859 'Culture.Media.Radio' 424 --> 310 25 114 63512 'Culture.Media.Software' 420 --> 108 117 312 63424 'Culture.Media.Television' 1599 --> 1150 160 449 62202 'Culture.Media.Video games' 544 --> 438 27 106 63390 'Culture.Performing arts' 701 --> 384 104 317 63156 'Culture.Philosophy and religion' 2427 --> 1135 431 1292 61103 'Culture.Sports' 10986 --> 10207 455 779 52520 'Culture.Visual arts.Architecture' 2699 --> 2002 363 697 60899 'Culture.Visual arts.Comics and Anime' 565 --> 349 86 216 63310 'Culture.Visual arts.Fashion' 232 --> 109 49 123 63680 'Culture.Visual arts.Visual arts*' 4318 --> 3021 659 1297 58984 'Geography.Geographical' 4073 --> 2834 538 1239 59350 'Geography.Regions.Africa.Africa*' 1625 --> 962 238 663 62098 'Geography.Regions.Africa.Central Africa' 126 --> 70 24 56 63811 'Geography.Regions.Africa.Eastern Africa' 111 --> 60 21 51 63829 'Geography.Regions.Africa.Northern Africa' 339 --> 176 56 163 63566 'Geography.Regions.Africa.Southern Africa' 323 --> 187 49 136 63589 'Geography.Regions.Africa.Western Africa' 147 --> 67 32 80 63782 'Geography.Regions.Americas.Central America' 593 --> 295 118 298 63250 'Geography.Regions.Americas.North America' 9857 --> 7008 1659 2849 52445 'Geography.Regions.Americas.South America' 1078 --> 743 199 335 62684 'Geography.Regions.Asia.Asia*' 12162 --> 9309 1186 2853 50613 'Geography.Regions.Asia.Central Asia' 178 --> 91 30 87 63753 'Geography.Regions.Asia.East Asia' 2939 --> 2090 378 849 60644 'Geography.Regions.Asia.North Asia' 2064 --> 1511 232 553 61665 'Geography.Regions.Asia.South Asia' 3349 --> 2532 230 817 60382 'Geography.Regions.Asia.Southeast Asia' 1363 --> 877 126 486 62472 'Geography.Regions.Asia.West Asia' 2470 --> 1795 159 675 61332 'Geography.Regions.Europe.Eastern Europe' 4564 --> 3664 385 900 59012 'Geography.Regions.Europe.Europe*' 18641 --> 14734 2680 3907 42640 'Geography.Regions.Europe.Northern Europe' 6659 --> 4547 917 2112 56385 'Geography.Regions.Europe.Southern Europe' 3146 --> 2148 494 998 60321 'Geography.Regions.Europe.Western Europe' 4661 --> 3495 699 1166 58601 'Geography.Regions.Oceania' 3345 --> 2545 230 800 60386 'History and Society.Business and economics' 2170 --> 1009 474 1161 61317 'History and Society.Education' 1576 --> 792 282 784 62103 'History and Society.History' 2897 --> 1197 569 1700 60495 'History and Society.Military and warfare' 3229 --> 1889 452 1340 60280 'History and Society.Politics and government' 5772 --> 3619 549 2153 57640 'History and Society.Society' 2132 --> 813 290 1319 61539 'History and Society.Transportation' 3138 --> 2396 227 742 60596 'STEM.Biology' 5253 --> 4606 147 647 58561 'STEM.Chemistry' 293 --> 127 57 166 63611 'STEM.Computing' 557 --> 225 95 332 63309 'STEM.Earth and environment' 1077 --> 656 113 421 62771 'STEM.Engineering' 1635 --> 1056 146 579 62180 'STEM.Libraries & Information' 191 --> 90 45 101 63725 'STEM.Mathematics' 87 --> 10 26 77 63848 'STEM.Medicine & Health' 1026 --> 466 143 560 62792 'STEM.Physics' 204 --> 65 47 139 63710 'STEM.STEM*' 11153 --> 8274 656 2879 52152 'STEM.Space' 494 --> 344 33 150 63434 'STEM.Technology' 1350 --> 463 252 887 62359 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=0.132, macro=0.043): ------------------------------------------- ----- Culture.Biography.Biography* 0.372 Culture.Biography.Women 0.071 Culture.Food and drink 0.004 Culture.Internet culture 0.009 Culture.Linguistics 0.007 Culture.Literature 0.043 Culture.Media.Books 0.016 Culture.Media.Entertainment 0.01 Culture.Media.Films 0.036 Culture.Media.Media* 0.157 Culture.Media.Music 0.055 Culture.Media.Radio 0.005 Culture.Media.Software 0.004 Culture.Media.Television 0.02 Culture.Media.Video games 0.007 Culture.Performing arts 0.008 Culture.Philosophy and religion 0.024 Culture.Sports 0.167 Culture.Visual arts.Architecture 0.037 Culture.Visual arts.Comics and Anime 0.007 Culture.Visual arts.Fashion 0.002 Culture.Visual arts.Visual arts* 0.058 Geography.Geographical 0.053 Geography.Regions.Africa.Africa* 0.019 Geography.Regions.Africa.Central Africa 0.001 Geography.Regions.Africa.Eastern Africa 0.001 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 0.006 Geography.Regions.Americas.North America 0.136 Geography.Regions.Americas.South America 0.015 Geography.Regions.Asia.Asia* 0.164 Geography.Regions.Asia.Central Asia 0.002 Geography.Regions.Asia.East Asia 0.039 Geography.Regions.Asia.North Asia 0.027 Geography.Regions.Asia.South Asia 0.043 Geography.Regions.Asia.Southeast Asia 0.016 Geography.Regions.Asia.West Asia 0.031 Geography.Regions.Europe.Eastern Europe 0.063 Geography.Regions.Europe.Europe* 0.272 Geography.Regions.Europe.Northern Europe 0.085 Geography.Regions.Europe.Southern Europe 0.041 Geography.Regions.Europe.Western Europe 0.066 Geography.Regions.Oceania 0.043 History and Society.Business and economics 0.023 History and Society.Education 0.017 History and Society.History 0.028 History and Society.Military and warfare 0.037 History and Society.Politics and government 0.065 History and Society.Society 0.017 History and Society.Transportation 0.041 STEM.Biology 0.074 STEM.Chemistry 0.003 STEM.Computing 0.005 STEM.Earth and environment 0.012 STEM.Engineering 0.019 STEM.Libraries & Information 0.002 STEM.Mathematics 0.001 STEM.Medicine & Health 0.01 STEM.Physics 0.002 STEM.STEM* 0.14 STEM.Space 0.006 STEM.Technology 0.011 ------------------------------------------- ----- filter_rate (micro=0.868, macro=0.957): ------------------------------------------- ----- Culture.Biography.Biography* 0.628 Culture.Biography.Women 0.929 Culture.Food and drink 0.996 Culture.Internet culture 0.991 Culture.Linguistics 0.993 Culture.Literature 0.957 Culture.Media.Books 0.984 Culture.Media.Entertainment 0.99 Culture.Media.Films 0.964 Culture.Media.Media* 0.843 Culture.Media.Music 0.945 Culture.Media.Radio 0.995 Culture.Media.Software 0.996 Culture.Media.Television 0.98 Culture.Media.Video games 0.993 Culture.Performing arts 0.992 Culture.Philosophy and religion 0.976 Culture.Sports 0.833 Culture.Visual arts.Architecture 0.963 Culture.Visual arts.Comics and Anime 0.993 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.942 Geography.Geographical 0.947 Geography.Regions.Africa.Africa* 0.981 Geography.Regions.Africa.Central Africa 0.999 Geography.Regions.Africa.Eastern Africa 0.999 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 0.994 Geography.Regions.Americas.North America 0.864 Geography.Regions.Americas.South America 0.985 Geography.Regions.Asia.Asia* 0.836 Geography.Regions.Asia.Central Asia 0.998 Geography.Regions.Asia.East Asia 0.961 Geography.Regions.Asia.North Asia 0.973 Geography.Regions.Asia.South Asia 0.957 Geography.Regions.Asia.Southeast Asia 0.984 Geography.Regions.Asia.West Asia 0.969 Geography.Regions.Europe.Eastern Europe 0.937 Geography.Regions.Europe.Europe* 0.728 Geography.Regions.Europe.Northern Europe 0.915 Geography.Regions.Europe.Southern Europe 0.959 Geography.Regions.Europe.Western Europe 0.934 Geography.Regions.Oceania 0.957 History and Society.Business and economics 0.977 History and Society.Education 0.983 History and Society.History 0.972 History and Society.Military and warfare 0.963 History and Society.Politics and government 0.935 History and Society.Society 0.983 History and Society.Transportation 0.959 STEM.Biology 0.926 STEM.Chemistry 0.997 STEM.Computing 0.995 STEM.Earth and environment 0.988 STEM.Engineering 0.981 STEM.Libraries & Information 0.998 STEM.Mathematics 0.999 STEM.Medicine & Health 0.99 STEM.Physics 0.998 STEM.STEM* 0.86 STEM.Space 0.994 STEM.Technology 0.989 ------------------------------------------- ----- recall (micro=0.752, macro=0.625): ------------------------------------------- ----- Culture.Biography.Biography* 0.962 Culture.Biography.Women 0.78 Culture.Food and drink 0.448 Culture.Internet culture 0.614 Culture.Linguistics 0.6 Culture.Literature 0.701 Culture.Media.Books 0.813 Culture.Media.Entertainment 0.507 Culture.Media.Films 0.898 Culture.Media.Media* 0.831 Culture.Media.Music 0.834 Culture.Media.Radio 0.731 Culture.Media.Software 0.257 Culture.Media.Television 0.719 Culture.Media.Video games 0.805 Culture.Performing arts 0.548 Culture.Philosophy and religion 0.468 Culture.Sports 0.929 Culture.Visual arts.Architecture 0.742 Culture.Visual arts.Comics and Anime 0.618 Culture.Visual arts.Fashion 0.47 Culture.Visual arts.Visual arts* 0.7 Geography.Geographical 0.696 Geography.Regions.Africa.Africa* 0.592 Geography.Regions.Africa.Central Africa 0.556 Geography.Regions.Africa.Eastern Africa 0.541 Geography.Regions.Africa.Northern Africa 0.519 Geography.Regions.Africa.Southern Africa 0.579 Geography.Regions.Africa.Western Africa 0.456 Geography.Regions.Americas.Central America 0.497 Geography.Regions.Americas.North America 0.711 Geography.Regions.Americas.South America 0.689 Geography.Regions.Asia.Asia* 0.765 Geography.Regions.Asia.Central Asia 0.511 Geography.Regions.Asia.East Asia 0.711 Geography.Regions.Asia.North Asia 0.732 Geography.Regions.Asia.South Asia 0.756 Geography.Regions.Asia.Southeast Asia 0.643 Geography.Regions.Asia.West Asia 0.727 Geography.Regions.Europe.Eastern Europe 0.803 Geography.Regions.Europe.Europe* 0.79 Geography.Regions.Europe.Northern Europe 0.683 Geography.Regions.Europe.Southern Europe 0.683 Geography.Regions.Europe.Western Europe 0.75 Geography.Regions.Oceania 0.761 History and Society.Business and economics 0.465 History and Society.Education 0.503 History and Society.History 0.413 History and Society.Military and warfare 0.585 History and Society.Politics and government 0.627 History and Society.Society 0.381 History and Society.Transportation 0.764 STEM.Biology 0.877 STEM.Chemistry 0.433 STEM.Computing 0.404 STEM.Earth and environment 0.609 STEM.Engineering 0.646 STEM.Libraries & Information 0.471 STEM.Mathematics 0.115 STEM.Medicine & Health 0.454 STEM.Physics 0.319 STEM.STEM* 0.742 STEM.Space 0.696 STEM.Technology 0.343 ------------------------------------------- ----- !recall (micro=0.984, macro=0.994): ------------------------------------------- ----- Culture.Biography.Biography* 0.984 Culture.Biography.Women 0.983 Culture.Food and drink 0.999 Culture.Internet culture 0.999 Culture.Linguistics 0.999 Culture.Literature 0.993 Culture.Media.Books 0.998 Culture.Media.Entertainment 0.997 Culture.Media.Films 0.998 Culture.Media.Media* 0.98 Culture.Media.Music 0.993 Culture.Media.Radio 1 Culture.Media.Software 0.998 Culture.Media.Television 0.997 Culture.Media.Video games 1 Culture.Performing arts 0.998 Culture.Philosophy and religion 0.993 Culture.Sports 0.991 Culture.Visual arts.Architecture 0.994 Culture.Visual arts.Comics and Anime 0.999 Culture.Visual arts.Fashion 0.999 Culture.Visual arts.Visual arts* 0.989 Geography.Geographical 0.991 Geography.Regions.Africa.Africa* 0.996 Geography.Regions.Africa.Central Africa 1 Geography.Regions.Africa.Eastern Africa 1 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 0.998 Geography.Regions.Americas.North America 0.969 Geography.Regions.Americas.South America 0.997 Geography.Regions.Asia.Asia* 0.977 Geography.Regions.Asia.Central Asia 1 Geography.Regions.Asia.East Asia 0.994 Geography.Regions.Asia.North Asia 0.996 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 0.994 Geography.Regions.Europe.Europe* 0.941 Geography.Regions.Europe.Northern Europe 0.984 Geography.Regions.Europe.Southern Europe 0.992 Geography.Regions.Europe.Western Europe 0.988 Geography.Regions.Oceania 0.996 History and Society.Business and economics 0.992 History and Society.Education 0.995 History and Society.History 0.991 History and Society.Military and warfare 0.993 History and Society.Politics and government 0.991 History and Society.Society 0.995 History and Society.Transportation 0.996 STEM.Biology 0.997 STEM.Chemistry 0.999 STEM.Computing 0.999 STEM.Earth and environment 0.998 STEM.Engineering 0.998 STEM.Libraries & Information 0.999 STEM.Mathematics 1 STEM.Medicine & Health 0.998 STEM.Physics 0.999 STEM.STEM* 0.988 STEM.Space 0.999 STEM.Technology 0.996 ------------------------------------------- ----- precision (micro=0.87, macro=0.805): ------------------------------------------- ----- Culture.Biography.Biography* 0.974 Culture.Biography.Women 0.783 Culture.Food and drink 0.798 Culture.Internet culture 0.845 Culture.Linguistics 0.896 Culture.Literature 0.852 Culture.Media.Books 0.895 Culture.Media.Entertainment 0.742 Culture.Media.Films 0.934 Culture.Media.Media* 0.893 Culture.Media.Music 0.879 Culture.Media.Radio 0.925 Culture.Media.Software 0.48 Culture.Media.Television 0.878 Culture.Media.Video games 0.942 Culture.Performing arts 0.787 Culture.Philosophy and religion 0.725 Culture.Sports 0.957 Culture.Visual arts.Architecture 0.847 Culture.Visual arts.Comics and Anime 0.802 Culture.Visual arts.Fashion 0.69 Culture.Visual arts.Visual arts* 0.821 Geography.Geographical 0.84 Geography.Regions.Africa.Africa* 0.802 Geography.Regions.Africa.Central Africa 0.745 Geography.Regions.Africa.Eastern Africa 0.741 Geography.Regions.Africa.Northern Africa 0.759 Geography.Regions.Africa.Southern Africa 0.792 Geography.Regions.Africa.Western Africa 0.677 Geography.Regions.Americas.Central America 0.714 Geography.Regions.Americas.North America 0.809 Geography.Regions.Americas.South America 0.789 Geography.Regions.Asia.Asia* 0.887 Geography.Regions.Asia.Central Asia 0.752 Geography.Regions.Asia.East Asia 0.847 Geography.Regions.Asia.North Asia 0.867 Geography.Regions.Asia.South Asia 0.917 Geography.Regions.Asia.Southeast Asia 0.874 Geography.Regions.Asia.West Asia 0.919 Geography.Regions.Europe.Eastern Europe 0.905 Geography.Regions.Europe.Europe* 0.846 Geography.Regions.Europe.Northern Europe 0.832 Geography.Regions.Europe.Southern Europe 0.813 Geography.Regions.Europe.Western Europe 0.833 Geography.Regions.Oceania 0.917 History and Society.Business and economics 0.68 History and Society.Education 0.737 History and Society.History 0.678 History and Society.Military and warfare 0.807 History and Society.Politics and government 0.868 History and Society.Society 0.737 History and Society.Transportation 0.913 STEM.Biology 0.969 STEM.Chemistry 0.69 STEM.Computing 0.703 STEM.Earth and environment 0.853 STEM.Engineering 0.879 STEM.Libraries & Information 0.667 STEM.Mathematics 0.278 STEM.Medicine & Health 0.765 STEM.Physics 0.58 STEM.STEM* 0.927 STEM.Space 0.912 STEM.Technology 0.648 ------------------------------------------- ----- !precision (micro=0.97, macro=0.986): ------------------------------------------- ----- Culture.Biography.Biography* 0.977 Culture.Biography.Women 0.983 Culture.Food and drink 0.996 Culture.Internet culture 0.995 Culture.Linguistics 0.996 Culture.Literature 0.984 Culture.Media.Books 0.997 Culture.Media.Entertainment 0.993 Culture.Media.Films 0.996 Culture.Media.Media* 0.966 Culture.Media.Music 0.99 Culture.Media.Radio 0.998 Culture.Media.Software 0.995 Culture.Media.Television 0.993 Culture.Media.Video games 0.998 Culture.Performing arts 0.995 Culture.Philosophy and religion 0.979 Culture.Sports 0.985 Culture.Visual arts.Architecture 0.989 Culture.Visual arts.Comics and Anime 0.997 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.978 Geography.Geographical 0.98 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 0.998 Geography.Regions.Africa.Western Africa 0.999 Geography.Regions.Americas.Central America 0.995 Geography.Regions.Americas.North America 0.948 Geography.Regions.Americas.South America 0.995 Geography.Regions.Asia.Asia* 0.947 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.986 Geography.Regions.Asia.North Asia 0.991 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 0.985 Geography.Regions.Europe.Europe* 0.916 Geography.Regions.Europe.Northern Europe 0.964 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 0.988 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 0.979 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* 0.948 STEM.Space 0.998 STEM.Technology 0.986 ------------------------------------------- ----- f1 (micro=0.803, macro=0.699): ------------------------------------------- ----- Culture.Biography.Biography* 0.968 Culture.Biography.Women 0.781 Culture.Food and drink 0.573 Culture.Internet culture 0.712 Culture.Linguistics 0.719 Culture.Literature 0.769 Culture.Media.Books 0.852 Culture.Media.Entertainment 0.602 Culture.Media.Films 0.916 Culture.Media.Media* 0.861 Culture.Media.Music 0.856 Culture.Media.Radio 0.817 Culture.Media.Software 0.335 Culture.Media.Television 0.791 Culture.Media.Video games 0.868 Culture.Performing arts 0.646 Culture.Philosophy and religion 0.568 Culture.Sports 0.943 Culture.Visual arts.Architecture 0.791 Culture.Visual arts.Comics and Anime 0.698 Culture.Visual arts.Fashion 0.559 Culture.Visual arts.Visual arts* 0.755 Geography.Geographical 0.761 Geography.Regions.Africa.Africa* 0.681 Geography.Regions.Africa.Central Africa 0.636 Geography.Regions.Africa.Eastern Africa 0.625 Geography.Regions.Africa.Northern Africa 0.616 Geography.Regions.Africa.Southern Africa 0.669 Geography.Regions.Africa.Western Africa 0.545 Geography.Regions.Americas.Central America 0.586 Geography.Regions.Americas.North America 0.757 Geography.Regions.Americas.South America 0.736 Geography.Regions.Asia.Asia* 0.822 Geography.Regions.Asia.Central Asia 0.609 Geography.Regions.Asia.East Asia 0.773 Geography.Regions.Asia.North Asia 0.794 Geography.Regions.Asia.South Asia 0.829 Geography.Regions.Asia.Southeast Asia 0.741 Geography.Regions.Asia.West Asia 0.811 Geography.Regions.Europe.Eastern Europe 0.851 Geography.Regions.Europe.Europe* 0.817 Geography.Regions.Europe.Northern Europe 0.75 Geography.Regions.Europe.Southern Europe 0.742 Geography.Regions.Europe.Western Europe 0.789 Geography.Regions.Oceania 0.832 History and Society.Business and economics 0.552 History and Society.Education 0.598 History and Society.History 0.513 History and Society.Military and warfare 0.678 History and Society.Politics and government 0.728 History and Society.Society 0.503 History and Society.Transportation 0.832 STEM.Biology 0.921 STEM.Chemistry 0.532 STEM.Computing 0.513 STEM.Earth and environment 0.711 STEM.Engineering 0.744 STEM.Libraries & Information 0.552 STEM.Mathematics 0.163 STEM.Medicine & Health 0.57 STEM.Physics 0.411 STEM.STEM* 0.824 STEM.Space 0.79 STEM.Technology 0.448 ------------------------------------------- ----- !f1 (micro=0.977, macro=0.99): ------------------------------------------- ----- Culture.Biography.Biography* 0.981 Culture.Biography.Women 0.983 Culture.Food and drink 0.998 Culture.Internet culture 0.997 Culture.Linguistics 0.997 Culture.Literature 0.988 Culture.Media.Books 0.998 Culture.Media.Entertainment 0.995 Culture.Media.Films 0.997 Culture.Media.Media* 0.973 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 0.997 Culture.Philosophy and religion 0.986 Culture.Sports 0.988 Culture.Visual arts.Architecture 0.991 Culture.Visual arts.Comics and Anime 0.998 Culture.Visual arts.Fashion 0.999 Culture.Visual arts.Visual arts* 0.984 Geography.Geographical 0.985 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 0.999 Geography.Regions.Africa.Western Africa 0.999 Geography.Regions.Americas.Central America 0.997 Geography.Regions.Americas.North America 0.959 Geography.Regions.Americas.South America 0.996 Geography.Regions.Asia.Asia* 0.962 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.99 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* 0.928 Geography.Regions.Europe.Northern Europe 0.974 Geography.Regions.Europe.Southern Europe 0.988 Geography.Regions.Europe.Western Europe 0.984 Geography.Regions.Oceania 0.992 History and Society.Business and economics 0.987 History and Society.Education 0.991 History and Society.History 0.982 History and Society.Military and warfare 0.985 History and Society.Politics and government 0.977 History and Society.Society 0.987 History and Society.Transportation 0.992 STEM.Biology 0.993 STEM.Chemistry 0.998 STEM.Computing 0.997 STEM.Earth and environment 0.996 STEM.Engineering 0.994 STEM.Libraries & Information 0.999 STEM.Mathematics 0.999 STEM.Medicine & Health 0.994 STEM.Physics 0.999 STEM.STEM* 0.967 STEM.Space 0.999 STEM.Technology 0.991 ------------------------------------------- ----- accuracy (micro=0.963, macro=0.982): ------------------------------------------- ----- Culture.Biography.Biography* 0.976 Culture.Biography.Women 0.969 Culture.Food and drink 0.995 Culture.Internet culture 0.994 Culture.Linguistics 0.995 Culture.Literature 0.978 Culture.Media.Books 0.995 Culture.Media.Entertainment 0.99 Culture.Media.Films 0.994 Culture.Media.Media* 0.955 Culture.Media.Music 0.984 Culture.Media.Radio 0.998 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 0.973 Culture.Sports 0.981 Culture.Visual arts.Architecture 0.983 Culture.Visual arts.Comics and Anime 0.995 Culture.Visual arts.Fashion 0.997 Culture.Visual arts.Visual arts* 0.969 Geography.Geographical 0.972 Geography.Regions.Africa.Africa* 0.986 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 0.993 Geography.Regions.Americas.North America 0.93 Geography.Regions.Americas.South America 0.992 Geography.Regions.Asia.Asia* 0.937 Geography.Regions.Asia.Central Asia 0.998 Geography.Regions.Asia.East Asia 0.981 Geography.Regions.Asia.North Asia 0.988 Geography.Regions.Asia.South Asia 0.984 Geography.Regions.Asia.Southeast Asia 0.99 Geography.Regions.Asia.West Asia 0.987 Geography.Regions.Europe.Eastern Europe 0.98 Geography.Regions.Europe.Europe* 0.897 Geography.Regions.Europe.Northern Europe 0.953 Geography.Regions.Europe.Southern Europe 0.977 Geography.Regions.Europe.Western Europe 0.971 Geography.Regions.Oceania 0.984 History and Society.Business and economics 0.974 History and Society.Education 0.983 History and Society.History 0.965 History and Society.Military and warfare 0.972 History and Society.Politics and government 0.958 History and Society.Society 0.975 History and Society.Transportation 0.985 STEM.Biology 0.988 STEM.Chemistry 0.997 STEM.Computing 0.993 STEM.Earth and environment 0.992 STEM.Engineering 0.989 STEM.Libraries & Information 0.998 STEM.Mathematics 0.998 STEM.Medicine & Health 0.989 STEM.Physics 0.997 STEM.STEM* 0.945 STEM.Space 0.997 STEM.Technology 0.982 ------------------------------------------- ----- fpr (micro=0.016, macro=0.006): ------------------------------------------- ----- Culture.Biography.Biography* 0.016 Culture.Biography.Women 0.017 Culture.Food and drink 0.001 Culture.Internet culture 0.001 Culture.Linguistics 0.001 Culture.Literature 0.007 Culture.Media.Books 0.002 Culture.Media.Entertainment 0.003 Culture.Media.Films 0.002 Culture.Media.Media* 0.02 Culture.Media.Music 0.007 Culture.Media.Radio 0 Culture.Media.Software 0.002 Culture.Media.Television 0.003 Culture.Media.Video games 0 Culture.Performing arts 0.002 Culture.Philosophy and religion 0.007 Culture.Sports 0.009 Culture.Visual arts.Architecture 0.006 Culture.Visual arts.Comics and Anime 0.001 Culture.Visual arts.Fashion 0.001 Culture.Visual arts.Visual arts* 0.011 Geography.Geographical 0.009 Geography.Regions.Africa.Africa* 0.004 Geography.Regions.Africa.Central Africa 0 Geography.Regions.Africa.Eastern Africa 0 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 0.002 Geography.Regions.Americas.North America 0.031 Geography.Regions.Americas.South America 0.003 Geography.Regions.Asia.Asia* 0.023 Geography.Regions.Asia.Central Asia 0 Geography.Regions.Asia.East Asia 0.006 Geography.Regions.Asia.North Asia 0.004 Geography.Regions.Asia.South Asia 0.004 Geography.Regions.Asia.Southeast Asia 0.002 Geography.Regions.Asia.West Asia 0.003 Geography.Regions.Europe.Eastern Europe 0.006 Geography.Regions.Europe.Europe* 0.059 Geography.Regions.Europe.Northern Europe 0.016 Geography.Regions.Europe.Southern Europe 0.008 Geography.Regions.Europe.Western Europe 0.012 Geography.Regions.Oceania 0.004 History and Society.Business and economics 0.008 History and Society.Education 0.005 History and Society.History 0.009 History and Society.Military and warfare 0.007 History and Society.Politics and government 0.009 History and Society.Society 0.005 History and Society.Transportation 0.004 STEM.Biology 0.003 STEM.Chemistry 0.001 STEM.Computing 0.001 STEM.Earth and environment 0.002 STEM.Engineering 0.002 STEM.Libraries & Information 0.001 STEM.Mathematics 0 STEM.Medicine & Health 0.002 STEM.Physics 0.001 STEM.STEM* 0.012 STEM.Space 0.001 STEM.Technology 0.004 ------------------------------------------- ----- roc_auc (micro=0.964, macro=0.958): ------------------------------------------- ----- Culture.Biography.Biography* 0.987 Culture.Biography.Women 0.974 Culture.Food and drink 0.949 Culture.Internet culture 0.962 Culture.Linguistics 0.964 Culture.Literature 0.969 Culture.Media.Books 0.978 Culture.Media.Entertainment 0.949 Culture.Media.Films 0.981 Culture.Media.Media* 0.974 Culture.Media.Music 0.982 Culture.Media.Radio 0.967 Culture.Media.Software 0.953 Culture.Media.Television 0.968 Culture.Media.Video games 0.976 Culture.Performing arts 0.953 Culture.Philosophy and religion 0.933 Culture.Sports 0.985 Culture.Visual arts.Architecture 0.977 Culture.Visual arts.Comics and Anime 0.97 Culture.Visual arts.Fashion 0.941 Culture.Visual arts.Visual arts* 0.964 Geography.Geographical 0.964 Geography.Regions.Africa.Africa* 0.944 Geography.Regions.Africa.Central Africa 0.958 Geography.Regions.Africa.Eastern Africa 0.937 Geography.Regions.Africa.Northern Africa 0.936 Geography.Regions.Africa.Southern Africa 0.953 Geography.Regions.Africa.Western Africa 0.95 Geography.Regions.Americas.Central America 0.932 Geography.Regions.Americas.North America 0.954 Geography.Regions.Americas.South America 0.957 Geography.Regions.Asia.Asia* 0.959 Geography.Regions.Asia.Central Asia 0.945 Geography.Regions.Asia.East Asia 0.962 Geography.Regions.Asia.North Asia 0.959 Geography.Regions.Asia.South Asia 0.971 Geography.Regions.Asia.Southeast Asia 0.948 Geography.Regions.Asia.West Asia 0.966 Geography.Regions.Europe.Eastern Europe 0.968 Geography.Regions.Europe.Europe* 0.95 Geography.Regions.Europe.Northern Europe 0.957 Geography.Regions.Europe.Southern Europe 0.96 Geography.Regions.Europe.Western Europe 0.966 Geography.Regions.Oceania 0.965 History and Society.Business and economics 0.947 History and Society.Education 0.947 History and Society.History 0.921 History and Society.Military and warfare 0.944 History and Society.Politics and government 0.941 History and Society.Society 0.891 History and Society.Transportation 0.975 STEM.Biology 0.985 STEM.Chemistry 0.964 STEM.Computing 0.959 STEM.Earth and environment 0.959 STEM.Engineering 0.964 STEM.Libraries & Information 0.953 STEM.Mathematics 0.93 STEM.Medicine & Health 0.949 STEM.Physics 0.952 STEM.STEM* 0.969 STEM.Space 0.978 STEM.Technology 0.937 ------------------------------------------- ----- pr_auc (micro=0.849, macro=0.714): ------------------------------------------- ----- Culture.Biography.Biography* 0.986 Culture.Biography.Women 0.821 Culture.Food and drink 0.528 Culture.Internet culture 0.725 Culture.Linguistics 0.693 Culture.Literature 0.824 Culture.Media.Books 0.875 Culture.Media.Entertainment 0.623 Culture.Media.Films 0.923 Culture.Media.Media* 0.924 Culture.Media.Music 0.909 Culture.Media.Radio 0.789 Culture.Media.Software 0.32 Culture.Media.Television 0.813 Culture.Media.Video games 0.869 Culture.Performing arts 0.653 Culture.Philosophy and religion 0.58 Culture.Sports 0.969 Culture.Visual arts.Architecture 0.851 Culture.Visual arts.Comics and Anime 0.735 Culture.Visual arts.Fashion 0.535 Culture.Visual arts.Visual arts* 0.82 Geography.Geographical 0.822 Geography.Regions.Africa.Africa* 0.685 Geography.Regions.Africa.Central Africa 0.637 Geography.Regions.Africa.Eastern Africa 0.539 Geography.Regions.Africa.Northern Africa 0.541 Geography.Regions.Africa.Southern Africa 0.631 Geography.Regions.Africa.Western Africa 0.508 Geography.Regions.Americas.Central America 0.57 Geography.Regions.Americas.North America 0.847 Geography.Regions.Americas.South America 0.767 Geography.Regions.Asia.Asia* 0.897 Geography.Regions.Asia.Central Asia 0.574 Geography.Regions.Asia.East Asia 0.811 Geography.Regions.Asia.North Asia 0.818 Geography.Regions.Asia.South Asia 0.86 Geography.Regions.Asia.Southeast Asia 0.738 Geography.Regions.Asia.West Asia 0.838 Geography.Regions.Europe.Eastern Europe 0.886 Geography.Regions.Europe.Europe* 0.902 Geography.Regions.Europe.Northern Europe 0.829 Geography.Regions.Europe.Southern Europe 0.789 Geography.Regions.Europe.Western Europe 0.837 Geography.Regions.Oceania 0.857 History and Society.Business and economics 0.563 History and Society.Education 0.594 History and Society.History 0.53 History and Society.Military and warfare 0.723 History and Society.Politics and government 0.791 History and Society.Society 0.51 History and Society.Transportation 0.865 STEM.Biology 0.949 STEM.Chemistry 0.5 STEM.Computing 0.47 STEM.Earth and environment 0.702 STEM.Engineering 0.76 STEM.Libraries & Information 0.555 STEM.Mathematics 0.151 STEM.Medicine & Health 0.574 STEM.Physics 0.343 STEM.STEM* 0.918 STEM.Space 0.79 STEM.Technology 0.472 ------------------------------------------- ----- - 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'}}}}}