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', '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 847 511 46763 'Culture.Biography.Women' 4110 --> 3369 741 804 59030 'Culture.Food and drink' 1318 --> 573 745 88 62538 'Culture.Internet culture' 2966 --> 1955 1011 188 60790 'Culture.Linguistics' 1466 --> 1012 454 102 62376 'Culture.Literature' 5367 --> 3883 1484 363 58214 'Culture.Media.Books' 1974 --> 1582 392 132 61838 'Culture.Media.Entertainment' 1733 --> 914 819 220 61991 'Culture.Media.Films' 2295 --> 1945 350 144 61505 'Culture.Media.Media*' 14383 --> 11438 2945 1125 48436 'Culture.Media.Music' 2583 --> 2094 489 324 61037 'Culture.Media.Radio' 1156 --> 858 298 17 62771 'Culture.Media.Software' 1750 --> 576 1174 733 61461 'Culture.Media.Television' 2230 --> 1482 748 172 61542 'Culture.Media.Video games' 2147 --> 1734 413 64 61733 'Culture.Performing arts' 1334 --> 781 553 129 62481 'Culture.Philosophy and religion' 2702 --> 1132 1570 341 60901 'Culture.Sports' 5925 --> 5264 661 319 57700 'Culture.Visual arts.Architecture' 2648 --> 1963 685 365 60931 'Culture.Visual arts.Comics and Anime' 1508 --> 948 560 98 62338 'Culture.Visual arts.Fashion' 1199 --> 651 548 78 62667 'Culture.Visual arts.Visual arts*' 6070 --> 4102 1968 622 57252 'Geography.Geographical' 3464 --> 2331 1133 419 60061 'Geography.Regions.Africa.Africa*' 6449 --> 4581 1868 494 57001 'Geography.Regions.Africa.Central Africa' 1145 --> 650 495 55 62744 'Geography.Regions.Africa.Eastern Africa' 1114 --> 710 404 23 62807 'Geography.Regions.Africa.Northern Africa' 1280 --> 728 552 92 62572 'Geography.Regions.Africa.Southern Africa' 1244 --> 870 374 61 62639 'Geography.Regions.Africa.Western Africa' 1142 --> 759 383 47 62755 'Geography.Regions.Americas.Central America' 1331 --> 691 640 51 62562 'Geography.Regions.Americas.North America' 7625 --> 5111 2514 1399 54920 'Geography.Regions.Americas.South America' 1532 --> 1006 526 94 62318 'Geography.Regions.Asia.Asia*' 11647 --> 8888 2759 1470 50827 'Geography.Regions.Asia.Central Asia' 1086 --> 637 449 21 62837 'Geography.Regions.Asia.East Asia' 2717 --> 1780 937 369 60858 'Geography.Regions.Asia.North Asia' 2076 --> 1406 670 194 61674 'Geography.Regions.Asia.South Asia' 2366 --> 1644 722 181 61397 'Geography.Regions.Asia.Southeast Asia' 1721 --> 1062 659 138 62085 'Geography.Regions.Asia.West Asia' 2160 --> 1488 672 150 61634 'Geography.Regions.Europe.Eastern Europe' 3533 --> 2555 978 294 60117 'Geography.Regions.Europe.Europe*' 12939 --> 9598 3341 2086 48919 'Geography.Regions.Europe.Northern Europe' 4221 --> 2638 1583 755 58968 'Geography.Regions.Europe.Southern Europe' 2438 --> 1609 829 354 61152 'Geography.Regions.Europe.Western Europe' 3076 --> 2053 1023 597 60271 'Geography.Regions.Oceania' 2638 --> 1916 722 175 61131 'History and Society.Business and economics' 3502 --> 1739 1763 906 59536 'History and Society.Education' 2243 --> 1169 1074 326 61375 'History and Society.History' 3172 --> 1405 1767 741 60031 'History and Society.Military and warfare' 3238 --> 1816 1422 437 60269 'History and Society.Politics and government' 4590 --> 2565 2025 495 58859 'History and Society.Society' 2971 --> 1161 1810 315 60658 'History and Society.Transportation' 3629 --> 2612 1017 241 60074 'STEM.Biology' 2916 --> 2269 647 114 60914 'STEM.Chemistry' 1270 --> 639 631 112 62562 'STEM.Computing' 1968 --> 791 1177 327 61649 'STEM.Earth and environment' 1627 --> 923 704 116 62201 'STEM.Engineering' 2195 --> 1289 906 114 61635 'STEM.Libraries & Information' 1174 --> 609 565 42 62728 'STEM.Mathematics' 1137 --> 225 912 51 62756 'STEM.Medicine & Health' 1726 --> 842 884 500 61718 'STEM.Physics' 1219 --> 359 860 85 62640 'STEM.STEM*' 16449 --> 13010 3439 2270 45225 'STEM.Space' 1365 --> 961 404 44 62535 'STEM.Technology' 3648 --> 1379 2269 945 59351 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=0.052, macro=0.018): ------------------------------------------- ----- Culture.Biography.Biography* 0.123 Culture.Biography.Women 0.025 Culture.Food and drink 0.003 Culture.Internet culture 0.006 Culture.Linguistics 0.007 Culture.Literature 0.017 Culture.Media.Books 0.006 Culture.Media.Entertainment 0.006 Culture.Media.Films 0.012 Culture.Media.Media* 0.065 Culture.Media.Music 0.022 Culture.Media.Radio 0.002 Culture.Media.Software 0.012 Culture.Media.Television 0.009 Culture.Media.Video games 0.003 Culture.Performing arts 0.004 Culture.Philosophy and religion 0.01 Culture.Sports 0.059 Culture.Visual arts.Architecture 0.014 Culture.Visual arts.Comics and Anime 0.003 Culture.Visual arts.Fashion 0.002 Culture.Visual arts.Visual arts* 0.023 Geography.Geographical 0.021 Geography.Regions.Africa.Africa* 0.015 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 0.002 Geography.Regions.Africa.Western Africa 0.001 Geography.Regions.Americas.Central America 0.003 Geography.Regions.Americas.North America 0.065 Geography.Regions.Americas.South America 0.006 Geography.Regions.Asia.Asia* 0.067 Geography.Regions.Asia.Central Asia 0.001 Geography.Regions.Asia.East Asia 0.014 Geography.Regions.Asia.North Asia 0.007 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 0.018 Geography.Regions.Europe.Europe* 0.097 Geography.Regions.Europe.Northern Europe 0.03 Geography.Regions.Europe.Southern Europe 0.015 Geography.Regions.Europe.Western Europe 0.023 Geography.Regions.Oceania 0.015 History and Society.Business and economics 0.02 History and Society.Education 0.009 History and Society.History 0.017 History and Society.Military and warfare 0.016 History and Society.Politics and government 0.024 History and Society.Society 0.008 History and Society.Transportation 0.016 STEM.Biology 0.029 STEM.Chemistry 0.003 STEM.Computing 0.006 STEM.Earth and environment 0.005 STEM.Engineering 0.005 STEM.Libraries & Information 0.001 STEM.Mathematics 0.001 STEM.Medicine & Health 0.011 STEM.Physics 0.002 STEM.STEM* 0.096 STEM.Space 0.004 STEM.Technology 0.018 ------------------------------------------- ----- filter_rate (micro=0.948, macro=0.982): ------------------------------------------- ----- Culture.Biography.Biography* 0.877 Culture.Biography.Women 0.975 Culture.Food and drink 0.997 Culture.Internet culture 0.994 Culture.Linguistics 0.993 Culture.Literature 0.983 Culture.Media.Books 0.994 Culture.Media.Entertainment 0.994 Culture.Media.Films 0.988 Culture.Media.Media* 0.935 Culture.Media.Music 0.978 Culture.Media.Radio 0.998 Culture.Media.Software 0.988 Culture.Media.Television 0.991 Culture.Media.Video games 0.997 Culture.Performing arts 0.996 Culture.Philosophy and religion 0.99 Culture.Sports 0.941 Culture.Visual arts.Architecture 0.986 Culture.Visual arts.Comics and Anime 0.997 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.977 Geography.Geographical 0.979 Geography.Regions.Africa.Africa* 0.985 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 0.997 Geography.Regions.Americas.North America 0.935 Geography.Regions.Americas.South America 0.994 Geography.Regions.Asia.Asia* 0.933 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.986 Geography.Regions.Asia.North Asia 0.993 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 0.982 Geography.Regions.Europe.Europe* 0.903 Geography.Regions.Europe.Northern Europe 0.97 Geography.Regions.Europe.Southern Europe 0.985 Geography.Regions.Europe.Western Europe 0.977 Geography.Regions.Oceania 0.985 History and Society.Business and economics 0.98 History and Society.Education 0.991 History and Society.History 0.983 History and Society.Military and warfare 0.984 History and Society.Politics and government 0.976 History and Society.Society 0.992 History and Society.Transportation 0.984 STEM.Biology 0.971 STEM.Chemistry 0.997 STEM.Computing 0.994 STEM.Earth and environment 0.995 STEM.Engineering 0.995 STEM.Libraries & Information 0.999 STEM.Mathematics 0.999 STEM.Medicine & Health 0.989 STEM.Physics 0.998 STEM.STEM* 0.904 STEM.Space 0.996 STEM.Technology 0.982 ------------------------------------------- ----- recall (micro=0.735, macro=0.628): ------------------------------------------- ----- Culture.Biography.Biography* 0.949 Culture.Biography.Women 0.82 Culture.Food and drink 0.435 Culture.Internet culture 0.659 Culture.Linguistics 0.69 Culture.Literature 0.723 Culture.Media.Books 0.801 Culture.Media.Entertainment 0.527 Culture.Media.Films 0.847 Culture.Media.Media* 0.795 Culture.Media.Music 0.811 Culture.Media.Radio 0.742 Culture.Media.Software 0.329 Culture.Media.Television 0.665 Culture.Media.Video games 0.808 Culture.Performing arts 0.585 Culture.Philosophy and religion 0.419 Culture.Sports 0.888 Culture.Visual arts.Architecture 0.741 Culture.Visual arts.Comics and Anime 0.629 Culture.Visual arts.Fashion 0.543 Culture.Visual arts.Visual arts* 0.676 Geography.Geographical 0.673 Geography.Regions.Africa.Africa* 0.71 Geography.Regions.Africa.Central Africa 0.568 Geography.Regions.Africa.Eastern Africa 0.637 Geography.Regions.Africa.Northern Africa 0.569 Geography.Regions.Africa.Southern Africa 0.699 Geography.Regions.Africa.Western Africa 0.665 Geography.Regions.Americas.Central America 0.519 Geography.Regions.Americas.North America 0.67 Geography.Regions.Americas.South America 0.657 Geography.Regions.Asia.Asia* 0.763 Geography.Regions.Asia.Central Asia 0.587 Geography.Regions.Asia.East Asia 0.655 Geography.Regions.Asia.North Asia 0.677 Geography.Regions.Asia.South Asia 0.695 Geography.Regions.Asia.Southeast Asia 0.617 Geography.Regions.Asia.West Asia 0.689 Geography.Regions.Europe.Eastern Europe 0.723 Geography.Regions.Europe.Europe* 0.742 Geography.Regions.Europe.Northern Europe 0.625 Geography.Regions.Europe.Southern Europe 0.66 Geography.Regions.Europe.Western Europe 0.667 Geography.Regions.Oceania 0.726 History and Society.Business and economics 0.497 History and Society.Education 0.521 History and Society.History 0.443 History and Society.Military and warfare 0.561 History and Society.Politics and government 0.559 History and Society.Society 0.391 History and Society.Transportation 0.72 STEM.Biology 0.778 STEM.Chemistry 0.503 STEM.Computing 0.402 STEM.Earth and environment 0.567 STEM.Engineering 0.587 STEM.Libraries & Information 0.519 STEM.Mathematics 0.198 STEM.Medicine & Health 0.488 STEM.Physics 0.295 STEM.STEM* 0.791 STEM.Space 0.704 STEM.Technology 0.378 ------------------------------------------- ----- !recall (micro=0.985, macro=0.993): ------------------------------------------- ----- Culture.Biography.Biography* 0.989 Culture.Biography.Women 0.987 Culture.Food and drink 0.999 Culture.Internet culture 0.997 Culture.Linguistics 0.998 Culture.Literature 0.994 Culture.Media.Books 0.998 Culture.Media.Entertainment 0.996 Culture.Media.Films 0.998 Culture.Media.Media* 0.977 Culture.Media.Music 0.995 Culture.Media.Radio 1 Culture.Media.Software 0.988 Culture.Media.Television 0.997 Culture.Media.Video games 0.999 Culture.Performing arts 0.998 Culture.Philosophy and religion 0.994 Culture.Sports 0.995 Culture.Visual arts.Architecture 0.994 Culture.Visual arts.Comics and Anime 0.998 Culture.Visual arts.Fashion 0.999 Culture.Visual arts.Visual arts* 0.989 Geography.Geographical 0.993 Geography.Regions.Africa.Africa* 0.991 Geography.Regions.Africa.Central Africa 0.999 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 0.999 Geography.Regions.Americas.North America 0.975 Geography.Regions.Americas.South America 0.998 Geography.Regions.Asia.Asia* 0.972 Geography.Regions.Asia.Central Asia 1 Geography.Regions.Asia.East Asia 0.994 Geography.Regions.Asia.North Asia 0.997 Geography.Regions.Asia.South Asia 0.997 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* 0.959 Geography.Regions.Europe.Northern Europe 0.987 Geography.Regions.Europe.Southern Europe 0.994 Geography.Regions.Europe.Western Europe 0.99 Geography.Regions.Oceania 0.997 History and Society.Business and economics 0.985 History and Society.Education 0.995 History and Society.History 0.988 History and Society.Military and warfare 0.993 History and Society.Politics and government 0.992 History and Society.Society 0.995 History and Society.Transportation 0.996 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 0.992 STEM.Physics 0.999 STEM.STEM* 0.952 STEM.Space 0.999 STEM.Technology 0.984 ------------------------------------------- ----- precision (micro=0.672, macro=0.545): ------------------------------------------- ----- Culture.Biography.Biography* 0.923 Culture.Biography.Women 0.48 Culture.Food and drink 0.441 Culture.Internet culture 0.444 Culture.Linguistics 0.774 Culture.Literature 0.637 Culture.Media.Books 0.62 Culture.Media.Entertainment 0.371 Culture.Media.Films 0.809 Culture.Media.Media* 0.67 Culture.Media.Music 0.767 Culture.Media.Radio 0.864 Culture.Media.Software 0.035 Culture.Media.Television 0.681 Culture.Media.Video games 0.694 Culture.Performing arts 0.465 Culture.Philosophy and religion 0.44 Culture.Sports 0.912 Culture.Visual arts.Architecture 0.575 Culture.Visual arts.Comics and Anime 0.489 Culture.Visual arts.Fashion 0.281 Culture.Visual arts.Visual arts* 0.536 Geography.Geographical 0.677 Geography.Regions.Africa.Africa* 0.414 Geography.Regions.Africa.Central Africa 0.313 Geography.Regions.Africa.Eastern Africa 0.466 Geography.Regions.Africa.Northern Africa 0.343 Geography.Regions.Africa.Southern Africa 0.484 Geography.Regions.Africa.Western Africa 0.398 Geography.Regions.Americas.Central America 0.688 Geography.Regions.Americas.North America 0.644 Geography.Regions.Americas.South America 0.75 Geography.Regions.Asia.Asia* 0.6 Geography.Regions.Asia.Central Asia 0.583 Geography.Regions.Asia.East Asia 0.572 Geography.Regions.Asia.North Asia 0.549 Geography.Regions.Asia.South Asia 0.798 Geography.Regions.Asia.Southeast Asia 0.635 Geography.Regions.Asia.West Asia 0.77 Geography.Regions.Europe.Eastern Europe 0.734 Geography.Regions.Europe.Europe* 0.614 Geography.Regions.Europe.Northern Europe 0.596 Geography.Regions.Europe.Southern Europe 0.616 Geography.Regions.Europe.Western Europe 0.587 Geography.Regions.Oceania 0.809 History and Society.Business and economics 0.245 History and Society.Education 0.44 History and Society.History 0.285 History and Society.Military and warfare 0.547 History and Society.Politics and government 0.658 History and Society.Society 0.386 History and Society.Transportation 0.748 STEM.Biology 0.937 STEM.Chemistry 0.322 STEM.Computing 0.177 STEM.Earth and environment 0.591 STEM.Engineering 0.647 STEM.Libraries & Information 0.346 STEM.Mathematics 0.101 STEM.Medicine & Health 0.282 STEM.Physics 0.169 STEM.STEM* 0.534 STEM.Space 0.81 STEM.Technology 0.111 ------------------------------------------- ----- !precision (micro=0.991, 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* 0.988 Culture.Media.Music 0.996 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 0.993 Culture.Visual arts.Architecture 0.997 Culture.Visual arts.Comics and Anime 0.999 Culture.Visual arts.Fashion 1 Culture.Visual arts.Visual arts* 0.994 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* 0.987 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 0.994 History and Society.Military and warfare 0.993 History and Society.Politics and government 0.987 History and Society.Society 0.995 History and Society.Transportation 0.995 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* 0.985 STEM.Space 0.999 STEM.Technology 0.997 ------------------------------------------- ----- f1 (micro=0.696, macro=0.573): ------------------------------------------- ----- Culture.Biography.Biography* 0.936 Culture.Biography.Women 0.606 Culture.Food and drink 0.438 Culture.Internet culture 0.531 Culture.Linguistics 0.73 Culture.Literature 0.678 Culture.Media.Books 0.699 Culture.Media.Entertainment 0.436 Culture.Media.Films 0.828 Culture.Media.Media* 0.727 Culture.Media.Music 0.788 Culture.Media.Radio 0.799 Culture.Media.Software 0.064 Culture.Media.Television 0.673 Culture.Media.Video games 0.747 Culture.Performing arts 0.518 Culture.Philosophy and religion 0.429 Culture.Sports 0.9 Culture.Visual arts.Architecture 0.648 Culture.Visual arts.Comics and Anime 0.55 Culture.Visual arts.Fashion 0.37 Culture.Visual arts.Visual arts* 0.598 Geography.Geographical 0.675 Geography.Regions.Africa.Africa* 0.523 Geography.Regions.Africa.Central Africa 0.403 Geography.Regions.Africa.Eastern Africa 0.539 Geography.Regions.Africa.Northern Africa 0.428 Geography.Regions.Africa.Southern Africa 0.572 Geography.Regions.Africa.Western Africa 0.498 Geography.Regions.Americas.Central America 0.592 Geography.Regions.Americas.North America 0.657 Geography.Regions.Americas.South America 0.7 Geography.Regions.Asia.Asia* 0.672 Geography.Regions.Asia.Central Asia 0.585 Geography.Regions.Asia.East Asia 0.611 Geography.Regions.Asia.North Asia 0.606 Geography.Regions.Asia.South Asia 0.743 Geography.Regions.Asia.Southeast Asia 0.626 Geography.Regions.Asia.West Asia 0.727 Geography.Regions.Europe.Eastern Europe 0.729 Geography.Regions.Europe.Europe* 0.672 Geography.Regions.Europe.Northern Europe 0.61 Geography.Regions.Europe.Southern Europe 0.637 Geography.Regions.Europe.Western Europe 0.625 Geography.Regions.Oceania 0.765 History and Society.Business and economics 0.328 History and Society.Education 0.477 History and Society.History 0.347 History and Society.Military and warfare 0.554 History and Society.Politics and government 0.604 History and Society.Society 0.388 History and Society.Transportation 0.734 STEM.Biology 0.85 STEM.Chemistry 0.393 STEM.Computing 0.246 STEM.Earth and environment 0.579 STEM.Engineering 0.616 STEM.Libraries & Information 0.415 STEM.Mathematics 0.134 STEM.Medicine & Health 0.357 STEM.Physics 0.215 STEM.STEM* 0.638 STEM.Space 0.753 STEM.Technology 0.171 ------------------------------------------- ----- !f1 (micro=0.988, macro=0.994): ------------------------------------------- ----- Culture.Biography.Biography* 0.991 Culture.Biography.Women 0.992 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 0.997 Culture.Media.Films 0.998 Culture.Media.Media* 0.983 Culture.Media.Music 0.995 Culture.Media.Radio 1 Culture.Media.Software 0.994 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 0.996 Culture.Visual arts.Comics and Anime 0.999 Culture.Visual arts.Fashion 0.999 Culture.Visual arts.Visual arts* 0.992 Geography.Geographical 0.993 Geography.Regions.Africa.Africa* 0.994 Geography.Regions.Africa.Central Africa 0.999 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 1 Geography.Regions.Americas.Central America 0.999 Geography.Regions.Americas.North America 0.976 Geography.Regions.Americas.South America 0.998 Geography.Regions.Asia.Asia* 0.979 Geography.Regions.Asia.Central Asia 1 Geography.Regions.Asia.East Asia 0.995 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* 0.968 Geography.Regions.Europe.Northern Europe 0.988 Geography.Regions.Europe.Southern Europe 0.995 Geography.Regions.Europe.Western Europe 0.992 Geography.Regions.Oceania 0.996 History and Society.Business and economics 0.99 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 0.99 History and Society.Society 0.995 History and Society.Transportation 0.996 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 1 STEM.Mathematics 0.999 STEM.Medicine & Health 0.994 STEM.Physics 0.999 STEM.STEM* 0.968 STEM.Space 0.999 STEM.Technology 0.99 ------------------------------------------- ----- accuracy (micro=0.977, macro=0.989): ------------------------------------------- ----- Culture.Biography.Biography* 0.984 Culture.Biography.Women 0.984 Culture.Food and drink 0.997 Culture.Internet culture 0.996 Culture.Linguistics 0.996 Culture.Literature 0.99 Culture.Media.Books 0.997 Culture.Media.Entertainment 0.995 Culture.Media.Films 0.996 Culture.Media.Media* 0.967 Culture.Media.Music 0.991 Culture.Media.Radio 0.999 Culture.Media.Software 0.987 Culture.Media.Television 0.994 Culture.Media.Video games 0.998 Culture.Performing arts 0.997 Culture.Philosophy and religion 0.988 Culture.Sports 0.988 Culture.Visual arts.Architecture 0.991 Culture.Visual arts.Comics and Anime 0.998 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.984 Geography.Geographical 0.986 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 0.998 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 0.956 Geography.Regions.Americas.South America 0.996 Geography.Regions.Asia.Asia* 0.961 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.99 Geography.Regions.Asia.North Asia 0.995 Geography.Regions.Asia.South Asia 0.992 Geography.Regions.Asia.Southeast Asia 0.995 Geography.Regions.Asia.West Asia 0.994 Geography.Regions.Europe.Eastern Europe 0.99 Geography.Regions.Europe.Europe* 0.942 Geography.Regions.Europe.Northern Europe 0.977 Geography.Regions.Europe.Southern Europe 0.99 Geography.Regions.Europe.Western Europe 0.984 Geography.Regions.Oceania 0.993 History and Society.Business and economics 0.98 History and Society.Education 0.991 History and Society.History 0.982 History and Society.Military and warfare 0.986 History and Society.Politics and government 0.98 History and Society.Society 0.99 History and Society.Transportation 0.992 STEM.Biology 0.991 STEM.Chemistry 0.997 STEM.Computing 0.993 STEM.Earth and environment 0.996 STEM.Engineering 0.996 STEM.Libraries & Information 0.999 STEM.Mathematics 0.999 STEM.Medicine & Health 0.989 STEM.Physics 0.998 STEM.STEM* 0.942 STEM.Space 0.998 STEM.Technology 0.981 ------------------------------------------- ----- fpr (micro=0.015, macro=0.007): ------------------------------------------- ----- Culture.Biography.Biography* 0.011 Culture.Biography.Women 0.013 Culture.Food and drink 0.001 Culture.Internet culture 0.003 Culture.Linguistics 0.002 Culture.Literature 0.006 Culture.Media.Books 0.002 Culture.Media.Entertainment 0.004 Culture.Media.Films 0.002 Culture.Media.Media* 0.023 Culture.Media.Music 0.005 Culture.Media.Radio 0 Culture.Media.Software 0.012 Culture.Media.Television 0.003 Culture.Media.Video games 0.001 Culture.Performing arts 0.002 Culture.Philosophy and religion 0.006 Culture.Sports 0.005 Culture.Visual arts.Architecture 0.006 Culture.Visual arts.Comics and Anime 0.002 Culture.Visual arts.Fashion 0.001 Culture.Visual arts.Visual arts* 0.011 Geography.Geographical 0.007 Geography.Regions.Africa.Africa* 0.009 Geography.Regions.Africa.Central Africa 0.001 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 0.001 Geography.Regions.Americas.North America 0.025 Geography.Regions.Americas.South America 0.002 Geography.Regions.Asia.Asia* 0.028 Geography.Regions.Asia.Central Asia 0 Geography.Regions.Asia.East Asia 0.006 Geography.Regions.Asia.North Asia 0.003 Geography.Regions.Asia.South Asia 0.003 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* 0.041 Geography.Regions.Europe.Northern Europe 0.013 Geography.Regions.Europe.Southern Europe 0.006 Geography.Regions.Europe.Western Europe 0.01 Geography.Regions.Oceania 0.003 History and Society.Business and economics 0.015 History and Society.Education 0.005 History and Society.History 0.012 History and Society.Military and warfare 0.007 History and Society.Politics and government 0.008 History and Society.Society 0.005 History and Society.Transportation 0.004 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 0.008 STEM.Physics 0.001 STEM.STEM* 0.048 STEM.Space 0.001 STEM.Technology 0.016 ------------------------------------------- ----- roc_auc (micro=0.957, macro=0.95): ------------------------------------------- ----- Culture.Biography.Biography* 0.985 Culture.Biography.Women 0.973 Culture.Food and drink 0.92 Culture.Internet culture 0.96 Culture.Linguistics 0.951 Culture.Literature 0.966 Culture.Media.Books 0.972 Culture.Media.Entertainment 0.948 Culture.Media.Films 0.975 Culture.Media.Media* 0.967 Culture.Media.Music 0.975 Culture.Media.Radio 0.955 Culture.Media.Software 0.942 Culture.Media.Television 0.962 Culture.Media.Video games 0.973 Culture.Performing arts 0.945 Culture.Philosophy and religion 0.915 Culture.Sports 0.98 Culture.Visual arts.Architecture 0.972 Culture.Visual arts.Comics and Anime 0.964 Culture.Visual arts.Fashion 0.943 Culture.Visual arts.Visual arts* 0.952 Geography.Geographical 0.957 Geography.Regions.Africa.Africa* 0.953 Geography.Regions.Africa.Central Africa 0.939 Geography.Regions.Africa.Eastern Africa 0.95 Geography.Regions.Africa.Northern Africa 0.945 Geography.Regions.Africa.Southern Africa 0.956 Geography.Regions.Africa.Western Africa 0.957 Geography.Regions.Americas.Central America 0.921 Geography.Regions.Americas.North America 0.946 Geography.Regions.Americas.South America 0.952 Geography.Regions.Asia.Asia* 0.95 Geography.Regions.Asia.Central Asia 0.926 Geography.Regions.Asia.East Asia 0.947 Geography.Regions.Asia.North Asia 0.949 Geography.Regions.Asia.South Asia 0.953 Geography.Regions.Asia.Southeast Asia 0.941 Geography.Regions.Asia.West Asia 0.956 Geography.Regions.Europe.Eastern Europe 0.954 Geography.Regions.Europe.Europe* 0.943 Geography.Regions.Europe.Northern Europe 0.948 Geography.Regions.Europe.Southern Europe 0.948 Geography.Regions.Europe.Western Europe 0.947 Geography.Regions.Oceania 0.957 History and Society.Business and economics 0.937 History and Society.Education 0.947 History and Society.History 0.915 History and Society.Military and warfare 0.935 History and Society.Politics and government 0.927 History and Society.Society 0.871 History and Society.Transportation 0.966 STEM.Biology 0.965 STEM.Chemistry 0.967 STEM.Computing 0.955 STEM.Earth and environment 0.945 STEM.Engineering 0.945 STEM.Libraries & Information 0.944 STEM.Mathematics 0.946 STEM.Medicine & Health 0.936 STEM.Physics 0.949 STEM.STEM* 0.959 STEM.Space 0.964 STEM.Technology 0.926 ------------------------------------------- ----- pr_auc (micro=0.722, macro=0.56): ------------------------------------------- ----- Culture.Biography.Biography* 0.956 Culture.Biography.Women 0.587 Culture.Food and drink 0.337 Culture.Internet culture 0.637 Culture.Linguistics 0.688 Culture.Literature 0.718 Culture.Media.Books 0.75 Culture.Media.Entertainment 0.459 Culture.Media.Films 0.845 Culture.Media.Media* 0.806 Culture.Media.Music 0.82 Culture.Media.Radio 0.757 Culture.Media.Software 0.072 Culture.Media.Television 0.673 Culture.Media.Video games 0.81 Culture.Performing arts 0.478 Culture.Philosophy and religion 0.34 Culture.Sports 0.928 Culture.Visual arts.Architecture 0.733 Culture.Visual arts.Comics and Anime 0.577 Culture.Visual arts.Fashion 0.321 Culture.Visual arts.Visual arts* 0.641 Geography.Geographical 0.704 Geography.Regions.Africa.Africa* 0.562 Geography.Regions.Africa.Central Africa 0.418 Geography.Regions.Africa.Eastern Africa 0.4 Geography.Regions.Africa.Northern Africa 0.351 Geography.Regions.Africa.Southern Africa 0.463 Geography.Regions.Africa.Western Africa 0.348 Geography.Regions.Americas.Central America 0.531 Geography.Regions.Americas.North America 0.703 Geography.Regions.Americas.South America 0.673 Geography.Regions.Asia.Asia* 0.735 Geography.Regions.Asia.Central Asia 0.565 Geography.Regions.Asia.East Asia 0.587 Geography.Regions.Asia.North Asia 0.552 Geography.Regions.Asia.South Asia 0.73 Geography.Regions.Asia.Southeast Asia 0.563 Geography.Regions.Asia.West Asia 0.72 Geography.Regions.Europe.Eastern Europe 0.726 Geography.Regions.Europe.Europe* 0.724 Geography.Regions.Europe.Northern Europe 0.637 Geography.Regions.Europe.Southern Europe 0.629 Geography.Regions.Europe.Western Europe 0.608 Geography.Regions.Oceania 0.769 History and Society.Business and economics 0.245 History and Society.Education 0.423 History and Society.History 0.285 History and Society.Military and warfare 0.529 History and Society.Politics and government 0.613 History and Society.Society 0.338 History and Society.Transportation 0.754 STEM.Biology 0.849 STEM.Chemistry 0.348 STEM.Computing 0.142 STEM.Earth and environment 0.552 STEM.Engineering 0.559 STEM.Libraries & Information 0.279 STEM.Mathematics 0.087 STEM.Medicine & Health 0.423 STEM.Physics 0.129 STEM.STEM* 0.764 STEM.Space 0.734 STEM.Technology 0.183 ------------------------------------------- ----- - 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'}}}}}