Model Information: - type: Fasttext - version: .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.50k.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=255785): label n TP FP FN TN --------------------------------------------- ----- --- ----- ----- ---- ------ 'Culture.Biography.Biography*' 67122 --> 64000 3122 1834 186829 'Culture.Biography.Women' 16250 --> 13768 2482 3279 236256 'Culture.Food and drink' 5250 --> 2613 2637 240 250295 'Culture.Internet culture' 11901 --> 8384 3517 798 243086 'Culture.Linguistics' 5552 --> 3928 1624 387 249846 'Culture.Literature' 21147 --> 15963 5184 1611 233027 'Culture.Media.Books' 7493 --> 6102 1391 475 247817 'Culture.Media.Entertainment' 7126 --> 3714 3412 666 247993 'Culture.Media.Films' 9281 --> 8102 1179 607 245897 'Culture.Media.Media*' 57429 --> 48291 9138 8420 189936 'Culture.Media.Music' 10424 --> 8706 1718 1374 243987 'Culture.Media.Radio' 4735 --> 3526 1209 116 250934 'Culture.Media.Software' 7078 --> 2959 4119 3068 245639 'Culture.Media.Television' 8863 --> 6248 2615 668 246254 'Culture.Media.Video games' 8536 --> 7233 1303 289 246960 'Culture.Performing arts' 5360 --> 3372 1988 449 249976 'Culture.Philosophy and religion' 10629 --> 4921 5708 1523 243633 'Culture.Sports' 23926 --> 21612 2314 1261 230598 'Culture.Visual arts.Architecture' 10518 --> 7437 3081 966 244301 'Culture.Visual arts.Comics and Anime' 6135 --> 4049 2086 430 249220 'Culture.Visual arts.Fashion' 4722 --> 2809 1913 247 250816 'Culture.Visual arts.Visual arts*' 24034 --> 16707 7327 2345 229406 'Geography.Geographical' 14180 --> 10042 4138 1411 240194 'Geography.Regions.Africa.Africa*' 25762 --> 18765 6997 1788 228235 'Geography.Regions.Africa.Central Africa' 4509 --> 3118 1391 451 250825 'Geography.Regions.Africa.Eastern Africa' 4376 --> 2708 1668 97 251312 'Geography.Regions.Africa.Northern Africa' 5143 --> 3364 1779 317 250325 'Geography.Regions.Africa.Southern Africa' 5069 --> 3687 1382 408 250308 'Geography.Regions.Africa.Western Africa' 4552 --> 2852 1700 181 251052 'Geography.Regions.Americas.Central America' 5304 --> 3064 2240 340 250141 'Geography.Regions.Americas.North America' 30495 --> 20859 9636 4908 220382 'Geography.Regions.Americas.South America' 6168 --> 4571 1597 601 249016 'Geography.Regions.Asia.Asia*' 46670 --> 36031 10639 4663 204452 'Geography.Regions.Asia.Central Asia' 4377 --> 2722 1655 150 251258 'Geography.Regions.Asia.East Asia' 11012 --> 7464 3548 1017 243756 'Geography.Regions.Asia.North Asia' 8298 --> 5801 2497 686 246801 'Geography.Regions.Asia.South Asia' 9572 --> 7018 2554 547 245666 'Geography.Regions.Asia.Southeast Asia' 6840 --> 4684 2156 580 248365 'Geography.Regions.Asia.West Asia' 8494 --> 6047 2447 853 246438 'Geography.Regions.Europe.Eastern Europe' 14134 --> 10539 3595 1027 240624 'Geography.Regions.Europe.Europe*' 51487 --> 38085 13402 7110 197188 'Geography.Regions.Europe.Northern Europe' 16466 --> 10478 5988 2477 236842 'Geography.Regions.Europe.Southern Europe' 9579 --> 6426 3153 1322 244884 'Geography.Regions.Europe.Western Europe' 12591 --> 8440 4151 1847 241347 'Geography.Regions.Oceania' 10532 --> 8086 2446 843 244410 'History and Society.Business and economics' 13902 --> 7261 6641 2991 238892 'History and Society.Education' 8846 --> 5286 3560 1764 245175 'History and Society.History' 12626 --> 5659 6967 2030 241129 'History and Society.Military and warfare' 12926 --> 7452 5474 1394 241465 'History and Society.Politics and government' 18377 --> 11027 7350 1929 235479 'History and Society.Society' 11814 --> 4731 7083 966 243005 'History and Society.Transportation' 14582 --> 10872 3710 728 240475 'STEM.Biology' 11786 --> 9487 2299 488 243511 'STEM.Chemistry' 5152 --> 2765 2387 515 250118 'STEM.Computing' 8037 --> 4478 3559 6762 240986 'STEM.Earth and environment' 6646 --> 4197 2449 401 248738 'STEM.Engineering' 9158 --> 5593 3565 549 246078 'STEM.Libraries & Information' 4644 --> 2653 1991 231 250910 'STEM.Mathematics' 4456 --> 1315 3141 173 251156 'STEM.Medicine & Health' 6974 --> 3623 3351 1018 247793 'STEM.Physics' 4801 --> 1474 3327 267 250717 'STEM.STEM*' 66138 --> 53793 12345 8093 181554 'STEM.Space' 5483 --> 4051 1432 221 250081 'STEM.Technology' 14634 --> 6533 8101 4078 237073 rates: sample population ------------------------------------------- -------- ------------ Culture.Biography.Biography* 0.262 0.12 Culture.Biography.Women 0.064 0.015 Culture.Food and drink 0.021 0.003 Culture.Internet culture 0.047 0.004 Culture.Linguistics 0.022 0.008 Culture.Literature 0.083 0.015 Culture.Media.Books 0.029 0.004 Culture.Media.Entertainment 0.028 0.004 Culture.Media.Films 0.036 0.012 Culture.Media.Media* 0.225 0.055 Culture.Media.Music 0.041 0.021 Culture.Media.Radio 0.019 0.002 Culture.Media.Software 0.028 0.001 Culture.Media.Television 0.035 0.009 Culture.Media.Video games 0.033 0.003 Culture.Performing arts 0.021 0.003 Culture.Philosophy and religion 0.042 0.01 Culture.Sports 0.094 0.06 Culture.Visual arts.Architecture 0.041 0.011 Culture.Visual arts.Comics and Anime 0.024 0.002 Culture.Visual arts.Fashion 0.018 0.001 Culture.Visual arts.Visual arts* 0.094 0.018 Geography.Geographical 0.055 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 0.02 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 0.043 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 0.033 0.012 Geography.Regions.Europe.Eastern Europe 0.055 0.018 Geography.Regions.Europe.Europe* 0.201 0.081 Geography.Regions.Europe.Northern Europe 0.064 0.029 Geography.Regions.Europe.Southern Europe 0.037 0.014 Geography.Regions.Europe.Western Europe 0.049 0.02 Geography.Regions.Oceania 0.041 0.016 History and Society.Business and economics 0.054 0.01 History and Society.Education 0.035 0.008 History and Society.History 0.049 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 0.026 0.005 STEM.Engineering 0.036 0.006 STEM.Libraries & Information 0.018 0.001 STEM.Mathematics 0.017 0 STEM.Medicine & Health 0.027 0.006 STEM.Physics 0.019 0.001 STEM.STEM* 0.259 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 0.026 Culture.Food and drink 0.002 Culture.Internet culture 0.006 Culture.Linguistics 0.007 Culture.Literature 0.018 Culture.Media.Books 0.005 Culture.Media.Entertainment 0.005 Culture.Media.Films 0.012 Culture.Media.Media* 0.086 Culture.Media.Music 0.023 Culture.Media.Radio 0.002 Culture.Media.Software 0.013 Culture.Media.Television 0.009 Culture.Media.Video games 0.004 Culture.Performing arts 0.004 Culture.Philosophy and religion 0.011 Culture.Sports 0.059 Culture.Visual arts.Architecture 0.012 Culture.Visual arts.Comics and Anime 0.003 Culture.Visual arts.Fashion 0.002 Culture.Visual arts.Visual arts* 0.022 Geography.Geographical 0.021 Geography.Regions.Africa.Africa* 0.014 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 0.003 Geography.Regions.Africa.Western Africa 0.001 Geography.Regions.Americas.Central America 0.003 Geography.Regions.Americas.North America 0.063 Geography.Regions.Americas.South America 0.007 Geography.Regions.Asia.Asia* 0.062 Geography.Regions.Asia.Central Asia 0.001 Geography.Regions.Asia.East Asia 0.012 Geography.Regions.Asia.North Asia 0.007 Geography.Regions.Asia.South Asia 0.014 Geography.Regions.Asia.Southeast Asia 0.007 Geography.Regions.Asia.West Asia 0.012 Geography.Regions.Europe.Eastern Europe 0.018 Geography.Regions.Europe.Europe* 0.092 Geography.Regions.Europe.Northern Europe 0.028 Geography.Regions.Europe.Southern Europe 0.015 Geography.Regions.Europe.Western Europe 0.021 Geography.Regions.Oceania 0.016 History and Society.Business and economics 0.017 History and Society.Education 0.012 History and Society.History 0.013 History and Society.Military and warfare 0.014 History and Society.Politics and government 0.025 History and Society.Society 0.007 History and Society.Transportation 0.015 STEM.Biology 0.03 STEM.Chemistry 0.003 STEM.Computing 0.029 STEM.Earth and environment 0.005 STEM.Engineering 0.006 STEM.Libraries & Information 0.001 STEM.Mathematics 0.001 STEM.Medicine & Health 0.007 STEM.Physics 0.001 STEM.STEM* 0.093 STEM.Space 0.004 STEM.Technology 0.019 ------------------------------------------- ----- filter_rate (micro=0.948, macro=0.982): ------------------------------------------- ----- Culture.Biography.Biography* 0.877 Culture.Biography.Women 0.974 Culture.Food and drink 0.998 Culture.Internet culture 0.994 Culture.Linguistics 0.993 Culture.Literature 0.982 Culture.Media.Books 0.995 Culture.Media.Entertainment 0.995 Culture.Media.Films 0.988 Culture.Media.Media* 0.914 Culture.Media.Music 0.977 Culture.Media.Radio 0.998 Culture.Media.Software 0.987 Culture.Media.Television 0.991 Culture.Media.Video games 0.996 Culture.Performing arts 0.996 Culture.Philosophy and religion 0.989 Culture.Sports 0.941 Culture.Visual arts.Architecture 0.988 Culture.Visual arts.Comics and Anime 0.997 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.978 Geography.Geographical 0.979 Geography.Regions.Africa.Africa* 0.986 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 0.997 Geography.Regions.Africa.Western Africa 0.999 Geography.Regions.Americas.Central America 0.997 Geography.Regions.Americas.North America 0.937 Geography.Regions.Americas.South America 0.993 Geography.Regions.Asia.Asia* 0.938 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.988 Geography.Regions.Asia.North Asia 0.993 Geography.Regions.Asia.South Asia 0.986 Geography.Regions.Asia.Southeast Asia 0.993 Geography.Regions.Asia.West Asia 0.988 Geography.Regions.Europe.Eastern Europe 0.982 Geography.Regions.Europe.Europe* 0.908 Geography.Regions.Europe.Northern Europe 0.972 Geography.Regions.Europe.Southern Europe 0.985 Geography.Regions.Europe.Western Europe 0.979 Geography.Regions.Oceania 0.984 History and Society.Business and economics 0.983 History and Society.Education 0.988 History and Society.History 0.987 History and Society.Military and warfare 0.986 History and Society.Politics and government 0.975 History and Society.Society 0.993 History and Society.Transportation 0.985 STEM.Biology 0.97 STEM.Chemistry 0.997 STEM.Computing 0.971 STEM.Earth and environment 0.995 STEM.Engineering 0.994 STEM.Libraries & Information 0.999 STEM.Mathematics 0.999 STEM.Medicine & Health 0.993 STEM.Physics 0.999 STEM.STEM* 0.907 STEM.Space 0.996 STEM.Technology 0.981 ------------------------------------------- ----- recall (micro=0.755, macro=0.661): ------------------------------------------- ----- Culture.Biography.Biography* 0.953 Culture.Biography.Women 0.847 Culture.Food and drink 0.498 Culture.Internet culture 0.704 Culture.Linguistics 0.707 Culture.Literature 0.755 Culture.Media.Books 0.814 Culture.Media.Entertainment 0.521 Culture.Media.Films 0.873 Culture.Media.Media* 0.841 Culture.Media.Music 0.835 Culture.Media.Radio 0.745 Culture.Media.Software 0.418 Culture.Media.Television 0.705 Culture.Media.Video games 0.847 Culture.Performing arts 0.629 Culture.Philosophy and religion 0.463 Culture.Sports 0.903 Culture.Visual arts.Architecture 0.707 Culture.Visual arts.Comics and Anime 0.66 Culture.Visual arts.Fashion 0.595 Culture.Visual arts.Visual arts* 0.695 Geography.Geographical 0.708 Geography.Regions.Africa.Africa* 0.728 Geography.Regions.Africa.Central Africa 0.692 Geography.Regions.Africa.Eastern Africa 0.619 Geography.Regions.Africa.Northern Africa 0.654 Geography.Regions.Africa.Southern Africa 0.727 Geography.Regions.Africa.Western Africa 0.627 Geography.Regions.Americas.Central America 0.578 Geography.Regions.Americas.North America 0.684 Geography.Regions.Americas.South America 0.741 Geography.Regions.Asia.Asia* 0.772 Geography.Regions.Asia.Central Asia 0.622 Geography.Regions.Asia.East Asia 0.678 Geography.Regions.Asia.North Asia 0.699 Geography.Regions.Asia.South Asia 0.733 Geography.Regions.Asia.Southeast Asia 0.685 Geography.Regions.Asia.West Asia 0.712 Geography.Regions.Europe.Eastern Europe 0.746 Geography.Regions.Europe.Europe* 0.74 Geography.Regions.Europe.Northern Europe 0.636 Geography.Regions.Europe.Southern Europe 0.671 Geography.Regions.Europe.Western Europe 0.67 Geography.Regions.Oceania 0.768 History and Society.Business and economics 0.522 History and Society.Education 0.598 History and Society.History 0.448 History and Society.Military and warfare 0.577 History and Society.Politics and government 0.6 History and Society.Society 0.4 History and Society.Transportation 0.746 STEM.Biology 0.805 STEM.Chemistry 0.537 STEM.Computing 0.557 STEM.Earth and environment 0.632 STEM.Engineering 0.611 STEM.Libraries & Information 0.571 STEM.Mathematics 0.295 STEM.Medicine & Health 0.52 STEM.Physics 0.307 STEM.STEM* 0.813 STEM.Space 0.739 STEM.Technology 0.446 ------------------------------------------- ----- !recall (micro=0.985, macro=0.993): ------------------------------------------- ----- Culture.Biography.Biography* 0.99 Culture.Biography.Women 0.986 Culture.Food and drink 0.999 Culture.Internet culture 0.997 Culture.Linguistics 0.998 Culture.Literature 0.993 Culture.Media.Books 0.998 Culture.Media.Entertainment 0.997 Culture.Media.Films 0.998 Culture.Media.Media* 0.958 Culture.Media.Music 0.994 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 0.996 Culture.Visual arts.Comics and Anime 0.998 Culture.Visual arts.Fashion 0.999 Culture.Visual arts.Visual arts* 0.99 Geography.Geographical 0.994 Geography.Regions.Africa.Africa* 0.992 Geography.Regions.Africa.Central Africa 0.998 Geography.Regions.Africa.Eastern Africa 1 Geography.Regions.Africa.Northern Africa 0.999 Geography.Regions.Africa.Southern Africa 0.998 Geography.Regions.Africa.Western Africa 0.999 Geography.Regions.Americas.Central America 0.999 Geography.Regions.Americas.North America 0.978 Geography.Regions.Americas.South America 0.998 Geography.Regions.Asia.Asia* 0.978 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 0.997 Geography.Regions.Europe.Eastern Europe 0.996 Geography.Regions.Europe.Europe* 0.965 Geography.Regions.Europe.Northern Europe 0.99 Geography.Regions.Europe.Southern Europe 0.995 Geography.Regions.Europe.Western Europe 0.992 Geography.Regions.Oceania 0.997 History and Society.Business and economics 0.988 History and Society.Education 0.993 History and Society.History 0.992 History and Society.Military and warfare 0.994 History and Society.Politics and government 0.992 History and Society.Society 0.996 History and Society.Transportation 0.997 STEM.Biology 0.998 STEM.Chemistry 0.998 STEM.Computing 0.973 STEM.Earth and environment 0.998 STEM.Engineering 0.998 STEM.Libraries & Information 0.999 STEM.Mathematics 0.999 STEM.Medicine & Health 0.996 STEM.Physics 0.999 STEM.STEM* 0.957 STEM.Space 0.999 STEM.Technology 0.983 ------------------------------------------- ----- precision (micro=0.688, macro=0.556): ------------------------------------------- ----- Culture.Biography.Biography* 0.93 Culture.Biography.Women 0.484 Culture.Food and drink 0.57 Culture.Internet culture 0.446 Culture.Linguistics 0.787 Culture.Literature 0.623 Culture.Media.Books 0.648 Culture.Media.Entertainment 0.435 Culture.Media.Films 0.805 Culture.Media.Media* 0.534 Culture.Media.Music 0.761 Culture.Media.Radio 0.789 Culture.Media.Software 0.042 Culture.Media.Television 0.7 Culture.Media.Video games 0.678 Culture.Performing arts 0.517 Culture.Philosophy and religion 0.438 Culture.Sports 0.914 Culture.Visual arts.Architecture 0.662 Culture.Visual arts.Comics and Anime 0.478 Culture.Visual arts.Fashion 0.351 Culture.Visual arts.Visual arts* 0.558 Geography.Geographical 0.723 Geography.Regions.Africa.Africa* 0.445 Geography.Regions.Africa.Central Africa 0.213 Geography.Regions.Africa.Eastern Africa 0.446 Geography.Regions.Africa.Northern Africa 0.411 Geography.Regions.Africa.Southern Africa 0.369 Geography.Regions.Africa.Western Africa 0.393 Geography.Regions.Americas.Central America 0.595 Geography.Regions.Americas.North America 0.678 Geography.Regions.Americas.South America 0.679 Geography.Regions.Asia.Asia* 0.657 Geography.Regions.Asia.Central Asia 0.453 Geography.Regions.Asia.East Asia 0.667 Geography.Regions.Asia.North Asia 0.587 Geography.Regions.Asia.South Asia 0.847 Geography.Regions.Asia.Southeast Asia 0.648 Geography.Regions.Asia.West Asia 0.709 Geography.Regions.Europe.Eastern Europe 0.765 Geography.Regions.Europe.Europe* 0.651 Geography.Regions.Europe.Northern Europe 0.647 Geography.Regions.Europe.Southern Europe 0.636 Geography.Regions.Europe.Western Europe 0.648 Geography.Regions.Oceania 0.788 History and Society.Business and economics 0.293 History and Society.Education 0.4 History and Society.History 0.371 History and Society.Military and warfare 0.609 History and Society.Politics and government 0.68 History and Society.Society 0.457 History and Society.Transportation 0.803 STEM.Biology 0.935 STEM.Chemistry 0.306 STEM.Computing 0.055 STEM.Earth and environment 0.65 STEM.Engineering 0.613 STEM.Libraries & Information 0.298 STEM.Mathematics 0.165 STEM.Medicine & Health 0.451 STEM.Physics 0.213 STEM.STEM* 0.569 STEM.Space 0.781 STEM.Technology 0.12 ------------------------------------------- ----- !precision (micro=0.991, macro=0.996): ------------------------------------------- ----- Culture.Biography.Biography* 0.994 Culture.Biography.Women 0.998 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 0.999 Culture.Media.Media* 0.99 Culture.Media.Music 0.996 Culture.Media.Radio 0.999 Culture.Media.Software 0.999 Culture.Media.Television 0.997 Culture.Media.Video games 1 Culture.Performing arts 0.999 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 1 Culture.Visual arts.Visual arts* 0.994 Geography.Geographical 0.994 Geography.Regions.Africa.Africa* 0.998 Geography.Regions.Africa.Central Africa 1 Geography.Regions.Africa.Eastern Africa 1 Geography.Regions.Africa.Northern Africa 1 Geography.Regions.Africa.Southern Africa 1 Geography.Regions.Africa.Western Africa 1 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* 0.987 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 0.996 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* 0.977 Geography.Regions.Europe.Northern Europe 0.989 Geography.Regions.Europe.Southern Europe 0.995 Geography.Regions.Europe.Western Europe 0.993 Geography.Regions.Oceania 0.996 History and Society.Business and economics 0.995 History and Society.Education 0.997 History and Society.History 0.994 History and Society.Military and warfare 0.993 History and Society.Politics and government 0.989 History and Society.Society 0.995 History and Society.Transportation 0.996 STEM.Biology 0.993 STEM.Chemistry 0.999 STEM.Computing 0.999 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* 0.987 STEM.Space 0.999 STEM.Technology 0.997 ------------------------------------------- ----- f1 (micro=0.714, macro=0.59): ------------------------------------------- ----- Culture.Biography.Biography* 0.942 Culture.Biography.Women 0.616 Culture.Food and drink 0.531 Culture.Internet culture 0.546 Culture.Linguistics 0.745 Culture.Literature 0.683 Culture.Media.Books 0.722 Culture.Media.Entertainment 0.474 Culture.Media.Films 0.838 Culture.Media.Media* 0.653 Culture.Media.Music 0.797 Culture.Media.Radio 0.766 Culture.Media.Software 0.077 Culture.Media.Television 0.702 Culture.Media.Video games 0.753 Culture.Performing arts 0.568 Culture.Philosophy and religion 0.45 Culture.Sports 0.909 Culture.Visual arts.Architecture 0.684 Culture.Visual arts.Comics and Anime 0.555 Culture.Visual arts.Fashion 0.442 Culture.Visual arts.Visual arts* 0.619 Geography.Geographical 0.716 Geography.Regions.Africa.Africa* 0.552 Geography.Regions.Africa.Central Africa 0.326 Geography.Regions.Africa.Eastern Africa 0.518 Geography.Regions.Africa.Northern Africa 0.505 Geography.Regions.Africa.Southern Africa 0.489 Geography.Regions.Africa.Western Africa 0.483 Geography.Regions.Americas.Central America 0.586 Geography.Regions.Americas.North America 0.681 Geography.Regions.Americas.South America 0.709 Geography.Regions.Asia.Asia* 0.71 Geography.Regions.Asia.Central Asia 0.524 Geography.Regions.Asia.East Asia 0.672 Geography.Regions.Asia.North Asia 0.638 Geography.Regions.Asia.South Asia 0.786 Geography.Regions.Asia.Southeast Asia 0.666 Geography.Regions.Asia.West Asia 0.711 Geography.Regions.Europe.Eastern Europe 0.755 Geography.Regions.Europe.Europe* 0.692 Geography.Regions.Europe.Northern Europe 0.642 Geography.Regions.Europe.Southern Europe 0.653 Geography.Regions.Europe.Western Europe 0.659 Geography.Regions.Oceania 0.778 History and Society.Business and economics 0.375 History and Society.Education 0.479 History and Society.History 0.406 History and Society.Military and warfare 0.592 History and Society.Politics and government 0.637 History and Society.Society 0.427 History and Society.Transportation 0.773 STEM.Biology 0.865 STEM.Chemistry 0.39 STEM.Computing 0.099 STEM.Earth and environment 0.641 STEM.Engineering 0.612 STEM.Libraries & Information 0.392 STEM.Mathematics 0.212 STEM.Medicine & Health 0.483 STEM.Physics 0.251 STEM.STEM* 0.67 STEM.Space 0.759 STEM.Technology 0.189 ------------------------------------------- ----- !f1 (micro=0.988, macro=0.995): ------------------------------------------- ----- Culture.Biography.Biography* 0.992 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 0.998 Culture.Media.Films 0.998 Culture.Media.Media* 0.974 Culture.Media.Music 0.995 Culture.Media.Radio 0.999 Culture.Media.Software 0.993 Culture.Media.Television 0.997 Culture.Media.Video games 0.999 Culture.Performing arts 0.999 Culture.Philosophy and religion 0.994 Culture.Sports 0.994 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 0.994 Geography.Regions.Africa.Africa* 0.995 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 0.979 Geography.Regions.Americas.South America 0.998 Geography.Regions.Asia.Asia* 0.982 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 0.997 Geography.Regions.Asia.Southeast Asia 0.998 Geography.Regions.Asia.West Asia 0.997 Geography.Regions.Europe.Eastern Europe 0.996 Geography.Regions.Europe.Europe* 0.971 Geography.Regions.Europe.Northern Europe 0.989 Geography.Regions.Europe.Southern Europe 0.995 Geography.Regions.Europe.Western Europe 0.993 Geography.Regions.Oceania 0.996 History and Society.Business and economics 0.991 History and Society.Education 0.995 History and Society.History 0.993 History and Society.Military and warfare 0.994 History and Society.Politics and government 0.99 History and Society.Society 0.996 History and Society.Transportation 0.996 STEM.Biology 0.996 STEM.Chemistry 0.999 STEM.Computing 0.986 STEM.Earth and environment 0.998 STEM.Engineering 0.998 STEM.Libraries & Information 0.999 STEM.Mathematics 0.999 STEM.Medicine & Health 0.996 STEM.Physics 0.999 STEM.STEM* 0.972 STEM.Space 0.999 STEM.Technology 0.99 ------------------------------------------- ----- accuracy (micro=0.978, macro=0.99): ------------------------------------------- ----- Culture.Biography.Biography* 0.986 Culture.Biography.Women 0.984 Culture.Food and drink 0.998 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* 0.951 Culture.Media.Music 0.991 Culture.Media.Radio 0.999 Culture.Media.Software 0.987 Culture.Media.Television 0.995 Culture.Media.Video games 0.998 Culture.Performing arts 0.997 Culture.Philosophy and religion 0.988 Culture.Sports 0.989 Culture.Visual arts.Architecture 0.993 Culture.Visual arts.Comics and Anime 0.997 Culture.Visual arts.Fashion 0.999 Culture.Visual arts.Visual arts* 0.985 Geography.Geographical 0.988 Geography.Regions.Africa.Africa* 0.99 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 0.96 Geography.Regions.Americas.South America 0.996 Geography.Regions.Asia.Asia* 0.967 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.992 Geography.Regions.Asia.North Asia 0.996 Geography.Regions.Asia.South Asia 0.993 Geography.Regions.Asia.Southeast Asia 0.996 Geography.Regions.Asia.West Asia 0.993 Geography.Regions.Europe.Eastern Europe 0.991 Geography.Regions.Europe.Europe* 0.947 Geography.Regions.Europe.Northern Europe 0.979 Geography.Regions.Europe.Southern Europe 0.99 Geography.Regions.Europe.Western Europe 0.986 Geography.Regions.Oceania 0.993 History and Society.Business and economics 0.983 History and Society.Education 0.99 History and Society.History 0.986 History and Society.Military and warfare 0.988 History and Society.Politics and government 0.981 History and Society.Society 0.991 History and Society.Transportation 0.993 STEM.Biology 0.991 STEM.Chemistry 0.997 STEM.Computing 0.972 STEM.Earth and environment 0.997 STEM.Engineering 0.996 STEM.Libraries & Information 0.999 STEM.Mathematics 0.999 STEM.Medicine & Health 0.993 STEM.Physics 0.998 STEM.STEM* 0.948 STEM.Space 0.998 STEM.Technology 0.98 ------------------------------------------- ----- fpr (micro=0.015, macro=0.007): ------------------------------------------- ----- Culture.Biography.Biography* 0.01 Culture.Biography.Women 0.014 Culture.Food and drink 0.001 Culture.Internet culture 0.003 Culture.Linguistics 0.002 Culture.Literature 0.007 Culture.Media.Books 0.002 Culture.Media.Entertainment 0.003 Culture.Media.Films 0.002 Culture.Media.Media* 0.042 Culture.Media.Music 0.006 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 0.004 Culture.Visual arts.Comics and Anime 0.002 Culture.Visual arts.Fashion 0.001 Culture.Visual arts.Visual arts* 0.01 Geography.Geographical 0.006 Geography.Regions.Africa.Africa* 0.008 Geography.Regions.Africa.Central Africa 0.002 Geography.Regions.Africa.Eastern Africa 0 Geography.Regions.Africa.Northern Africa 0.001 Geography.Regions.Africa.Southern Africa 0.002 Geography.Regions.Africa.Western Africa 0.001 Geography.Regions.Americas.Central America 0.001 Geography.Regions.Americas.North America 0.022 Geography.Regions.Americas.South America 0.002 Geography.Regions.Asia.Asia* 0.022 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 0.003 Geography.Regions.Europe.Eastern Europe 0.004 Geography.Regions.Europe.Europe* 0.035 Geography.Regions.Europe.Northern Europe 0.01 Geography.Regions.Europe.Southern Europe 0.005 Geography.Regions.Europe.Western Europe 0.008 Geography.Regions.Oceania 0.003 History and Society.Business and economics 0.012 History and Society.Education 0.007 History and Society.History 0.008 History and Society.Military and warfare 0.006 History and Society.Politics and government 0.008 History and Society.Society 0.004 History and Society.Transportation 0.003 STEM.Biology 0.002 STEM.Chemistry 0.002 STEM.Computing 0.027 STEM.Earth and environment 0.002 STEM.Engineering 0.002 STEM.Libraries & Information 0.001 STEM.Mathematics 0.001 STEM.Medicine & Health 0.004 STEM.Physics 0.001 STEM.STEM* 0.043 STEM.Space 0.001 STEM.Technology 0.017 ------------------------------------------- ----- roc_auc (micro=0.963, macro=0.957): ------------------------------------------- ----- Culture.Biography.Biography* 0.985 Culture.Biography.Women 0.978 Culture.Food and drink 0.94 Culture.Internet culture 0.967 Culture.Linguistics 0.96 Culture.Literature 0.971 Culture.Media.Books 0.977 Culture.Media.Entertainment 0.947 Culture.Media.Films 0.979 Culture.Media.Media* 0.97 Culture.Media.Music 0.979 Culture.Media.Radio 0.96 Culture.Media.Software 0.951 Culture.Media.Television 0.968 Culture.Media.Video games 0.98 Culture.Performing arts 0.952 Culture.Philosophy and religion 0.923 Culture.Sports 0.982 Culture.Visual arts.Architecture 0.973 Culture.Visual arts.Comics and Anime 0.972 Culture.Visual arts.Fashion 0.958 Culture.Visual arts.Visual arts* 0.959 Geography.Geographical 0.965 Geography.Regions.Africa.Africa* 0.955 Geography.Regions.Africa.Central Africa 0.962 Geography.Regions.Africa.Eastern Africa 0.941 Geography.Regions.Africa.Northern Africa 0.952 Geography.Regions.Africa.Southern Africa 0.96 Geography.Regions.Africa.Western Africa 0.965 Geography.Regions.Americas.Central America 0.942 Geography.Regions.Americas.North America 0.956 Geography.Regions.Americas.South America 0.965 Geography.Regions.Asia.Asia* 0.958 Geography.Regions.Asia.Central Asia 0.942 Geography.Regions.Asia.East Asia 0.957 Geography.Regions.Asia.North Asia 0.956 Geography.Regions.Asia.South Asia 0.968 Geography.Regions.Asia.Southeast Asia 0.956 Geography.Regions.Asia.West Asia 0.964 Geography.Regions.Europe.Eastern Europe 0.96 Geography.Regions.Europe.Europe* 0.95 Geography.Regions.Europe.Northern Europe 0.958 Geography.Regions.Europe.Southern Europe 0.961 Geography.Regions.Europe.Western Europe 0.962 Geography.Regions.Oceania 0.966 History and Society.Business and economics 0.946 History and Society.Education 0.953 History and Society.History 0.93 History and Society.Military and warfare 0.948 History and Society.Politics and government 0.94 History and Society.Society 0.9 History and Society.Transportation 0.968 STEM.Biology 0.973 STEM.Chemistry 0.962 STEM.Computing 0.947 STEM.Earth and environment 0.95 STEM.Engineering 0.955 STEM.Libraries & Information 0.951 STEM.Mathematics 0.946 STEM.Medicine & Health 0.941 STEM.Physics 0.942 STEM.STEM* 0.965 STEM.Space 0.965 STEM.Technology 0.933 ------------------------------------------- ----- pr_auc (micro=0.751, macro=0.597): ------------------------------------------- ----- Culture.Biography.Biography* 0.966 Culture.Biography.Women 0.635 Culture.Food and drink 0.467 Culture.Internet culture 0.678 Culture.Linguistics 0.691 Culture.Literature 0.729 Culture.Media.Books 0.753 Culture.Media.Entertainment 0.456 Culture.Media.Films 0.848 Culture.Media.Media* 0.812 Culture.Media.Music 0.845 Culture.Media.Radio 0.769 Culture.Media.Software 0.109 Culture.Media.Television 0.723 Culture.Media.Video games 0.843 Culture.Performing arts 0.565 Culture.Philosophy and religion 0.353 Culture.Sports 0.941 Culture.Visual arts.Architecture 0.741 Culture.Visual arts.Comics and Anime 0.593 Culture.Visual arts.Fashion 0.364 Culture.Visual arts.Visual arts* 0.666 Geography.Geographical 0.746 Geography.Regions.Africa.Africa* 0.618 Geography.Regions.Africa.Central Africa 0.496 Geography.Regions.Africa.Eastern Africa 0.434 Geography.Regions.Africa.Northern Africa 0.488 Geography.Regions.Africa.Southern Africa 0.49 Geography.Regions.Africa.Western Africa 0.365 Geography.Regions.Americas.Central America 0.552 Geography.Regions.Americas.North America 0.738 Geography.Regions.Americas.South America 0.704 Geography.Regions.Asia.Asia* 0.767 Geography.Regions.Asia.Central Asia 0.544 Geography.Regions.Asia.East Asia 0.651 Geography.Regions.Asia.North Asia 0.637 Geography.Regions.Asia.South Asia 0.78 Geography.Regions.Asia.Southeast Asia 0.631 Geography.Regions.Asia.West Asia 0.737 Geography.Regions.Europe.Eastern Europe 0.768 Geography.Regions.Europe.Europe* 0.746 Geography.Regions.Europe.Northern Europe 0.684 Geography.Regions.Europe.Southern Europe 0.646 Geography.Regions.Europe.Western Europe 0.668 Geography.Regions.Oceania 0.79 History and Society.Business and economics 0.299 History and Society.Education 0.447 History and Society.History 0.344 History and Society.Military and warfare 0.586 History and Society.Politics and government 0.646 History and Society.Society 0.377 History and Society.Transportation 0.765 STEM.Biology 0.882 STEM.Chemistry 0.319 STEM.Computing 0.139 STEM.Earth and environment 0.634 STEM.Engineering 0.597 STEM.Libraries & Information 0.351 STEM.Mathematics 0.169 STEM.Medicine & Health 0.466 STEM.Physics 0.145 STEM.STEM* 0.81 STEM.Space 0.766 STEM.Technology 0.249 ------------------------------------------- ----- - 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'}}}}}