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.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=63961): label n TP FP FN TN --------------------------------------------- ----- --- ----- ---- ---- ----- 'Culture.Biography.Biography*' 24055 --> 23214 626 841 39280 'Culture.Biography.Women' 4536 --> 3683 943 853 58482 'Culture.Food and drink' 449 --> 207 53 242 63459 'Culture.Internet culture' 809 --> 536 87 273 63065 'Culture.Linguistics' 692 --> 437 68 255 63201 'Culture.Literature' 3336 --> 2431 401 905 60224 'Culture.Media.Books' 1103 --> 920 102 183 62756 'Culture.Media.Entertainment' 961 --> 519 146 442 62854 'Culture.Media.Films' 2409 --> 2174 143 235 61409 'Culture.Media.Media*' 10759 --> 9110 1086 1649 52116 'Culture.Media.Music' 3679 --> 3102 437 577 59845 'Culture.Media.Radio' 424 --> 310 22 114 63515 'Culture.Media.Software' 420 --> 141 128 279 63413 'Culture.Media.Television' 1599 --> 1171 173 428 62189 'Culture.Media.Video games' 544 --> 442 25 102 63392 'Culture.Performing arts' 701 --> 379 99 322 63161 'Culture.Philosophy and religion' 2427 --> 1194 425 1233 61109 'Culture.Sports' 10986 --> 10221 455 765 52520 'Culture.Visual arts.Architecture' 2699 --> 2057 382 642 60880 'Culture.Visual arts.Comics and Anime' 565 --> 363 79 202 63317 'Culture.Visual arts.Fashion' 232 --> 117 33 115 63696 'Culture.Visual arts.Visual arts*' 4318 --> 3134 654 1184 58989 'Geography.Geographical' 4073 --> 3018 506 1055 59382 'Geography.Regions.Africa.Africa*' 1625 --> 1011 213 614 62123 'Geography.Regions.Africa.Central Africa' 126 --> 75 24 51 63811 'Geography.Regions.Africa.Eastern Africa' 111 --> 61 15 50 63835 'Geography.Regions.Africa.Northern Africa' 339 --> 183 54 156 63568 'Geography.Regions.Africa.Southern Africa' 323 --> 204 45 119 63593 'Geography.Regions.Africa.Western Africa' 147 --> 75 32 72 63782 'Geography.Regions.Americas.Central America' 593 --> 319 124 274 63244 'Geography.Regions.Americas.North America' 9857 --> 7149 1620 2708 52484 'Geography.Regions.Americas.South America' 1078 --> 765 187 313 62696 'Geography.Regions.Asia.Asia*' 12162 --> 9611 1191 2551 50608 'Geography.Regions.Asia.Central Asia' 178 --> 91 28 87 63755 'Geography.Regions.Asia.East Asia' 2939 --> 2186 379 753 60643 'Geography.Regions.Asia.North Asia' 2064 --> 1553 232 511 61665 'Geography.Regions.Asia.South Asia' 3349 --> 2575 236 774 60376 'Geography.Regions.Asia.Southeast Asia' 1363 --> 907 127 456 62471 'Geography.Regions.Asia.West Asia' 2470 --> 1834 186 636 61305 'Geography.Regions.Europe.Eastern Europe' 4564 --> 3752 384 812 59013 'Geography.Regions.Europe.Europe*' 18641 --> 15097 2629 3544 42691 'Geography.Regions.Europe.Northern Europe' 6659 --> 4718 949 1941 56353 'Geography.Regions.Europe.Southern Europe' 3146 --> 2246 491 900 60324 'Geography.Regions.Europe.Western Europe' 4661 --> 3635 682 1026 58618 'Geography.Regions.Oceania' 3345 --> 2613 199 732 60417 'History and Society.Business and economics' 2170 --> 1097 500 1073 61291 'History and Society.Education' 1576 --> 855 317 721 62068 'History and Society.History' 2897 --> 1391 609 1506 60455 'History and Society.Military and warfare' 3229 --> 1988 447 1241 60285 'History and Society.Politics and government' 5772 --> 3800 591 1972 57598 'History and Society.Society' 2132 --> 898 292 1234 61537 'History and Society.Transportation' 3138 --> 2449 202 689 60621 'STEM.Biology' 5253 --> 4662 135 591 58573 'STEM.Chemistry' 293 --> 131 54 162 63614 'STEM.Computing' 557 --> 246 93 311 63311 'STEM.Earth and environment' 1077 --> 687 114 390 62770 'STEM.Engineering' 1635 --> 1096 141 539 62185 'STEM.Libraries & Information' 191 --> 94 37 97 63733 'STEM.Mathematics' 87 --> 15 13 72 63861 'STEM.Medicine & Health' 1026 --> 488 126 538 62809 'STEM.Physics' 204 --> 71 51 133 63706 'STEM.STEM*' 11153 --> 8920 728 2233 52080 'STEM.Space' 494 --> 365 32 129 63435 'STEM.Technology' 1350 --> 512 245 838 62366 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=0.134, macro=0.044): ------------------------------------------- ----- Culture.Biography.Biography* 0.373 Culture.Biography.Women 0.072 Culture.Food and drink 0.004 Culture.Internet culture 0.01 Culture.Linguistics 0.008 Culture.Literature 0.044 Culture.Media.Books 0.016 Culture.Media.Entertainment 0.01 Culture.Media.Films 0.036 Culture.Media.Media* 0.159 Culture.Media.Music 0.055 Culture.Media.Radio 0.005 Culture.Media.Software 0.004 Culture.Media.Television 0.021 Culture.Media.Video games 0.007 Culture.Performing arts 0.007 Culture.Philosophy and religion 0.025 Culture.Sports 0.167 Culture.Visual arts.Architecture 0.038 Culture.Visual arts.Comics and Anime 0.007 Culture.Visual arts.Fashion 0.002 Culture.Visual arts.Visual arts* 0.059 Geography.Geographical 0.055 Geography.Regions.Africa.Africa* 0.019 Geography.Regions.Africa.Central Africa 0.002 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 0.007 Geography.Regions.Americas.North America 0.137 Geography.Regions.Americas.South America 0.015 Geography.Regions.Asia.Asia* 0.169 Geography.Regions.Asia.Central Asia 0.002 Geography.Regions.Asia.East Asia 0.04 Geography.Regions.Asia.North Asia 0.028 Geography.Regions.Asia.South Asia 0.044 Geography.Regions.Asia.Southeast Asia 0.016 Geography.Regions.Asia.West Asia 0.032 Geography.Regions.Europe.Eastern Europe 0.065 Geography.Regions.Europe.Europe* 0.277 Geography.Regions.Europe.Northern Europe 0.089 Geography.Regions.Europe.Southern Europe 0.043 Geography.Regions.Europe.Western Europe 0.067 Geography.Regions.Oceania 0.044 History and Society.Business and economics 0.025 History and Society.Education 0.018 History and Society.History 0.031 History and Society.Military and warfare 0.038 History and Society.Politics and government 0.069 History and Society.Society 0.019 History and Society.Transportation 0.041 STEM.Biology 0.075 STEM.Chemistry 0.003 STEM.Computing 0.005 STEM.Earth and environment 0.013 STEM.Engineering 0.019 STEM.Libraries & Information 0.002 STEM.Mathematics 0 STEM.Medicine & Health 0.01 STEM.Physics 0.002 STEM.STEM* 0.151 STEM.Space 0.006 STEM.Technology 0.012 ------------------------------------------- ----- filter_rate (micro=0.866, macro=0.956): ------------------------------------------- ----- Culture.Biography.Biography* 0.627 Culture.Biography.Women 0.928 Culture.Food and drink 0.996 Culture.Internet culture 0.99 Culture.Linguistics 0.992 Culture.Literature 0.956 Culture.Media.Books 0.984 Culture.Media.Entertainment 0.99 Culture.Media.Films 0.964 Culture.Media.Media* 0.841 Culture.Media.Music 0.945 Culture.Media.Radio 0.995 Culture.Media.Software 0.996 Culture.Media.Television 0.979 Culture.Media.Video games 0.993 Culture.Performing arts 0.993 Culture.Philosophy and religion 0.975 Culture.Sports 0.833 Culture.Visual arts.Architecture 0.962 Culture.Visual arts.Comics and Anime 0.993 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.941 Geography.Geographical 0.945 Geography.Regions.Africa.Africa* 0.981 Geography.Regions.Africa.Central Africa 0.998 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 0.993 Geography.Regions.Americas.North America 0.863 Geography.Regions.Americas.South America 0.985 Geography.Regions.Asia.Asia* 0.831 Geography.Regions.Asia.Central Asia 0.998 Geography.Regions.Asia.East Asia 0.96 Geography.Regions.Asia.North Asia 0.972 Geography.Regions.Asia.South Asia 0.956 Geography.Regions.Asia.Southeast Asia 0.984 Geography.Regions.Asia.West Asia 0.968 Geography.Regions.Europe.Eastern Europe 0.935 Geography.Regions.Europe.Europe* 0.723 Geography.Regions.Europe.Northern Europe 0.911 Geography.Regions.Europe.Southern Europe 0.957 Geography.Regions.Europe.Western Europe 0.933 Geography.Regions.Oceania 0.956 History and Society.Business and economics 0.975 History and Society.Education 0.982 History and Society.History 0.969 History and Society.Military and warfare 0.962 History and Society.Politics and government 0.931 History and Society.Society 0.981 History and Society.Transportation 0.959 STEM.Biology 0.925 STEM.Chemistry 0.997 STEM.Computing 0.995 STEM.Earth and environment 0.987 STEM.Engineering 0.981 STEM.Libraries & Information 0.998 STEM.Mathematics 1 STEM.Medicine & Health 0.99 STEM.Physics 0.998 STEM.STEM* 0.849 STEM.Space 0.994 STEM.Technology 0.988 ------------------------------------------- ----- recall (micro=0.774, macro=0.651): ------------------------------------------- ----- Culture.Biography.Biography* 0.965 Culture.Biography.Women 0.812 Culture.Food and drink 0.461 Culture.Internet culture 0.663 Culture.Linguistics 0.632 Culture.Literature 0.729 Culture.Media.Books 0.834 Culture.Media.Entertainment 0.54 Culture.Media.Films 0.902 Culture.Media.Media* 0.847 Culture.Media.Music 0.843 Culture.Media.Radio 0.731 Culture.Media.Software 0.336 Culture.Media.Television 0.732 Culture.Media.Video games 0.812 Culture.Performing arts 0.541 Culture.Philosophy and religion 0.492 Culture.Sports 0.93 Culture.Visual arts.Architecture 0.762 Culture.Visual arts.Comics and Anime 0.642 Culture.Visual arts.Fashion 0.504 Culture.Visual arts.Visual arts* 0.726 Geography.Geographical 0.741 Geography.Regions.Africa.Africa* 0.622 Geography.Regions.Africa.Central Africa 0.595 Geography.Regions.Africa.Eastern Africa 0.55 Geography.Regions.Africa.Northern Africa 0.54 Geography.Regions.Africa.Southern Africa 0.632 Geography.Regions.Africa.Western Africa 0.51 Geography.Regions.Americas.Central America 0.538 Geography.Regions.Americas.North America 0.725 Geography.Regions.Americas.South America 0.71 Geography.Regions.Asia.Asia* 0.79 Geography.Regions.Asia.Central Asia 0.511 Geography.Regions.Asia.East Asia 0.744 Geography.Regions.Asia.North Asia 0.752 Geography.Regions.Asia.South Asia 0.769 Geography.Regions.Asia.Southeast Asia 0.665 Geography.Regions.Asia.West Asia 0.743 Geography.Regions.Europe.Eastern Europe 0.822 Geography.Regions.Europe.Europe* 0.81 Geography.Regions.Europe.Northern Europe 0.709 Geography.Regions.Europe.Southern Europe 0.714 Geography.Regions.Europe.Western Europe 0.78 Geography.Regions.Oceania 0.781 History and Society.Business and economics 0.506 History and Society.Education 0.543 History and Society.History 0.48 History and Society.Military and warfare 0.616 History and Society.Politics and government 0.658 History and Society.Society 0.421 History and Society.Transportation 0.78 STEM.Biology 0.887 STEM.Chemistry 0.447 STEM.Computing 0.442 STEM.Earth and environment 0.638 STEM.Engineering 0.67 STEM.Libraries & Information 0.492 STEM.Mathematics 0.172 STEM.Medicine & Health 0.476 STEM.Physics 0.348 STEM.STEM* 0.8 STEM.Space 0.739 STEM.Technology 0.379 ------------------------------------------- ----- !recall (micro=0.984, macro=0.994): ------------------------------------------- ----- Culture.Biography.Biography* 0.984 Culture.Biography.Women 0.984 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 0.998 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 0.992 Geography.Regions.Africa.Africa* 0.997 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 0.97 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* 0.942 Geography.Regions.Europe.Northern Europe 0.983 Geography.Regions.Europe.Southern Europe 0.992 Geography.Regions.Europe.Western Europe 0.988 Geography.Regions.Oceania 0.997 History and Society.Business and economics 0.992 History and Society.Education 0.995 History and Society.History 0.99 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 0.997 STEM.Biology 0.998 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* 0.986 STEM.Space 0.999 STEM.Technology 0.996 ------------------------------------------- ----- precision (micro=0.874, macro=0.82): ------------------------------------------- ----- Culture.Biography.Biography* 0.974 Culture.Biography.Women 0.796 Culture.Food and drink 0.796 Culture.Internet culture 0.86 Culture.Linguistics 0.865 Culture.Literature 0.858 Culture.Media.Books 0.9 Culture.Media.Entertainment 0.78 Culture.Media.Films 0.938 Culture.Media.Media* 0.893 Culture.Media.Music 0.877 Culture.Media.Radio 0.934 Culture.Media.Software 0.524 Culture.Media.Television 0.871 Culture.Media.Video games 0.946 Culture.Performing arts 0.793 Culture.Philosophy and religion 0.737 Culture.Sports 0.957 Culture.Visual arts.Architecture 0.843 Culture.Visual arts.Comics and Anime 0.821 Culture.Visual arts.Fashion 0.78 Culture.Visual arts.Visual arts* 0.827 Geography.Geographical 0.856 Geography.Regions.Africa.Africa* 0.826 Geography.Regions.Africa.Central Africa 0.758 Geography.Regions.Africa.Eastern Africa 0.803 Geography.Regions.Africa.Northern Africa 0.772 Geography.Regions.Africa.Southern Africa 0.819 Geography.Regions.Africa.Western Africa 0.701 Geography.Regions.Americas.Central America 0.72 Geography.Regions.Americas.North America 0.815 Geography.Regions.Americas.South America 0.804 Geography.Regions.Asia.Asia* 0.89 Geography.Regions.Asia.Central Asia 0.765 Geography.Regions.Asia.East Asia 0.852 Geography.Regions.Asia.North Asia 0.87 Geography.Regions.Asia.South Asia 0.916 Geography.Regions.Asia.Southeast Asia 0.877 Geography.Regions.Asia.West Asia 0.908 Geography.Regions.Europe.Eastern Europe 0.907 Geography.Regions.Europe.Europe* 0.852 Geography.Regions.Europe.Northern Europe 0.833 Geography.Regions.Europe.Southern Europe 0.821 Geography.Regions.Europe.Western Europe 0.842 Geography.Regions.Oceania 0.929 History and Society.Business and economics 0.687 History and Society.Education 0.73 History and Society.History 0.696 History and Society.Military and warfare 0.816 History and Society.Politics and government 0.865 History and Society.Society 0.755 History and Society.Transportation 0.924 STEM.Biology 0.972 STEM.Chemistry 0.708 STEM.Computing 0.726 STEM.Earth and environment 0.858 STEM.Engineering 0.886 STEM.Libraries & Information 0.718 STEM.Mathematics 0.536 STEM.Medicine & Health 0.795 STEM.Physics 0.582 STEM.STEM* 0.925 STEM.Space 0.919 STEM.Technology 0.676 ------------------------------------------- ----- !precision (micro=0.973, macro=0.987): ------------------------------------------- ----- Culture.Biography.Biography* 0.979 Culture.Biography.Women 0.986 Culture.Food and drink 0.996 Culture.Internet culture 0.996 Culture.Linguistics 0.996 Culture.Literature 0.985 Culture.Media.Books 0.997 Culture.Media.Entertainment 0.993 Culture.Media.Films 0.996 Culture.Media.Media* 0.969 Culture.Media.Music 0.99 Culture.Media.Radio 0.998 Culture.Media.Software 0.996 Culture.Media.Television 0.993 Culture.Media.Video games 0.998 Culture.Performing arts 0.995 Culture.Philosophy and religion 0.98 Culture.Sports 0.986 Culture.Visual arts.Architecture 0.99 Culture.Visual arts.Comics and Anime 0.997 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.98 Geography.Geographical 0.983 Geography.Regions.Africa.Africa* 0.99 Geography.Regions.Africa.Central Africa 0.999 Geography.Regions.Africa.Eastern Africa 0.999 Geography.Regions.Africa.Northern Africa 0.998 Geography.Regions.Africa.Southern Africa 0.998 Geography.Regions.Africa.Western Africa 0.999 Geography.Regions.Americas.Central America 0.996 Geography.Regions.Americas.North America 0.951 Geography.Regions.Americas.South America 0.995 Geography.Regions.Asia.Asia* 0.952 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.988 Geography.Regions.Asia.North Asia 0.992 Geography.Regions.Asia.South Asia 0.987 Geography.Regions.Asia.Southeast Asia 0.993 Geography.Regions.Asia.West Asia 0.99 Geography.Regions.Europe.Eastern Europe 0.986 Geography.Regions.Europe.Europe* 0.923 Geography.Regions.Europe.Northern Europe 0.967 Geography.Regions.Europe.Southern Europe 0.985 Geography.Regions.Europe.Western Europe 0.983 Geography.Regions.Oceania 0.988 History and Society.Business and economics 0.983 History and Society.Education 0.989 History and Society.History 0.976 History and Society.Military and warfare 0.98 History and Society.Politics and government 0.967 History and Society.Society 0.98 History and Society.Transportation 0.989 STEM.Biology 0.99 STEM.Chemistry 0.997 STEM.Computing 0.995 STEM.Earth and environment 0.994 STEM.Engineering 0.991 STEM.Libraries & Information 0.998 STEM.Mathematics 0.999 STEM.Medicine & Health 0.992 STEM.Physics 0.998 STEM.STEM* 0.959 STEM.Space 0.998 STEM.Technology 0.987 ------------------------------------------- ----- f1 (micro=0.819, macro=0.721): ------------------------------------------- ----- Culture.Biography.Biography* 0.969 Culture.Biography.Women 0.804 Culture.Food and drink 0.584 Culture.Internet culture 0.749 Culture.Linguistics 0.73 Culture.Literature 0.788 Culture.Media.Books 0.866 Culture.Media.Entertainment 0.638 Culture.Media.Films 0.92 Culture.Media.Media* 0.869 Culture.Media.Music 0.86 Culture.Media.Radio 0.82 Culture.Media.Software 0.409 Culture.Media.Television 0.796 Culture.Media.Video games 0.874 Culture.Performing arts 0.643 Culture.Philosophy and religion 0.59 Culture.Sports 0.944 Culture.Visual arts.Architecture 0.801 Culture.Visual arts.Comics and Anime 0.721 Culture.Visual arts.Fashion 0.613 Culture.Visual arts.Visual arts* 0.773 Geography.Geographical 0.795 Geography.Regions.Africa.Africa* 0.71 Geography.Regions.Africa.Central Africa 0.667 Geography.Regions.Africa.Eastern Africa 0.652 Geography.Regions.Africa.Northern Africa 0.635 Geography.Regions.Africa.Southern Africa 0.713 Geography.Regions.Africa.Western Africa 0.591 Geography.Regions.Americas.Central America 0.616 Geography.Regions.Americas.North America 0.768 Geography.Regions.Americas.South America 0.754 Geography.Regions.Asia.Asia* 0.837 Geography.Regions.Asia.Central Asia 0.613 Geography.Regions.Asia.East Asia 0.794 Geography.Regions.Asia.North Asia 0.807 Geography.Regions.Asia.South Asia 0.836 Geography.Regions.Asia.Southeast Asia 0.757 Geography.Regions.Asia.West Asia 0.817 Geography.Regions.Europe.Eastern Europe 0.863 Geography.Regions.Europe.Europe* 0.83 Geography.Regions.Europe.Northern Europe 0.766 Geography.Regions.Europe.Southern Europe 0.764 Geography.Regions.Europe.Western Europe 0.81 Geography.Regions.Oceania 0.849 History and Society.Business and economics 0.582 History and Society.Education 0.622 History and Society.History 0.568 History and Society.Military and warfare 0.702 History and Society.Politics and government 0.748 History and Society.Society 0.541 History and Society.Transportation 0.846 STEM.Biology 0.928 STEM.Chemistry 0.548 STEM.Computing 0.549 STEM.Earth and environment 0.732 STEM.Engineering 0.763 STEM.Libraries & Information 0.584 STEM.Mathematics 0.261 STEM.Medicine & Health 0.595 STEM.Physics 0.436 STEM.STEM* 0.858 STEM.Space 0.819 STEM.Technology 0.486 ------------------------------------------- ----- !f1 (micro=0.979, macro=0.991): ------------------------------------------- ----- Culture.Biography.Biography* 0.982 Culture.Biography.Women 0.985 Culture.Food and drink 0.998 Culture.Internet culture 0.997 Culture.Linguistics 0.997 Culture.Literature 0.989 Culture.Media.Books 0.998 Culture.Media.Entertainment 0.995 Culture.Media.Films 0.997 Culture.Media.Media* 0.974 Culture.Media.Music 0.992 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 0.987 Culture.Sports 0.989 Culture.Visual arts.Architecture 0.992 Culture.Visual arts.Comics and Anime 0.998 Culture.Visual arts.Fashion 0.999 Culture.Visual arts.Visual arts* 0.985 Geography.Geographical 0.987 Geography.Regions.Africa.Africa* 0.993 Geography.Regions.Africa.Central Africa 0.999 Geography.Regions.Africa.Eastern Africa 0.999 Geography.Regions.Africa.Northern Africa 0.998 Geography.Regions.Africa.Southern Africa 0.999 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* 0.964 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.991 Geography.Regions.Asia.North Asia 0.994 Geography.Regions.Asia.South Asia 0.992 Geography.Regions.Asia.Southeast Asia 0.995 Geography.Regions.Asia.West Asia 0.993 Geography.Regions.Europe.Eastern Europe 0.99 Geography.Regions.Europe.Europe* 0.933 Geography.Regions.Europe.Northern Europe 0.975 Geography.Regions.Europe.Southern Europe 0.989 Geography.Regions.Europe.Western Europe 0.986 Geography.Regions.Oceania 0.992 History and Society.Business and economics 0.987 History and Society.Education 0.992 History and Society.History 0.983 History and Society.Military and warfare 0.986 History and Society.Politics and government 0.978 History and Society.Society 0.988 History and Society.Transportation 0.993 STEM.Biology 0.994 STEM.Chemistry 0.998 STEM.Computing 0.997 STEM.Earth and environment 0.996 STEM.Engineering 0.995 STEM.Libraries & Information 0.999 STEM.Mathematics 0.999 STEM.Medicine & Health 0.995 STEM.Physics 0.999 STEM.STEM* 0.972 STEM.Space 0.999 STEM.Technology 0.991 ------------------------------------------- ----- accuracy (micro=0.965, macro=0.983): ------------------------------------------- ----- Culture.Biography.Biography* 0.977 Culture.Biography.Women 0.972 Culture.Food and drink 0.995 Culture.Internet culture 0.994 Culture.Linguistics 0.995 Culture.Literature 0.98 Culture.Media.Books 0.996 Culture.Media.Entertainment 0.991 Culture.Media.Films 0.994 Culture.Media.Media* 0.957 Culture.Media.Music 0.984 Culture.Media.Radio 0.998 Culture.Media.Software 0.994 Culture.Media.Television 0.991 Culture.Media.Video games 0.998 Culture.Performing arts 0.993 Culture.Philosophy and religion 0.974 Culture.Sports 0.981 Culture.Visual arts.Architecture 0.984 Culture.Visual arts.Comics and Anime 0.996 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.971 Geography.Geographical 0.976 Geography.Regions.Africa.Africa* 0.987 Geography.Regions.Africa.Central Africa 0.999 Geography.Regions.Africa.Eastern Africa 0.999 Geography.Regions.Africa.Northern Africa 0.997 Geography.Regions.Africa.Southern Africa 0.997 Geography.Regions.Africa.Western Africa 0.998 Geography.Regions.Americas.Central America 0.994 Geography.Regions.Americas.North America 0.932 Geography.Regions.Americas.South America 0.992 Geography.Regions.Asia.Asia* 0.941 Geography.Regions.Asia.Central Asia 0.998 Geography.Regions.Asia.East Asia 0.982 Geography.Regions.Asia.North Asia 0.988 Geography.Regions.Asia.South Asia 0.984 Geography.Regions.Asia.Southeast Asia 0.991 Geography.Regions.Asia.West Asia 0.987 Geography.Regions.Europe.Eastern Europe 0.981 Geography.Regions.Europe.Europe* 0.903 Geography.Regions.Europe.Northern Europe 0.955 Geography.Regions.Europe.Southern Europe 0.978 Geography.Regions.Europe.Western Europe 0.973 Geography.Regions.Oceania 0.985 History and Society.Business and economics 0.975 History and Society.Education 0.984 History and Society.History 0.967 History and Society.Military and warfare 0.974 History and Society.Politics and government 0.96 History and Society.Society 0.976 History and Society.Transportation 0.986 STEM.Biology 0.989 STEM.Chemistry 0.997 STEM.Computing 0.994 STEM.Earth and environment 0.992 STEM.Engineering 0.989 STEM.Libraries & Information 0.998 STEM.Mathematics 0.999 STEM.Medicine & Health 0.99 STEM.Physics 0.997 STEM.STEM* 0.954 STEM.Space 0.997 STEM.Technology 0.983 ------------------------------------------- ----- fpr (micro=0.016, macro=0.006): ------------------------------------------- ----- Culture.Biography.Biography* 0.016 Culture.Biography.Women 0.016 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 0.002 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 0.008 Geography.Regions.Africa.Africa* 0.003 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 0.03 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* 0.058 Geography.Regions.Europe.Northern Europe 0.017 Geography.Regions.Europe.Southern Europe 0.008 Geography.Regions.Europe.Western Europe 0.012 Geography.Regions.Oceania 0.003 History and Society.Business and economics 0.008 History and Society.Education 0.005 History and Society.History 0.01 History and Society.Military and warfare 0.007 History and Society.Politics and government 0.01 History and Society.Society 0.005 History and Society.Transportation 0.003 STEM.Biology 0.002 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* 0.014 STEM.Space 0.001 STEM.Technology 0.004 ------------------------------------------- ----- roc_auc (micro=0.97, macro=0.964): ------------------------------------------- ----- Culture.Biography.Biography* 0.988 Culture.Biography.Women 0.977 Culture.Food and drink 0.952 Culture.Internet culture 0.973 Culture.Linguistics 0.972 Culture.Literature 0.973 Culture.Media.Books 0.98 Culture.Media.Entertainment 0.959 Culture.Media.Films 0.984 Culture.Media.Media* 0.978 Culture.Media.Music 0.984 Culture.Media.Radio 0.967 Culture.Media.Software 0.966 Culture.Media.Television 0.972 Culture.Media.Video games 0.977 Culture.Performing arts 0.961 Culture.Philosophy and religion 0.942 Culture.Sports 0.986 Culture.Visual arts.Architecture 0.981 Culture.Visual arts.Comics and Anime 0.97 Culture.Visual arts.Fashion 0.961 Culture.Visual arts.Visual arts* 0.969 Geography.Geographical 0.97 Geography.Regions.Africa.Africa* 0.955 Geography.Regions.Africa.Central Africa 0.945 Geography.Regions.Africa.Eastern Africa 0.955 Geography.Regions.Africa.Northern Africa 0.952 Geography.Regions.Africa.Southern Africa 0.962 Geography.Regions.Africa.Western Africa 0.952 Geography.Regions.Americas.Central America 0.941 Geography.Regions.Americas.North America 0.959 Geography.Regions.Americas.South America 0.964 Geography.Regions.Asia.Asia* 0.965 Geography.Regions.Asia.Central Asia 0.944 Geography.Regions.Asia.East Asia 0.969 Geography.Regions.Asia.North Asia 0.966 Geography.Regions.Asia.South Asia 0.976 Geography.Regions.Asia.Southeast Asia 0.957 Geography.Regions.Asia.West Asia 0.974 Geography.Regions.Europe.Eastern Europe 0.973 Geography.Regions.Europe.Europe* 0.956 Geography.Regions.Europe.Northern Europe 0.964 Geography.Regions.Europe.Southern Europe 0.965 Geography.Regions.Europe.Western Europe 0.972 Geography.Regions.Oceania 0.97 History and Society.Business and economics 0.958 History and Society.Education 0.956 History and Society.History 0.935 History and Society.Military and warfare 0.954 History and Society.Politics and government 0.952 History and Society.Society 0.911 History and Society.Transportation 0.978 STEM.Biology 0.988 STEM.Chemistry 0.973 STEM.Computing 0.969 STEM.Earth and environment 0.967 STEM.Engineering 0.968 STEM.Libraries & Information 0.959 STEM.Mathematics 0.931 STEM.Medicine & Health 0.957 STEM.Physics 0.963 STEM.STEM* 0.975 STEM.Space 0.978 STEM.Technology 0.947 ------------------------------------------- ----- pr_auc (micro=0.867, macro=0.746): ------------------------------------------- ----- Culture.Biography.Biography* 0.988 Culture.Biography.Women 0.847 Culture.Food and drink 0.565 Culture.Internet culture 0.781 Culture.Linguistics 0.74 Culture.Literature 0.843 Culture.Media.Books 0.89 Culture.Media.Entertainment 0.663 Culture.Media.Films 0.938 Culture.Media.Media* 0.933 Culture.Media.Music 0.917 Culture.Media.Radio 0.801 Culture.Media.Software 0.381 Culture.Media.Television 0.831 Culture.Media.Video games 0.88 Culture.Performing arts 0.682 Culture.Philosophy and religion 0.616 Culture.Sports 0.971 Culture.Visual arts.Architecture 0.872 Culture.Visual arts.Comics and Anime 0.755 Culture.Visual arts.Fashion 0.613 Culture.Visual arts.Visual arts* 0.841 Geography.Geographical 0.853 Geography.Regions.Africa.Africa* 0.714 Geography.Regions.Africa.Central Africa 0.665 Geography.Regions.Africa.Eastern Africa 0.58 Geography.Regions.Africa.Northern Africa 0.594 Geography.Regions.Africa.Southern Africa 0.689 Geography.Regions.Africa.Western Africa 0.583 Geography.Regions.Americas.Central America 0.607 Geography.Regions.Americas.North America 0.859 Geography.Regions.Americas.South America 0.796 Geography.Regions.Asia.Asia* 0.909 Geography.Regions.Asia.Central Asia 0.594 Geography.Regions.Asia.East Asia 0.834 Geography.Regions.Asia.North Asia 0.832 Geography.Regions.Asia.South Asia 0.881 Geography.Regions.Asia.Southeast Asia 0.759 Geography.Regions.Asia.West Asia 0.866 Geography.Regions.Europe.Eastern Europe 0.899 Geography.Regions.Europe.Europe* 0.912 Geography.Regions.Europe.Northern Europe 0.848 Geography.Regions.Europe.Southern Europe 0.812 Geography.Regions.Europe.Western Europe 0.857 Geography.Regions.Oceania 0.879 History and Society.Business and economics 0.617 History and Society.Education 0.631 History and Society.History 0.58 History and Society.Military and warfare 0.754 History and Society.Politics and government 0.818 History and Society.Society 0.563 History and Society.Transportation 0.884 STEM.Biology 0.958 STEM.Chemistry 0.575 STEM.Computing 0.56 STEM.Earth and environment 0.739 STEM.Engineering 0.791 STEM.Libraries & Information 0.582 STEM.Mathematics 0.201 STEM.Medicine & Health 0.641 STEM.Physics 0.389 STEM.STEM* 0.935 STEM.Space 0.825 STEM.Technology 0.537 ------------------------------------------- ----- - 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'}}}}}