Model Information: - type: GradientBoosting - version: 1.2.0 - params: {'scale': False, 'center': False, 'labels': ['Culture.Biography.Biography*', 'Culture.Biography.Women', 'Culture.Food and drink', 'Culture.Internet culture', 'Culture.Linguistics', 'Culture.Literature', 'Culture.Media.Books', 'Culture.Media.Entertainment', 'Culture.Media.Films', 'Culture.Media.Media*', 'Culture.Media.Music', 'Culture.Media.Radio', 'Culture.Media.Software', 'Culture.Media.Television', 'Culture.Media.Video games', 'Culture.Performing arts', 'Culture.Philosophy and religion', 'Culture.Sports', 'Culture.Visual arts.Architecture', 'Culture.Visual arts.Comics and Anime', 'Culture.Visual arts.Fashion', 'Culture.Visual arts.Visual arts*', 'Geography.Geographical', 'Geography.Regions.Africa.Africa*', 'Geography.Regions.Africa.Central Africa', 'Geography.Regions.Africa.Eastern Africa', 'Geography.Regions.Africa.Northern Africa', 'Geography.Regions.Africa.Southern Africa', 'Geography.Regions.Africa.Western Africa', 'Geography.Regions.Americas.Central America', 'Geography.Regions.Americas.North America', 'Geography.Regions.Americas.South America', 'Geography.Regions.Asia.Asia*', 'Geography.Regions.Asia.Central Asia', 'Geography.Regions.Asia.East Asia', 'Geography.Regions.Asia.North Asia', 'Geography.Regions.Asia.South Asia', 'Geography.Regions.Asia.Southeast Asia', 'Geography.Regions.Asia.West Asia', 'Geography.Regions.Europe.Eastern Europe', 'Geography.Regions.Europe.Europe*', 'Geography.Regions.Europe.Northern Europe', 'Geography.Regions.Europe.Southern Europe', 'Geography.Regions.Europe.Western Europe', 'Geography.Regions.Oceania', 'History and Society.Business and economics', 'History and Society.Education', 'History and Society.History', 'History and Society.Military and warfare', 'History and Society.Politics and government', 'History and Society.Society', 'History and Society.Transportation', 'STEM.Biology', 'STEM.Chemistry', 'STEM.Computing', 'STEM.Earth and environment', 'STEM.Engineering', 'STEM.Libraries & Information', 'STEM.Mathematics', 'STEM.Medicine & Health', 'STEM.Physics', 'STEM.STEM*', 'STEM.Space', 'STEM.Technology'], 'multilabel': True, 'population_rates': None, 'ccp_alpha': 0.0, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.1, 'loss': 'deviance', 'max_depth': 5, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 150, 'n_iter_no_change': None, 'presort': 'deprecated', 'random_state': None, 'subsample': 1.0, 'tol': 0.0001, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False, 'label_weights': {}} Environment: - revscoring_version: '2.8.2' - platform: 'Linux-5.3.0-62-generic-x86_64-with-Ubuntu-18.04-bionic' - machine: 'x86_64' - version: '#56~18.04.1-Ubuntu SMP Wed Jun 24 16:17:03 UTC 2020' - system: 'Linux' - processor: 'x86_64' - python_build: ('default', 'Apr 18 2020 01:56:04') - python_compiler: 'GCC 8.4.0' - python_branch: '' - python_implementation: 'CPython' - python_revision: '' - python_version: '3.6.9' - release: '5.3.0-62-generic' Statistics: counts (n=63944): label n TP FP FN TN --------------------------------------------- ----- --- ----- ---- ---- ----- 'Culture.Biography.Biography*' 16670 --> 15762 908 464 46810 'Culture.Biography.Women' 4110 --> 3125 985 679 59155 'Culture.Food and drink' 1318 --> 613 705 126 62500 'Culture.Internet culture' 2966 --> 1948 1018 140 60838 'Culture.Linguistics' 1466 --> 934 532 56 62422 'Culture.Literature' 5367 --> 3996 1371 404 58173 'Culture.Media.Books' 1974 --> 1560 414 136 61834 'Culture.Media.Entertainment' 1733 --> 857 876 162 62049 'Culture.Media.Films' 2295 --> 1896 399 122 61527 'Culture.Media.Media*' 14383 --> 11572 2811 1135 48426 'Culture.Media.Music' 2583 --> 2027 556 247 61114 'Culture.Media.Radio' 1156 --> 857 299 44 62744 'Culture.Media.Software' 1750 --> 685 1065 307 61887 'Culture.Media.Television' 2230 --> 1510 720 176 61538 'Culture.Media.Video games' 2147 --> 1758 389 54 61743 'Culture.Performing arts' 1334 --> 741 593 116 62494 'Culture.Philosophy and religion' 2702 --> 1074 1628 285 60957 'Culture.Sports' 5925 --> 5186 739 249 57770 'Culture.Visual arts.Architecture' 2648 --> 1867 781 230 61066 'Culture.Visual arts.Comics and Anime' 1508 --> 1007 501 140 62296 'Culture.Visual arts.Fashion' 1199 --> 669 530 98 62647 'Culture.Visual arts.Visual arts*' 6070 --> 4131 1939 554 57320 'Geography.Geographical' 3464 --> 2226 1238 359 60121 'Geography.Regions.Africa.Africa*' 6449 --> 4664 1785 414 57081 'Geography.Regions.Africa.Central Africa' 1145 --> 697 448 83 62716 'Geography.Regions.Africa.Eastern Africa' 1114 --> 704 410 56 62774 'Geography.Regions.Africa.Northern Africa' 1280 --> 774 506 108 62556 'Geography.Regions.Africa.Southern Africa' 1244 --> 859 385 81 62619 'Geography.Regions.Africa.Western Africa' 1142 --> 774 368 75 62727 'Geography.Regions.Americas.Central America' 1331 --> 707 624 87 62526 'Geography.Regions.Americas.North America' 7625 --> 5064 2561 1169 55150 'Geography.Regions.Americas.South America' 1532 --> 1082 450 142 62270 'Geography.Regions.Asia.Asia*' 11647 --> 8432 3215 835 51462 'Geography.Regions.Asia.Central Asia' 1086 --> 671 415 70 62788 'Geography.Regions.Asia.East Asia' 2717 --> 1727 990 241 60986 'Geography.Regions.Asia.North Asia' 2076 --> 1336 740 163 61705 'Geography.Regions.Asia.South Asia' 2366 --> 1612 754 135 61443 'Geography.Regions.Asia.Southeast Asia' 1721 --> 1059 662 119 62104 'Geography.Regions.Asia.West Asia' 2160 --> 1473 687 129 61655 'Geography.Regions.Europe.Eastern Europe' 3533 --> 2472 1061 234 60177 'Geography.Regions.Europe.Europe*' 12939 --> 9372 3567 1810 49195 'Geography.Regions.Europe.Northern Europe' 4221 --> 2571 1650 601 59122 'Geography.Regions.Europe.Southern Europe' 2438 --> 1565 873 268 61238 'Geography.Regions.Europe.Western Europe' 3076 --> 1934 1142 417 60451 'Geography.Regions.Oceania' 2638 --> 1859 779 138 61168 'History and Society.Business and economics' 3502 --> 1544 1958 569 59873 'History and Society.Education' 2243 --> 1113 1130 255 61446 'History and Society.History' 3172 --> 1154 2018 360 60412 'History and Society.Military and warfare' 3238 --> 1677 1561 296 60410 'History and Society.Politics and government' 4590 --> 2406 2184 329 59025 'History and Society.Society' 2971 --> 897 2074 166 60807 'History and Society.Transportation' 3629 --> 2615 1014 169 60146 'STEM.Biology' 2916 --> 2237 679 91 60937 'STEM.Chemistry' 1270 --> 690 580 138 62536 'STEM.Computing' 1968 --> 828 1140 332 61644 'STEM.Earth and environment' 1627 --> 918 709 114 62203 'STEM.Engineering' 2195 --> 1284 911 141 61608 'STEM.Libraries & Information' 1174 --> 605 569 87 62683 'STEM.Mathematics' 1137 --> 307 830 107 62700 'STEM.Medicine & Health' 1726 --> 769 957 180 62038 'STEM.Physics' 1219 --> 448 771 107 62618 'STEM.STEM*' 16449 --> 12609 3840 2766 44729 'STEM.Space' 1365 --> 932 433 47 62532 'STEM.Technology' 3648 --> 1396 2252 424 59872 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=0.05, macro=0.017): ------------------------------------------- ----- Culture.Biography.Biography* 0.122 Culture.Biography.Women 0.023 Culture.Food and drink 0.003 Culture.Internet culture 0.005 Culture.Linguistics 0.006 Culture.Literature 0.018 Culture.Media.Books 0.006 Culture.Media.Entertainment 0.005 Culture.Media.Films 0.011 Culture.Media.Media* 0.066 Culture.Media.Music 0.02 Culture.Media.Radio 0.002 Culture.Media.Software 0.005 Culture.Media.Television 0.009 Culture.Media.Video games 0.003 Culture.Performing arts 0.004 Culture.Philosophy and religion 0.009 Culture.Sports 0.057 Culture.Visual arts.Architecture 0.011 Culture.Visual arts.Comics and Anime 0.004 Culture.Visual arts.Fashion 0.002 Culture.Visual arts.Visual arts* 0.022 Geography.Geographical 0.019 Geography.Regions.Africa.Africa* 0.013 Geography.Regions.Africa.Central Africa 0.002 Geography.Regions.Africa.Eastern Africa 0.001 Geography.Regions.Africa.Northern Africa 0.003 Geography.Regions.Africa.Southern Africa 0.002 Geography.Regions.Africa.Western Africa 0.002 Geography.Regions.Americas.Central America 0.003 Geography.Regions.Americas.North America 0.061 Geography.Regions.Americas.South America 0.007 Geography.Regions.Asia.Asia* 0.053 Geography.Regions.Asia.Central Asia 0.002 Geography.Regions.Asia.East Asia 0.012 Geography.Regions.Asia.North Asia 0.006 Geography.Regions.Asia.South Asia 0.013 Geography.Regions.Asia.Southeast Asia 0.006 Geography.Regions.Asia.West Asia 0.01 Geography.Regions.Europe.Eastern Europe 0.017 Geography.Regions.Europe.Europe* 0.091 Geography.Regions.Europe.Northern Europe 0.027 Geography.Regions.Europe.Southern Europe 0.013 Geography.Regions.Europe.Western Europe 0.02 Geography.Regions.Oceania 0.014 History and Society.Business and economics 0.014 History and Society.Education 0.008 History and Society.History 0.01 History and Society.Military and warfare 0.013 History and Society.Politics and government 0.02 History and Society.Society 0.005 History and Society.Transportation 0.014 STEM.Biology 0.028 STEM.Chemistry 0.003 STEM.Computing 0.007 STEM.Earth and environment 0.004 STEM.Engineering 0.006 STEM.Libraries & Information 0.002 STEM.Mathematics 0.002 STEM.Medicine & Health 0.006 STEM.Physics 0.002 STEM.STEM* 0.104 STEM.Space 0.004 STEM.Technology 0.009 ------------------------------------------- ----- filter_rate (micro=0.95, macro=0.983): ------------------------------------------- ----- Culture.Biography.Biography* 0.878 Culture.Biography.Women 0.977 Culture.Food and drink 0.997 Culture.Internet culture 0.995 Culture.Linguistics 0.994 Culture.Literature 0.982 Culture.Media.Books 0.994 Culture.Media.Entertainment 0.995 Culture.Media.Films 0.989 Culture.Media.Media* 0.934 Culture.Media.Music 0.98 Culture.Media.Radio 0.998 Culture.Media.Software 0.995 Culture.Media.Television 0.991 Culture.Media.Video games 0.997 Culture.Performing arts 0.996 Culture.Philosophy and religion 0.991 Culture.Sports 0.943 Culture.Visual arts.Architecture 0.989 Culture.Visual arts.Comics and Anime 0.996 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.978 Geography.Geographical 0.981 Geography.Regions.Africa.Africa* 0.987 Geography.Regions.Africa.Central Africa 0.998 Geography.Regions.Africa.Eastern Africa 0.999 Geography.Regions.Africa.Northern Africa 0.997 Geography.Regions.Africa.Southern Africa 0.998 Geography.Regions.Africa.Western Africa 0.998 Geography.Regions.Americas.Central America 0.997 Geography.Regions.Americas.North America 0.939 Geography.Regions.Americas.South America 0.993 Geography.Regions.Asia.Asia* 0.947 Geography.Regions.Asia.Central Asia 0.998 Geography.Regions.Asia.East Asia 0.988 Geography.Regions.Asia.North Asia 0.994 Geography.Regions.Asia.South Asia 0.987 Geography.Regions.Asia.Southeast Asia 0.994 Geography.Regions.Asia.West Asia 0.99 Geography.Regions.Europe.Eastern Europe 0.983 Geography.Regions.Europe.Europe* 0.909 Geography.Regions.Europe.Northern Europe 0.973 Geography.Regions.Europe.Southern Europe 0.987 Geography.Regions.Europe.Western Europe 0.98 Geography.Regions.Oceania 0.986 History and Society.Business and economics 0.986 History and Society.Education 0.992 History and Society.History 0.99 History and Society.Military and warfare 0.987 History and Society.Politics and government 0.98 History and Society.Society 0.995 History and Society.Transportation 0.986 STEM.Biology 0.972 STEM.Chemistry 0.997 STEM.Computing 0.993 STEM.Earth and environment 0.996 STEM.Engineering 0.994 STEM.Libraries & Information 0.998 STEM.Mathematics 0.998 STEM.Medicine & Health 0.994 STEM.Physics 0.998 STEM.STEM* 0.896 STEM.Space 0.996 STEM.Technology 0.991 ------------------------------------------- ----- recall (micro=0.719, macro=0.621): ------------------------------------------- ----- Culture.Biography.Biography* 0.946 Culture.Biography.Women 0.76 Culture.Food and drink 0.465 Culture.Internet culture 0.657 Culture.Linguistics 0.637 Culture.Literature 0.745 Culture.Media.Books 0.79 Culture.Media.Entertainment 0.495 Culture.Media.Films 0.826 Culture.Media.Media* 0.805 Culture.Media.Music 0.785 Culture.Media.Radio 0.741 Culture.Media.Software 0.391 Culture.Media.Television 0.677 Culture.Media.Video games 0.819 Culture.Performing arts 0.555 Culture.Philosophy and religion 0.397 Culture.Sports 0.875 Culture.Visual arts.Architecture 0.705 Culture.Visual arts.Comics and Anime 0.668 Culture.Visual arts.Fashion 0.558 Culture.Visual arts.Visual arts* 0.681 Geography.Geographical 0.643 Geography.Regions.Africa.Africa* 0.723 Geography.Regions.Africa.Central Africa 0.609 Geography.Regions.Africa.Eastern Africa 0.632 Geography.Regions.Africa.Northern Africa 0.605 Geography.Regions.Africa.Southern Africa 0.691 Geography.Regions.Africa.Western Africa 0.678 Geography.Regions.Americas.Central America 0.531 Geography.Regions.Americas.North America 0.664 Geography.Regions.Americas.South America 0.706 Geography.Regions.Asia.Asia* 0.724 Geography.Regions.Asia.Central Asia 0.618 Geography.Regions.Asia.East Asia 0.636 Geography.Regions.Asia.North Asia 0.644 Geography.Regions.Asia.South Asia 0.681 Geography.Regions.Asia.Southeast Asia 0.615 Geography.Regions.Asia.West Asia 0.682 Geography.Regions.Europe.Eastern Europe 0.7 Geography.Regions.Europe.Europe* 0.724 Geography.Regions.Europe.Northern Europe 0.609 Geography.Regions.Europe.Southern Europe 0.642 Geography.Regions.Europe.Western Europe 0.629 Geography.Regions.Oceania 0.705 History and Society.Business and economics 0.441 History and Society.Education 0.496 History and Society.History 0.364 History and Society.Military and warfare 0.518 History and Society.Politics and government 0.524 History and Society.Society 0.302 History and Society.Transportation 0.721 STEM.Biology 0.767 STEM.Chemistry 0.543 STEM.Computing 0.421 STEM.Earth and environment 0.564 STEM.Engineering 0.585 STEM.Libraries & Information 0.515 STEM.Mathematics 0.27 STEM.Medicine & Health 0.446 STEM.Physics 0.368 STEM.STEM* 0.767 STEM.Space 0.683 STEM.Technology 0.383 ------------------------------------------- ----- !recall (micro=0.986, macro=0.994): ------------------------------------------- ----- Culture.Biography.Biography* 0.99 Culture.Biography.Women 0.989 Culture.Food and drink 0.998 Culture.Internet culture 0.998 Culture.Linguistics 0.999 Culture.Literature 0.993 Culture.Media.Books 0.998 Culture.Media.Entertainment 0.997 Culture.Media.Films 0.998 Culture.Media.Media* 0.977 Culture.Media.Music 0.996 Culture.Media.Radio 0.999 Culture.Media.Software 0.995 Culture.Media.Television 0.997 Culture.Media.Video games 0.999 Culture.Performing arts 0.998 Culture.Philosophy and religion 0.995 Culture.Sports 0.996 Culture.Visual arts.Architecture 0.996 Culture.Visual arts.Comics and Anime 0.998 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.99 Geography.Geographical 0.994 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 0.999 Geography.Regions.Americas.North America 0.979 Geography.Regions.Americas.South America 0.998 Geography.Regions.Asia.Asia* 0.984 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.996 Geography.Regions.Asia.North Asia 0.997 Geography.Regions.Asia.South Asia 0.998 Geography.Regions.Asia.Southeast Asia 0.998 Geography.Regions.Asia.West Asia 0.998 Geography.Regions.Europe.Eastern Europe 0.996 Geography.Regions.Europe.Europe* 0.965 Geography.Regions.Europe.Northern Europe 0.99 Geography.Regions.Europe.Southern Europe 0.996 Geography.Regions.Europe.Western Europe 0.993 Geography.Regions.Oceania 0.998 History and Society.Business and economics 0.991 History and Society.Education 0.996 History and Society.History 0.994 History and Society.Military and warfare 0.995 History and Society.Politics and government 0.994 History and Society.Society 0.997 History and Society.Transportation 0.997 STEM.Biology 0.999 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 0.998 STEM.Medicine & Health 0.997 STEM.Physics 0.998 STEM.STEM* 0.942 STEM.Space 0.999 STEM.Technology 0.993 ------------------------------------------- ----- precision (micro=0.7, macro=0.554): ------------------------------------------- ----- Culture.Biography.Biography* 0.929 Culture.Biography.Women 0.504 Culture.Food and drink 0.371 Culture.Internet culture 0.517 Culture.Linguistics 0.852 Culture.Literature 0.619 Culture.Media.Books 0.609 Culture.Media.Entertainment 0.429 Culture.Media.Films 0.829 Culture.Media.Media* 0.67 Culture.Media.Music 0.807 Culture.Media.Radio 0.711 Culture.Media.Software 0.094 Culture.Media.Television 0.68 Culture.Media.Video games 0.732 Culture.Performing arts 0.478 Culture.Philosophy and religion 0.472 Culture.Sports 0.929 Culture.Visual arts.Architecture 0.672 Culture.Visual arts.Comics and Anime 0.416 Culture.Visual arts.Fashion 0.242 Culture.Visual arts.Visual arts* 0.566 Geography.Geographical 0.7 Geography.Regions.Africa.Africa* 0.462 Geography.Regions.Africa.Central Africa 0.244 Geography.Regions.Africa.Eastern Africa 0.262 Geography.Regions.Africa.Northern Africa 0.321 Geography.Regions.Africa.Southern Africa 0.411 Geography.Regions.Africa.Western Africa 0.297 Geography.Regions.Americas.Central America 0.569 Geography.Regions.Americas.North America 0.682 Geography.Regions.Americas.South America 0.681 Geography.Regions.Asia.Asia* 0.715 Geography.Regions.Asia.Central Asia 0.306 Geography.Regions.Asia.East Asia 0.665 Geography.Regions.Asia.North Asia 0.579 Geography.Regions.Asia.South Asia 0.839 Geography.Regions.Asia.Southeast Asia 0.668 Geography.Regions.Asia.West Asia 0.794 Geography.Regions.Europe.Eastern Europe 0.771 Geography.Regions.Europe.Europe* 0.642 Geography.Regions.Europe.Northern Europe 0.643 Geography.Regions.Europe.Southern Europe 0.673 Geography.Regions.Europe.Western Europe 0.657 Geography.Regions.Oceania 0.839 History and Society.Business and economics 0.315 History and Society.Education 0.489 History and Society.History 0.403 History and Society.Military and warfare 0.622 History and Society.Politics and government 0.731 History and Society.Society 0.48 History and Society.Transportation 0.809 STEM.Biology 0.948 STEM.Chemistry 0.294 STEM.Computing 0.182 STEM.Earth and environment 0.594 STEM.Engineering 0.596 STEM.Libraries & Information 0.203 STEM.Mathematics 0.068 STEM.Medicine & Health 0.499 STEM.Physics 0.168 STEM.STEM* 0.477 STEM.Space 0.795 STEM.Technology 0.219 ------------------------------------------- ----- !precision (micro=0.99, macro=0.995): ------------------------------------------- ----- Culture.Biography.Biography* 0.993 Culture.Biography.Women 0.996 Culture.Food and drink 0.999 Culture.Internet culture 0.999 Culture.Linguistics 0.997 Culture.Literature 0.996 Culture.Media.Books 0.999 Culture.Media.Entertainment 0.998 Culture.Media.Films 0.998 Culture.Media.Media* 0.989 Culture.Media.Music 0.995 Culture.Media.Radio 0.999 Culture.Media.Software 0.999 Culture.Media.Television 0.997 Culture.Media.Video games 0.999 Culture.Performing arts 0.999 Culture.Philosophy and religion 0.994 Culture.Sports 0.992 Culture.Visual arts.Architecture 0.997 Culture.Visual arts.Comics and Anime 0.999 Culture.Visual arts.Fashion 1 Culture.Visual arts.Visual arts* 0.994 Geography.Geographical 0.992 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* 0.985 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 0.994 Geography.Regions.Europe.Europe* 0.976 Geography.Regions.Europe.Northern Europe 0.988 Geography.Regions.Europe.Southern Europe 0.995 Geography.Regions.Europe.Western Europe 0.992 Geography.Regions.Oceania 0.995 History and Society.Business and economics 0.994 History and Society.Education 0.996 History and Society.History 0.993 History and Society.Military and warfare 0.993 History and Society.Politics and government 0.986 History and Society.Society 0.994 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 0.996 STEM.Physics 0.999 STEM.STEM* 0.983 STEM.Space 0.999 STEM.Technology 0.997 ------------------------------------------- ----- f1 (micro=0.703, macro=0.571): ------------------------------------------- ----- Culture.Biography.Biography* 0.937 Culture.Biography.Women 0.606 Culture.Food and drink 0.413 Culture.Internet culture 0.578 Culture.Linguistics 0.729 Culture.Literature 0.676 Culture.Media.Books 0.688 Culture.Media.Entertainment 0.459 Culture.Media.Films 0.828 Culture.Media.Media* 0.731 Culture.Media.Music 0.795 Culture.Media.Radio 0.726 Culture.Media.Software 0.152 Culture.Media.Television 0.678 Culture.Media.Video games 0.773 Culture.Performing arts 0.514 Culture.Philosophy and religion 0.431 Culture.Sports 0.901 Culture.Visual arts.Architecture 0.688 Culture.Visual arts.Comics and Anime 0.513 Culture.Visual arts.Fashion 0.338 Culture.Visual arts.Visual arts* 0.618 Geography.Geographical 0.67 Geography.Regions.Africa.Africa* 0.564 Geography.Regions.Africa.Central Africa 0.349 Geography.Regions.Africa.Eastern Africa 0.371 Geography.Regions.Africa.Northern Africa 0.42 Geography.Regions.Africa.Southern Africa 0.515 Geography.Regions.Africa.Western Africa 0.413 Geography.Regions.Americas.Central America 0.55 Geography.Regions.Americas.North America 0.673 Geography.Regions.Americas.South America 0.693 Geography.Regions.Asia.Asia* 0.719 Geography.Regions.Asia.Central Asia 0.41 Geography.Regions.Asia.East Asia 0.65 Geography.Regions.Asia.North Asia 0.609 Geography.Regions.Asia.South Asia 0.752 Geography.Regions.Asia.Southeast Asia 0.641 Geography.Regions.Asia.West Asia 0.734 Geography.Regions.Europe.Eastern Europe 0.733 Geography.Regions.Europe.Europe* 0.681 Geography.Regions.Europe.Northern Europe 0.626 Geography.Regions.Europe.Southern Europe 0.657 Geography.Regions.Europe.Western Europe 0.643 Geography.Regions.Oceania 0.766 History and Society.Business and economics 0.367 History and Society.Education 0.493 History and Society.History 0.382 History and Society.Military and warfare 0.565 History and Society.Politics and government 0.611 History and Society.Society 0.371 History and Society.Transportation 0.762 STEM.Biology 0.848 STEM.Chemistry 0.382 STEM.Computing 0.254 STEM.Earth and environment 0.579 STEM.Engineering 0.591 STEM.Libraries & Information 0.291 STEM.Mathematics 0.109 STEM.Medicine & Health 0.471 STEM.Physics 0.23 STEM.STEM* 0.588 STEM.Space 0.735 STEM.Technology 0.279 ------------------------------------------- ----- !f1 (micro=0.988, macro=0.995): ------------------------------------------- ----- Culture.Biography.Biography* 0.991 Culture.Biography.Women 0.992 Culture.Food and drink 0.998 Culture.Internet culture 0.998 Culture.Linguistics 0.998 Culture.Literature 0.995 Culture.Media.Books 0.998 Culture.Media.Entertainment 0.998 Culture.Media.Films 0.998 Culture.Media.Media* 0.983 Culture.Media.Music 0.996 Culture.Media.Radio 0.999 Culture.Media.Software 0.997 Culture.Media.Television 0.997 Culture.Media.Video games 0.999 Culture.Performing arts 0.998 Culture.Philosophy and religion 0.995 Culture.Sports 0.994 Culture.Visual arts.Architecture 0.997 Culture.Visual arts.Comics and Anime 0.998 Culture.Visual arts.Fashion 0.999 Culture.Visual arts.Visual arts* 0.992 Geography.Geographical 0.993 Geography.Regions.Africa.Africa* 0.995 Geography.Regions.Africa.Central Africa 0.999 Geography.Regions.Africa.Eastern Africa 0.999 Geography.Regions.Africa.Northern Africa 0.999 Geography.Regions.Africa.Southern Africa 0.999 Geography.Regions.Africa.Western Africa 0.999 Geography.Regions.Americas.Central America 0.998 Geography.Regions.Americas.North America 0.978 Geography.Regions.Americas.South America 0.998 Geography.Regions.Asia.Asia* 0.984 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.996 Geography.Regions.Asia.North Asia 0.998 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* 0.97 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 0.993 History and Society.Education 0.996 History and Society.History 0.994 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 0.995 STEM.Chemistry 0.999 STEM.Computing 0.996 STEM.Earth and environment 0.998 STEM.Engineering 0.998 STEM.Libraries & Information 0.999 STEM.Mathematics 0.999 STEM.Medicine & Health 0.997 STEM.Physics 0.999 STEM.STEM* 0.962 STEM.Space 0.999 STEM.Technology 0.995 ------------------------------------------- ----- accuracy (micro=0.978, macro=0.99): ------------------------------------------- ----- Culture.Biography.Biography* 0.985 Culture.Biography.Women 0.985 Culture.Food and drink 0.997 Culture.Internet culture 0.996 Culture.Linguistics 0.996 Culture.Literature 0.989 Culture.Media.Books 0.997 Culture.Media.Entertainment 0.995 Culture.Media.Films 0.996 Culture.Media.Media* 0.968 Culture.Media.Music 0.992 Culture.Media.Radio 0.999 Culture.Media.Software 0.994 Culture.Media.Television 0.994 Culture.Media.Video games 0.999 Culture.Performing arts 0.997 Culture.Philosophy and religion 0.989 Culture.Sports 0.988 Culture.Visual arts.Architecture 0.993 Culture.Visual arts.Comics and Anime 0.997 Culture.Visual arts.Fashion 0.998 Culture.Visual arts.Visual arts* 0.985 Geography.Geographical 0.987 Geography.Regions.Africa.Africa* 0.991 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 0.959 Geography.Regions.Americas.South America 0.996 Geography.Regions.Asia.Asia* 0.97 Geography.Regions.Asia.Central Asia 0.999 Geography.Regions.Asia.East Asia 0.992 Geography.Regions.Asia.North Asia 0.995 Geography.Regions.Asia.South Asia 0.993 Geography.Regions.Asia.Southeast Asia 0.996 Geography.Regions.Asia.West Asia 0.994 Geography.Regions.Europe.Eastern Europe 0.991 Geography.Regions.Europe.Europe* 0.945 Geography.Regions.Europe.Northern Europe 0.979 Geography.Regions.Europe.Southern Europe 0.991 Geography.Regions.Europe.Western Europe 0.986 Geography.Regions.Oceania 0.993 History and Society.Business and economics 0.985 History and Society.Education 0.992 History and Society.History 0.987 History and Society.Military and warfare 0.988 History and Society.Politics and government 0.981 History and Society.Society 0.992 History and Society.Transportation 0.993 STEM.Biology 0.991 STEM.Chemistry 0.997 STEM.Computing 0.993 STEM.Earth and environment 0.996 STEM.Engineering 0.995 STEM.Libraries & Information 0.998 STEM.Mathematics 0.998 STEM.Medicine & Health 0.994 STEM.Physics 0.998 STEM.STEM* 0.93 STEM.Space 0.998 STEM.Technology 0.99 ------------------------------------------- ----- fpr (micro=0.014, macro=0.006): ------------------------------------------- ----- Culture.Biography.Biography* 0.01 Culture.Biography.Women 0.011 Culture.Food and drink 0.002 Culture.Internet culture 0.002 Culture.Linguistics 0.001 Culture.Literature 0.007 Culture.Media.Books 0.002 Culture.Media.Entertainment 0.003 Culture.Media.Films 0.002 Culture.Media.Media* 0.023 Culture.Media.Music 0.004 Culture.Media.Radio 0.001 Culture.Media.Software 0.005 Culture.Media.Television 0.003 Culture.Media.Video games 0.001 Culture.Performing arts 0.002 Culture.Philosophy and religion 0.005 Culture.Sports 0.004 Culture.Visual arts.Architecture 0.004 Culture.Visual arts.Comics and Anime 0.002 Culture.Visual arts.Fashion 0.002 Culture.Visual arts.Visual arts* 0.01 Geography.Geographical 0.006 Geography.Regions.Africa.Africa* 0.007 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 0.001 Geography.Regions.Africa.Western Africa 0.001 Geography.Regions.Americas.Central America 0.001 Geography.Regions.Americas.North America 0.021 Geography.Regions.Americas.South America 0.002 Geography.Regions.Asia.Asia* 0.016 Geography.Regions.Asia.Central Asia 0.001 Geography.Regions.Asia.East Asia 0.004 Geography.Regions.Asia.North Asia 0.003 Geography.Regions.Asia.South Asia 0.002 Geography.Regions.Asia.Southeast Asia 0.002 Geography.Regions.Asia.West Asia 0.002 Geography.Regions.Europe.Eastern Europe 0.004 Geography.Regions.Europe.Europe* 0.035 Geography.Regions.Europe.Northern Europe 0.01 Geography.Regions.Europe.Southern Europe 0.004 Geography.Regions.Europe.Western Europe 0.007 Geography.Regions.Oceania 0.002 History and Society.Business and economics 0.009 History and Society.Education 0.004 History and Society.History 0.006 History and Society.Military and warfare 0.005 History and Society.Politics and government 0.006 History and Society.Society 0.003 History and Society.Transportation 0.003 STEM.Biology 0.001 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 0.002 STEM.Medicine & Health 0.003 STEM.Physics 0.002 STEM.STEM* 0.058 STEM.Space 0.001 STEM.Technology 0.007 ------------------------------------------- ----- roc_auc (micro=0.956, macro=0.951): ------------------------------------------- ----- Culture.Biography.Biography* 0.982 Culture.Biography.Women 0.975 Culture.Food and drink 0.937 Culture.Internet culture 0.96 Culture.Linguistics 0.954 Culture.Literature 0.965 Culture.Media.Books 0.971 Culture.Media.Entertainment 0.947 Culture.Media.Films 0.974 Culture.Media.Media* 0.966 Culture.Media.Music 0.974 Culture.Media.Radio 0.962 Culture.Media.Software 0.946 Culture.Media.Television 0.964 Culture.Media.Video games 0.977 Culture.Performing arts 0.947 Culture.Philosophy and religion 0.91 Culture.Sports 0.976 Culture.Visual arts.Architecture 0.969 Culture.Visual arts.Comics and Anime 0.966 Culture.Visual arts.Fashion 0.95 Culture.Visual arts.Visual arts* 0.952 Geography.Geographical 0.956 Geography.Regions.Africa.Africa* 0.96 Geography.Regions.Africa.Central Africa 0.954 Geography.Regions.Africa.Eastern Africa 0.957 Geography.Regions.Africa.Northern Africa 0.945 Geography.Regions.Africa.Southern Africa 0.959 Geography.Regions.Africa.Western Africa 0.96 Geography.Regions.Americas.Central America 0.932 Geography.Regions.Americas.North America 0.949 Geography.Regions.Americas.South America 0.963 Geography.Regions.Asia.Asia* 0.949 Geography.Regions.Asia.Central Asia 0.952 Geography.Regions.Asia.East Asia 0.95 Geography.Regions.Asia.North Asia 0.946 Geography.Regions.Asia.South Asia 0.953 Geography.Regions.Asia.Southeast Asia 0.942 Geography.Regions.Asia.West Asia 0.953 Geography.Regions.Europe.Eastern Europe 0.951 Geography.Regions.Europe.Europe* 0.943 Geography.Regions.Europe.Northern Europe 0.948 Geography.Regions.Europe.Southern Europe 0.949 Geography.Regions.Europe.Western Europe 0.95 Geography.Regions.Oceania 0.96 History and Society.Business and economics 0.936 History and Society.Education 0.944 History and Society.History 0.916 History and Society.Military and warfare 0.933 History and Society.Politics and government 0.925 History and Society.Society 0.871 History and Society.Transportation 0.963 STEM.Biology 0.962 STEM.Chemistry 0.958 STEM.Computing 0.951 STEM.Earth and environment 0.947 STEM.Engineering 0.947 STEM.Libraries & Information 0.948 STEM.Mathematics 0.942 STEM.Medicine & Health 0.933 STEM.Physics 0.945 STEM.STEM* 0.955 STEM.Space 0.963 STEM.Technology 0.928 ------------------------------------------- ----- pr_auc (micro=0.721, macro=0.543): ------------------------------------------- ----- Culture.Biography.Biography* 0.952 Culture.Biography.Women 0.589 Culture.Food and drink 0.352 Culture.Internet culture 0.549 Culture.Linguistics 0.656 Culture.Literature 0.726 Culture.Media.Books 0.659 Culture.Media.Entertainment 0.433 Culture.Media.Films 0.813 Culture.Media.Media* 0.813 Culture.Media.Music 0.818 Culture.Media.Radio 0.741 Culture.Media.Software 0.094 Culture.Media.Television 0.664 Culture.Media.Video games 0.801 Culture.Performing arts 0.414 Culture.Philosophy and religion 0.339 Culture.Sports 0.933 Culture.Visual arts.Architecture 0.673 Culture.Visual arts.Comics and Anime 0.558 Culture.Visual arts.Fashion 0.215 Culture.Visual arts.Visual arts* 0.666 Geography.Geographical 0.698 Geography.Regions.Africa.Africa* 0.639 Geography.Regions.Africa.Central Africa 0.321 Geography.Regions.Africa.Eastern Africa 0.253 Geography.Regions.Africa.Northern Africa 0.343 Geography.Regions.Africa.Southern Africa 0.514 Geography.Regions.Africa.Western Africa 0.277 Geography.Regions.Americas.Central America 0.494 Geography.Regions.Americas.North America 0.726 Geography.Regions.Americas.South America 0.691 Geography.Regions.Asia.Asia* 0.756 Geography.Regions.Asia.Central Asia 0.462 Geography.Regions.Asia.East Asia 0.625 Geography.Regions.Asia.North Asia 0.55 Geography.Regions.Asia.South Asia 0.708 Geography.Regions.Asia.Southeast Asia 0.557 Geography.Regions.Asia.West Asia 0.662 Geography.Regions.Europe.Eastern Europe 0.71 Geography.Regions.Europe.Europe* 0.744 Geography.Regions.Europe.Northern Europe 0.644 Geography.Regions.Europe.Southern Europe 0.618 Geography.Regions.Europe.Western Europe 0.63 Geography.Regions.Oceania 0.75 History and Society.Business and economics 0.248 History and Society.Education 0.4 History and Society.History 0.315 History and Society.Military and warfare 0.521 History and Society.Politics and government 0.603 History and Society.Society 0.318 History and Society.Transportation 0.712 STEM.Biology 0.816 STEM.Chemistry 0.27 STEM.Computing 0.149 STEM.Earth and environment 0.522 STEM.Engineering 0.51 STEM.Libraries & Information 0.238 STEM.Mathematics 0.125 STEM.Medicine & Health 0.398 STEM.Physics 0.126 STEM.STEM* 0.768 STEM.Space 0.686 STEM.Technology 0.213 ------------------------------------------- ----- - 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'}}}}}