Page MenuHomePhabricator
Files F31954679

wikidata-ft.md
Dibyaaaaax (Dibya)
Actions

Authored By
Dibyaaaaax
Jul 30 2020, 4:47 PM
Size
57 KB
Referenced Files
None
Subscribers
None

wikidata-ft.md
View Options

Model Information:
- type: Fasttext
- version: 1.2.0
- params: {'scale': False, 'center': False, 'labels': ['Culture.Biography.Biography*', 'Culture.Biography.Women', 'Culture.Food and drink', 'Culture.Internet culture', 'Culture.Linguistics', 'Culture.Literature', 'Culture.Media.Books', 'Culture.Media.Entertainment', 'Culture.Media.Films', 'Culture.Media.Media*', 'Culture.Media.Music', 'Culture.Media.Radio', 'Culture.Media.Software', 'Culture.Media.Television', 'Culture.Media.Video games', 'Culture.Performing arts', 'Culture.Philosophy and religion', 'Culture.Sports', 'Culture.Visual arts.Architecture', 'Culture.Visual arts.Comics and Anime', 'Culture.Visual arts.Fashion', 'Culture.Visual arts.Visual arts*', 'Geography.Geographical', 'Geography.Regions.Africa.Africa*', 'Geography.Regions.Africa.Central Africa', 'Geography.Regions.Africa.Eastern Africa', 'Geography.Regions.Africa.Northern Africa', 'Geography.Regions.Africa.Southern Africa', 'Geography.Regions.Africa.Western Africa', 'Geography.Regions.Americas.Central America', 'Geography.Regions.Americas.North America', 'Geography.Regions.Americas.South America', 'Geography.Regions.Asia.Asia*', 'Geography.Regions.Asia.Central Asia', 'Geography.Regions.Asia.East Asia', 'Geography.Regions.Asia.North Asia', 'Geography.Regions.Asia.South Asia', 'Geography.Regions.Asia.Southeast Asia', 'Geography.Regions.Asia.West Asia', 'Geography.Regions.Europe.Eastern Europe', 'Geography.Regions.Europe.Europe*', 'Geography.Regions.Europe.Northern Europe', 'Geography.Regions.Europe.Southern Europe', 'Geography.Regions.Europe.Western Europe', 'Geography.Regions.Oceania', 'History and Society.Business and economics', 'History and Society.Education', 'History and Society.History', 'History and Society.Military and warfare', 'History and Society.Politics and government', 'History and Society.Society', 'History and Society.Transportation', 'STEM.Biology', 'STEM.Chemistry', 'STEM.Computing', 'STEM.Earth and environment', 'STEM.Engineering', 'STEM.Libraries & Information', 'STEM.Mathematics', 'STEM.Medicine & Health', 'STEM.Physics', 'STEM.STEM*', 'STEM.Space', 'STEM.Technology'], 'multilabel': True, 'population_rates': None, 'loss': 'ova', 'epoch': 25, 'dim': 50, 'lr': 0.1, 'pretrainedVectors': 'word2vec/wikidata-20200501-learned_vectors.50_cell.vec', 'label_weights': {}}
Environment:
- revscoring_version: '2.8.2'
- platform: 'Linux-5.4.0-42-generic-x86_64-with-Ubuntu-18.04-bionic'
- machine: 'x86_64'
- version: '#46~18.04.1-Ubuntu SMP Fri Jul 10 07:21:24 UTC 2020'
- system: 'Linux'
- processor: 'x86_64'
- python_build: ('default', 'Jul 17 2020 12:50:27')
- python_compiler: 'GCC 8.4.0'
- python_branch: ''
- python_implementation: 'CPython'
- python_revision: ''
- python_version: '3.6.9'
- release: '5.4.0-42-generic'
Statistics:
counts (n=63944):
label n TP FP FN TN
--------------------------------------------- ----- --- ----- ---- ---- -----
'Culture.Biography.Biography*' 16670 --> 15823 847 511 46763
'Culture.Biography.Women' 4110 --> 3369 741 804 59030
'Culture.Food and drink' 1318 --> 573 745 88 62538
'Culture.Internet culture' 2966 --> 1955 1011 188 60790
'Culture.Linguistics' 1466 --> 1012 454 102 62376
'Culture.Literature' 5367 --> 3883 1484 363 58214
'Culture.Media.Books' 1974 --> 1582 392 132 61838
'Culture.Media.Entertainment' 1733 --> 914 819 220 61991
'Culture.Media.Films' 2295 --> 1945 350 144 61505
'Culture.Media.Media*' 14383 --> 11438 2945 1125 48436
'Culture.Media.Music' 2583 --> 2094 489 324 61037
'Culture.Media.Radio' 1156 --> 858 298 17 62771
'Culture.Media.Software' 1750 --> 576 1174 733 61461
'Culture.Media.Television' 2230 --> 1482 748 172 61542
'Culture.Media.Video games' 2147 --> 1734 413 64 61733
'Culture.Performing arts' 1334 --> 781 553 129 62481
'Culture.Philosophy and religion' 2702 --> 1132 1570 341 60901
'Culture.Sports' 5925 --> 5264 661 319 57700
'Culture.Visual arts.Architecture' 2648 --> 1963 685 365 60931
'Culture.Visual arts.Comics and Anime' 1508 --> 948 560 98 62338
'Culture.Visual arts.Fashion' 1199 --> 651 548 78 62667
'Culture.Visual arts.Visual arts*' 6070 --> 4102 1968 622 57252
'Geography.Geographical' 3464 --> 2331 1133 419 60061
'Geography.Regions.Africa.Africa*' 6449 --> 4581 1868 494 57001
'Geography.Regions.Africa.Central Africa' 1145 --> 650 495 55 62744
'Geography.Regions.Africa.Eastern Africa' 1114 --> 710 404 23 62807
'Geography.Regions.Africa.Northern Africa' 1280 --> 728 552 92 62572
'Geography.Regions.Africa.Southern Africa' 1244 --> 870 374 61 62639
'Geography.Regions.Africa.Western Africa' 1142 --> 759 383 47 62755
'Geography.Regions.Americas.Central America' 1331 --> 691 640 51 62562
'Geography.Regions.Americas.North America' 7625 --> 5111 2514 1399 54920
'Geography.Regions.Americas.South America' 1532 --> 1006 526 94 62318
'Geography.Regions.Asia.Asia*' 11647 --> 8888 2759 1470 50827
'Geography.Regions.Asia.Central Asia' 1086 --> 637 449 21 62837
'Geography.Regions.Asia.East Asia' 2717 --> 1780 937 369 60858
'Geography.Regions.Asia.North Asia' 2076 --> 1406 670 194 61674
'Geography.Regions.Asia.South Asia' 2366 --> 1644 722 181 61397
'Geography.Regions.Asia.Southeast Asia' 1721 --> 1062 659 138 62085
'Geography.Regions.Asia.West Asia' 2160 --> 1488 672 150 61634
'Geography.Regions.Europe.Eastern Europe' 3533 --> 2555 978 294 60117
'Geography.Regions.Europe.Europe*' 12939 --> 9598 3341 2086 48919
'Geography.Regions.Europe.Northern Europe' 4221 --> 2638 1583 755 58968
'Geography.Regions.Europe.Southern Europe' 2438 --> 1609 829 354 61152
'Geography.Regions.Europe.Western Europe' 3076 --> 2053 1023 597 60271
'Geography.Regions.Oceania' 2638 --> 1916 722 175 61131
'History and Society.Business and economics' 3502 --> 1739 1763 906 59536
'History and Society.Education' 2243 --> 1169 1074 326 61375
'History and Society.History' 3172 --> 1405 1767 741 60031
'History and Society.Military and warfare' 3238 --> 1816 1422 437 60269
'History and Society.Politics and government' 4590 --> 2565 2025 495 58859
'History and Society.Society' 2971 --> 1161 1810 315 60658
'History and Society.Transportation' 3629 --> 2612 1017 241 60074
'STEM.Biology' 2916 --> 2269 647 114 60914
'STEM.Chemistry' 1270 --> 639 631 112 62562
'STEM.Computing' 1968 --> 791 1177 327 61649
'STEM.Earth and environment' 1627 --> 923 704 116 62201
'STEM.Engineering' 2195 --> 1289 906 114 61635
'STEM.Libraries & Information' 1174 --> 609 565 42 62728
'STEM.Mathematics' 1137 --> 225 912 51 62756
'STEM.Medicine & Health' 1726 --> 842 884 500 61718
'STEM.Physics' 1219 --> 359 860 85 62640
'STEM.STEM*' 16449 --> 13010 3439 2270 45225
'STEM.Space' 1365 --> 961 404 44 62535
'STEM.Technology' 3648 --> 1379 2269 945 59351
rates:
sample population
------------------------------------------- -------- ------------
Culture.Biography.Biography* 0.261 0.12
Culture.Biography.Women 0.064 0.015
Culture.Food and drink 0.021 0.003
Culture.Internet culture 0.046 0.004
Culture.Linguistics 0.023 0.008
Culture.Literature 0.084 0.015
Culture.Media.Books 0.031 0.004
Culture.Media.Entertainment 0.027 0.004
Culture.Media.Films 0.036 0.012
Culture.Media.Media* 0.225 0.055
Culture.Media.Music 0.04 0.021
Culture.Media.Radio 0.018 0.002
Culture.Media.Software 0.027 0.001
Culture.Media.Television 0.035 0.009
Culture.Media.Video games 0.034 0.003
Culture.Performing arts 0.021 0.003
Culture.Philosophy and religion 0.042 0.01
Culture.Sports 0.093 0.06
Culture.Visual arts.Architecture 0.041 0.011
Culture.Visual arts.Comics and Anime 0.024 0.002
Culture.Visual arts.Fashion 0.019 0.001
Culture.Visual arts.Visual arts* 0.095 0.018
Geography.Geographical 0.054 0.021
Geography.Regions.Africa.Africa* 0.101 0.008
Geography.Regions.Africa.Central Africa 0.018 0.001
Geography.Regions.Africa.Eastern Africa 0.017 0.001
Geography.Regions.Africa.Northern Africa 0.02 0.001
Geography.Regions.Africa.Southern Africa 0.019 0.001
Geography.Regions.Africa.Western Africa 0.018 0.001
Geography.Regions.Americas.Central America 0.021 0.003
Geography.Regions.Americas.North America 0.119 0.063
Geography.Regions.Americas.South America 0.024 0.007
Geography.Regions.Asia.Asia* 0.182 0.052
Geography.Regions.Asia.Central Asia 0.017 0.001
Geography.Regions.Asia.East Asia 0.042 0.012
Geography.Regions.Asia.North Asia 0.032 0.006
Geography.Regions.Asia.South Asia 0.037 0.016
Geography.Regions.Asia.Southeast Asia 0.027 0.006
Geography.Regions.Asia.West Asia 0.034 0.012
Geography.Regions.Europe.Eastern Europe 0.055 0.018
Geography.Regions.Europe.Europe* 0.202 0.081
Geography.Regions.Europe.Northern Europe 0.066 0.029
Geography.Regions.Europe.Southern Europe 0.038 0.014
Geography.Regions.Europe.Western Europe 0.048 0.02
Geography.Regions.Oceania 0.041 0.016
History and Society.Business and economics 0.055 0.01
History and Society.Education 0.035 0.008
History and Society.History 0.05 0.011
History and Society.Military and warfare 0.051 0.015
History and Society.Politics and government 0.072 0.028
History and Society.Society 0.046 0.008
History and Society.Transportation 0.057 0.016
STEM.Biology 0.046 0.034
STEM.Chemistry 0.02 0.002
STEM.Computing 0.031 0.003
STEM.Earth and environment 0.025 0.005
STEM.Engineering 0.034 0.006
STEM.Libraries & Information 0.018 0.001
STEM.Mathematics 0.018 0
STEM.Medicine & Health 0.027 0.006
STEM.Physics 0.019 0.001
STEM.STEM* 0.257 0.065
STEM.Space 0.021 0.004
STEM.Technology 0.057 0.005
match_rate (micro=0.052, macro=0.018):
------------------------------------------- -----
Culture.Biography.Biography* 0.123
Culture.Biography.Women 0.025
Culture.Food and drink 0.003
Culture.Internet culture 0.006
Culture.Linguistics 0.007
Culture.Literature 0.017
Culture.Media.Books 0.006
Culture.Media.Entertainment 0.006
Culture.Media.Films 0.012
Culture.Media.Media* 0.065
Culture.Media.Music 0.022
Culture.Media.Radio 0.002
Culture.Media.Software 0.012
Culture.Media.Television 0.009
Culture.Media.Video games 0.003
Culture.Performing arts 0.004
Culture.Philosophy and religion 0.01
Culture.Sports 0.059
Culture.Visual arts.Architecture 0.014
Culture.Visual arts.Comics and Anime 0.003
Culture.Visual arts.Fashion 0.002
Culture.Visual arts.Visual arts* 0.023
Geography.Geographical 0.021
Geography.Regions.Africa.Africa* 0.015
Geography.Regions.Africa.Central Africa 0.001
Geography.Regions.Africa.Eastern Africa 0.001
Geography.Regions.Africa.Northern Africa 0.002
Geography.Regions.Africa.Southern Africa 0.002
Geography.Regions.Africa.Western Africa 0.001
Geography.Regions.Americas.Central America 0.003
Geography.Regions.Americas.North America 0.065
Geography.Regions.Americas.South America 0.006
Geography.Regions.Asia.Asia* 0.067
Geography.Regions.Asia.Central Asia 0.001
Geography.Regions.Asia.East Asia 0.014
Geography.Regions.Asia.North Asia 0.007
Geography.Regions.Asia.South Asia 0.014
Geography.Regions.Asia.Southeast Asia 0.006
Geography.Regions.Asia.West Asia 0.01
Geography.Regions.Europe.Eastern Europe 0.018
Geography.Regions.Europe.Europe* 0.097
Geography.Regions.Europe.Northern Europe 0.03
Geography.Regions.Europe.Southern Europe 0.015
Geography.Regions.Europe.Western Europe 0.023
Geography.Regions.Oceania 0.015
History and Society.Business and economics 0.02
History and Society.Education 0.009
History and Society.History 0.017
History and Society.Military and warfare 0.016
History and Society.Politics and government 0.024
History and Society.Society 0.008
History and Society.Transportation 0.016
STEM.Biology 0.029
STEM.Chemistry 0.003
STEM.Computing 0.006
STEM.Earth and environment 0.005
STEM.Engineering 0.005
STEM.Libraries & Information 0.001
STEM.Mathematics 0.001
STEM.Medicine & Health 0.011
STEM.Physics 0.002
STEM.STEM* 0.096
STEM.Space 0.004
STEM.Technology 0.018
------------------------------------------- -----
filter_rate (micro=0.948, macro=0.982):
------------------------------------------- -----
Culture.Biography.Biography* 0.877
Culture.Biography.Women 0.975
Culture.Food and drink 0.997
Culture.Internet culture 0.994
Culture.Linguistics 0.993
Culture.Literature 0.983
Culture.Media.Books 0.994
Culture.Media.Entertainment 0.994
Culture.Media.Films 0.988
Culture.Media.Media* 0.935
Culture.Media.Music 0.978
Culture.Media.Radio 0.998
Culture.Media.Software 0.988
Culture.Media.Television 0.991
Culture.Media.Video games 0.997
Culture.Performing arts 0.996
Culture.Philosophy and religion 0.99
Culture.Sports 0.941
Culture.Visual arts.Architecture 0.986
Culture.Visual arts.Comics and Anime 0.997
Culture.Visual arts.Fashion 0.998
Culture.Visual arts.Visual arts* 0.977
Geography.Geographical 0.979
Geography.Regions.Africa.Africa* 0.985
Geography.Regions.Africa.Central Africa 0.999
Geography.Regions.Africa.Eastern Africa 0.999
Geography.Regions.Africa.Northern Africa 0.998
Geography.Regions.Africa.Southern Africa 0.998
Geography.Regions.Africa.Western Africa 0.999
Geography.Regions.Americas.Central America 0.997
Geography.Regions.Americas.North America 0.935
Geography.Regions.Americas.South America 0.994
Geography.Regions.Asia.Asia* 0.933
Geography.Regions.Asia.Central Asia 0.999
Geography.Regions.Asia.East Asia 0.986
Geography.Regions.Asia.North Asia 0.993
Geography.Regions.Asia.South Asia 0.986
Geography.Regions.Asia.Southeast Asia 0.994
Geography.Regions.Asia.West Asia 0.99
Geography.Regions.Europe.Eastern Europe 0.982
Geography.Regions.Europe.Europe* 0.903
Geography.Regions.Europe.Northern Europe 0.97
Geography.Regions.Europe.Southern Europe 0.985
Geography.Regions.Europe.Western Europe 0.977
Geography.Regions.Oceania 0.985
History and Society.Business and economics 0.98
History and Society.Education 0.991
History and Society.History 0.983
History and Society.Military and warfare 0.984
History and Society.Politics and government 0.976
History and Society.Society 0.992
History and Society.Transportation 0.984
STEM.Biology 0.971
STEM.Chemistry 0.997
STEM.Computing 0.994
STEM.Earth and environment 0.995
STEM.Engineering 0.995
STEM.Libraries & Information 0.999
STEM.Mathematics 0.999
STEM.Medicine & Health 0.989
STEM.Physics 0.998
STEM.STEM* 0.904
STEM.Space 0.996
STEM.Technology 0.982
------------------------------------------- -----
recall (micro=0.735, macro=0.628):
------------------------------------------- -----
Culture.Biography.Biography* 0.949
Culture.Biography.Women 0.82
Culture.Food and drink 0.435
Culture.Internet culture 0.659
Culture.Linguistics 0.69
Culture.Literature 0.723
Culture.Media.Books 0.801
Culture.Media.Entertainment 0.527
Culture.Media.Films 0.847
Culture.Media.Media* 0.795
Culture.Media.Music 0.811
Culture.Media.Radio 0.742
Culture.Media.Software 0.329
Culture.Media.Television 0.665
Culture.Media.Video games 0.808
Culture.Performing arts 0.585
Culture.Philosophy and religion 0.419
Culture.Sports 0.888
Culture.Visual arts.Architecture 0.741
Culture.Visual arts.Comics and Anime 0.629
Culture.Visual arts.Fashion 0.543
Culture.Visual arts.Visual arts* 0.676
Geography.Geographical 0.673
Geography.Regions.Africa.Africa* 0.71
Geography.Regions.Africa.Central Africa 0.568
Geography.Regions.Africa.Eastern Africa 0.637
Geography.Regions.Africa.Northern Africa 0.569
Geography.Regions.Africa.Southern Africa 0.699
Geography.Regions.Africa.Western Africa 0.665
Geography.Regions.Americas.Central America 0.519
Geography.Regions.Americas.North America 0.67
Geography.Regions.Americas.South America 0.657
Geography.Regions.Asia.Asia* 0.763
Geography.Regions.Asia.Central Asia 0.587
Geography.Regions.Asia.East Asia 0.655
Geography.Regions.Asia.North Asia 0.677
Geography.Regions.Asia.South Asia 0.695
Geography.Regions.Asia.Southeast Asia 0.617
Geography.Regions.Asia.West Asia 0.689
Geography.Regions.Europe.Eastern Europe 0.723
Geography.Regions.Europe.Europe* 0.742
Geography.Regions.Europe.Northern Europe 0.625
Geography.Regions.Europe.Southern Europe 0.66
Geography.Regions.Europe.Western Europe 0.667
Geography.Regions.Oceania 0.726
History and Society.Business and economics 0.497
History and Society.Education 0.521
History and Society.History 0.443
History and Society.Military and warfare 0.561
History and Society.Politics and government 0.559
History and Society.Society 0.391
History and Society.Transportation 0.72
STEM.Biology 0.778
STEM.Chemistry 0.503
STEM.Computing 0.402
STEM.Earth and environment 0.567
STEM.Engineering 0.587
STEM.Libraries & Information 0.519
STEM.Mathematics 0.198
STEM.Medicine & Health 0.488
STEM.Physics 0.295
STEM.STEM* 0.791
STEM.Space 0.704
STEM.Technology 0.378
------------------------------------------- -----
!recall (micro=0.985, macro=0.993):
------------------------------------------- -----
Culture.Biography.Biography* 0.989
Culture.Biography.Women 0.987
Culture.Food and drink 0.999
Culture.Internet culture 0.997
Culture.Linguistics 0.998
Culture.Literature 0.994
Culture.Media.Books 0.998
Culture.Media.Entertainment 0.996
Culture.Media.Films 0.998
Culture.Media.Media* 0.977
Culture.Media.Music 0.995
Culture.Media.Radio 1
Culture.Media.Software 0.988
Culture.Media.Television 0.997
Culture.Media.Video games 0.999
Culture.Performing arts 0.998
Culture.Philosophy and religion 0.994
Culture.Sports 0.995
Culture.Visual arts.Architecture 0.994
Culture.Visual arts.Comics and Anime 0.998
Culture.Visual arts.Fashion 0.999
Culture.Visual arts.Visual arts* 0.989
Geography.Geographical 0.993
Geography.Regions.Africa.Africa* 0.991
Geography.Regions.Africa.Central Africa 0.999
Geography.Regions.Africa.Eastern Africa 1
Geography.Regions.Africa.Northern Africa 0.999
Geography.Regions.Africa.Southern Africa 0.999
Geography.Regions.Africa.Western Africa 0.999
Geography.Regions.Americas.Central America 0.999
Geography.Regions.Americas.North America 0.975
Geography.Regions.Americas.South America 0.998
Geography.Regions.Asia.Asia* 0.972
Geography.Regions.Asia.Central Asia 1
Geography.Regions.Asia.East Asia 0.994
Geography.Regions.Asia.North Asia 0.997
Geography.Regions.Asia.South Asia 0.997
Geography.Regions.Asia.Southeast Asia 0.998
Geography.Regions.Asia.West Asia 0.998
Geography.Regions.Europe.Eastern Europe 0.995
Geography.Regions.Europe.Europe* 0.959
Geography.Regions.Europe.Northern Europe 0.987
Geography.Regions.Europe.Southern Europe 0.994
Geography.Regions.Europe.Western Europe 0.99
Geography.Regions.Oceania 0.997
History and Society.Business and economics 0.985
History and Society.Education 0.995
History and Society.History 0.988
History and Society.Military and warfare 0.993
History and Society.Politics and government 0.992
History and Society.Society 0.995
History and Society.Transportation 0.996
STEM.Biology 0.998
STEM.Chemistry 0.998
STEM.Computing 0.995
STEM.Earth and environment 0.998
STEM.Engineering 0.998
STEM.Libraries & Information 0.999
STEM.Mathematics 0.999
STEM.Medicine & Health 0.992
STEM.Physics 0.999
STEM.STEM* 0.952
STEM.Space 0.999
STEM.Technology 0.984
------------------------------------------- -----
precision (micro=0.672, macro=0.545):
------------------------------------------- -----
Culture.Biography.Biography* 0.923
Culture.Biography.Women 0.48
Culture.Food and drink 0.441
Culture.Internet culture 0.444
Culture.Linguistics 0.774
Culture.Literature 0.637
Culture.Media.Books 0.62
Culture.Media.Entertainment 0.371
Culture.Media.Films 0.809
Culture.Media.Media* 0.67
Culture.Media.Music 0.767
Culture.Media.Radio 0.864
Culture.Media.Software 0.035
Culture.Media.Television 0.681
Culture.Media.Video games 0.694
Culture.Performing arts 0.465
Culture.Philosophy and religion 0.44
Culture.Sports 0.912
Culture.Visual arts.Architecture 0.575
Culture.Visual arts.Comics and Anime 0.489
Culture.Visual arts.Fashion 0.281
Culture.Visual arts.Visual arts* 0.536
Geography.Geographical 0.677
Geography.Regions.Africa.Africa* 0.414
Geography.Regions.Africa.Central Africa 0.313
Geography.Regions.Africa.Eastern Africa 0.466
Geography.Regions.Africa.Northern Africa 0.343
Geography.Regions.Africa.Southern Africa 0.484
Geography.Regions.Africa.Western Africa 0.398
Geography.Regions.Americas.Central America 0.688
Geography.Regions.Americas.North America 0.644
Geography.Regions.Americas.South America 0.75
Geography.Regions.Asia.Asia* 0.6
Geography.Regions.Asia.Central Asia 0.583
Geography.Regions.Asia.East Asia 0.572
Geography.Regions.Asia.North Asia 0.549
Geography.Regions.Asia.South Asia 0.798
Geography.Regions.Asia.Southeast Asia 0.635
Geography.Regions.Asia.West Asia 0.77
Geography.Regions.Europe.Eastern Europe 0.734
Geography.Regions.Europe.Europe* 0.614
Geography.Regions.Europe.Northern Europe 0.596
Geography.Regions.Europe.Southern Europe 0.616
Geography.Regions.Europe.Western Europe 0.587
Geography.Regions.Oceania 0.809
History and Society.Business and economics 0.245
History and Society.Education 0.44
History and Society.History 0.285
History and Society.Military and warfare 0.547
History and Society.Politics and government 0.658
History and Society.Society 0.386
History and Society.Transportation 0.748
STEM.Biology 0.937
STEM.Chemistry 0.322
STEM.Computing 0.177
STEM.Earth and environment 0.591
STEM.Engineering 0.647
STEM.Libraries & Information 0.346
STEM.Mathematics 0.101
STEM.Medicine & Health 0.282
STEM.Physics 0.169
STEM.STEM* 0.534
STEM.Space 0.81
STEM.Technology 0.111
------------------------------------------- -----
!precision (micro=0.991, macro=0.996):
------------------------------------------- -----
Culture.Biography.Biography* 0.993
Culture.Biography.Women 0.997
Culture.Food and drink 0.999
Culture.Internet culture 0.999
Culture.Linguistics 0.998
Culture.Literature 0.996
Culture.Media.Books 0.999
Culture.Media.Entertainment 0.998
Culture.Media.Films 0.998
Culture.Media.Media* 0.988
Culture.Media.Music 0.996
Culture.Media.Radio 0.999
Culture.Media.Software 0.999
Culture.Media.Television 0.997
Culture.Media.Video games 0.999
Culture.Performing arts 0.999
Culture.Philosophy and religion 0.994
Culture.Sports 0.993
Culture.Visual arts.Architecture 0.997
Culture.Visual arts.Comics and Anime 0.999
Culture.Visual arts.Fashion 1
Culture.Visual arts.Visual arts* 0.994
Geography.Geographical 0.993
Geography.Regions.Africa.Africa* 0.998
Geography.Regions.Africa.Central Africa 1
Geography.Regions.Africa.Eastern Africa 1
Geography.Regions.Africa.Northern Africa 0.999
Geography.Regions.Africa.Southern Africa 1
Geography.Regions.Africa.Western Africa 1
Geography.Regions.Americas.Central America 0.998
Geography.Regions.Americas.North America 0.978
Geography.Regions.Americas.South America 0.998
Geography.Regions.Asia.Asia* 0.987
Geography.Regions.Asia.Central Asia 1
Geography.Regions.Asia.East Asia 0.996
Geography.Regions.Asia.North Asia 0.998
Geography.Regions.Asia.South Asia 0.995
Geography.Regions.Asia.Southeast Asia 0.998
Geography.Regions.Asia.West Asia 0.996
Geography.Regions.Europe.Eastern Europe 0.995
Geography.Regions.Europe.Europe* 0.977
Geography.Regions.Europe.Northern Europe 0.989
Geography.Regions.Europe.Southern Europe 0.995
Geography.Regions.Europe.Western Europe 0.993
Geography.Regions.Oceania 0.995
History and Society.Business and economics 0.995
History and Society.Education 0.996
History and Society.History 0.994
History and Society.Military and warfare 0.993
History and Society.Politics and government 0.987
History and Society.Society 0.995
History and Society.Transportation 0.995
STEM.Biology 0.992
STEM.Chemistry 0.999
STEM.Computing 0.998
STEM.Earth and environment 0.998
STEM.Engineering 0.998
STEM.Libraries & Information 1
STEM.Mathematics 1
STEM.Medicine & Health 0.997
STEM.Physics 0.999
STEM.STEM* 0.985
STEM.Space 0.999
STEM.Technology 0.997
------------------------------------------- -----
f1 (micro=0.696, macro=0.573):
------------------------------------------- -----
Culture.Biography.Biography* 0.936
Culture.Biography.Women 0.606
Culture.Food and drink 0.438
Culture.Internet culture 0.531
Culture.Linguistics 0.73
Culture.Literature 0.678
Culture.Media.Books 0.699
Culture.Media.Entertainment 0.436
Culture.Media.Films 0.828
Culture.Media.Media* 0.727
Culture.Media.Music 0.788
Culture.Media.Radio 0.799
Culture.Media.Software 0.064
Culture.Media.Television 0.673
Culture.Media.Video games 0.747
Culture.Performing arts 0.518
Culture.Philosophy and religion 0.429
Culture.Sports 0.9
Culture.Visual arts.Architecture 0.648
Culture.Visual arts.Comics and Anime 0.55
Culture.Visual arts.Fashion 0.37
Culture.Visual arts.Visual arts* 0.598
Geography.Geographical 0.675
Geography.Regions.Africa.Africa* 0.523
Geography.Regions.Africa.Central Africa 0.403
Geography.Regions.Africa.Eastern Africa 0.539
Geography.Regions.Africa.Northern Africa 0.428
Geography.Regions.Africa.Southern Africa 0.572
Geography.Regions.Africa.Western Africa 0.498
Geography.Regions.Americas.Central America 0.592
Geography.Regions.Americas.North America 0.657
Geography.Regions.Americas.South America 0.7
Geography.Regions.Asia.Asia* 0.672
Geography.Regions.Asia.Central Asia 0.585
Geography.Regions.Asia.East Asia 0.611
Geography.Regions.Asia.North Asia 0.606
Geography.Regions.Asia.South Asia 0.743
Geography.Regions.Asia.Southeast Asia 0.626
Geography.Regions.Asia.West Asia 0.727
Geography.Regions.Europe.Eastern Europe 0.729
Geography.Regions.Europe.Europe* 0.672
Geography.Regions.Europe.Northern Europe 0.61
Geography.Regions.Europe.Southern Europe 0.637
Geography.Regions.Europe.Western Europe 0.625
Geography.Regions.Oceania 0.765
History and Society.Business and economics 0.328
History and Society.Education 0.477
History and Society.History 0.347
History and Society.Military and warfare 0.554
History and Society.Politics and government 0.604
History and Society.Society 0.388
History and Society.Transportation 0.734
STEM.Biology 0.85
STEM.Chemistry 0.393
STEM.Computing 0.246
STEM.Earth and environment 0.579
STEM.Engineering 0.616
STEM.Libraries & Information 0.415
STEM.Mathematics 0.134
STEM.Medicine & Health 0.357
STEM.Physics 0.215
STEM.STEM* 0.638
STEM.Space 0.753
STEM.Technology 0.171
------------------------------------------- -----
!f1 (micro=0.988, macro=0.994):
------------------------------------------- -----
Culture.Biography.Biography* 0.991
Culture.Biography.Women 0.992
Culture.Food and drink 0.999
Culture.Internet culture 0.998
Culture.Linguistics 0.998
Culture.Literature 0.995
Culture.Media.Books 0.999
Culture.Media.Entertainment 0.997
Culture.Media.Films 0.998
Culture.Media.Media* 0.983
Culture.Media.Music 0.995
Culture.Media.Radio 1
Culture.Media.Software 0.994
Culture.Media.Television 0.997
Culture.Media.Video games 0.999
Culture.Performing arts 0.998
Culture.Philosophy and religion 0.994
Culture.Sports 0.994
Culture.Visual arts.Architecture 0.996
Culture.Visual arts.Comics and Anime 0.999
Culture.Visual arts.Fashion 0.999
Culture.Visual arts.Visual arts* 0.992
Geography.Geographical 0.993
Geography.Regions.Africa.Africa* 0.994
Geography.Regions.Africa.Central Africa 0.999
Geography.Regions.Africa.Eastern Africa 1
Geography.Regions.Africa.Northern Africa 0.999
Geography.Regions.Africa.Southern Africa 0.999
Geography.Regions.Africa.Western Africa 1
Geography.Regions.Americas.Central America 0.999
Geography.Regions.Americas.North America 0.976
Geography.Regions.Americas.South America 0.998
Geography.Regions.Asia.Asia* 0.979
Geography.Regions.Asia.Central Asia 1
Geography.Regions.Asia.East Asia 0.995
Geography.Regions.Asia.North Asia 0.998
Geography.Regions.Asia.South Asia 0.996
Geography.Regions.Asia.Southeast Asia 0.998
Geography.Regions.Asia.West Asia 0.997
Geography.Regions.Europe.Eastern Europe 0.995
Geography.Regions.Europe.Europe* 0.968
Geography.Regions.Europe.Northern Europe 0.988
Geography.Regions.Europe.Southern Europe 0.995
Geography.Regions.Europe.Western Europe 0.992
Geography.Regions.Oceania 0.996
History and Society.Business and economics 0.99
History and Society.Education 0.995
History and Society.History 0.991
History and Society.Military and warfare 0.993
History and Society.Politics and government 0.99
History and Society.Society 0.995
History and Society.Transportation 0.996
STEM.Biology 0.995
STEM.Chemistry 0.999
STEM.Computing 0.997
STEM.Earth and environment 0.998
STEM.Engineering 0.998
STEM.Libraries & Information 1
STEM.Mathematics 0.999
STEM.Medicine & Health 0.994
STEM.Physics 0.999
STEM.STEM* 0.968
STEM.Space 0.999
STEM.Technology 0.99
------------------------------------------- -----
accuracy (micro=0.977, macro=0.989):
------------------------------------------- -----
Culture.Biography.Biography* 0.984
Culture.Biography.Women 0.984
Culture.Food and drink 0.997
Culture.Internet culture 0.996
Culture.Linguistics 0.996
Culture.Literature 0.99
Culture.Media.Books 0.997
Culture.Media.Entertainment 0.995
Culture.Media.Films 0.996
Culture.Media.Media* 0.967
Culture.Media.Music 0.991
Culture.Media.Radio 0.999
Culture.Media.Software 0.987
Culture.Media.Television 0.994
Culture.Media.Video games 0.998
Culture.Performing arts 0.997
Culture.Philosophy and religion 0.988
Culture.Sports 0.988
Culture.Visual arts.Architecture 0.991
Culture.Visual arts.Comics and Anime 0.998
Culture.Visual arts.Fashion 0.998
Culture.Visual arts.Visual arts* 0.984
Geography.Geographical 0.986
Geography.Regions.Africa.Africa* 0.989
Geography.Regions.Africa.Central Africa 0.999
Geography.Regions.Africa.Eastern Africa 0.999
Geography.Regions.Africa.Northern Africa 0.998
Geography.Regions.Africa.Southern Africa 0.999
Geography.Regions.Africa.Western Africa 0.999
Geography.Regions.Americas.Central America 0.998
Geography.Regions.Americas.North America 0.956
Geography.Regions.Americas.South America 0.996
Geography.Regions.Asia.Asia* 0.961
Geography.Regions.Asia.Central Asia 0.999
Geography.Regions.Asia.East Asia 0.99
Geography.Regions.Asia.North Asia 0.995
Geography.Regions.Asia.South Asia 0.992
Geography.Regions.Asia.Southeast Asia 0.995
Geography.Regions.Asia.West Asia 0.994
Geography.Regions.Europe.Eastern Europe 0.99
Geography.Regions.Europe.Europe* 0.942
Geography.Regions.Europe.Northern Europe 0.977
Geography.Regions.Europe.Southern Europe 0.99
Geography.Regions.Europe.Western Europe 0.984
Geography.Regions.Oceania 0.993
History and Society.Business and economics 0.98
History and Society.Education 0.991
History and Society.History 0.982
History and Society.Military and warfare 0.986
History and Society.Politics and government 0.98
History and Society.Society 0.99
History and Society.Transportation 0.992
STEM.Biology 0.991
STEM.Chemistry 0.997
STEM.Computing 0.993
STEM.Earth and environment 0.996
STEM.Engineering 0.996
STEM.Libraries & Information 0.999
STEM.Mathematics 0.999
STEM.Medicine & Health 0.989
STEM.Physics 0.998
STEM.STEM* 0.942
STEM.Space 0.998
STEM.Technology 0.981
------------------------------------------- -----
fpr (micro=0.015, macro=0.007):
------------------------------------------- -----
Culture.Biography.Biography* 0.011
Culture.Biography.Women 0.013
Culture.Food and drink 0.001
Culture.Internet culture 0.003
Culture.Linguistics 0.002
Culture.Literature 0.006
Culture.Media.Books 0.002
Culture.Media.Entertainment 0.004
Culture.Media.Films 0.002
Culture.Media.Media* 0.023
Culture.Media.Music 0.005
Culture.Media.Radio 0
Culture.Media.Software 0.012
Culture.Media.Television 0.003
Culture.Media.Video games 0.001
Culture.Performing arts 0.002
Culture.Philosophy and religion 0.006
Culture.Sports 0.005
Culture.Visual arts.Architecture 0.006
Culture.Visual arts.Comics and Anime 0.002
Culture.Visual arts.Fashion 0.001
Culture.Visual arts.Visual arts* 0.011
Geography.Geographical 0.007
Geography.Regions.Africa.Africa* 0.009
Geography.Regions.Africa.Central Africa 0.001
Geography.Regions.Africa.Eastern Africa 0
Geography.Regions.Africa.Northern Africa 0.001
Geography.Regions.Africa.Southern Africa 0.001
Geography.Regions.Africa.Western Africa 0.001
Geography.Regions.Americas.Central America 0.001
Geography.Regions.Americas.North America 0.025
Geography.Regions.Americas.South America 0.002
Geography.Regions.Asia.Asia* 0.028
Geography.Regions.Asia.Central Asia 0
Geography.Regions.Asia.East Asia 0.006
Geography.Regions.Asia.North Asia 0.003
Geography.Regions.Asia.South Asia 0.003
Geography.Regions.Asia.Southeast Asia 0.002
Geography.Regions.Asia.West Asia 0.002
Geography.Regions.Europe.Eastern Europe 0.005
Geography.Regions.Europe.Europe* 0.041
Geography.Regions.Europe.Northern Europe 0.013
Geography.Regions.Europe.Southern Europe 0.006
Geography.Regions.Europe.Western Europe 0.01
Geography.Regions.Oceania 0.003
History and Society.Business and economics 0.015
History and Society.Education 0.005
History and Society.History 0.012
History and Society.Military and warfare 0.007
History and Society.Politics and government 0.008
History and Society.Society 0.005
History and Society.Transportation 0.004
STEM.Biology 0.002
STEM.Chemistry 0.002
STEM.Computing 0.005
STEM.Earth and environment 0.002
STEM.Engineering 0.002
STEM.Libraries & Information 0.001
STEM.Mathematics 0.001
STEM.Medicine & Health 0.008
STEM.Physics 0.001
STEM.STEM* 0.048
STEM.Space 0.001
STEM.Technology 0.016
------------------------------------------- -----
roc_auc (micro=0.957, macro=0.95):
------------------------------------------- -----
Culture.Biography.Biography* 0.985
Culture.Biography.Women 0.973
Culture.Food and drink 0.92
Culture.Internet culture 0.96
Culture.Linguistics 0.951
Culture.Literature 0.966
Culture.Media.Books 0.972
Culture.Media.Entertainment 0.948
Culture.Media.Films 0.975
Culture.Media.Media* 0.967
Culture.Media.Music 0.975
Culture.Media.Radio 0.955
Culture.Media.Software 0.942
Culture.Media.Television 0.962
Culture.Media.Video games 0.973
Culture.Performing arts 0.945
Culture.Philosophy and religion 0.915
Culture.Sports 0.98
Culture.Visual arts.Architecture 0.972
Culture.Visual arts.Comics and Anime 0.964
Culture.Visual arts.Fashion 0.943
Culture.Visual arts.Visual arts* 0.952
Geography.Geographical 0.957
Geography.Regions.Africa.Africa* 0.953
Geography.Regions.Africa.Central Africa 0.939
Geography.Regions.Africa.Eastern Africa 0.95
Geography.Regions.Africa.Northern Africa 0.945
Geography.Regions.Africa.Southern Africa 0.956
Geography.Regions.Africa.Western Africa 0.957
Geography.Regions.Americas.Central America 0.921
Geography.Regions.Americas.North America 0.946
Geography.Regions.Americas.South America 0.952
Geography.Regions.Asia.Asia* 0.95
Geography.Regions.Asia.Central Asia 0.926
Geography.Regions.Asia.East Asia 0.947
Geography.Regions.Asia.North Asia 0.949
Geography.Regions.Asia.South Asia 0.953
Geography.Regions.Asia.Southeast Asia 0.941
Geography.Regions.Asia.West Asia 0.956
Geography.Regions.Europe.Eastern Europe 0.954
Geography.Regions.Europe.Europe* 0.943
Geography.Regions.Europe.Northern Europe 0.948
Geography.Regions.Europe.Southern Europe 0.948
Geography.Regions.Europe.Western Europe 0.947
Geography.Regions.Oceania 0.957
History and Society.Business and economics 0.937
History and Society.Education 0.947
History and Society.History 0.915
History and Society.Military and warfare 0.935
History and Society.Politics and government 0.927
History and Society.Society 0.871
History and Society.Transportation 0.966
STEM.Biology 0.965
STEM.Chemistry 0.967
STEM.Computing 0.955
STEM.Earth and environment 0.945
STEM.Engineering 0.945
STEM.Libraries & Information 0.944
STEM.Mathematics 0.946
STEM.Medicine & Health 0.936
STEM.Physics 0.949
STEM.STEM* 0.959
STEM.Space 0.964
STEM.Technology 0.926
------------------------------------------- -----
pr_auc (micro=0.722, macro=0.56):
------------------------------------------- -----
Culture.Biography.Biography* 0.956
Culture.Biography.Women 0.587
Culture.Food and drink 0.337
Culture.Internet culture 0.637
Culture.Linguistics 0.688
Culture.Literature 0.718
Culture.Media.Books 0.75
Culture.Media.Entertainment 0.459
Culture.Media.Films 0.845
Culture.Media.Media* 0.806
Culture.Media.Music 0.82
Culture.Media.Radio 0.757
Culture.Media.Software 0.072
Culture.Media.Television 0.673
Culture.Media.Video games 0.81
Culture.Performing arts 0.478
Culture.Philosophy and religion 0.34
Culture.Sports 0.928
Culture.Visual arts.Architecture 0.733
Culture.Visual arts.Comics and Anime 0.577
Culture.Visual arts.Fashion 0.321
Culture.Visual arts.Visual arts* 0.641
Geography.Geographical 0.704
Geography.Regions.Africa.Africa* 0.562
Geography.Regions.Africa.Central Africa 0.418
Geography.Regions.Africa.Eastern Africa 0.4
Geography.Regions.Africa.Northern Africa 0.351
Geography.Regions.Africa.Southern Africa 0.463
Geography.Regions.Africa.Western Africa 0.348
Geography.Regions.Americas.Central America 0.531
Geography.Regions.Americas.North America 0.703
Geography.Regions.Americas.South America 0.673
Geography.Regions.Asia.Asia* 0.735
Geography.Regions.Asia.Central Asia 0.565
Geography.Regions.Asia.East Asia 0.587
Geography.Regions.Asia.North Asia 0.552
Geography.Regions.Asia.South Asia 0.73
Geography.Regions.Asia.Southeast Asia 0.563
Geography.Regions.Asia.West Asia 0.72
Geography.Regions.Europe.Eastern Europe 0.726
Geography.Regions.Europe.Europe* 0.724
Geography.Regions.Europe.Northern Europe 0.637
Geography.Regions.Europe.Southern Europe 0.629
Geography.Regions.Europe.Western Europe 0.608
Geography.Regions.Oceania 0.769
History and Society.Business and economics 0.245
History and Society.Education 0.423
History and Society.History 0.285
History and Society.Military and warfare 0.529
History and Society.Politics and government 0.613
History and Society.Society 0.338
History and Society.Transportation 0.754
STEM.Biology 0.849
STEM.Chemistry 0.348
STEM.Computing 0.142
STEM.Earth and environment 0.552
STEM.Engineering 0.559
STEM.Libraries & Information 0.279
STEM.Mathematics 0.087
STEM.Medicine & Health 0.423
STEM.Physics 0.129
STEM.STEM* 0.764
STEM.Space 0.734
STEM.Technology 0.183
------------------------------------------- -----
- score_schema: {'title': 'Scikit learn-based classifier score with probability', 'type': 'object', 'properties': {'prediction': {'description': 'The most likely labels predicted by the estimator', 'type': 'array', 'items': {'type': 'string'}}, 'probability': {'description': 'A mapping of probabilities onto each of the potential output labels', 'type': 'object', 'properties': {'Culture.Biography.Biography*': {'type': 'number'}, 'Culture.Biography.Women': {'type': 'number'}, 'Culture.Food and drink': {'type': 'number'}, 'Culture.Internet culture': {'type': 'number'}, 'Culture.Linguistics': {'type': 'number'}, 'Culture.Literature': {'type': 'number'}, 'Culture.Media.Books': {'type': 'number'}, 'Culture.Media.Entertainment': {'type': 'number'}, 'Culture.Media.Films': {'type': 'number'}, 'Culture.Media.Media*': {'type': 'number'}, 'Culture.Media.Music': {'type': 'number'}, 'Culture.Media.Radio': {'type': 'number'}, 'Culture.Media.Software': {'type': 'number'}, 'Culture.Media.Television': {'type': 'number'}, 'Culture.Media.Video games': {'type': 'number'}, 'Culture.Performing arts': {'type': 'number'}, 'Culture.Philosophy and religion': {'type': 'number'}, 'Culture.Sports': {'type': 'number'}, 'Culture.Visual arts.Architecture': {'type': 'number'}, 'Culture.Visual arts.Comics and Anime': {'type': 'number'}, 'Culture.Visual arts.Fashion': {'type': 'number'}, 'Culture.Visual arts.Visual arts*': {'type': 'number'}, 'Geography.Geographical': {'type': 'number'}, 'Geography.Regions.Africa.Africa*': {'type': 'number'}, 'Geography.Regions.Africa.Central Africa': {'type': 'number'}, 'Geography.Regions.Africa.Eastern Africa': {'type': 'number'}, 'Geography.Regions.Africa.Northern Africa': {'type': 'number'}, 'Geography.Regions.Africa.Southern Africa': {'type': 'number'}, 'Geography.Regions.Africa.Western Africa': {'type': 'number'}, 'Geography.Regions.Americas.Central America': {'type': 'number'}, 'Geography.Regions.Americas.North America': {'type': 'number'}, 'Geography.Regions.Americas.South America': {'type': 'number'}, 'Geography.Regions.Asia.Asia*': {'type': 'number'}, 'Geography.Regions.Asia.Central Asia': {'type': 'number'}, 'Geography.Regions.Asia.East Asia': {'type': 'number'}, 'Geography.Regions.Asia.North Asia': {'type': 'number'}, 'Geography.Regions.Asia.South Asia': {'type': 'number'}, 'Geography.Regions.Asia.Southeast Asia': {'type': 'number'}, 'Geography.Regions.Asia.West Asia': {'type': 'number'}, 'Geography.Regions.Europe.Eastern Europe': {'type': 'number'}, 'Geography.Regions.Europe.Europe*': {'type': 'number'}, 'Geography.Regions.Europe.Northern Europe': {'type': 'number'}, 'Geography.Regions.Europe.Southern Europe': {'type': 'number'}, 'Geography.Regions.Europe.Western Europe': {'type': 'number'}, 'Geography.Regions.Oceania': {'type': 'number'}, 'History and Society.Business and economics': {'type': 'number'}, 'History and Society.Education': {'type': 'number'}, 'History and Society.History': {'type': 'number'}, 'History and Society.Military and warfare': {'type': 'number'}, 'History and Society.Politics and government': {'type': 'number'}, 'History and Society.Society': {'type': 'number'}, 'History and Society.Transportation': {'type': 'number'}, 'STEM.Biology': {'type': 'number'}, 'STEM.Chemistry': {'type': 'number'}, 'STEM.Computing': {'type': 'number'}, 'STEM.Earth and environment': {'type': 'number'}, 'STEM.Engineering': {'type': 'number'}, 'STEM.Libraries & Information': {'type': 'number'}, 'STEM.Mathematics': {'type': 'number'}, 'STEM.Medicine & Health': {'type': 'number'}, 'STEM.Physics': {'type': 'number'}, 'STEM.STEM*': {'type': 'number'}, 'STEM.Space': {'type': 'number'}, 'STEM.Technology': {'type': 'number'}}}}}

File Metadata

Mime Type
text/plain
Storage Engine
blob
Storage Format
Raw Data
Storage Handle
8485338
Default Alt Text
wikidata-ft.md (57 KB)

Event Timeline

Content licensed under Creative Commons Attribution-ShareAlike (CC BY-SA) 4.0 unless otherwise noted; code licensed under GNU General Public License (GPL) 2.0 or later and other open source licenses. By using this site, you agree to the Terms of Use, Privacy Policy, and Code of Conduct. · Wikimedia Foundation · Privacy Policy · Code of Conduct · Terms of Use · Disclaimer · CC-BY-SA · GPL