Page MenuHomePhabricator
Files F31962904

wikidata.articletopic.ft.unbalanced_50k.md
Dibyaaaaax (Dibya)
Actions

Authored By
Dibyaaaaax
Aug 4 2020, 10:44 AM
Size
56 KB
Referenced Files
None
Subscribers
None

wikidata.articletopic.ft.unbalanced_50k.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.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'}}}}}

File Metadata

Mime Type
text/plain
Storage Engine
blob
Storage Format
Raw Data
Storage Handle
8488383
Default Alt Text
wikidata.articletopic.ft.unbalanced_50k.md (56 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