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wikidata.articletopic.ft.unbalanced.md
Dibyaaaaax (Dibya)
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Dibyaaaaax
Aug 4 2020, 6:17 AM
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wikidata.articletopic.ft.unbalanced.md
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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', '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 --> 23140 622 915 39284
'Culture.Biography.Women' 4536 --> 3539 982 997 58443
'Culture.Food and drink' 449 --> 201 51 248 63461
'Culture.Internet culture' 809 --> 497 91 312 63061
'Culture.Linguistics' 692 --> 415 48 277 63221
'Culture.Literature' 3336 --> 2340 406 996 60219
'Culture.Media.Books' 1103 --> 897 105 206 62753
'Culture.Media.Entertainment' 961 --> 487 169 474 62831
'Culture.Media.Films' 2409 --> 2164 152 245 61400
'Culture.Media.Media*' 10759 --> 8944 1075 1815 52127
'Culture.Media.Music' 3679 --> 3068 423 611 59859
'Culture.Media.Radio' 424 --> 310 25 114 63512
'Culture.Media.Software' 420 --> 108 117 312 63424
'Culture.Media.Television' 1599 --> 1150 160 449 62202
'Culture.Media.Video games' 544 --> 438 27 106 63390
'Culture.Performing arts' 701 --> 384 104 317 63156
'Culture.Philosophy and religion' 2427 --> 1135 431 1292 61103
'Culture.Sports' 10986 --> 10207 455 779 52520
'Culture.Visual arts.Architecture' 2699 --> 2002 363 697 60899
'Culture.Visual arts.Comics and Anime' 565 --> 349 86 216 63310
'Culture.Visual arts.Fashion' 232 --> 109 49 123 63680
'Culture.Visual arts.Visual arts*' 4318 --> 3021 659 1297 58984
'Geography.Geographical' 4073 --> 2834 538 1239 59350
'Geography.Regions.Africa.Africa*' 1625 --> 962 238 663 62098
'Geography.Regions.Africa.Central Africa' 126 --> 70 24 56 63811
'Geography.Regions.Africa.Eastern Africa' 111 --> 60 21 51 63829
'Geography.Regions.Africa.Northern Africa' 339 --> 176 56 163 63566
'Geography.Regions.Africa.Southern Africa' 323 --> 187 49 136 63589
'Geography.Regions.Africa.Western Africa' 147 --> 67 32 80 63782
'Geography.Regions.Americas.Central America' 593 --> 295 118 298 63250
'Geography.Regions.Americas.North America' 9857 --> 7008 1659 2849 52445
'Geography.Regions.Americas.South America' 1078 --> 743 199 335 62684
'Geography.Regions.Asia.Asia*' 12162 --> 9309 1186 2853 50613
'Geography.Regions.Asia.Central Asia' 178 --> 91 30 87 63753
'Geography.Regions.Asia.East Asia' 2939 --> 2090 378 849 60644
'Geography.Regions.Asia.North Asia' 2064 --> 1511 232 553 61665
'Geography.Regions.Asia.South Asia' 3349 --> 2532 230 817 60382
'Geography.Regions.Asia.Southeast Asia' 1363 --> 877 126 486 62472
'Geography.Regions.Asia.West Asia' 2470 --> 1795 159 675 61332
'Geography.Regions.Europe.Eastern Europe' 4564 --> 3664 385 900 59012
'Geography.Regions.Europe.Europe*' 18641 --> 14734 2680 3907 42640
'Geography.Regions.Europe.Northern Europe' 6659 --> 4547 917 2112 56385
'Geography.Regions.Europe.Southern Europe' 3146 --> 2148 494 998 60321
'Geography.Regions.Europe.Western Europe' 4661 --> 3495 699 1166 58601
'Geography.Regions.Oceania' 3345 --> 2545 230 800 60386
'History and Society.Business and economics' 2170 --> 1009 474 1161 61317
'History and Society.Education' 1576 --> 792 282 784 62103
'History and Society.History' 2897 --> 1197 569 1700 60495
'History and Society.Military and warfare' 3229 --> 1889 452 1340 60280
'History and Society.Politics and government' 5772 --> 3619 549 2153 57640
'History and Society.Society' 2132 --> 813 290 1319 61539
'History and Society.Transportation' 3138 --> 2396 227 742 60596
'STEM.Biology' 5253 --> 4606 147 647 58561
'STEM.Chemistry' 293 --> 127 57 166 63611
'STEM.Computing' 557 --> 225 95 332 63309
'STEM.Earth and environment' 1077 --> 656 113 421 62771
'STEM.Engineering' 1635 --> 1056 146 579 62180
'STEM.Libraries & Information' 191 --> 90 45 101 63725
'STEM.Mathematics' 87 --> 10 26 77 63848
'STEM.Medicine & Health' 1026 --> 466 143 560 62792
'STEM.Physics' 204 --> 65 47 139 63710
'STEM.STEM*' 11153 --> 8274 656 2879 52152
'STEM.Space' 494 --> 344 33 150 63434
'STEM.Technology' 1350 --> 463 252 887 62359
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=0.132, macro=0.043):
------------------------------------------- -----
Culture.Biography.Biography* 0.372
Culture.Biography.Women 0.071
Culture.Food and drink 0.004
Culture.Internet culture 0.009
Culture.Linguistics 0.007
Culture.Literature 0.043
Culture.Media.Books 0.016
Culture.Media.Entertainment 0.01
Culture.Media.Films 0.036
Culture.Media.Media* 0.157
Culture.Media.Music 0.055
Culture.Media.Radio 0.005
Culture.Media.Software 0.004
Culture.Media.Television 0.02
Culture.Media.Video games 0.007
Culture.Performing arts 0.008
Culture.Philosophy and religion 0.024
Culture.Sports 0.167
Culture.Visual arts.Architecture 0.037
Culture.Visual arts.Comics and Anime 0.007
Culture.Visual arts.Fashion 0.002
Culture.Visual arts.Visual arts* 0.058
Geography.Geographical 0.053
Geography.Regions.Africa.Africa* 0.019
Geography.Regions.Africa.Central Africa 0.001
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 0.006
Geography.Regions.Americas.North America 0.136
Geography.Regions.Americas.South America 0.015
Geography.Regions.Asia.Asia* 0.164
Geography.Regions.Asia.Central Asia 0.002
Geography.Regions.Asia.East Asia 0.039
Geography.Regions.Asia.North Asia 0.027
Geography.Regions.Asia.South Asia 0.043
Geography.Regions.Asia.Southeast Asia 0.016
Geography.Regions.Asia.West Asia 0.031
Geography.Regions.Europe.Eastern Europe 0.063
Geography.Regions.Europe.Europe* 0.272
Geography.Regions.Europe.Northern Europe 0.085
Geography.Regions.Europe.Southern Europe 0.041
Geography.Regions.Europe.Western Europe 0.066
Geography.Regions.Oceania 0.043
History and Society.Business and economics 0.023
History and Society.Education 0.017
History and Society.History 0.028
History and Society.Military and warfare 0.037
History and Society.Politics and government 0.065
History and Society.Society 0.017
History and Society.Transportation 0.041
STEM.Biology 0.074
STEM.Chemistry 0.003
STEM.Computing 0.005
STEM.Earth and environment 0.012
STEM.Engineering 0.019
STEM.Libraries & Information 0.002
STEM.Mathematics 0.001
STEM.Medicine & Health 0.01
STEM.Physics 0.002
STEM.STEM* 0.14
STEM.Space 0.006
STEM.Technology 0.011
------------------------------------------- -----
filter_rate (micro=0.868, macro=0.957):
------------------------------------------- -----
Culture.Biography.Biography* 0.628
Culture.Biography.Women 0.929
Culture.Food and drink 0.996
Culture.Internet culture 0.991
Culture.Linguistics 0.993
Culture.Literature 0.957
Culture.Media.Books 0.984
Culture.Media.Entertainment 0.99
Culture.Media.Films 0.964
Culture.Media.Media* 0.843
Culture.Media.Music 0.945
Culture.Media.Radio 0.995
Culture.Media.Software 0.996
Culture.Media.Television 0.98
Culture.Media.Video games 0.993
Culture.Performing arts 0.992
Culture.Philosophy and religion 0.976
Culture.Sports 0.833
Culture.Visual arts.Architecture 0.963
Culture.Visual arts.Comics and Anime 0.993
Culture.Visual arts.Fashion 0.998
Culture.Visual arts.Visual arts* 0.942
Geography.Geographical 0.947
Geography.Regions.Africa.Africa* 0.981
Geography.Regions.Africa.Central Africa 0.999
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 0.994
Geography.Regions.Americas.North America 0.864
Geography.Regions.Americas.South America 0.985
Geography.Regions.Asia.Asia* 0.836
Geography.Regions.Asia.Central Asia 0.998
Geography.Regions.Asia.East Asia 0.961
Geography.Regions.Asia.North Asia 0.973
Geography.Regions.Asia.South Asia 0.957
Geography.Regions.Asia.Southeast Asia 0.984
Geography.Regions.Asia.West Asia 0.969
Geography.Regions.Europe.Eastern Europe 0.937
Geography.Regions.Europe.Europe* 0.728
Geography.Regions.Europe.Northern Europe 0.915
Geography.Regions.Europe.Southern Europe 0.959
Geography.Regions.Europe.Western Europe 0.934
Geography.Regions.Oceania 0.957
History and Society.Business and economics 0.977
History and Society.Education 0.983
History and Society.History 0.972
History and Society.Military and warfare 0.963
History and Society.Politics and government 0.935
History and Society.Society 0.983
History and Society.Transportation 0.959
STEM.Biology 0.926
STEM.Chemistry 0.997
STEM.Computing 0.995
STEM.Earth and environment 0.988
STEM.Engineering 0.981
STEM.Libraries & Information 0.998
STEM.Mathematics 0.999
STEM.Medicine & Health 0.99
STEM.Physics 0.998
STEM.STEM* 0.86
STEM.Space 0.994
STEM.Technology 0.989
------------------------------------------- -----
recall (micro=0.752, macro=0.625):
------------------------------------------- -----
Culture.Biography.Biography* 0.962
Culture.Biography.Women 0.78
Culture.Food and drink 0.448
Culture.Internet culture 0.614
Culture.Linguistics 0.6
Culture.Literature 0.701
Culture.Media.Books 0.813
Culture.Media.Entertainment 0.507
Culture.Media.Films 0.898
Culture.Media.Media* 0.831
Culture.Media.Music 0.834
Culture.Media.Radio 0.731
Culture.Media.Software 0.257
Culture.Media.Television 0.719
Culture.Media.Video games 0.805
Culture.Performing arts 0.548
Culture.Philosophy and religion 0.468
Culture.Sports 0.929
Culture.Visual arts.Architecture 0.742
Culture.Visual arts.Comics and Anime 0.618
Culture.Visual arts.Fashion 0.47
Culture.Visual arts.Visual arts* 0.7
Geography.Geographical 0.696
Geography.Regions.Africa.Africa* 0.592
Geography.Regions.Africa.Central Africa 0.556
Geography.Regions.Africa.Eastern Africa 0.541
Geography.Regions.Africa.Northern Africa 0.519
Geography.Regions.Africa.Southern Africa 0.579
Geography.Regions.Africa.Western Africa 0.456
Geography.Regions.Americas.Central America 0.497
Geography.Regions.Americas.North America 0.711
Geography.Regions.Americas.South America 0.689
Geography.Regions.Asia.Asia* 0.765
Geography.Regions.Asia.Central Asia 0.511
Geography.Regions.Asia.East Asia 0.711
Geography.Regions.Asia.North Asia 0.732
Geography.Regions.Asia.South Asia 0.756
Geography.Regions.Asia.Southeast Asia 0.643
Geography.Regions.Asia.West Asia 0.727
Geography.Regions.Europe.Eastern Europe 0.803
Geography.Regions.Europe.Europe* 0.79
Geography.Regions.Europe.Northern Europe 0.683
Geography.Regions.Europe.Southern Europe 0.683
Geography.Regions.Europe.Western Europe 0.75
Geography.Regions.Oceania 0.761
History and Society.Business and economics 0.465
History and Society.Education 0.503
History and Society.History 0.413
History and Society.Military and warfare 0.585
History and Society.Politics and government 0.627
History and Society.Society 0.381
History and Society.Transportation 0.764
STEM.Biology 0.877
STEM.Chemistry 0.433
STEM.Computing 0.404
STEM.Earth and environment 0.609
STEM.Engineering 0.646
STEM.Libraries & Information 0.471
STEM.Mathematics 0.115
STEM.Medicine & Health 0.454
STEM.Physics 0.319
STEM.STEM* 0.742
STEM.Space 0.696
STEM.Technology 0.343
------------------------------------------- -----
!recall (micro=0.984, macro=0.994):
------------------------------------------- -----
Culture.Biography.Biography* 0.984
Culture.Biography.Women 0.983
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 0.997
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 0.991
Geography.Regions.Africa.Africa* 0.996
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 0.969
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* 0.941
Geography.Regions.Europe.Northern Europe 0.984
Geography.Regions.Europe.Southern Europe 0.992
Geography.Regions.Europe.Western Europe 0.988
Geography.Regions.Oceania 0.996
History and Society.Business and economics 0.992
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 0.991
History and Society.Society 0.995
History and Society.Transportation 0.996
STEM.Biology 0.997
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* 0.988
STEM.Space 0.999
STEM.Technology 0.996
------------------------------------------- -----
precision (micro=0.87, macro=0.805):
------------------------------------------- -----
Culture.Biography.Biography* 0.974
Culture.Biography.Women 0.783
Culture.Food and drink 0.798
Culture.Internet culture 0.845
Culture.Linguistics 0.896
Culture.Literature 0.852
Culture.Media.Books 0.895
Culture.Media.Entertainment 0.742
Culture.Media.Films 0.934
Culture.Media.Media* 0.893
Culture.Media.Music 0.879
Culture.Media.Radio 0.925
Culture.Media.Software 0.48
Culture.Media.Television 0.878
Culture.Media.Video games 0.942
Culture.Performing arts 0.787
Culture.Philosophy and religion 0.725
Culture.Sports 0.957
Culture.Visual arts.Architecture 0.847
Culture.Visual arts.Comics and Anime 0.802
Culture.Visual arts.Fashion 0.69
Culture.Visual arts.Visual arts* 0.821
Geography.Geographical 0.84
Geography.Regions.Africa.Africa* 0.802
Geography.Regions.Africa.Central Africa 0.745
Geography.Regions.Africa.Eastern Africa 0.741
Geography.Regions.Africa.Northern Africa 0.759
Geography.Regions.Africa.Southern Africa 0.792
Geography.Regions.Africa.Western Africa 0.677
Geography.Regions.Americas.Central America 0.714
Geography.Regions.Americas.North America 0.809
Geography.Regions.Americas.South America 0.789
Geography.Regions.Asia.Asia* 0.887
Geography.Regions.Asia.Central Asia 0.752
Geography.Regions.Asia.East Asia 0.847
Geography.Regions.Asia.North Asia 0.867
Geography.Regions.Asia.South Asia 0.917
Geography.Regions.Asia.Southeast Asia 0.874
Geography.Regions.Asia.West Asia 0.919
Geography.Regions.Europe.Eastern Europe 0.905
Geography.Regions.Europe.Europe* 0.846
Geography.Regions.Europe.Northern Europe 0.832
Geography.Regions.Europe.Southern Europe 0.813
Geography.Regions.Europe.Western Europe 0.833
Geography.Regions.Oceania 0.917
History and Society.Business and economics 0.68
History and Society.Education 0.737
History and Society.History 0.678
History and Society.Military and warfare 0.807
History and Society.Politics and government 0.868
History and Society.Society 0.737
History and Society.Transportation 0.913
STEM.Biology 0.969
STEM.Chemistry 0.69
STEM.Computing 0.703
STEM.Earth and environment 0.853
STEM.Engineering 0.879
STEM.Libraries & Information 0.667
STEM.Mathematics 0.278
STEM.Medicine & Health 0.765
STEM.Physics 0.58
STEM.STEM* 0.927
STEM.Space 0.912
STEM.Technology 0.648
------------------------------------------- -----
!precision (micro=0.97, macro=0.986):
------------------------------------------- -----
Culture.Biography.Biography* 0.977
Culture.Biography.Women 0.983
Culture.Food and drink 0.996
Culture.Internet culture 0.995
Culture.Linguistics 0.996
Culture.Literature 0.984
Culture.Media.Books 0.997
Culture.Media.Entertainment 0.993
Culture.Media.Films 0.996
Culture.Media.Media* 0.966
Culture.Media.Music 0.99
Culture.Media.Radio 0.998
Culture.Media.Software 0.995
Culture.Media.Television 0.993
Culture.Media.Video games 0.998
Culture.Performing arts 0.995
Culture.Philosophy and religion 0.979
Culture.Sports 0.985
Culture.Visual arts.Architecture 0.989
Culture.Visual arts.Comics and Anime 0.997
Culture.Visual arts.Fashion 0.998
Culture.Visual arts.Visual arts* 0.978
Geography.Geographical 0.98
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 0.997
Geography.Regions.Africa.Southern Africa 0.998
Geography.Regions.Africa.Western Africa 0.999
Geography.Regions.Americas.Central America 0.995
Geography.Regions.Americas.North America 0.948
Geography.Regions.Americas.South America 0.995
Geography.Regions.Asia.Asia* 0.947
Geography.Regions.Asia.Central Asia 0.999
Geography.Regions.Asia.East Asia 0.986
Geography.Regions.Asia.North Asia 0.991
Geography.Regions.Asia.South Asia 0.987
Geography.Regions.Asia.Southeast Asia 0.992
Geography.Regions.Asia.West Asia 0.989
Geography.Regions.Europe.Eastern Europe 0.985
Geography.Regions.Europe.Europe* 0.916
Geography.Regions.Europe.Northern Europe 0.964
Geography.Regions.Europe.Southern Europe 0.984
Geography.Regions.Europe.Western Europe 0.98
Geography.Regions.Oceania 0.987
History and Society.Business and economics 0.981
History and Society.Education 0.988
History and Society.History 0.973
History and Society.Military and warfare 0.978
History and Society.Politics and government 0.964
History and Society.Society 0.979
History and Society.Transportation 0.988
STEM.Biology 0.989
STEM.Chemistry 0.997
STEM.Computing 0.995
STEM.Earth and environment 0.993
STEM.Engineering 0.991
STEM.Libraries & Information 0.998
STEM.Mathematics 0.999
STEM.Medicine & Health 0.991
STEM.Physics 0.998
STEM.STEM* 0.948
STEM.Space 0.998
STEM.Technology 0.986
------------------------------------------- -----
f1 (micro=0.803, macro=0.699):
------------------------------------------- -----
Culture.Biography.Biography* 0.968
Culture.Biography.Women 0.781
Culture.Food and drink 0.573
Culture.Internet culture 0.712
Culture.Linguistics 0.719
Culture.Literature 0.769
Culture.Media.Books 0.852
Culture.Media.Entertainment 0.602
Culture.Media.Films 0.916
Culture.Media.Media* 0.861
Culture.Media.Music 0.856
Culture.Media.Radio 0.817
Culture.Media.Software 0.335
Culture.Media.Television 0.791
Culture.Media.Video games 0.868
Culture.Performing arts 0.646
Culture.Philosophy and religion 0.568
Culture.Sports 0.943
Culture.Visual arts.Architecture 0.791
Culture.Visual arts.Comics and Anime 0.698
Culture.Visual arts.Fashion 0.559
Culture.Visual arts.Visual arts* 0.755
Geography.Geographical 0.761
Geography.Regions.Africa.Africa* 0.681
Geography.Regions.Africa.Central Africa 0.636
Geography.Regions.Africa.Eastern Africa 0.625
Geography.Regions.Africa.Northern Africa 0.616
Geography.Regions.Africa.Southern Africa 0.669
Geography.Regions.Africa.Western Africa 0.545
Geography.Regions.Americas.Central America 0.586
Geography.Regions.Americas.North America 0.757
Geography.Regions.Americas.South America 0.736
Geography.Regions.Asia.Asia* 0.822
Geography.Regions.Asia.Central Asia 0.609
Geography.Regions.Asia.East Asia 0.773
Geography.Regions.Asia.North Asia 0.794
Geography.Regions.Asia.South Asia 0.829
Geography.Regions.Asia.Southeast Asia 0.741
Geography.Regions.Asia.West Asia 0.811
Geography.Regions.Europe.Eastern Europe 0.851
Geography.Regions.Europe.Europe* 0.817
Geography.Regions.Europe.Northern Europe 0.75
Geography.Regions.Europe.Southern Europe 0.742
Geography.Regions.Europe.Western Europe 0.789
Geography.Regions.Oceania 0.832
History and Society.Business and economics 0.552
History and Society.Education 0.598
History and Society.History 0.513
History and Society.Military and warfare 0.678
History and Society.Politics and government 0.728
History and Society.Society 0.503
History and Society.Transportation 0.832
STEM.Biology 0.921
STEM.Chemistry 0.532
STEM.Computing 0.513
STEM.Earth and environment 0.711
STEM.Engineering 0.744
STEM.Libraries & Information 0.552
STEM.Mathematics 0.163
STEM.Medicine & Health 0.57
STEM.Physics 0.411
STEM.STEM* 0.824
STEM.Space 0.79
STEM.Technology 0.448
------------------------------------------- -----
!f1 (micro=0.977, macro=0.99):
------------------------------------------- -----
Culture.Biography.Biography* 0.981
Culture.Biography.Women 0.983
Culture.Food and drink 0.998
Culture.Internet culture 0.997
Culture.Linguistics 0.997
Culture.Literature 0.988
Culture.Media.Books 0.998
Culture.Media.Entertainment 0.995
Culture.Media.Films 0.997
Culture.Media.Media* 0.973
Culture.Media.Music 0.991
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 0.986
Culture.Sports 0.988
Culture.Visual arts.Architecture 0.991
Culture.Visual arts.Comics and Anime 0.998
Culture.Visual arts.Fashion 0.999
Culture.Visual arts.Visual arts* 0.984
Geography.Geographical 0.985
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 0.959
Geography.Regions.Americas.South America 0.996
Geography.Regions.Asia.Asia* 0.962
Geography.Regions.Asia.Central Asia 0.999
Geography.Regions.Asia.East Asia 0.99
Geography.Regions.Asia.North Asia 0.994
Geography.Regions.Asia.South Asia 0.991
Geography.Regions.Asia.Southeast Asia 0.995
Geography.Regions.Asia.West Asia 0.993
Geography.Regions.Europe.Eastern Europe 0.989
Geography.Regions.Europe.Europe* 0.928
Geography.Regions.Europe.Northern Europe 0.974
Geography.Regions.Europe.Southern Europe 0.988
Geography.Regions.Europe.Western Europe 0.984
Geography.Regions.Oceania 0.992
History and Society.Business and economics 0.987
History and Society.Education 0.991
History and Society.History 0.982
History and Society.Military and warfare 0.985
History and Society.Politics and government 0.977
History and Society.Society 0.987
History and Society.Transportation 0.992
STEM.Biology 0.993
STEM.Chemistry 0.998
STEM.Computing 0.997
STEM.Earth and environment 0.996
STEM.Engineering 0.994
STEM.Libraries & Information 0.999
STEM.Mathematics 0.999
STEM.Medicine & Health 0.994
STEM.Physics 0.999
STEM.STEM* 0.967
STEM.Space 0.999
STEM.Technology 0.991
------------------------------------------- -----
accuracy (micro=0.963, macro=0.982):
------------------------------------------- -----
Culture.Biography.Biography* 0.976
Culture.Biography.Women 0.969
Culture.Food and drink 0.995
Culture.Internet culture 0.994
Culture.Linguistics 0.995
Culture.Literature 0.978
Culture.Media.Books 0.995
Culture.Media.Entertainment 0.99
Culture.Media.Films 0.994
Culture.Media.Media* 0.955
Culture.Media.Music 0.984
Culture.Media.Radio 0.998
Culture.Media.Software 0.993
Culture.Media.Television 0.99
Culture.Media.Video games 0.998
Culture.Performing arts 0.993
Culture.Philosophy and religion 0.973
Culture.Sports 0.981
Culture.Visual arts.Architecture 0.983
Culture.Visual arts.Comics and Anime 0.995
Culture.Visual arts.Fashion 0.997
Culture.Visual arts.Visual arts* 0.969
Geography.Geographical 0.972
Geography.Regions.Africa.Africa* 0.986
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 0.993
Geography.Regions.Americas.North America 0.93
Geography.Regions.Americas.South America 0.992
Geography.Regions.Asia.Asia* 0.937
Geography.Regions.Asia.Central Asia 0.998
Geography.Regions.Asia.East Asia 0.981
Geography.Regions.Asia.North Asia 0.988
Geography.Regions.Asia.South Asia 0.984
Geography.Regions.Asia.Southeast Asia 0.99
Geography.Regions.Asia.West Asia 0.987
Geography.Regions.Europe.Eastern Europe 0.98
Geography.Regions.Europe.Europe* 0.897
Geography.Regions.Europe.Northern Europe 0.953
Geography.Regions.Europe.Southern Europe 0.977
Geography.Regions.Europe.Western Europe 0.971
Geography.Regions.Oceania 0.984
History and Society.Business and economics 0.974
History and Society.Education 0.983
History and Society.History 0.965
History and Society.Military and warfare 0.972
History and Society.Politics and government 0.958
History and Society.Society 0.975
History and Society.Transportation 0.985
STEM.Biology 0.988
STEM.Chemistry 0.997
STEM.Computing 0.993
STEM.Earth and environment 0.992
STEM.Engineering 0.989
STEM.Libraries & Information 0.998
STEM.Mathematics 0.998
STEM.Medicine & Health 0.989
STEM.Physics 0.997
STEM.STEM* 0.945
STEM.Space 0.997
STEM.Technology 0.982
------------------------------------------- -----
fpr (micro=0.016, macro=0.006):
------------------------------------------- -----
Culture.Biography.Biography* 0.016
Culture.Biography.Women 0.017
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 0.003
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 0.009
Geography.Regions.Africa.Africa* 0.004
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 0.031
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* 0.059
Geography.Regions.Europe.Northern Europe 0.016
Geography.Regions.Europe.Southern Europe 0.008
Geography.Regions.Europe.Western Europe 0.012
Geography.Regions.Oceania 0.004
History and Society.Business and economics 0.008
History and Society.Education 0.005
History and Society.History 0.009
History and Society.Military and warfare 0.007
History and Society.Politics and government 0.009
History and Society.Society 0.005
History and Society.Transportation 0.004
STEM.Biology 0.003
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* 0.012
STEM.Space 0.001
STEM.Technology 0.004
------------------------------------------- -----
roc_auc (micro=0.964, macro=0.958):
------------------------------------------- -----
Culture.Biography.Biography* 0.987
Culture.Biography.Women 0.974
Culture.Food and drink 0.949
Culture.Internet culture 0.962
Culture.Linguistics 0.964
Culture.Literature 0.969
Culture.Media.Books 0.978
Culture.Media.Entertainment 0.949
Culture.Media.Films 0.981
Culture.Media.Media* 0.974
Culture.Media.Music 0.982
Culture.Media.Radio 0.967
Culture.Media.Software 0.953
Culture.Media.Television 0.968
Culture.Media.Video games 0.976
Culture.Performing arts 0.953
Culture.Philosophy and religion 0.933
Culture.Sports 0.985
Culture.Visual arts.Architecture 0.977
Culture.Visual arts.Comics and Anime 0.97
Culture.Visual arts.Fashion 0.941
Culture.Visual arts.Visual arts* 0.964
Geography.Geographical 0.964
Geography.Regions.Africa.Africa* 0.944
Geography.Regions.Africa.Central Africa 0.958
Geography.Regions.Africa.Eastern Africa 0.937
Geography.Regions.Africa.Northern Africa 0.936
Geography.Regions.Africa.Southern Africa 0.953
Geography.Regions.Africa.Western Africa 0.95
Geography.Regions.Americas.Central America 0.932
Geography.Regions.Americas.North America 0.954
Geography.Regions.Americas.South America 0.957
Geography.Regions.Asia.Asia* 0.959
Geography.Regions.Asia.Central Asia 0.945
Geography.Regions.Asia.East Asia 0.962
Geography.Regions.Asia.North Asia 0.959
Geography.Regions.Asia.South Asia 0.971
Geography.Regions.Asia.Southeast Asia 0.948
Geography.Regions.Asia.West Asia 0.966
Geography.Regions.Europe.Eastern Europe 0.968
Geography.Regions.Europe.Europe* 0.95
Geography.Regions.Europe.Northern Europe 0.957
Geography.Regions.Europe.Southern Europe 0.96
Geography.Regions.Europe.Western Europe 0.966
Geography.Regions.Oceania 0.965
History and Society.Business and economics 0.947
History and Society.Education 0.947
History and Society.History 0.921
History and Society.Military and warfare 0.944
History and Society.Politics and government 0.941
History and Society.Society 0.891
History and Society.Transportation 0.975
STEM.Biology 0.985
STEM.Chemistry 0.964
STEM.Computing 0.959
STEM.Earth and environment 0.959
STEM.Engineering 0.964
STEM.Libraries & Information 0.953
STEM.Mathematics 0.93
STEM.Medicine & Health 0.949
STEM.Physics 0.952
STEM.STEM* 0.969
STEM.Space 0.978
STEM.Technology 0.937
------------------------------------------- -----
pr_auc (micro=0.849, macro=0.714):
------------------------------------------- -----
Culture.Biography.Biography* 0.986
Culture.Biography.Women 0.821
Culture.Food and drink 0.528
Culture.Internet culture 0.725
Culture.Linguistics 0.693
Culture.Literature 0.824
Culture.Media.Books 0.875
Culture.Media.Entertainment 0.623
Culture.Media.Films 0.923
Culture.Media.Media* 0.924
Culture.Media.Music 0.909
Culture.Media.Radio 0.789
Culture.Media.Software 0.32
Culture.Media.Television 0.813
Culture.Media.Video games 0.869
Culture.Performing arts 0.653
Culture.Philosophy and religion 0.58
Culture.Sports 0.969
Culture.Visual arts.Architecture 0.851
Culture.Visual arts.Comics and Anime 0.735
Culture.Visual arts.Fashion 0.535
Culture.Visual arts.Visual arts* 0.82
Geography.Geographical 0.822
Geography.Regions.Africa.Africa* 0.685
Geography.Regions.Africa.Central Africa 0.637
Geography.Regions.Africa.Eastern Africa 0.539
Geography.Regions.Africa.Northern Africa 0.541
Geography.Regions.Africa.Southern Africa 0.631
Geography.Regions.Africa.Western Africa 0.508
Geography.Regions.Americas.Central America 0.57
Geography.Regions.Americas.North America 0.847
Geography.Regions.Americas.South America 0.767
Geography.Regions.Asia.Asia* 0.897
Geography.Regions.Asia.Central Asia 0.574
Geography.Regions.Asia.East Asia 0.811
Geography.Regions.Asia.North Asia 0.818
Geography.Regions.Asia.South Asia 0.86
Geography.Regions.Asia.Southeast Asia 0.738
Geography.Regions.Asia.West Asia 0.838
Geography.Regions.Europe.Eastern Europe 0.886
Geography.Regions.Europe.Europe* 0.902
Geography.Regions.Europe.Northern Europe 0.829
Geography.Regions.Europe.Southern Europe 0.789
Geography.Regions.Europe.Western Europe 0.837
Geography.Regions.Oceania 0.857
History and Society.Business and economics 0.563
History and Society.Education 0.594
History and Society.History 0.53
History and Society.Military and warfare 0.723
History and Society.Politics and government 0.791
History and Society.Society 0.51
History and Society.Transportation 0.865
STEM.Biology 0.949
STEM.Chemistry 0.5
STEM.Computing 0.47
STEM.Earth and environment 0.702
STEM.Engineering 0.76
STEM.Libraries & Information 0.555
STEM.Mathematics 0.151
STEM.Medicine & Health 0.574
STEM.Physics 0.343
STEM.STEM* 0.918
STEM.Space 0.79
STEM.Technology 0.472
------------------------------------------- -----
- 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

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text/plain
Storage Engine
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Storage Format
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Storage Handle
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Event Timeline

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