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wikidata.unbalanced.GBC_50k.md
Dibyaaaaax (Dibya)
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Dibyaaaaax
Aug 4 2020, 2:00 PM
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wikidata.unbalanced.GBC_50k.md
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Model Information:
- type: GradientBoosting
- version: 1.2.0
- params: {'scale': False, 'center': False, 'labels': ['Culture.Biography.Biography*', 'Culture.Biography.Women', 'Culture.Food and drink', 'Culture.Internet culture', 'Culture.Linguistics', 'Culture.Literature', 'Culture.Media.Books', 'Culture.Media.Entertainment', 'Culture.Media.Films', 'Culture.Media.Media*', 'Culture.Media.Music', 'Culture.Media.Radio', 'Culture.Media.Software', 'Culture.Media.Television', 'Culture.Media.Video games', 'Culture.Performing arts', 'Culture.Philosophy and religion', 'Culture.Sports', 'Culture.Visual arts.Architecture', 'Culture.Visual arts.Comics and Anime', 'Culture.Visual arts.Fashion', 'Culture.Visual arts.Visual arts*', 'Geography.Geographical', 'Geography.Regions.Africa.Africa*', 'Geography.Regions.Africa.Central Africa', 'Geography.Regions.Africa.Eastern Africa', 'Geography.Regions.Africa.Northern Africa', 'Geography.Regions.Africa.Southern Africa', 'Geography.Regions.Africa.Western Africa', 'Geography.Regions.Americas.Central America', 'Geography.Regions.Americas.North America', 'Geography.Regions.Americas.South America', 'Geography.Regions.Asia.Asia*', 'Geography.Regions.Asia.Central Asia', 'Geography.Regions.Asia.East Asia', 'Geography.Regions.Asia.North Asia', 'Geography.Regions.Asia.South Asia', 'Geography.Regions.Asia.Southeast Asia', 'Geography.Regions.Asia.West Asia', 'Geography.Regions.Europe.Eastern Europe', 'Geography.Regions.Europe.Europe*', 'Geography.Regions.Europe.Northern Europe', 'Geography.Regions.Europe.Southern Europe', 'Geography.Regions.Europe.Western Europe', 'Geography.Regions.Oceania', 'History and Society.Business and economics', 'History and Society.Education', 'History and Society.History', 'History and Society.Military and warfare', 'History and Society.Politics and government', 'History and Society.Society', 'History and Society.Transportation', 'STEM.Biology', 'STEM.Chemistry', 'STEM.Computing', 'STEM.Earth and environment', 'STEM.Engineering', 'STEM.Libraries & Information', 'STEM.Mathematics', 'STEM.Medicine & Health', 'STEM.Physics', 'STEM.STEM*', 'STEM.Space', 'STEM.Technology'], 'multilabel': True, 'population_rates': None, 'ccp_alpha': 0.0, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.1, 'loss': 'deviance', 'max_depth': 5, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 150, 'n_iter_no_change': None, 'presort': 'deprecated', 'random_state': None, 'subsample': 1.0, 'tol': 0.0001, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False, 'label_weights': {}}
Environment:
- revscoring_version: '2.8.2'
- platform: 'Linux-5.4.0-42-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 --> 23198 523 857 39383
'Culture.Biography.Women' 4536 --> 3485 795 1051 58630
'Culture.Food and drink' 449 --> 173 69 276 63443
'Culture.Internet culture' 809 --> 509 69 300 63083
'Culture.Linguistics' 692 --> 422 76 270 63193
'Culture.Literature' 3336 --> 2330 304 1006 60321
'Culture.Media.Books' 1103 --> 850 86 253 62772
'Culture.Media.Entertainment' 961 --> 460 104 501 62896
'Culture.Media.Films' 2409 --> 2108 97 301 61455
'Culture.Media.Media*' 10759 --> 8978 951 1781 52251
'Culture.Media.Music' 3679 --> 3027 385 652 59897
'Culture.Media.Radio' 424 --> 288 42 136 63495
'Culture.Media.Software' 420 --> 110 113 310 63428
'Culture.Media.Television' 1599 --> 1108 133 491 62229
'Culture.Media.Video games' 544 --> 420 26 124 63391
'Culture.Performing arts' 701 --> 344 92 357 63168
'Culture.Philosophy and religion' 2427 --> 1069 324 1358 61210
'Culture.Sports' 10986 --> 10103 388 883 52587
'Culture.Visual arts.Architecture' 2699 --> 1984 281 715 60981
'Culture.Visual arts.Comics and Anime' 565 --> 333 72 232 63324
'Culture.Visual arts.Fashion' 232 --> 84 61 148 63668
'Culture.Visual arts.Visual arts*' 4318 --> 3009 488 1309 59155
'Geography.Geographical' 4073 --> 2826 339 1247 59549
'Geography.Regions.Africa.Africa*' 1625 --> 932 198 693 62138
'Geography.Regions.Africa.Central Africa' 126 --> 42 44 84 63791
'Geography.Regions.Africa.Eastern Africa' 111 --> 36 76 75 63774
'Geography.Regions.Africa.Northern Africa' 339 --> 125 101 214 63521
'Geography.Regions.Africa.Southern Africa' 323 --> 155 88 168 63550
'Geography.Regions.Africa.Western Africa' 147 --> 48 81 99 63733
'Geography.Regions.Americas.Central America' 593 --> 239 93 354 63275
'Geography.Regions.Americas.North America' 9857 --> 7015 1435 2842 52669
'Geography.Regions.Americas.South America' 1078 --> 679 162 399 62721
'Geography.Regions.Asia.Asia*' 12162 --> 9390 983 2772 50816
'Geography.Regions.Asia.Central Asia' 178 --> 61 36 117 63747
'Geography.Regions.Asia.East Asia' 2939 --> 2147 266 792 60756
'Geography.Regions.Asia.North Asia' 2064 --> 1447 183 617 61714
'Geography.Regions.Asia.South Asia' 3349 --> 2524 214 825 60398
'Geography.Regions.Asia.Southeast Asia' 1363 --> 851 94 512 62504
'Geography.Regions.Asia.West Asia' 2470 --> 1759 150 711 61341
'Geography.Regions.Europe.Eastern Europe' 4564 --> 3575 286 989 59111
'Geography.Regions.Europe.Europe*' 18641 --> 14965 2442 3676 42878
'Geography.Regions.Europe.Northern Europe' 6659 --> 4655 748 2004 56554
'Geography.Regions.Europe.Southern Europe' 3146 --> 2146 409 1000 60406
'Geography.Regions.Europe.Western Europe' 4661 --> 3460 513 1201 58787
'Geography.Regions.Oceania' 3345 --> 2548 178 797 60438
'History and Society.Business and economics' 2170 --> 974 422 1196 61369
'History and Society.Education' 1576 --> 734 224 842 62161
'History and Society.History' 2897 --> 1192 401 1705 60663
'History and Society.Military and warfare' 3229 --> 1841 324 1388 60408
'History and Society.Politics and government' 5772 --> 3601 400 2171 57789
'History and Society.Society' 2132 --> 692 189 1440 61640
'History and Society.Transportation' 3138 --> 2384 190 754 60633
'STEM.Biology' 5253 --> 4611 100 642 58608
'STEM.Chemistry' 293 --> 113 68 180 63600
'STEM.Computing' 557 --> 210 108 347 63296
'STEM.Earth and environment' 1077 --> 642 80 435 62804
'STEM.Engineering' 1635 --> 1058 112 577 62214
'STEM.Libraries & Information' 191 --> 62 35 129 63735
'STEM.Mathematics' 87 --> 5 74 82 63800
'STEM.Medicine & Health' 1026 --> 447 112 579 62823
'STEM.Physics' 204 --> 47 51 157 63706
'STEM.STEM*' 11153 --> 8860 610 2293 52198
'STEM.Space' 494 --> 341 34 153 63433
'STEM.Technology' 1350 --> 489 183 861 62428
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=0.131, macro=0.042):
------------------------------------------- -----
Culture.Biography.Biography* 0.371
Culture.Biography.Women 0.067
Culture.Food and drink 0.004
Culture.Internet culture 0.009
Culture.Linguistics 0.008
Culture.Literature 0.041
Culture.Media.Books 0.015
Culture.Media.Entertainment 0.009
Culture.Media.Films 0.034
Culture.Media.Media* 0.155
Culture.Media.Music 0.053
Culture.Media.Radio 0.005
Culture.Media.Software 0.003
Culture.Media.Television 0.019
Culture.Media.Video games 0.007
Culture.Performing arts 0.007
Culture.Philosophy and religion 0.022
Culture.Sports 0.164
Culture.Visual arts.Architecture 0.035
Culture.Visual arts.Comics and Anime 0.006
Culture.Visual arts.Fashion 0.002
Culture.Visual arts.Visual arts* 0.055
Geography.Geographical 0.049
Geography.Regions.Africa.Africa* 0.018
Geography.Regions.Africa.Central Africa 0.001
Geography.Regions.Africa.Eastern Africa 0.002
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 0.005
Geography.Regions.Americas.North America 0.132
Geography.Regions.Americas.South America 0.013
Geography.Regions.Asia.Asia* 0.162
Geography.Regions.Asia.Central Asia 0.002
Geography.Regions.Asia.East Asia 0.038
Geography.Regions.Asia.North Asia 0.025
Geography.Regions.Asia.South Asia 0.043
Geography.Regions.Asia.Southeast Asia 0.015
Geography.Regions.Asia.West Asia 0.03
Geography.Regions.Europe.Eastern Europe 0.06
Geography.Regions.Europe.Europe* 0.272
Geography.Regions.Europe.Northern Europe 0.084
Geography.Regions.Europe.Southern Europe 0.04
Geography.Regions.Europe.Western Europe 0.062
Geography.Regions.Oceania 0.043
History and Society.Business and economics 0.022
History and Society.Education 0.015
History and Society.History 0.025
History and Society.Military and warfare 0.034
History and Society.Politics and government 0.063
History and Society.Society 0.014
History and Society.Transportation 0.04
STEM.Biology 0.074
STEM.Chemistry 0.003
STEM.Computing 0.005
STEM.Earth and environment 0.011
STEM.Engineering 0.018
STEM.Libraries & Information 0.002
STEM.Mathematics 0.001
STEM.Medicine & Health 0.009
STEM.Physics 0.002
STEM.STEM* 0.148
STEM.Space 0.006
STEM.Technology 0.011
------------------------------------------- -----
filter_rate (micro=0.869, macro=0.958):
------------------------------------------- -----
Culture.Biography.Biography* 0.629
Culture.Biography.Women 0.933
Culture.Food and drink 0.996
Culture.Internet culture 0.991
Culture.Linguistics 0.992
Culture.Literature 0.959
Culture.Media.Books 0.985
Culture.Media.Entertainment 0.991
Culture.Media.Films 0.966
Culture.Media.Media* 0.845
Culture.Media.Music 0.947
Culture.Media.Radio 0.995
Culture.Media.Software 0.997
Culture.Media.Television 0.981
Culture.Media.Video games 0.993
Culture.Performing arts 0.993
Culture.Philosophy and religion 0.978
Culture.Sports 0.836
Culture.Visual arts.Architecture 0.965
Culture.Visual arts.Comics and Anime 0.994
Culture.Visual arts.Fashion 0.998
Culture.Visual arts.Visual arts* 0.945
Geography.Geographical 0.951
Geography.Regions.Africa.Africa* 0.982
Geography.Regions.Africa.Central Africa 0.999
Geography.Regions.Africa.Eastern Africa 0.998
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 0.995
Geography.Regions.Americas.North America 0.868
Geography.Regions.Americas.South America 0.987
Geography.Regions.Asia.Asia* 0.838
Geography.Regions.Asia.Central Asia 0.998
Geography.Regions.Asia.East Asia 0.962
Geography.Regions.Asia.North Asia 0.975
Geography.Regions.Asia.South Asia 0.957
Geography.Regions.Asia.Southeast Asia 0.985
Geography.Regions.Asia.West Asia 0.97
Geography.Regions.Europe.Eastern Europe 0.94
Geography.Regions.Europe.Europe* 0.728
Geography.Regions.Europe.Northern Europe 0.916
Geography.Regions.Europe.Southern Europe 0.96
Geography.Regions.Europe.Western Europe 0.938
Geography.Regions.Oceania 0.957
History and Society.Business and economics 0.978
History and Society.Education 0.985
History and Society.History 0.975
History and Society.Military and warfare 0.966
History and Society.Politics and government 0.937
History and Society.Society 0.986
History and Society.Transportation 0.96
STEM.Biology 0.926
STEM.Chemistry 0.997
STEM.Computing 0.995
STEM.Earth and environment 0.989
STEM.Engineering 0.982
STEM.Libraries & Information 0.998
STEM.Mathematics 0.999
STEM.Medicine & Health 0.991
STEM.Physics 0.998
STEM.STEM* 0.852
STEM.Space 0.994
STEM.Technology 0.989
------------------------------------------- -----
recall (micro=0.75, macro=0.591):
------------------------------------------- -----
Culture.Biography.Biography* 0.964
Culture.Biography.Women 0.768
Culture.Food and drink 0.385
Culture.Internet culture 0.629
Culture.Linguistics 0.61
Culture.Literature 0.698
Culture.Media.Books 0.771
Culture.Media.Entertainment 0.479
Culture.Media.Films 0.875
Culture.Media.Media* 0.834
Culture.Media.Music 0.823
Culture.Media.Radio 0.679
Culture.Media.Software 0.262
Culture.Media.Television 0.693
Culture.Media.Video games 0.772
Culture.Performing arts 0.491
Culture.Philosophy and religion 0.44
Culture.Sports 0.92
Culture.Visual arts.Architecture 0.735
Culture.Visual arts.Comics and Anime 0.589
Culture.Visual arts.Fashion 0.362
Culture.Visual arts.Visual arts* 0.697
Geography.Geographical 0.694
Geography.Regions.Africa.Africa* 0.574
Geography.Regions.Africa.Central Africa 0.333
Geography.Regions.Africa.Eastern Africa 0.324
Geography.Regions.Africa.Northern Africa 0.369
Geography.Regions.Africa.Southern Africa 0.48
Geography.Regions.Africa.Western Africa 0.327
Geography.Regions.Americas.Central America 0.403
Geography.Regions.Americas.North America 0.712
Geography.Regions.Americas.South America 0.63
Geography.Regions.Asia.Asia* 0.772
Geography.Regions.Asia.Central Asia 0.343
Geography.Regions.Asia.East Asia 0.731
Geography.Regions.Asia.North Asia 0.701
Geography.Regions.Asia.South Asia 0.754
Geography.Regions.Asia.Southeast Asia 0.624
Geography.Regions.Asia.West Asia 0.712
Geography.Regions.Europe.Eastern Europe 0.783
Geography.Regions.Europe.Europe* 0.803
Geography.Regions.Europe.Northern Europe 0.699
Geography.Regions.Europe.Southern Europe 0.682
Geography.Regions.Europe.Western Europe 0.742
Geography.Regions.Oceania 0.762
History and Society.Business and economics 0.449
History and Society.Education 0.466
History and Society.History 0.411
History and Society.Military and warfare 0.57
History and Society.Politics and government 0.624
History and Society.Society 0.325
History and Society.Transportation 0.76
STEM.Biology 0.878
STEM.Chemistry 0.386
STEM.Computing 0.377
STEM.Earth and environment 0.596
STEM.Engineering 0.647
STEM.Libraries & Information 0.325
STEM.Mathematics 0.057
STEM.Medicine & Health 0.436
STEM.Physics 0.23
STEM.STEM* 0.794
STEM.Space 0.69
STEM.Technology 0.362
------------------------------------------- -----
!recall (micro=0.987, macro=0.995):
------------------------------------------- -----
Culture.Biography.Biography* 0.987
Culture.Biography.Women 0.987
Culture.Food and drink 0.999
Culture.Internet culture 0.999
Culture.Linguistics 0.999
Culture.Literature 0.995
Culture.Media.Books 0.999
Culture.Media.Entertainment 0.998
Culture.Media.Films 0.998
Culture.Media.Media* 0.982
Culture.Media.Music 0.994
Culture.Media.Radio 0.999
Culture.Media.Software 0.998
Culture.Media.Television 0.998
Culture.Media.Video games 1
Culture.Performing arts 0.999
Culture.Philosophy and religion 0.995
Culture.Sports 0.993
Culture.Visual arts.Architecture 0.995
Culture.Visual arts.Comics and Anime 0.999
Culture.Visual arts.Fashion 0.999
Culture.Visual arts.Visual arts* 0.992
Geography.Geographical 0.994
Geography.Regions.Africa.Africa* 0.997
Geography.Regions.Africa.Central Africa 0.999
Geography.Regions.Africa.Eastern Africa 0.999
Geography.Regions.Africa.Northern Africa 0.998
Geography.Regions.Africa.Southern Africa 0.999
Geography.Regions.Africa.Western Africa 0.999
Geography.Regions.Americas.Central America 0.999
Geography.Regions.Americas.North America 0.973
Geography.Regions.Americas.South America 0.997
Geography.Regions.Asia.Asia* 0.981
Geography.Regions.Asia.Central Asia 0.999
Geography.Regions.Asia.East Asia 0.996
Geography.Regions.Asia.North Asia 0.997
Geography.Regions.Asia.South Asia 0.996
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* 0.946
Geography.Regions.Europe.Northern Europe 0.987
Geography.Regions.Europe.Southern Europe 0.993
Geography.Regions.Europe.Western Europe 0.991
Geography.Regions.Oceania 0.997
History and Society.Business and economics 0.993
History and Society.Education 0.996
History and Society.History 0.993
History and Society.Military and warfare 0.995
History and Society.Politics and government 0.993
History and Society.Society 0.997
History and Society.Transportation 0.997
STEM.Biology 0.998
STEM.Chemistry 0.999
STEM.Computing 0.998
STEM.Earth and environment 0.999
STEM.Engineering 0.998
STEM.Libraries & Information 0.999
STEM.Mathematics 0.999
STEM.Medicine & Health 0.998
STEM.Physics 0.999
STEM.STEM* 0.988
STEM.Space 0.999
STEM.Technology 0.997
------------------------------------------- -----
precision (micro=0.887, macro=0.79):
------------------------------------------- -----
Culture.Biography.Biography* 0.978
Culture.Biography.Women 0.814
Culture.Food and drink 0.715
Culture.Internet culture 0.881
Culture.Linguistics 0.847
Culture.Literature 0.885
Culture.Media.Books 0.908
Culture.Media.Entertainment 0.816
Culture.Media.Films 0.956
Culture.Media.Media* 0.904
Culture.Media.Music 0.887
Culture.Media.Radio 0.873
Culture.Media.Software 0.493
Culture.Media.Television 0.893
Culture.Media.Video games 0.942
Culture.Performing arts 0.789
Culture.Philosophy and religion 0.767
Culture.Sports 0.963
Culture.Visual arts.Architecture 0.876
Culture.Visual arts.Comics and Anime 0.822
Culture.Visual arts.Fashion 0.579
Culture.Visual arts.Visual arts* 0.86
Geography.Geographical 0.893
Geography.Regions.Africa.Africa* 0.825
Geography.Regions.Africa.Central Africa 0.488
Geography.Regions.Africa.Eastern Africa 0.321
Geography.Regions.Africa.Northern Africa 0.553
Geography.Regions.Africa.Southern Africa 0.638
Geography.Regions.Africa.Western Africa 0.372
Geography.Regions.Americas.Central America 0.72
Geography.Regions.Americas.North America 0.83
Geography.Regions.Americas.South America 0.807
Geography.Regions.Asia.Asia* 0.905
Geography.Regions.Asia.Central Asia 0.629
Geography.Regions.Asia.East Asia 0.89
Geography.Regions.Asia.North Asia 0.888
Geography.Regions.Asia.South Asia 0.922
Geography.Regions.Asia.Southeast Asia 0.901
Geography.Regions.Asia.West Asia 0.921
Geography.Regions.Europe.Eastern Europe 0.926
Geography.Regions.Europe.Europe* 0.86
Geography.Regions.Europe.Northern Europe 0.862
Geography.Regions.Europe.Southern Europe 0.84
Geography.Regions.Europe.Western Europe 0.871
Geography.Regions.Oceania 0.935
History and Society.Business and economics 0.698
History and Society.Education 0.766
History and Society.History 0.748
History and Society.Military and warfare 0.85
History and Society.Politics and government 0.9
History and Society.Society 0.785
History and Society.Transportation 0.926
STEM.Biology 0.979
STEM.Chemistry 0.624
STEM.Computing 0.66
STEM.Earth and environment 0.889
STEM.Engineering 0.904
STEM.Libraries & Information 0.639
STEM.Mathematics 0.063
STEM.Medicine & Health 0.8
STEM.Physics 0.48
STEM.STEM* 0.936
STEM.Space 0.909
STEM.Technology 0.728
------------------------------------------- -----
!precision (micro=0.971, macro=0.986):
------------------------------------------- -----
Culture.Biography.Biography* 0.979
Culture.Biography.Women 0.982
Culture.Food and drink 0.996
Culture.Internet culture 0.995
Culture.Linguistics 0.996
Culture.Literature 0.984
Culture.Media.Books 0.996
Culture.Media.Entertainment 0.992
Culture.Media.Films 0.995
Culture.Media.Media* 0.967
Culture.Media.Music 0.989
Culture.Media.Radio 0.998
Culture.Media.Software 0.995
Culture.Media.Television 0.992
Culture.Media.Video games 0.998
Culture.Performing arts 0.994
Culture.Philosophy and religion 0.978
Culture.Sports 0.983
Culture.Visual arts.Architecture 0.988
Culture.Visual arts.Comics and Anime 0.996
Culture.Visual arts.Fashion 0.998
Culture.Visual arts.Visual arts* 0.978
Geography.Geographical 0.979
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 0.997
Geography.Regions.Africa.Western Africa 0.998
Geography.Regions.Americas.Central America 0.994
Geography.Regions.Americas.North America 0.949
Geography.Regions.Americas.South America 0.994
Geography.Regions.Asia.Asia* 0.948
Geography.Regions.Asia.Central Asia 0.998
Geography.Regions.Asia.East Asia 0.987
Geography.Regions.Asia.North Asia 0.99
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 0.984
Geography.Regions.Europe.Europe* 0.921
Geography.Regions.Europe.Northern Europe 0.966
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 0.987
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 0.977
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* 0.958
STEM.Space 0.998
STEM.Technology 0.986
------------------------------------------- -----
f1 (micro=0.809, macro=0.67):
------------------------------------------- -----
Culture.Biography.Biography* 0.971
Culture.Biography.Women 0.791
Culture.Food and drink 0.501
Culture.Internet culture 0.734
Culture.Linguistics 0.709
Culture.Literature 0.781
Culture.Media.Books 0.834
Culture.Media.Entertainment 0.603
Culture.Media.Films 0.914
Culture.Media.Media* 0.868
Culture.Media.Music 0.854
Culture.Media.Radio 0.764
Culture.Media.Software 0.342
Culture.Media.Television 0.78
Culture.Media.Video games 0.848
Culture.Performing arts 0.605
Culture.Philosophy and religion 0.56
Culture.Sports 0.941
Culture.Visual arts.Architecture 0.799
Culture.Visual arts.Comics and Anime 0.687
Culture.Visual arts.Fashion 0.446
Culture.Visual arts.Visual arts* 0.77
Geography.Geographical 0.781
Geography.Regions.Africa.Africa* 0.677
Geography.Regions.Africa.Central Africa 0.396
Geography.Regions.Africa.Eastern Africa 0.323
Geography.Regions.Africa.Northern Africa 0.442
Geography.Regions.Africa.Southern Africa 0.548
Geography.Regions.Africa.Western Africa 0.348
Geography.Regions.Americas.Central America 0.517
Geography.Regions.Americas.North America 0.766
Geography.Regions.Americas.South America 0.708
Geography.Regions.Asia.Asia* 0.833
Geography.Regions.Asia.Central Asia 0.444
Geography.Regions.Asia.East Asia 0.802
Geography.Regions.Asia.North Asia 0.783
Geography.Regions.Asia.South Asia 0.829
Geography.Regions.Asia.Southeast Asia 0.737
Geography.Regions.Asia.West Asia 0.803
Geography.Regions.Europe.Eastern Europe 0.849
Geography.Regions.Europe.Europe* 0.83
Geography.Regions.Europe.Northern Europe 0.772
Geography.Regions.Europe.Southern Europe 0.753
Geography.Regions.Europe.Western Europe 0.801
Geography.Regions.Oceania 0.839
History and Society.Business and economics 0.546
History and Society.Education 0.579
History and Society.History 0.531
History and Society.Military and warfare 0.683
History and Society.Politics and government 0.737
History and Society.Society 0.459
History and Society.Transportation 0.835
STEM.Biology 0.926
STEM.Chemistry 0.477
STEM.Computing 0.48
STEM.Earth and environment 0.714
STEM.Engineering 0.754
STEM.Libraries & Information 0.431
STEM.Mathematics 0.06
STEM.Medicine & Health 0.564
STEM.Physics 0.311
STEM.STEM* 0.859
STEM.Space 0.785
STEM.Technology 0.484
------------------------------------------- -----
!f1 (micro=0.979, macro=0.99):
------------------------------------------- -----
Culture.Biography.Biography* 0.983
Culture.Biography.Women 0.985
Culture.Food and drink 0.997
Culture.Internet culture 0.997
Culture.Linguistics 0.997
Culture.Literature 0.989
Culture.Media.Books 0.997
Culture.Media.Entertainment 0.995
Culture.Media.Films 0.997
Culture.Media.Media* 0.975
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 0.996
Culture.Philosophy and religion 0.986
Culture.Sports 0.988
Culture.Visual arts.Architecture 0.992
Culture.Visual arts.Comics and Anime 0.998
Culture.Visual arts.Fashion 0.998
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 0.998
Geography.Regions.Africa.Western Africa 0.999
Geography.Regions.Americas.Central America 0.996
Geography.Regions.Americas.North America 0.961
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 0.991
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* 0.933
Geography.Regions.Europe.Northern Europe 0.976
Geography.Regions.Europe.Southern Europe 0.988
Geography.Regions.Europe.Western Europe 0.986
Geography.Regions.Oceania 0.992
History and Society.Business and economics 0.987
History and Society.Education 0.991
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 0.987
History and Society.Transportation 0.992
STEM.Biology 0.994
STEM.Chemistry 0.998
STEM.Computing 0.996
STEM.Earth and environment 0.996
STEM.Engineering 0.994
STEM.Libraries & Information 0.999
STEM.Mathematics 0.999
STEM.Medicine & Health 0.995
STEM.Physics 0.998
STEM.STEM* 0.973
STEM.Space 0.999
STEM.Technology 0.992
------------------------------------------- -----
accuracy (micro=0.966, macro=0.983):
------------------------------------------- -----
Culture.Biography.Biography* 0.978
Culture.Biography.Women 0.971
Culture.Food and drink 0.995
Culture.Internet culture 0.994
Culture.Linguistics 0.995
Culture.Literature 0.98
Culture.Media.Books 0.995
Culture.Media.Entertainment 0.991
Culture.Media.Films 0.994
Culture.Media.Media* 0.957
Culture.Media.Music 0.984
Culture.Media.Radio 0.997
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 0.974
Culture.Sports 0.98
Culture.Visual arts.Architecture 0.984
Culture.Visual arts.Comics and Anime 0.995
Culture.Visual arts.Fashion 0.997
Culture.Visual arts.Visual arts* 0.972
Geography.Geographical 0.975
Geography.Regions.Africa.Africa* 0.986
Geography.Regions.Africa.Central Africa 0.998
Geography.Regions.Africa.Eastern Africa 0.998
Geography.Regions.Africa.Northern Africa 0.995
Geography.Regions.Africa.Southern Africa 0.996
Geography.Regions.Africa.Western Africa 0.997
Geography.Regions.Americas.Central America 0.993
Geography.Regions.Americas.North America 0.933
Geography.Regions.Americas.South America 0.991
Geography.Regions.Asia.Asia* 0.941
Geography.Regions.Asia.Central Asia 0.998
Geography.Regions.Asia.East Asia 0.983
Geography.Regions.Asia.North Asia 0.987
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 0.98
Geography.Regions.Europe.Europe* 0.904
Geography.Regions.Europe.Northern Europe 0.957
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 0.983
History and Society.History 0.967
History and Society.Military and warfare 0.973
History and Society.Politics and government 0.96
History and Society.Society 0.975
History and Society.Transportation 0.985
STEM.Biology 0.988
STEM.Chemistry 0.996
STEM.Computing 0.993
STEM.Earth and environment 0.992
STEM.Engineering 0.989
STEM.Libraries & Information 0.997
STEM.Mathematics 0.998
STEM.Medicine & Health 0.989
STEM.Physics 0.997
STEM.STEM* 0.955
STEM.Space 0.997
STEM.Technology 0.984
------------------------------------------- -----
fpr (micro=0.013, macro=0.005):
------------------------------------------- -----
Culture.Biography.Biography* 0.013
Culture.Biography.Women 0.013
Culture.Food and drink 0.001
Culture.Internet culture 0.001
Culture.Linguistics 0.001
Culture.Literature 0.005
Culture.Media.Books 0.001
Culture.Media.Entertainment 0.002
Culture.Media.Films 0.002
Culture.Media.Media* 0.018
Culture.Media.Music 0.006
Culture.Media.Radio 0.001
Culture.Media.Software 0.002
Culture.Media.Television 0.002
Culture.Media.Video games 0
Culture.Performing arts 0.001
Culture.Philosophy and religion 0.005
Culture.Sports 0.007
Culture.Visual arts.Architecture 0.005
Culture.Visual arts.Comics and Anime 0.001
Culture.Visual arts.Fashion 0.001
Culture.Visual arts.Visual arts* 0.008
Geography.Geographical 0.006
Geography.Regions.Africa.Africa* 0.003
Geography.Regions.Africa.Central Africa 0.001
Geography.Regions.Africa.Eastern Africa 0.001
Geography.Regions.Africa.Northern Africa 0.002
Geography.Regions.Africa.Southern Africa 0.001
Geography.Regions.Africa.Western Africa 0.001
Geography.Regions.Americas.Central America 0.001
Geography.Regions.Americas.North America 0.027
Geography.Regions.Americas.South America 0.003
Geography.Regions.Asia.Asia* 0.019
Geography.Regions.Asia.Central Asia 0.001
Geography.Regions.Asia.East Asia 0.004
Geography.Regions.Asia.North Asia 0.003
Geography.Regions.Asia.South Asia 0.004
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* 0.054
Geography.Regions.Europe.Northern Europe 0.013
Geography.Regions.Europe.Southern Europe 0.007
Geography.Regions.Europe.Western Europe 0.009
Geography.Regions.Oceania 0.003
History and Society.Business and economics 0.007
History and Society.Education 0.004
History and Society.History 0.007
History and Society.Military and warfare 0.005
History and Society.Politics and government 0.007
History and Society.Society 0.003
History and Society.Transportation 0.003
STEM.Biology 0.002
STEM.Chemistry 0.001
STEM.Computing 0.002
STEM.Earth and environment 0.001
STEM.Engineering 0.002
STEM.Libraries & Information 0.001
STEM.Mathematics 0.001
STEM.Medicine & Health 0.002
STEM.Physics 0.001
STEM.STEM* 0.012
STEM.Space 0.001
STEM.Technology 0.003
------------------------------------------- -----
roc_auc (micro=0.967, macro=0.947):
------------------------------------------- -----
Culture.Biography.Biography* 0.986
Culture.Biography.Women 0.977
Culture.Food and drink 0.926
Culture.Internet culture 0.965
Culture.Linguistics 0.961
Culture.Literature 0.973
Culture.Media.Books 0.974
Culture.Media.Entertainment 0.957
Culture.Media.Films 0.982
Culture.Media.Media* 0.977
Culture.Media.Music 0.983
Culture.Media.Radio 0.926
Culture.Media.Software 0.943
Culture.Media.Television 0.971
Culture.Media.Video games 0.956
Culture.Performing arts 0.95
Culture.Philosophy and religion 0.941
Culture.Sports 0.982
Culture.Visual arts.Architecture 0.978
Culture.Visual arts.Comics and Anime 0.961
Culture.Visual arts.Fashion 0.878
Culture.Visual arts.Visual arts* 0.97
Geography.Geographical 0.968
Geography.Regions.Africa.Africa* 0.954
Geography.Regions.Africa.Central Africa 0.866
Geography.Regions.Africa.Eastern Africa 0.796
Geography.Regions.Africa.Northern Africa 0.911
Geography.Regions.Africa.Southern Africa 0.921
Geography.Regions.Africa.Western Africa 0.866
Geography.Regions.Americas.Central America 0.935
Geography.Regions.Americas.North America 0.961
Geography.Regions.Americas.South America 0.967
Geography.Regions.Asia.Asia* 0.964
Geography.Regions.Asia.Central Asia 0.887
Geography.Regions.Asia.East Asia 0.969
Geography.Regions.Asia.North Asia 0.964
Geography.Regions.Asia.South Asia 0.973
Geography.Regions.Asia.Southeast Asia 0.953
Geography.Regions.Asia.West Asia 0.972
Geography.Regions.Europe.Eastern Europe 0.971
Geography.Regions.Europe.Europe* 0.957
Geography.Regions.Europe.Northern Europe 0.965
Geography.Regions.Europe.Southern Europe 0.968
Geography.Regions.Europe.Western Europe 0.972
Geography.Regions.Oceania 0.968
History and Society.Business and economics 0.956
History and Society.Education 0.956
History and Society.History 0.939
History and Society.Military and warfare 0.954
History and Society.Politics and government 0.951
History and Society.Society 0.905
History and Society.Transportation 0.975
STEM.Biology 0.98
STEM.Chemistry 0.924
STEM.Computing 0.962
STEM.Earth and environment 0.965
STEM.Engineering 0.966
STEM.Libraries & Information 0.881
STEM.Mathematics 0.819
STEM.Medicine & Health 0.956
STEM.Physics 0.88
STEM.STEM* 0.971
STEM.Space 0.951
STEM.Technology 0.949
------------------------------------------- -----
pr_auc (micro=0.858, macro=0.68):
------------------------------------------- -----
Culture.Biography.Biography* 0.987
Culture.Biography.Women 0.852
Culture.Food and drink 0.421
Culture.Internet culture 0.758
Culture.Linguistics 0.684
Culture.Literature 0.84
Culture.Media.Books 0.866
Culture.Media.Entertainment 0.632
Culture.Media.Films 0.934
Culture.Media.Media* 0.937
Culture.Media.Music 0.922
Culture.Media.Radio 0.734
Culture.Media.Software 0.333
Culture.Media.Television 0.809
Culture.Media.Video games 0.855
Culture.Performing arts 0.609
Culture.Philosophy and religion 0.594
Culture.Sports 0.971
Culture.Visual arts.Architecture 0.84
Culture.Visual arts.Comics and Anime 0.681
Culture.Visual arts.Fashion 0.33
Culture.Visual arts.Visual arts* 0.847
Geography.Geographical 0.846
Geography.Regions.Africa.Africa* 0.693
Geography.Regions.Africa.Central Africa 0.289
Geography.Regions.Africa.Eastern Africa 0.163
Geography.Regions.Africa.Northern Africa 0.362
Geography.Regions.Africa.Southern Africa 0.45
Geography.Regions.Africa.Western Africa 0.182
Geography.Regions.Americas.Central America 0.503
Geography.Regions.Americas.North America 0.866
Geography.Regions.Americas.South America 0.766
Geography.Regions.Asia.Asia* 0.906
Geography.Regions.Asia.Central Asia 0.325
Geography.Regions.Asia.East Asia 0.843
Geography.Regions.Asia.North Asia 0.821
Geography.Regions.Asia.South Asia 0.872
Geography.Regions.Asia.Southeast Asia 0.741
Geography.Regions.Asia.West Asia 0.839
Geography.Regions.Europe.Eastern Europe 0.867
Geography.Regions.Europe.Europe* 0.913
Geography.Regions.Europe.Northern Europe 0.855
Geography.Regions.Europe.Southern Europe 0.818
Geography.Regions.Europe.Western Europe 0.848
Geography.Regions.Oceania 0.873
History and Society.Business and economics 0.575
History and Society.Education 0.613
History and Society.History 0.596
History and Society.Military and warfare 0.752
History and Society.Politics and government 0.82
History and Society.Society 0.508
History and Society.Transportation 0.871
STEM.Biology 0.951
STEM.Chemistry 0.377
STEM.Computing 0.449
STEM.Earth and environment 0.722
STEM.Engineering 0.77
STEM.Libraries & Information 0.378
STEM.Mathematics 0.034
STEM.Medicine & Health 0.595
STEM.Physics 0.206
STEM.STEM* 0.936
STEM.Space 0.769
STEM.Technology 0.516
------------------------------------------- -----
- 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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