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wikidata.ft.bs_4000.50k.md
Dibyaaaaax (Dibya)
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Dibyaaaaax
Jul 30 2020, 8:40 PM
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wikidata.ft.bs_4000.50k.md
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Model Information:
- type: Fasttext
- version: .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=255785):
label n TP FP FN TN
--------------------------------------------- ----- --- ----- ----- ---- ------
'Culture.Biography.Biography*' 67122 --> 64000 3122 1834 186829
'Culture.Biography.Women' 16250 --> 13768 2482 3279 236256
'Culture.Food and drink' 5250 --> 2613 2637 240 250295
'Culture.Internet culture' 11901 --> 8384 3517 798 243086
'Culture.Linguistics' 5552 --> 3928 1624 387 249846
'Culture.Literature' 21147 --> 15963 5184 1611 233027
'Culture.Media.Books' 7493 --> 6102 1391 475 247817
'Culture.Media.Entertainment' 7126 --> 3714 3412 666 247993
'Culture.Media.Films' 9281 --> 8102 1179 607 245897
'Culture.Media.Media*' 57429 --> 48291 9138 8420 189936
'Culture.Media.Music' 10424 --> 8706 1718 1374 243987
'Culture.Media.Radio' 4735 --> 3526 1209 116 250934
'Culture.Media.Software' 7078 --> 2959 4119 3068 245639
'Culture.Media.Television' 8863 --> 6248 2615 668 246254
'Culture.Media.Video games' 8536 --> 7233 1303 289 246960
'Culture.Performing arts' 5360 --> 3372 1988 449 249976
'Culture.Philosophy and religion' 10629 --> 4921 5708 1523 243633
'Culture.Sports' 23926 --> 21612 2314 1261 230598
'Culture.Visual arts.Architecture' 10518 --> 7437 3081 966 244301
'Culture.Visual arts.Comics and Anime' 6135 --> 4049 2086 430 249220
'Culture.Visual arts.Fashion' 4722 --> 2809 1913 247 250816
'Culture.Visual arts.Visual arts*' 24034 --> 16707 7327 2345 229406
'Geography.Geographical' 14180 --> 10042 4138 1411 240194
'Geography.Regions.Africa.Africa*' 25762 --> 18765 6997 1788 228235
'Geography.Regions.Africa.Central Africa' 4509 --> 3118 1391 451 250825
'Geography.Regions.Africa.Eastern Africa' 4376 --> 2708 1668 97 251312
'Geography.Regions.Africa.Northern Africa' 5143 --> 3364 1779 317 250325
'Geography.Regions.Africa.Southern Africa' 5069 --> 3687 1382 408 250308
'Geography.Regions.Africa.Western Africa' 4552 --> 2852 1700 181 251052
'Geography.Regions.Americas.Central America' 5304 --> 3064 2240 340 250141
'Geography.Regions.Americas.North America' 30495 --> 20859 9636 4908 220382
'Geography.Regions.Americas.South America' 6168 --> 4571 1597 601 249016
'Geography.Regions.Asia.Asia*' 46670 --> 36031 10639 4663 204452
'Geography.Regions.Asia.Central Asia' 4377 --> 2722 1655 150 251258
'Geography.Regions.Asia.East Asia' 11012 --> 7464 3548 1017 243756
'Geography.Regions.Asia.North Asia' 8298 --> 5801 2497 686 246801
'Geography.Regions.Asia.South Asia' 9572 --> 7018 2554 547 245666
'Geography.Regions.Asia.Southeast Asia' 6840 --> 4684 2156 580 248365
'Geography.Regions.Asia.West Asia' 8494 --> 6047 2447 853 246438
'Geography.Regions.Europe.Eastern Europe' 14134 --> 10539 3595 1027 240624
'Geography.Regions.Europe.Europe*' 51487 --> 38085 13402 7110 197188
'Geography.Regions.Europe.Northern Europe' 16466 --> 10478 5988 2477 236842
'Geography.Regions.Europe.Southern Europe' 9579 --> 6426 3153 1322 244884
'Geography.Regions.Europe.Western Europe' 12591 --> 8440 4151 1847 241347
'Geography.Regions.Oceania' 10532 --> 8086 2446 843 244410
'History and Society.Business and economics' 13902 --> 7261 6641 2991 238892
'History and Society.Education' 8846 --> 5286 3560 1764 245175
'History and Society.History' 12626 --> 5659 6967 2030 241129
'History and Society.Military and warfare' 12926 --> 7452 5474 1394 241465
'History and Society.Politics and government' 18377 --> 11027 7350 1929 235479
'History and Society.Society' 11814 --> 4731 7083 966 243005
'History and Society.Transportation' 14582 --> 10872 3710 728 240475
'STEM.Biology' 11786 --> 9487 2299 488 243511
'STEM.Chemistry' 5152 --> 2765 2387 515 250118
'STEM.Computing' 8037 --> 4478 3559 6762 240986
'STEM.Earth and environment' 6646 --> 4197 2449 401 248738
'STEM.Engineering' 9158 --> 5593 3565 549 246078
'STEM.Libraries & Information' 4644 --> 2653 1991 231 250910
'STEM.Mathematics' 4456 --> 1315 3141 173 251156
'STEM.Medicine & Health' 6974 --> 3623 3351 1018 247793
'STEM.Physics' 4801 --> 1474 3327 267 250717
'STEM.STEM*' 66138 --> 53793 12345 8093 181554
'STEM.Space' 5483 --> 4051 1432 221 250081
'STEM.Technology' 14634 --> 6533 8101 4078 237073
rates:
sample population
------------------------------------------- -------- ------------
Culture.Biography.Biography* 0.262 0.12
Culture.Biography.Women 0.064 0.015
Culture.Food and drink 0.021 0.003
Culture.Internet culture 0.047 0.004
Culture.Linguistics 0.022 0.008
Culture.Literature 0.083 0.015
Culture.Media.Books 0.029 0.004
Culture.Media.Entertainment 0.028 0.004
Culture.Media.Films 0.036 0.012
Culture.Media.Media* 0.225 0.055
Culture.Media.Music 0.041 0.021
Culture.Media.Radio 0.019 0.002
Culture.Media.Software 0.028 0.001
Culture.Media.Television 0.035 0.009
Culture.Media.Video games 0.033 0.003
Culture.Performing arts 0.021 0.003
Culture.Philosophy and religion 0.042 0.01
Culture.Sports 0.094 0.06
Culture.Visual arts.Architecture 0.041 0.011
Culture.Visual arts.Comics and Anime 0.024 0.002
Culture.Visual arts.Fashion 0.018 0.001
Culture.Visual arts.Visual arts* 0.094 0.018
Geography.Geographical 0.055 0.021
Geography.Regions.Africa.Africa* 0.101 0.008
Geography.Regions.Africa.Central Africa 0.018 0.001
Geography.Regions.Africa.Eastern Africa 0.017 0.001
Geography.Regions.Africa.Northern Africa 0.02 0.001
Geography.Regions.Africa.Southern Africa 0.02 0.001
Geography.Regions.Africa.Western Africa 0.018 0.001
Geography.Regions.Americas.Central America 0.021 0.003
Geography.Regions.Americas.North America 0.119 0.063
Geography.Regions.Americas.South America 0.024 0.007
Geography.Regions.Asia.Asia* 0.182 0.052
Geography.Regions.Asia.Central Asia 0.017 0.001
Geography.Regions.Asia.East Asia 0.043 0.012
Geography.Regions.Asia.North Asia 0.032 0.006
Geography.Regions.Asia.South Asia 0.037 0.016
Geography.Regions.Asia.Southeast Asia 0.027 0.006
Geography.Regions.Asia.West Asia 0.033 0.012
Geography.Regions.Europe.Eastern Europe 0.055 0.018
Geography.Regions.Europe.Europe* 0.201 0.081
Geography.Regions.Europe.Northern Europe 0.064 0.029
Geography.Regions.Europe.Southern Europe 0.037 0.014
Geography.Regions.Europe.Western Europe 0.049 0.02
Geography.Regions.Oceania 0.041 0.016
History and Society.Business and economics 0.054 0.01
History and Society.Education 0.035 0.008
History and Society.History 0.049 0.011
History and Society.Military and warfare 0.051 0.015
History and Society.Politics and government 0.072 0.028
History and Society.Society 0.046 0.008
History and Society.Transportation 0.057 0.016
STEM.Biology 0.046 0.034
STEM.Chemistry 0.02 0.002
STEM.Computing 0.031 0.003
STEM.Earth and environment 0.026 0.005
STEM.Engineering 0.036 0.006
STEM.Libraries & Information 0.018 0.001
STEM.Mathematics 0.017 0
STEM.Medicine & Health 0.027 0.006
STEM.Physics 0.019 0.001
STEM.STEM* 0.259 0.065
STEM.Space 0.021 0.004
STEM.Technology 0.057 0.005
match_rate (micro=0.052, macro=0.018):
------------------------------------------- -----
Culture.Biography.Biography* 0.123
Culture.Biography.Women 0.026
Culture.Food and drink 0.002
Culture.Internet culture 0.006
Culture.Linguistics 0.007
Culture.Literature 0.018
Culture.Media.Books 0.005
Culture.Media.Entertainment 0.005
Culture.Media.Films 0.012
Culture.Media.Media* 0.086
Culture.Media.Music 0.023
Culture.Media.Radio 0.002
Culture.Media.Software 0.013
Culture.Media.Television 0.009
Culture.Media.Video games 0.004
Culture.Performing arts 0.004
Culture.Philosophy and religion 0.011
Culture.Sports 0.059
Culture.Visual arts.Architecture 0.012
Culture.Visual arts.Comics and Anime 0.003
Culture.Visual arts.Fashion 0.002
Culture.Visual arts.Visual arts* 0.022
Geography.Geographical 0.021
Geography.Regions.Africa.Africa* 0.014
Geography.Regions.Africa.Central Africa 0.002
Geography.Regions.Africa.Eastern Africa 0.001
Geography.Regions.Africa.Northern Africa 0.002
Geography.Regions.Africa.Southern Africa 0.003
Geography.Regions.Africa.Western Africa 0.001
Geography.Regions.Americas.Central America 0.003
Geography.Regions.Americas.North America 0.063
Geography.Regions.Americas.South America 0.007
Geography.Regions.Asia.Asia* 0.062
Geography.Regions.Asia.Central Asia 0.001
Geography.Regions.Asia.East Asia 0.012
Geography.Regions.Asia.North Asia 0.007
Geography.Regions.Asia.South Asia 0.014
Geography.Regions.Asia.Southeast Asia 0.007
Geography.Regions.Asia.West Asia 0.012
Geography.Regions.Europe.Eastern Europe 0.018
Geography.Regions.Europe.Europe* 0.092
Geography.Regions.Europe.Northern Europe 0.028
Geography.Regions.Europe.Southern Europe 0.015
Geography.Regions.Europe.Western Europe 0.021
Geography.Regions.Oceania 0.016
History and Society.Business and economics 0.017
History and Society.Education 0.012
History and Society.History 0.013
History and Society.Military and warfare 0.014
History and Society.Politics and government 0.025
History and Society.Society 0.007
History and Society.Transportation 0.015
STEM.Biology 0.03
STEM.Chemistry 0.003
STEM.Computing 0.029
STEM.Earth and environment 0.005
STEM.Engineering 0.006
STEM.Libraries & Information 0.001
STEM.Mathematics 0.001
STEM.Medicine & Health 0.007
STEM.Physics 0.001
STEM.STEM* 0.093
STEM.Space 0.004
STEM.Technology 0.019
------------------------------------------- -----
filter_rate (micro=0.948, macro=0.982):
------------------------------------------- -----
Culture.Biography.Biography* 0.877
Culture.Biography.Women 0.974
Culture.Food and drink 0.998
Culture.Internet culture 0.994
Culture.Linguistics 0.993
Culture.Literature 0.982
Culture.Media.Books 0.995
Culture.Media.Entertainment 0.995
Culture.Media.Films 0.988
Culture.Media.Media* 0.914
Culture.Media.Music 0.977
Culture.Media.Radio 0.998
Culture.Media.Software 0.987
Culture.Media.Television 0.991
Culture.Media.Video games 0.996
Culture.Performing arts 0.996
Culture.Philosophy and religion 0.989
Culture.Sports 0.941
Culture.Visual arts.Architecture 0.988
Culture.Visual arts.Comics and Anime 0.997
Culture.Visual arts.Fashion 0.998
Culture.Visual arts.Visual arts* 0.978
Geography.Geographical 0.979
Geography.Regions.Africa.Africa* 0.986
Geography.Regions.Africa.Central Africa 0.998
Geography.Regions.Africa.Eastern Africa 0.999
Geography.Regions.Africa.Northern Africa 0.998
Geography.Regions.Africa.Southern Africa 0.997
Geography.Regions.Africa.Western Africa 0.999
Geography.Regions.Americas.Central America 0.997
Geography.Regions.Americas.North America 0.937
Geography.Regions.Americas.South America 0.993
Geography.Regions.Asia.Asia* 0.938
Geography.Regions.Asia.Central Asia 0.999
Geography.Regions.Asia.East Asia 0.988
Geography.Regions.Asia.North Asia 0.993
Geography.Regions.Asia.South Asia 0.986
Geography.Regions.Asia.Southeast Asia 0.993
Geography.Regions.Asia.West Asia 0.988
Geography.Regions.Europe.Eastern Europe 0.982
Geography.Regions.Europe.Europe* 0.908
Geography.Regions.Europe.Northern Europe 0.972
Geography.Regions.Europe.Southern Europe 0.985
Geography.Regions.Europe.Western Europe 0.979
Geography.Regions.Oceania 0.984
History and Society.Business and economics 0.983
History and Society.Education 0.988
History and Society.History 0.987
History and Society.Military and warfare 0.986
History and Society.Politics and government 0.975
History and Society.Society 0.993
History and Society.Transportation 0.985
STEM.Biology 0.97
STEM.Chemistry 0.997
STEM.Computing 0.971
STEM.Earth and environment 0.995
STEM.Engineering 0.994
STEM.Libraries & Information 0.999
STEM.Mathematics 0.999
STEM.Medicine & Health 0.993
STEM.Physics 0.999
STEM.STEM* 0.907
STEM.Space 0.996
STEM.Technology 0.981
------------------------------------------- -----
recall (micro=0.755, macro=0.661):
------------------------------------------- -----
Culture.Biography.Biography* 0.953
Culture.Biography.Women 0.847
Culture.Food and drink 0.498
Culture.Internet culture 0.704
Culture.Linguistics 0.707
Culture.Literature 0.755
Culture.Media.Books 0.814
Culture.Media.Entertainment 0.521
Culture.Media.Films 0.873
Culture.Media.Media* 0.841
Culture.Media.Music 0.835
Culture.Media.Radio 0.745
Culture.Media.Software 0.418
Culture.Media.Television 0.705
Culture.Media.Video games 0.847
Culture.Performing arts 0.629
Culture.Philosophy and religion 0.463
Culture.Sports 0.903
Culture.Visual arts.Architecture 0.707
Culture.Visual arts.Comics and Anime 0.66
Culture.Visual arts.Fashion 0.595
Culture.Visual arts.Visual arts* 0.695
Geography.Geographical 0.708
Geography.Regions.Africa.Africa* 0.728
Geography.Regions.Africa.Central Africa 0.692
Geography.Regions.Africa.Eastern Africa 0.619
Geography.Regions.Africa.Northern Africa 0.654
Geography.Regions.Africa.Southern Africa 0.727
Geography.Regions.Africa.Western Africa 0.627
Geography.Regions.Americas.Central America 0.578
Geography.Regions.Americas.North America 0.684
Geography.Regions.Americas.South America 0.741
Geography.Regions.Asia.Asia* 0.772
Geography.Regions.Asia.Central Asia 0.622
Geography.Regions.Asia.East Asia 0.678
Geography.Regions.Asia.North Asia 0.699
Geography.Regions.Asia.South Asia 0.733
Geography.Regions.Asia.Southeast Asia 0.685
Geography.Regions.Asia.West Asia 0.712
Geography.Regions.Europe.Eastern Europe 0.746
Geography.Regions.Europe.Europe* 0.74
Geography.Regions.Europe.Northern Europe 0.636
Geography.Regions.Europe.Southern Europe 0.671
Geography.Regions.Europe.Western Europe 0.67
Geography.Regions.Oceania 0.768
History and Society.Business and economics 0.522
History and Society.Education 0.598
History and Society.History 0.448
History and Society.Military and warfare 0.577
History and Society.Politics and government 0.6
History and Society.Society 0.4
History and Society.Transportation 0.746
STEM.Biology 0.805
STEM.Chemistry 0.537
STEM.Computing 0.557
STEM.Earth and environment 0.632
STEM.Engineering 0.611
STEM.Libraries & Information 0.571
STEM.Mathematics 0.295
STEM.Medicine & Health 0.52
STEM.Physics 0.307
STEM.STEM* 0.813
STEM.Space 0.739
STEM.Technology 0.446
------------------------------------------- -----
!recall (micro=0.985, macro=0.993):
------------------------------------------- -----
Culture.Biography.Biography* 0.99
Culture.Biography.Women 0.986
Culture.Food and drink 0.999
Culture.Internet culture 0.997
Culture.Linguistics 0.998
Culture.Literature 0.993
Culture.Media.Books 0.998
Culture.Media.Entertainment 0.997
Culture.Media.Films 0.998
Culture.Media.Media* 0.958
Culture.Media.Music 0.994
Culture.Media.Radio 1
Culture.Media.Software 0.988
Culture.Media.Television 0.997
Culture.Media.Video games 0.999
Culture.Performing arts 0.998
Culture.Philosophy and religion 0.994
Culture.Sports 0.995
Culture.Visual arts.Architecture 0.996
Culture.Visual arts.Comics and Anime 0.998
Culture.Visual arts.Fashion 0.999
Culture.Visual arts.Visual arts* 0.99
Geography.Geographical 0.994
Geography.Regions.Africa.Africa* 0.992
Geography.Regions.Africa.Central Africa 0.998
Geography.Regions.Africa.Eastern Africa 1
Geography.Regions.Africa.Northern Africa 0.999
Geography.Regions.Africa.Southern Africa 0.998
Geography.Regions.Africa.Western Africa 0.999
Geography.Regions.Americas.Central America 0.999
Geography.Regions.Americas.North America 0.978
Geography.Regions.Americas.South America 0.998
Geography.Regions.Asia.Asia* 0.978
Geography.Regions.Asia.Central Asia 0.999
Geography.Regions.Asia.East Asia 0.996
Geography.Regions.Asia.North Asia 0.997
Geography.Regions.Asia.South Asia 0.998
Geography.Regions.Asia.Southeast Asia 0.998
Geography.Regions.Asia.West Asia 0.997
Geography.Regions.Europe.Eastern Europe 0.996
Geography.Regions.Europe.Europe* 0.965
Geography.Regions.Europe.Northern Europe 0.99
Geography.Regions.Europe.Southern Europe 0.995
Geography.Regions.Europe.Western Europe 0.992
Geography.Regions.Oceania 0.997
History and Society.Business and economics 0.988
History and Society.Education 0.993
History and Society.History 0.992
History and Society.Military and warfare 0.994
History and Society.Politics and government 0.992
History and Society.Society 0.996
History and Society.Transportation 0.997
STEM.Biology 0.998
STEM.Chemistry 0.998
STEM.Computing 0.973
STEM.Earth and environment 0.998
STEM.Engineering 0.998
STEM.Libraries & Information 0.999
STEM.Mathematics 0.999
STEM.Medicine & Health 0.996
STEM.Physics 0.999
STEM.STEM* 0.957
STEM.Space 0.999
STEM.Technology 0.983
------------------------------------------- -----
precision (micro=0.688, macro=0.556):
------------------------------------------- -----
Culture.Biography.Biography* 0.93
Culture.Biography.Women 0.484
Culture.Food and drink 0.57
Culture.Internet culture 0.446
Culture.Linguistics 0.787
Culture.Literature 0.623
Culture.Media.Books 0.648
Culture.Media.Entertainment 0.435
Culture.Media.Films 0.805
Culture.Media.Media* 0.534
Culture.Media.Music 0.761
Culture.Media.Radio 0.789
Culture.Media.Software 0.042
Culture.Media.Television 0.7
Culture.Media.Video games 0.678
Culture.Performing arts 0.517
Culture.Philosophy and religion 0.438
Culture.Sports 0.914
Culture.Visual arts.Architecture 0.662
Culture.Visual arts.Comics and Anime 0.478
Culture.Visual arts.Fashion 0.351
Culture.Visual arts.Visual arts* 0.558
Geography.Geographical 0.723
Geography.Regions.Africa.Africa* 0.445
Geography.Regions.Africa.Central Africa 0.213
Geography.Regions.Africa.Eastern Africa 0.446
Geography.Regions.Africa.Northern Africa 0.411
Geography.Regions.Africa.Southern Africa 0.369
Geography.Regions.Africa.Western Africa 0.393
Geography.Regions.Americas.Central America 0.595
Geography.Regions.Americas.North America 0.678
Geography.Regions.Americas.South America 0.679
Geography.Regions.Asia.Asia* 0.657
Geography.Regions.Asia.Central Asia 0.453
Geography.Regions.Asia.East Asia 0.667
Geography.Regions.Asia.North Asia 0.587
Geography.Regions.Asia.South Asia 0.847
Geography.Regions.Asia.Southeast Asia 0.648
Geography.Regions.Asia.West Asia 0.709
Geography.Regions.Europe.Eastern Europe 0.765
Geography.Regions.Europe.Europe* 0.651
Geography.Regions.Europe.Northern Europe 0.647
Geography.Regions.Europe.Southern Europe 0.636
Geography.Regions.Europe.Western Europe 0.648
Geography.Regions.Oceania 0.788
History and Society.Business and economics 0.293
History and Society.Education 0.4
History and Society.History 0.371
History and Society.Military and warfare 0.609
History and Society.Politics and government 0.68
History and Society.Society 0.457
History and Society.Transportation 0.803
STEM.Biology 0.935
STEM.Chemistry 0.306
STEM.Computing 0.055
STEM.Earth and environment 0.65
STEM.Engineering 0.613
STEM.Libraries & Information 0.298
STEM.Mathematics 0.165
STEM.Medicine & Health 0.451
STEM.Physics 0.213
STEM.STEM* 0.569
STEM.Space 0.781
STEM.Technology 0.12
------------------------------------------- -----
!precision (micro=0.991, macro=0.996):
------------------------------------------- -----
Culture.Biography.Biography* 0.994
Culture.Biography.Women 0.998
Culture.Food and drink 0.999
Culture.Internet culture 0.999
Culture.Linguistics 0.998
Culture.Literature 0.996
Culture.Media.Books 0.999
Culture.Media.Entertainment 0.998
Culture.Media.Films 0.999
Culture.Media.Media* 0.99
Culture.Media.Music 0.996
Culture.Media.Radio 0.999
Culture.Media.Software 0.999
Culture.Media.Television 0.997
Culture.Media.Video games 1
Culture.Performing arts 0.999
Culture.Philosophy and religion 0.994
Culture.Sports 0.994
Culture.Visual arts.Architecture 0.997
Culture.Visual arts.Comics and Anime 0.999
Culture.Visual arts.Fashion 1
Culture.Visual arts.Visual arts* 0.994
Geography.Geographical 0.994
Geography.Regions.Africa.Africa* 0.998
Geography.Regions.Africa.Central Africa 1
Geography.Regions.Africa.Eastern Africa 1
Geography.Regions.Africa.Northern Africa 1
Geography.Regions.Africa.Southern Africa 1
Geography.Regions.Africa.Western Africa 1
Geography.Regions.Americas.Central America 0.999
Geography.Regions.Americas.North America 0.979
Geography.Regions.Americas.South America 0.998
Geography.Regions.Asia.Asia* 0.987
Geography.Regions.Asia.Central Asia 1
Geography.Regions.Asia.East Asia 0.996
Geography.Regions.Asia.North Asia 0.998
Geography.Regions.Asia.South Asia 0.996
Geography.Regions.Asia.Southeast Asia 0.998
Geography.Regions.Asia.West Asia 0.997
Geography.Regions.Europe.Eastern Europe 0.995
Geography.Regions.Europe.Europe* 0.977
Geography.Regions.Europe.Northern Europe 0.989
Geography.Regions.Europe.Southern Europe 0.995
Geography.Regions.Europe.Western Europe 0.993
Geography.Regions.Oceania 0.996
History and Society.Business and economics 0.995
History and Society.Education 0.997
History and Society.History 0.994
History and Society.Military and warfare 0.993
History and Society.Politics and government 0.989
History and Society.Society 0.995
History and Society.Transportation 0.996
STEM.Biology 0.993
STEM.Chemistry 0.999
STEM.Computing 0.999
STEM.Earth and environment 0.998
STEM.Engineering 0.998
STEM.Libraries & Information 1
STEM.Mathematics 1
STEM.Medicine & Health 0.997
STEM.Physics 0.999
STEM.STEM* 0.987
STEM.Space 0.999
STEM.Technology 0.997
------------------------------------------- -----
f1 (micro=0.714, macro=0.59):
------------------------------------------- -----
Culture.Biography.Biography* 0.942
Culture.Biography.Women 0.616
Culture.Food and drink 0.531
Culture.Internet culture 0.546
Culture.Linguistics 0.745
Culture.Literature 0.683
Culture.Media.Books 0.722
Culture.Media.Entertainment 0.474
Culture.Media.Films 0.838
Culture.Media.Media* 0.653
Culture.Media.Music 0.797
Culture.Media.Radio 0.766
Culture.Media.Software 0.077
Culture.Media.Television 0.702
Culture.Media.Video games 0.753
Culture.Performing arts 0.568
Culture.Philosophy and religion 0.45
Culture.Sports 0.909
Culture.Visual arts.Architecture 0.684
Culture.Visual arts.Comics and Anime 0.555
Culture.Visual arts.Fashion 0.442
Culture.Visual arts.Visual arts* 0.619
Geography.Geographical 0.716
Geography.Regions.Africa.Africa* 0.552
Geography.Regions.Africa.Central Africa 0.326
Geography.Regions.Africa.Eastern Africa 0.518
Geography.Regions.Africa.Northern Africa 0.505
Geography.Regions.Africa.Southern Africa 0.489
Geography.Regions.Africa.Western Africa 0.483
Geography.Regions.Americas.Central America 0.586
Geography.Regions.Americas.North America 0.681
Geography.Regions.Americas.South America 0.709
Geography.Regions.Asia.Asia* 0.71
Geography.Regions.Asia.Central Asia 0.524
Geography.Regions.Asia.East Asia 0.672
Geography.Regions.Asia.North Asia 0.638
Geography.Regions.Asia.South Asia 0.786
Geography.Regions.Asia.Southeast Asia 0.666
Geography.Regions.Asia.West Asia 0.711
Geography.Regions.Europe.Eastern Europe 0.755
Geography.Regions.Europe.Europe* 0.692
Geography.Regions.Europe.Northern Europe 0.642
Geography.Regions.Europe.Southern Europe 0.653
Geography.Regions.Europe.Western Europe 0.659
Geography.Regions.Oceania 0.778
History and Society.Business and economics 0.375
History and Society.Education 0.479
History and Society.History 0.406
History and Society.Military and warfare 0.592
History and Society.Politics and government 0.637
History and Society.Society 0.427
History and Society.Transportation 0.773
STEM.Biology 0.865
STEM.Chemistry 0.39
STEM.Computing 0.099
STEM.Earth and environment 0.641
STEM.Engineering 0.612
STEM.Libraries & Information 0.392
STEM.Mathematics 0.212
STEM.Medicine & Health 0.483
STEM.Physics 0.251
STEM.STEM* 0.67
STEM.Space 0.759
STEM.Technology 0.189
------------------------------------------- -----
!f1 (micro=0.988, macro=0.995):
------------------------------------------- -----
Culture.Biography.Biography* 0.992
Culture.Biography.Women 0.992
Culture.Food and drink 0.999
Culture.Internet culture 0.998
Culture.Linguistics 0.998
Culture.Literature 0.995
Culture.Media.Books 0.999
Culture.Media.Entertainment 0.998
Culture.Media.Films 0.998
Culture.Media.Media* 0.974
Culture.Media.Music 0.995
Culture.Media.Radio 0.999
Culture.Media.Software 0.993
Culture.Media.Television 0.997
Culture.Media.Video games 0.999
Culture.Performing arts 0.999
Culture.Philosophy and religion 0.994
Culture.Sports 0.994
Culture.Visual arts.Architecture 0.996
Culture.Visual arts.Comics and Anime 0.999
Culture.Visual arts.Fashion 0.999
Culture.Visual arts.Visual arts* 0.992
Geography.Geographical 0.994
Geography.Regions.Africa.Africa* 0.995
Geography.Regions.Africa.Central Africa 0.999
Geography.Regions.Africa.Eastern Africa 1
Geography.Regions.Africa.Northern Africa 0.999
Geography.Regions.Africa.Southern Africa 0.999
Geography.Regions.Africa.Western Africa 1
Geography.Regions.Americas.Central America 0.999
Geography.Regions.Americas.North America 0.979
Geography.Regions.Americas.South America 0.998
Geography.Regions.Asia.Asia* 0.982
Geography.Regions.Asia.Central Asia 1
Geography.Regions.Asia.East Asia 0.996
Geography.Regions.Asia.North Asia 0.998
Geography.Regions.Asia.South Asia 0.997
Geography.Regions.Asia.Southeast Asia 0.998
Geography.Regions.Asia.West Asia 0.997
Geography.Regions.Europe.Eastern Europe 0.996
Geography.Regions.Europe.Europe* 0.971
Geography.Regions.Europe.Northern Europe 0.989
Geography.Regions.Europe.Southern Europe 0.995
Geography.Regions.Europe.Western Europe 0.993
Geography.Regions.Oceania 0.996
History and Society.Business and economics 0.991
History and Society.Education 0.995
History and Society.History 0.993
History and Society.Military and warfare 0.994
History and Society.Politics and government 0.99
History and Society.Society 0.996
History and Society.Transportation 0.996
STEM.Biology 0.996
STEM.Chemistry 0.999
STEM.Computing 0.986
STEM.Earth and environment 0.998
STEM.Engineering 0.998
STEM.Libraries & Information 0.999
STEM.Mathematics 0.999
STEM.Medicine & Health 0.996
STEM.Physics 0.999
STEM.STEM* 0.972
STEM.Space 0.999
STEM.Technology 0.99
------------------------------------------- -----
accuracy (micro=0.978, macro=0.99):
------------------------------------------- -----
Culture.Biography.Biography* 0.986
Culture.Biography.Women 0.984
Culture.Food and drink 0.998
Culture.Internet culture 0.996
Culture.Linguistics 0.996
Culture.Literature 0.99
Culture.Media.Books 0.997
Culture.Media.Entertainment 0.995
Culture.Media.Films 0.996
Culture.Media.Media* 0.951
Culture.Media.Music 0.991
Culture.Media.Radio 0.999
Culture.Media.Software 0.987
Culture.Media.Television 0.995
Culture.Media.Video games 0.998
Culture.Performing arts 0.997
Culture.Philosophy and religion 0.988
Culture.Sports 0.989
Culture.Visual arts.Architecture 0.993
Culture.Visual arts.Comics and Anime 0.997
Culture.Visual arts.Fashion 0.999
Culture.Visual arts.Visual arts* 0.985
Geography.Geographical 0.988
Geography.Regions.Africa.Africa* 0.99
Geography.Regions.Africa.Central Africa 0.998
Geography.Regions.Africa.Eastern Africa 0.999
Geography.Regions.Africa.Northern Africa 0.998
Geography.Regions.Africa.Southern Africa 0.998
Geography.Regions.Africa.Western Africa 0.999
Geography.Regions.Americas.Central America 0.997
Geography.Regions.Americas.North America 0.96
Geography.Regions.Americas.South America 0.996
Geography.Regions.Asia.Asia* 0.967
Geography.Regions.Asia.Central Asia 0.999
Geography.Regions.Asia.East Asia 0.992
Geography.Regions.Asia.North Asia 0.996
Geography.Regions.Asia.South Asia 0.993
Geography.Regions.Asia.Southeast Asia 0.996
Geography.Regions.Asia.West Asia 0.993
Geography.Regions.Europe.Eastern Europe 0.991
Geography.Regions.Europe.Europe* 0.947
Geography.Regions.Europe.Northern Europe 0.979
Geography.Regions.Europe.Southern Europe 0.99
Geography.Regions.Europe.Western Europe 0.986
Geography.Regions.Oceania 0.993
History and Society.Business and economics 0.983
History and Society.Education 0.99
History and Society.History 0.986
History and Society.Military and warfare 0.988
History and Society.Politics and government 0.981
History and Society.Society 0.991
History and Society.Transportation 0.993
STEM.Biology 0.991
STEM.Chemistry 0.997
STEM.Computing 0.972
STEM.Earth and environment 0.997
STEM.Engineering 0.996
STEM.Libraries & Information 0.999
STEM.Mathematics 0.999
STEM.Medicine & Health 0.993
STEM.Physics 0.998
STEM.STEM* 0.948
STEM.Space 0.998
STEM.Technology 0.98
------------------------------------------- -----
fpr (micro=0.015, macro=0.007):
------------------------------------------- -----
Culture.Biography.Biography* 0.01
Culture.Biography.Women 0.014
Culture.Food and drink 0.001
Culture.Internet culture 0.003
Culture.Linguistics 0.002
Culture.Literature 0.007
Culture.Media.Books 0.002
Culture.Media.Entertainment 0.003
Culture.Media.Films 0.002
Culture.Media.Media* 0.042
Culture.Media.Music 0.006
Culture.Media.Radio 0
Culture.Media.Software 0.012
Culture.Media.Television 0.003
Culture.Media.Video games 0.001
Culture.Performing arts 0.002
Culture.Philosophy and religion 0.006
Culture.Sports 0.005
Culture.Visual arts.Architecture 0.004
Culture.Visual arts.Comics and Anime 0.002
Culture.Visual arts.Fashion 0.001
Culture.Visual arts.Visual arts* 0.01
Geography.Geographical 0.006
Geography.Regions.Africa.Africa* 0.008
Geography.Regions.Africa.Central Africa 0.002
Geography.Regions.Africa.Eastern Africa 0
Geography.Regions.Africa.Northern Africa 0.001
Geography.Regions.Africa.Southern Africa 0.002
Geography.Regions.Africa.Western Africa 0.001
Geography.Regions.Americas.Central America 0.001
Geography.Regions.Americas.North America 0.022
Geography.Regions.Americas.South America 0.002
Geography.Regions.Asia.Asia* 0.022
Geography.Regions.Asia.Central Asia 0.001
Geography.Regions.Asia.East Asia 0.004
Geography.Regions.Asia.North Asia 0.003
Geography.Regions.Asia.South Asia 0.002
Geography.Regions.Asia.Southeast Asia 0.002
Geography.Regions.Asia.West Asia 0.003
Geography.Regions.Europe.Eastern Europe 0.004
Geography.Regions.Europe.Europe* 0.035
Geography.Regions.Europe.Northern Europe 0.01
Geography.Regions.Europe.Southern Europe 0.005
Geography.Regions.Europe.Western Europe 0.008
Geography.Regions.Oceania 0.003
History and Society.Business and economics 0.012
History and Society.Education 0.007
History and Society.History 0.008
History and Society.Military and warfare 0.006
History and Society.Politics and government 0.008
History and Society.Society 0.004
History and Society.Transportation 0.003
STEM.Biology 0.002
STEM.Chemistry 0.002
STEM.Computing 0.027
STEM.Earth and environment 0.002
STEM.Engineering 0.002
STEM.Libraries & Information 0.001
STEM.Mathematics 0.001
STEM.Medicine & Health 0.004
STEM.Physics 0.001
STEM.STEM* 0.043
STEM.Space 0.001
STEM.Technology 0.017
------------------------------------------- -----
roc_auc (micro=0.963, macro=0.957):
------------------------------------------- -----
Culture.Biography.Biography* 0.985
Culture.Biography.Women 0.978
Culture.Food and drink 0.94
Culture.Internet culture 0.967
Culture.Linguistics 0.96
Culture.Literature 0.971
Culture.Media.Books 0.977
Culture.Media.Entertainment 0.947
Culture.Media.Films 0.979
Culture.Media.Media* 0.97
Culture.Media.Music 0.979
Culture.Media.Radio 0.96
Culture.Media.Software 0.951
Culture.Media.Television 0.968
Culture.Media.Video games 0.98
Culture.Performing arts 0.952
Culture.Philosophy and religion 0.923
Culture.Sports 0.982
Culture.Visual arts.Architecture 0.973
Culture.Visual arts.Comics and Anime 0.972
Culture.Visual arts.Fashion 0.958
Culture.Visual arts.Visual arts* 0.959
Geography.Geographical 0.965
Geography.Regions.Africa.Africa* 0.955
Geography.Regions.Africa.Central Africa 0.962
Geography.Regions.Africa.Eastern Africa 0.941
Geography.Regions.Africa.Northern Africa 0.952
Geography.Regions.Africa.Southern Africa 0.96
Geography.Regions.Africa.Western Africa 0.965
Geography.Regions.Americas.Central America 0.942
Geography.Regions.Americas.North America 0.956
Geography.Regions.Americas.South America 0.965
Geography.Regions.Asia.Asia* 0.958
Geography.Regions.Asia.Central Asia 0.942
Geography.Regions.Asia.East Asia 0.957
Geography.Regions.Asia.North Asia 0.956
Geography.Regions.Asia.South Asia 0.968
Geography.Regions.Asia.Southeast Asia 0.956
Geography.Regions.Asia.West Asia 0.964
Geography.Regions.Europe.Eastern Europe 0.96
Geography.Regions.Europe.Europe* 0.95
Geography.Regions.Europe.Northern Europe 0.958
Geography.Regions.Europe.Southern Europe 0.961
Geography.Regions.Europe.Western Europe 0.962
Geography.Regions.Oceania 0.966
History and Society.Business and economics 0.946
History and Society.Education 0.953
History and Society.History 0.93
History and Society.Military and warfare 0.948
History and Society.Politics and government 0.94
History and Society.Society 0.9
History and Society.Transportation 0.968
STEM.Biology 0.973
STEM.Chemistry 0.962
STEM.Computing 0.947
STEM.Earth and environment 0.95
STEM.Engineering 0.955
STEM.Libraries & Information 0.951
STEM.Mathematics 0.946
STEM.Medicine & Health 0.941
STEM.Physics 0.942
STEM.STEM* 0.965
STEM.Space 0.965
STEM.Technology 0.933
------------------------------------------- -----
pr_auc (micro=0.751, macro=0.597):
------------------------------------------- -----
Culture.Biography.Biography* 0.966
Culture.Biography.Women 0.635
Culture.Food and drink 0.467
Culture.Internet culture 0.678
Culture.Linguistics 0.691
Culture.Literature 0.729
Culture.Media.Books 0.753
Culture.Media.Entertainment 0.456
Culture.Media.Films 0.848
Culture.Media.Media* 0.812
Culture.Media.Music 0.845
Culture.Media.Radio 0.769
Culture.Media.Software 0.109
Culture.Media.Television 0.723
Culture.Media.Video games 0.843
Culture.Performing arts 0.565
Culture.Philosophy and religion 0.353
Culture.Sports 0.941
Culture.Visual arts.Architecture 0.741
Culture.Visual arts.Comics and Anime 0.593
Culture.Visual arts.Fashion 0.364
Culture.Visual arts.Visual arts* 0.666
Geography.Geographical 0.746
Geography.Regions.Africa.Africa* 0.618
Geography.Regions.Africa.Central Africa 0.496
Geography.Regions.Africa.Eastern Africa 0.434
Geography.Regions.Africa.Northern Africa 0.488
Geography.Regions.Africa.Southern Africa 0.49
Geography.Regions.Africa.Western Africa 0.365
Geography.Regions.Americas.Central America 0.552
Geography.Regions.Americas.North America 0.738
Geography.Regions.Americas.South America 0.704
Geography.Regions.Asia.Asia* 0.767
Geography.Regions.Asia.Central Asia 0.544
Geography.Regions.Asia.East Asia 0.651
Geography.Regions.Asia.North Asia 0.637
Geography.Regions.Asia.South Asia 0.78
Geography.Regions.Asia.Southeast Asia 0.631
Geography.Regions.Asia.West Asia 0.737
Geography.Regions.Europe.Eastern Europe 0.768
Geography.Regions.Europe.Europe* 0.746
Geography.Regions.Europe.Northern Europe 0.684
Geography.Regions.Europe.Southern Europe 0.646
Geography.Regions.Europe.Western Europe 0.668
Geography.Regions.Oceania 0.79
History and Society.Business and economics 0.299
History and Society.Education 0.447
History and Society.History 0.344
History and Society.Military and warfare 0.586
History and Society.Politics and government 0.646
History and Society.Society 0.377
History and Society.Transportation 0.765
STEM.Biology 0.882
STEM.Chemistry 0.319
STEM.Computing 0.139
STEM.Earth and environment 0.634
STEM.Engineering 0.597
STEM.Libraries & Information 0.351
STEM.Mathematics 0.169
STEM.Medicine & Health 0.466
STEM.Physics 0.145
STEM.STEM* 0.81
STEM.Space 0.766
STEM.Technology 0.249
------------------------------------------- -----
- 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
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Storage Handle
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Event Timeline

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