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Dibyaaaaax (Dibya)
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Dibyaaaaax
Jul 28 2020, 5:21 PM
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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-5.3.0-62-generic-x86_64-with-Ubuntu-18.04-bionic'
- machine: 'x86_64'
- version: '#56~18.04.1-Ubuntu SMP Wed Jun 24 16:17:03 UTC 2020'
- system: 'Linux'
- processor: 'x86_64'
- python_build: ('default', 'Apr 18 2020 01:56:04')
- python_compiler: 'GCC 8.4.0'
- python_branch: ''
- python_implementation: 'CPython'
- python_revision: ''
- python_version: '3.6.9'
- release: '5.3.0-62-generic'
Statistics:
counts (n=63944):
label n TP FP FN TN
--------------------------------------------- ----- --- ----- ---- ---- -----
'Culture.Biography.Biography*' 16670 --> 15762 908 464 46810
'Culture.Biography.Women' 4110 --> 3125 985 679 59155
'Culture.Food and drink' 1318 --> 613 705 126 62500
'Culture.Internet culture' 2966 --> 1948 1018 140 60838
'Culture.Linguistics' 1466 --> 934 532 56 62422
'Culture.Literature' 5367 --> 3996 1371 404 58173
'Culture.Media.Books' 1974 --> 1560 414 136 61834
'Culture.Media.Entertainment' 1733 --> 857 876 162 62049
'Culture.Media.Films' 2295 --> 1896 399 122 61527
'Culture.Media.Media*' 14383 --> 11572 2811 1135 48426
'Culture.Media.Music' 2583 --> 2027 556 247 61114
'Culture.Media.Radio' 1156 --> 857 299 44 62744
'Culture.Media.Software' 1750 --> 685 1065 307 61887
'Culture.Media.Television' 2230 --> 1510 720 176 61538
'Culture.Media.Video games' 2147 --> 1758 389 54 61743
'Culture.Performing arts' 1334 --> 741 593 116 62494
'Culture.Philosophy and religion' 2702 --> 1074 1628 285 60957
'Culture.Sports' 5925 --> 5186 739 249 57770
'Culture.Visual arts.Architecture' 2648 --> 1867 781 230 61066
'Culture.Visual arts.Comics and Anime' 1508 --> 1007 501 140 62296
'Culture.Visual arts.Fashion' 1199 --> 669 530 98 62647
'Culture.Visual arts.Visual arts*' 6070 --> 4131 1939 554 57320
'Geography.Geographical' 3464 --> 2226 1238 359 60121
'Geography.Regions.Africa.Africa*' 6449 --> 4664 1785 414 57081
'Geography.Regions.Africa.Central Africa' 1145 --> 697 448 83 62716
'Geography.Regions.Africa.Eastern Africa' 1114 --> 704 410 56 62774
'Geography.Regions.Africa.Northern Africa' 1280 --> 774 506 108 62556
'Geography.Regions.Africa.Southern Africa' 1244 --> 859 385 81 62619
'Geography.Regions.Africa.Western Africa' 1142 --> 774 368 75 62727
'Geography.Regions.Americas.Central America' 1331 --> 707 624 87 62526
'Geography.Regions.Americas.North America' 7625 --> 5064 2561 1169 55150
'Geography.Regions.Americas.South America' 1532 --> 1082 450 142 62270
'Geography.Regions.Asia.Asia*' 11647 --> 8432 3215 835 51462
'Geography.Regions.Asia.Central Asia' 1086 --> 671 415 70 62788
'Geography.Regions.Asia.East Asia' 2717 --> 1727 990 241 60986
'Geography.Regions.Asia.North Asia' 2076 --> 1336 740 163 61705
'Geography.Regions.Asia.South Asia' 2366 --> 1612 754 135 61443
'Geography.Regions.Asia.Southeast Asia' 1721 --> 1059 662 119 62104
'Geography.Regions.Asia.West Asia' 2160 --> 1473 687 129 61655
'Geography.Regions.Europe.Eastern Europe' 3533 --> 2472 1061 234 60177
'Geography.Regions.Europe.Europe*' 12939 --> 9372 3567 1810 49195
'Geography.Regions.Europe.Northern Europe' 4221 --> 2571 1650 601 59122
'Geography.Regions.Europe.Southern Europe' 2438 --> 1565 873 268 61238
'Geography.Regions.Europe.Western Europe' 3076 --> 1934 1142 417 60451
'Geography.Regions.Oceania' 2638 --> 1859 779 138 61168
'History and Society.Business and economics' 3502 --> 1544 1958 569 59873
'History and Society.Education' 2243 --> 1113 1130 255 61446
'History and Society.History' 3172 --> 1154 2018 360 60412
'History and Society.Military and warfare' 3238 --> 1677 1561 296 60410
'History and Society.Politics and government' 4590 --> 2406 2184 329 59025
'History and Society.Society' 2971 --> 897 2074 166 60807
'History and Society.Transportation' 3629 --> 2615 1014 169 60146
'STEM.Biology' 2916 --> 2237 679 91 60937
'STEM.Chemistry' 1270 --> 690 580 138 62536
'STEM.Computing' 1968 --> 828 1140 332 61644
'STEM.Earth and environment' 1627 --> 918 709 114 62203
'STEM.Engineering' 2195 --> 1284 911 141 61608
'STEM.Libraries & Information' 1174 --> 605 569 87 62683
'STEM.Mathematics' 1137 --> 307 830 107 62700
'STEM.Medicine & Health' 1726 --> 769 957 180 62038
'STEM.Physics' 1219 --> 448 771 107 62618
'STEM.STEM*' 16449 --> 12609 3840 2766 44729
'STEM.Space' 1365 --> 932 433 47 62532
'STEM.Technology' 3648 --> 1396 2252 424 59872
rates:
sample population
------------------------------------------- -------- ------------
Culture.Biography.Biography* 0.261 0.12
Culture.Biography.Women 0.064 0.015
Culture.Food and drink 0.021 0.003
Culture.Internet culture 0.046 0.004
Culture.Linguistics 0.023 0.008
Culture.Literature 0.084 0.015
Culture.Media.Books 0.031 0.004
Culture.Media.Entertainment 0.027 0.004
Culture.Media.Films 0.036 0.012
Culture.Media.Media* 0.225 0.055
Culture.Media.Music 0.04 0.021
Culture.Media.Radio 0.018 0.002
Culture.Media.Software 0.027 0.001
Culture.Media.Television 0.035 0.009
Culture.Media.Video games 0.034 0.003
Culture.Performing arts 0.021 0.003
Culture.Philosophy and religion 0.042 0.01
Culture.Sports 0.093 0.06
Culture.Visual arts.Architecture 0.041 0.011
Culture.Visual arts.Comics and Anime 0.024 0.002
Culture.Visual arts.Fashion 0.019 0.001
Culture.Visual arts.Visual arts* 0.095 0.018
Geography.Geographical 0.054 0.021
Geography.Regions.Africa.Africa* 0.101 0.008
Geography.Regions.Africa.Central Africa 0.018 0.001
Geography.Regions.Africa.Eastern Africa 0.017 0.001
Geography.Regions.Africa.Northern Africa 0.02 0.001
Geography.Regions.Africa.Southern Africa 0.019 0.001
Geography.Regions.Africa.Western Africa 0.018 0.001
Geography.Regions.Americas.Central America 0.021 0.003
Geography.Regions.Americas.North America 0.119 0.063
Geography.Regions.Americas.South America 0.024 0.007
Geography.Regions.Asia.Asia* 0.182 0.052
Geography.Regions.Asia.Central Asia 0.017 0.001
Geography.Regions.Asia.East Asia 0.042 0.012
Geography.Regions.Asia.North Asia 0.032 0.006
Geography.Regions.Asia.South Asia 0.037 0.016
Geography.Regions.Asia.Southeast Asia 0.027 0.006
Geography.Regions.Asia.West Asia 0.034 0.012
Geography.Regions.Europe.Eastern Europe 0.055 0.018
Geography.Regions.Europe.Europe* 0.202 0.081
Geography.Regions.Europe.Northern Europe 0.066 0.029
Geography.Regions.Europe.Southern Europe 0.038 0.014
Geography.Regions.Europe.Western Europe 0.048 0.02
Geography.Regions.Oceania 0.041 0.016
History and Society.Business and economics 0.055 0.01
History and Society.Education 0.035 0.008
History and Society.History 0.05 0.011
History and Society.Military and warfare 0.051 0.015
History and Society.Politics and government 0.072 0.028
History and Society.Society 0.046 0.008
History and Society.Transportation 0.057 0.016
STEM.Biology 0.046 0.034
STEM.Chemistry 0.02 0.002
STEM.Computing 0.031 0.003
STEM.Earth and environment 0.025 0.005
STEM.Engineering 0.034 0.006
STEM.Libraries & Information 0.018 0.001
STEM.Mathematics 0.018 0
STEM.Medicine & Health 0.027 0.006
STEM.Physics 0.019 0.001
STEM.STEM* 0.257 0.065
STEM.Space 0.021 0.004
STEM.Technology 0.057 0.005
match_rate (micro=0.05, macro=0.017):
------------------------------------------- -----
Culture.Biography.Biography* 0.122
Culture.Biography.Women 0.023
Culture.Food and drink 0.003
Culture.Internet culture 0.005
Culture.Linguistics 0.006
Culture.Literature 0.018
Culture.Media.Books 0.006
Culture.Media.Entertainment 0.005
Culture.Media.Films 0.011
Culture.Media.Media* 0.066
Culture.Media.Music 0.02
Culture.Media.Radio 0.002
Culture.Media.Software 0.005
Culture.Media.Television 0.009
Culture.Media.Video games 0.003
Culture.Performing arts 0.004
Culture.Philosophy and religion 0.009
Culture.Sports 0.057
Culture.Visual arts.Architecture 0.011
Culture.Visual arts.Comics and Anime 0.004
Culture.Visual arts.Fashion 0.002
Culture.Visual arts.Visual arts* 0.022
Geography.Geographical 0.019
Geography.Regions.Africa.Africa* 0.013
Geography.Regions.Africa.Central Africa 0.002
Geography.Regions.Africa.Eastern Africa 0.001
Geography.Regions.Africa.Northern Africa 0.003
Geography.Regions.Africa.Southern Africa 0.002
Geography.Regions.Africa.Western Africa 0.002
Geography.Regions.Americas.Central America 0.003
Geography.Regions.Americas.North America 0.061
Geography.Regions.Americas.South America 0.007
Geography.Regions.Asia.Asia* 0.053
Geography.Regions.Asia.Central Asia 0.002
Geography.Regions.Asia.East Asia 0.012
Geography.Regions.Asia.North Asia 0.006
Geography.Regions.Asia.South Asia 0.013
Geography.Regions.Asia.Southeast Asia 0.006
Geography.Regions.Asia.West Asia 0.01
Geography.Regions.Europe.Eastern Europe 0.017
Geography.Regions.Europe.Europe* 0.091
Geography.Regions.Europe.Northern Europe 0.027
Geography.Regions.Europe.Southern Europe 0.013
Geography.Regions.Europe.Western Europe 0.02
Geography.Regions.Oceania 0.014
History and Society.Business and economics 0.014
History and Society.Education 0.008
History and Society.History 0.01
History and Society.Military and warfare 0.013
History and Society.Politics and government 0.02
History and Society.Society 0.005
History and Society.Transportation 0.014
STEM.Biology 0.028
STEM.Chemistry 0.003
STEM.Computing 0.007
STEM.Earth and environment 0.004
STEM.Engineering 0.006
STEM.Libraries & Information 0.002
STEM.Mathematics 0.002
STEM.Medicine & Health 0.006
STEM.Physics 0.002
STEM.STEM* 0.104
STEM.Space 0.004
STEM.Technology 0.009
------------------------------------------- -----
filter_rate (micro=0.95, macro=0.983):
------------------------------------------- -----
Culture.Biography.Biography* 0.878
Culture.Biography.Women 0.977
Culture.Food and drink 0.997
Culture.Internet culture 0.995
Culture.Linguistics 0.994
Culture.Literature 0.982
Culture.Media.Books 0.994
Culture.Media.Entertainment 0.995
Culture.Media.Films 0.989
Culture.Media.Media* 0.934
Culture.Media.Music 0.98
Culture.Media.Radio 0.998
Culture.Media.Software 0.995
Culture.Media.Television 0.991
Culture.Media.Video games 0.997
Culture.Performing arts 0.996
Culture.Philosophy and religion 0.991
Culture.Sports 0.943
Culture.Visual arts.Architecture 0.989
Culture.Visual arts.Comics and Anime 0.996
Culture.Visual arts.Fashion 0.998
Culture.Visual arts.Visual arts* 0.978
Geography.Geographical 0.981
Geography.Regions.Africa.Africa* 0.987
Geography.Regions.Africa.Central Africa 0.998
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 0.998
Geography.Regions.Americas.Central America 0.997
Geography.Regions.Americas.North America 0.939
Geography.Regions.Americas.South America 0.993
Geography.Regions.Asia.Asia* 0.947
Geography.Regions.Asia.Central Asia 0.998
Geography.Regions.Asia.East Asia 0.988
Geography.Regions.Asia.North Asia 0.994
Geography.Regions.Asia.South Asia 0.987
Geography.Regions.Asia.Southeast Asia 0.994
Geography.Regions.Asia.West Asia 0.99
Geography.Regions.Europe.Eastern Europe 0.983
Geography.Regions.Europe.Europe* 0.909
Geography.Regions.Europe.Northern Europe 0.973
Geography.Regions.Europe.Southern Europe 0.987
Geography.Regions.Europe.Western Europe 0.98
Geography.Regions.Oceania 0.986
History and Society.Business and economics 0.986
History and Society.Education 0.992
History and Society.History 0.99
History and Society.Military and warfare 0.987
History and Society.Politics and government 0.98
History and Society.Society 0.995
History and Society.Transportation 0.986
STEM.Biology 0.972
STEM.Chemistry 0.997
STEM.Computing 0.993
STEM.Earth and environment 0.996
STEM.Engineering 0.994
STEM.Libraries & Information 0.998
STEM.Mathematics 0.998
STEM.Medicine & Health 0.994
STEM.Physics 0.998
STEM.STEM* 0.896
STEM.Space 0.996
STEM.Technology 0.991
------------------------------------------- -----
recall (micro=0.719, macro=0.621):
------------------------------------------- -----
Culture.Biography.Biography* 0.946
Culture.Biography.Women 0.76
Culture.Food and drink 0.465
Culture.Internet culture 0.657
Culture.Linguistics 0.637
Culture.Literature 0.745
Culture.Media.Books 0.79
Culture.Media.Entertainment 0.495
Culture.Media.Films 0.826
Culture.Media.Media* 0.805
Culture.Media.Music 0.785
Culture.Media.Radio 0.741
Culture.Media.Software 0.391
Culture.Media.Television 0.677
Culture.Media.Video games 0.819
Culture.Performing arts 0.555
Culture.Philosophy and religion 0.397
Culture.Sports 0.875
Culture.Visual arts.Architecture 0.705
Culture.Visual arts.Comics and Anime 0.668
Culture.Visual arts.Fashion 0.558
Culture.Visual arts.Visual arts* 0.681
Geography.Geographical 0.643
Geography.Regions.Africa.Africa* 0.723
Geography.Regions.Africa.Central Africa 0.609
Geography.Regions.Africa.Eastern Africa 0.632
Geography.Regions.Africa.Northern Africa 0.605
Geography.Regions.Africa.Southern Africa 0.691
Geography.Regions.Africa.Western Africa 0.678
Geography.Regions.Americas.Central America 0.531
Geography.Regions.Americas.North America 0.664
Geography.Regions.Americas.South America 0.706
Geography.Regions.Asia.Asia* 0.724
Geography.Regions.Asia.Central Asia 0.618
Geography.Regions.Asia.East Asia 0.636
Geography.Regions.Asia.North Asia 0.644
Geography.Regions.Asia.South Asia 0.681
Geography.Regions.Asia.Southeast Asia 0.615
Geography.Regions.Asia.West Asia 0.682
Geography.Regions.Europe.Eastern Europe 0.7
Geography.Regions.Europe.Europe* 0.724
Geography.Regions.Europe.Northern Europe 0.609
Geography.Regions.Europe.Southern Europe 0.642
Geography.Regions.Europe.Western Europe 0.629
Geography.Regions.Oceania 0.705
History and Society.Business and economics 0.441
History and Society.Education 0.496
History and Society.History 0.364
History and Society.Military and warfare 0.518
History and Society.Politics and government 0.524
History and Society.Society 0.302
History and Society.Transportation 0.721
STEM.Biology 0.767
STEM.Chemistry 0.543
STEM.Computing 0.421
STEM.Earth and environment 0.564
STEM.Engineering 0.585
STEM.Libraries & Information 0.515
STEM.Mathematics 0.27
STEM.Medicine & Health 0.446
STEM.Physics 0.368
STEM.STEM* 0.767
STEM.Space 0.683
STEM.Technology 0.383
------------------------------------------- -----
!recall (micro=0.986, macro=0.994):
------------------------------------------- -----
Culture.Biography.Biography* 0.99
Culture.Biography.Women 0.989
Culture.Food and drink 0.998
Culture.Internet culture 0.998
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* 0.977
Culture.Media.Music 0.996
Culture.Media.Radio 0.999
Culture.Media.Software 0.995
Culture.Media.Television 0.997
Culture.Media.Video games 0.999
Culture.Performing arts 0.998
Culture.Philosophy and religion 0.995
Culture.Sports 0.996
Culture.Visual arts.Architecture 0.996
Culture.Visual arts.Comics and Anime 0.998
Culture.Visual arts.Fashion 0.998
Culture.Visual arts.Visual arts* 0.99
Geography.Geographical 0.994
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 0.999
Geography.Regions.Americas.North America 0.979
Geography.Regions.Americas.South America 0.998
Geography.Regions.Asia.Asia* 0.984
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 0.998
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 0.996
Geography.Regions.Europe.Western Europe 0.993
Geography.Regions.Oceania 0.998
History and Society.Business and economics 0.991
History and Society.Education 0.996
History and Society.History 0.994
History and Society.Military and warfare 0.995
History and Society.Politics and government 0.994
History and Society.Society 0.997
History and Society.Transportation 0.997
STEM.Biology 0.999
STEM.Chemistry 0.998
STEM.Computing 0.995
STEM.Earth and environment 0.998
STEM.Engineering 0.998
STEM.Libraries & Information 0.999
STEM.Mathematics 0.998
STEM.Medicine & Health 0.997
STEM.Physics 0.998
STEM.STEM* 0.942
STEM.Space 0.999
STEM.Technology 0.993
------------------------------------------- -----
precision (micro=0.7, macro=0.554):
------------------------------------------- -----
Culture.Biography.Biography* 0.929
Culture.Biography.Women 0.504
Culture.Food and drink 0.371
Culture.Internet culture 0.517
Culture.Linguistics 0.852
Culture.Literature 0.619
Culture.Media.Books 0.609
Culture.Media.Entertainment 0.429
Culture.Media.Films 0.829
Culture.Media.Media* 0.67
Culture.Media.Music 0.807
Culture.Media.Radio 0.711
Culture.Media.Software 0.094
Culture.Media.Television 0.68
Culture.Media.Video games 0.732
Culture.Performing arts 0.478
Culture.Philosophy and religion 0.472
Culture.Sports 0.929
Culture.Visual arts.Architecture 0.672
Culture.Visual arts.Comics and Anime 0.416
Culture.Visual arts.Fashion 0.242
Culture.Visual arts.Visual arts* 0.566
Geography.Geographical 0.7
Geography.Regions.Africa.Africa* 0.462
Geography.Regions.Africa.Central Africa 0.244
Geography.Regions.Africa.Eastern Africa 0.262
Geography.Regions.Africa.Northern Africa 0.321
Geography.Regions.Africa.Southern Africa 0.411
Geography.Regions.Africa.Western Africa 0.297
Geography.Regions.Americas.Central America 0.569
Geography.Regions.Americas.North America 0.682
Geography.Regions.Americas.South America 0.681
Geography.Regions.Asia.Asia* 0.715
Geography.Regions.Asia.Central Asia 0.306
Geography.Regions.Asia.East Asia 0.665
Geography.Regions.Asia.North Asia 0.579
Geography.Regions.Asia.South Asia 0.839
Geography.Regions.Asia.Southeast Asia 0.668
Geography.Regions.Asia.West Asia 0.794
Geography.Regions.Europe.Eastern Europe 0.771
Geography.Regions.Europe.Europe* 0.642
Geography.Regions.Europe.Northern Europe 0.643
Geography.Regions.Europe.Southern Europe 0.673
Geography.Regions.Europe.Western Europe 0.657
Geography.Regions.Oceania 0.839
History and Society.Business and economics 0.315
History and Society.Education 0.489
History and Society.History 0.403
History and Society.Military and warfare 0.622
History and Society.Politics and government 0.731
History and Society.Society 0.48
History and Society.Transportation 0.809
STEM.Biology 0.948
STEM.Chemistry 0.294
STEM.Computing 0.182
STEM.Earth and environment 0.594
STEM.Engineering 0.596
STEM.Libraries & Information 0.203
STEM.Mathematics 0.068
STEM.Medicine & Health 0.499
STEM.Physics 0.168
STEM.STEM* 0.477
STEM.Space 0.795
STEM.Technology 0.219
------------------------------------------- -----
!precision (micro=0.99, macro=0.995):
------------------------------------------- -----
Culture.Biography.Biography* 0.993
Culture.Biography.Women 0.996
Culture.Food and drink 0.999
Culture.Internet culture 0.999
Culture.Linguistics 0.997
Culture.Literature 0.996
Culture.Media.Books 0.999
Culture.Media.Entertainment 0.998
Culture.Media.Films 0.998
Culture.Media.Media* 0.989
Culture.Media.Music 0.995
Culture.Media.Radio 0.999
Culture.Media.Software 0.999
Culture.Media.Television 0.997
Culture.Media.Video games 0.999
Culture.Performing arts 0.999
Culture.Philosophy and religion 0.994
Culture.Sports 0.992
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 0.992
Geography.Regions.Africa.Africa* 0.998
Geography.Regions.Africa.Central Africa 1
Geography.Regions.Africa.Eastern Africa 1
Geography.Regions.Africa.Northern Africa 0.999
Geography.Regions.Africa.Southern Africa 1
Geography.Regions.Africa.Western Africa 1
Geography.Regions.Americas.Central America 0.998
Geography.Regions.Americas.North America 0.978
Geography.Regions.Americas.South America 0.998
Geography.Regions.Asia.Asia* 0.985
Geography.Regions.Asia.Central Asia 1
Geography.Regions.Asia.East Asia 0.996
Geography.Regions.Asia.North Asia 0.998
Geography.Regions.Asia.South Asia 0.995
Geography.Regions.Asia.Southeast Asia 0.998
Geography.Regions.Asia.West Asia 0.996
Geography.Regions.Europe.Eastern Europe 0.994
Geography.Regions.Europe.Europe* 0.976
Geography.Regions.Europe.Northern Europe 0.988
Geography.Regions.Europe.Southern Europe 0.995
Geography.Regions.Europe.Western Europe 0.992
Geography.Regions.Oceania 0.995
History and Society.Business and economics 0.994
History and Society.Education 0.996
History and Society.History 0.993
History and Society.Military and warfare 0.993
History and Society.Politics and government 0.986
History and Society.Society 0.994
History and Society.Transportation 0.995
STEM.Biology 0.992
STEM.Chemistry 0.999
STEM.Computing 0.998
STEM.Earth and environment 0.998
STEM.Engineering 0.998
STEM.Libraries & Information 1
STEM.Mathematics 1
STEM.Medicine & Health 0.996
STEM.Physics 0.999
STEM.STEM* 0.983
STEM.Space 0.999
STEM.Technology 0.997
------------------------------------------- -----
f1 (micro=0.703, macro=0.571):
------------------------------------------- -----
Culture.Biography.Biography* 0.937
Culture.Biography.Women 0.606
Culture.Food and drink 0.413
Culture.Internet culture 0.578
Culture.Linguistics 0.729
Culture.Literature 0.676
Culture.Media.Books 0.688
Culture.Media.Entertainment 0.459
Culture.Media.Films 0.828
Culture.Media.Media* 0.731
Culture.Media.Music 0.795
Culture.Media.Radio 0.726
Culture.Media.Software 0.152
Culture.Media.Television 0.678
Culture.Media.Video games 0.773
Culture.Performing arts 0.514
Culture.Philosophy and religion 0.431
Culture.Sports 0.901
Culture.Visual arts.Architecture 0.688
Culture.Visual arts.Comics and Anime 0.513
Culture.Visual arts.Fashion 0.338
Culture.Visual arts.Visual arts* 0.618
Geography.Geographical 0.67
Geography.Regions.Africa.Africa* 0.564
Geography.Regions.Africa.Central Africa 0.349
Geography.Regions.Africa.Eastern Africa 0.371
Geography.Regions.Africa.Northern Africa 0.42
Geography.Regions.Africa.Southern Africa 0.515
Geography.Regions.Africa.Western Africa 0.413
Geography.Regions.Americas.Central America 0.55
Geography.Regions.Americas.North America 0.673
Geography.Regions.Americas.South America 0.693
Geography.Regions.Asia.Asia* 0.719
Geography.Regions.Asia.Central Asia 0.41
Geography.Regions.Asia.East Asia 0.65
Geography.Regions.Asia.North Asia 0.609
Geography.Regions.Asia.South Asia 0.752
Geography.Regions.Asia.Southeast Asia 0.641
Geography.Regions.Asia.West Asia 0.734
Geography.Regions.Europe.Eastern Europe 0.733
Geography.Regions.Europe.Europe* 0.681
Geography.Regions.Europe.Northern Europe 0.626
Geography.Regions.Europe.Southern Europe 0.657
Geography.Regions.Europe.Western Europe 0.643
Geography.Regions.Oceania 0.766
History and Society.Business and economics 0.367
History and Society.Education 0.493
History and Society.History 0.382
History and Society.Military and warfare 0.565
History and Society.Politics and government 0.611
History and Society.Society 0.371
History and Society.Transportation 0.762
STEM.Biology 0.848
STEM.Chemistry 0.382
STEM.Computing 0.254
STEM.Earth and environment 0.579
STEM.Engineering 0.591
STEM.Libraries & Information 0.291
STEM.Mathematics 0.109
STEM.Medicine & Health 0.471
STEM.Physics 0.23
STEM.STEM* 0.588
STEM.Space 0.735
STEM.Technology 0.279
------------------------------------------- -----
!f1 (micro=0.988, macro=0.995):
------------------------------------------- -----
Culture.Biography.Biography* 0.991
Culture.Biography.Women 0.992
Culture.Food and drink 0.998
Culture.Internet culture 0.998
Culture.Linguistics 0.998
Culture.Literature 0.995
Culture.Media.Books 0.998
Culture.Media.Entertainment 0.998
Culture.Media.Films 0.998
Culture.Media.Media* 0.983
Culture.Media.Music 0.996
Culture.Media.Radio 0.999
Culture.Media.Software 0.997
Culture.Media.Television 0.997
Culture.Media.Video games 0.999
Culture.Performing arts 0.998
Culture.Philosophy and religion 0.995
Culture.Sports 0.994
Culture.Visual arts.Architecture 0.997
Culture.Visual arts.Comics and Anime 0.998
Culture.Visual arts.Fashion 0.999
Culture.Visual arts.Visual arts* 0.992
Geography.Geographical 0.993
Geography.Regions.Africa.Africa* 0.995
Geography.Regions.Africa.Central Africa 0.999
Geography.Regions.Africa.Eastern Africa 0.999
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 0.978
Geography.Regions.Americas.South America 0.998
Geography.Regions.Asia.Asia* 0.984
Geography.Regions.Asia.Central Asia 0.999
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* 0.97
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 0.993
History and Society.Education 0.996
History and Society.History 0.994
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 0.995
STEM.Chemistry 0.999
STEM.Computing 0.996
STEM.Earth and environment 0.998
STEM.Engineering 0.998
STEM.Libraries & Information 0.999
STEM.Mathematics 0.999
STEM.Medicine & Health 0.997
STEM.Physics 0.999
STEM.STEM* 0.962
STEM.Space 0.999
STEM.Technology 0.995
------------------------------------------- -----
accuracy (micro=0.978, macro=0.99):
------------------------------------------- -----
Culture.Biography.Biography* 0.985
Culture.Biography.Women 0.985
Culture.Food and drink 0.997
Culture.Internet culture 0.996
Culture.Linguistics 0.996
Culture.Literature 0.989
Culture.Media.Books 0.997
Culture.Media.Entertainment 0.995
Culture.Media.Films 0.996
Culture.Media.Media* 0.968
Culture.Media.Music 0.992
Culture.Media.Radio 0.999
Culture.Media.Software 0.994
Culture.Media.Television 0.994
Culture.Media.Video games 0.999
Culture.Performing arts 0.997
Culture.Philosophy and religion 0.989
Culture.Sports 0.988
Culture.Visual arts.Architecture 0.993
Culture.Visual arts.Comics and Anime 0.997
Culture.Visual arts.Fashion 0.998
Culture.Visual arts.Visual arts* 0.985
Geography.Geographical 0.987
Geography.Regions.Africa.Africa* 0.991
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 0.959
Geography.Regions.Americas.South America 0.996
Geography.Regions.Asia.Asia* 0.97
Geography.Regions.Asia.Central Asia 0.999
Geography.Regions.Asia.East Asia 0.992
Geography.Regions.Asia.North Asia 0.995
Geography.Regions.Asia.South Asia 0.993
Geography.Regions.Asia.Southeast Asia 0.996
Geography.Regions.Asia.West Asia 0.994
Geography.Regions.Europe.Eastern Europe 0.991
Geography.Regions.Europe.Europe* 0.945
Geography.Regions.Europe.Northern Europe 0.979
Geography.Regions.Europe.Southern Europe 0.991
Geography.Regions.Europe.Western Europe 0.986
Geography.Regions.Oceania 0.993
History and Society.Business and economics 0.985
History and Society.Education 0.992
History and Society.History 0.987
History and Society.Military and warfare 0.988
History and Society.Politics and government 0.981
History and Society.Society 0.992
History and Society.Transportation 0.993
STEM.Biology 0.991
STEM.Chemistry 0.997
STEM.Computing 0.993
STEM.Earth and environment 0.996
STEM.Engineering 0.995
STEM.Libraries & Information 0.998
STEM.Mathematics 0.998
STEM.Medicine & Health 0.994
STEM.Physics 0.998
STEM.STEM* 0.93
STEM.Space 0.998
STEM.Technology 0.99
------------------------------------------- -----
fpr (micro=0.014, macro=0.006):
------------------------------------------- -----
Culture.Biography.Biography* 0.01
Culture.Biography.Women 0.011
Culture.Food and drink 0.002
Culture.Internet culture 0.002
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* 0.023
Culture.Media.Music 0.004
Culture.Media.Radio 0.001
Culture.Media.Software 0.005
Culture.Media.Television 0.003
Culture.Media.Video games 0.001
Culture.Performing arts 0.002
Culture.Philosophy and religion 0.005
Culture.Sports 0.004
Culture.Visual arts.Architecture 0.004
Culture.Visual arts.Comics and Anime 0.002
Culture.Visual arts.Fashion 0.002
Culture.Visual arts.Visual arts* 0.01
Geography.Geographical 0.006
Geography.Regions.Africa.Africa* 0.007
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 0.021
Geography.Regions.Americas.South America 0.002
Geography.Regions.Asia.Asia* 0.016
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 0.002
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 0.004
Geography.Regions.Europe.Western Europe 0.007
Geography.Regions.Oceania 0.002
History and Society.Business and economics 0.009
History and Society.Education 0.004
History and Society.History 0.006
History and Society.Military and warfare 0.005
History and Society.Politics and government 0.006
History and Society.Society 0.003
History and Society.Transportation 0.003
STEM.Biology 0.001
STEM.Chemistry 0.002
STEM.Computing 0.005
STEM.Earth and environment 0.002
STEM.Engineering 0.002
STEM.Libraries & Information 0.001
STEM.Mathematics 0.002
STEM.Medicine & Health 0.003
STEM.Physics 0.002
STEM.STEM* 0.058
STEM.Space 0.001
STEM.Technology 0.007
------------------------------------------- -----
roc_auc (micro=0.956, macro=0.951):
------------------------------------------- -----
Culture.Biography.Biography* 0.982
Culture.Biography.Women 0.975
Culture.Food and drink 0.937
Culture.Internet culture 0.96
Culture.Linguistics 0.954
Culture.Literature 0.965
Culture.Media.Books 0.971
Culture.Media.Entertainment 0.947
Culture.Media.Films 0.974
Culture.Media.Media* 0.966
Culture.Media.Music 0.974
Culture.Media.Radio 0.962
Culture.Media.Software 0.946
Culture.Media.Television 0.964
Culture.Media.Video games 0.977
Culture.Performing arts 0.947
Culture.Philosophy and religion 0.91
Culture.Sports 0.976
Culture.Visual arts.Architecture 0.969
Culture.Visual arts.Comics and Anime 0.966
Culture.Visual arts.Fashion 0.95
Culture.Visual arts.Visual arts* 0.952
Geography.Geographical 0.956
Geography.Regions.Africa.Africa* 0.96
Geography.Regions.Africa.Central Africa 0.954
Geography.Regions.Africa.Eastern Africa 0.957
Geography.Regions.Africa.Northern Africa 0.945
Geography.Regions.Africa.Southern Africa 0.959
Geography.Regions.Africa.Western Africa 0.96
Geography.Regions.Americas.Central America 0.932
Geography.Regions.Americas.North America 0.949
Geography.Regions.Americas.South America 0.963
Geography.Regions.Asia.Asia* 0.949
Geography.Regions.Asia.Central Asia 0.952
Geography.Regions.Asia.East Asia 0.95
Geography.Regions.Asia.North Asia 0.946
Geography.Regions.Asia.South Asia 0.953
Geography.Regions.Asia.Southeast Asia 0.942
Geography.Regions.Asia.West Asia 0.953
Geography.Regions.Europe.Eastern Europe 0.951
Geography.Regions.Europe.Europe* 0.943
Geography.Regions.Europe.Northern Europe 0.948
Geography.Regions.Europe.Southern Europe 0.949
Geography.Regions.Europe.Western Europe 0.95
Geography.Regions.Oceania 0.96
History and Society.Business and economics 0.936
History and Society.Education 0.944
History and Society.History 0.916
History and Society.Military and warfare 0.933
History and Society.Politics and government 0.925
History and Society.Society 0.871
History and Society.Transportation 0.963
STEM.Biology 0.962
STEM.Chemistry 0.958
STEM.Computing 0.951
STEM.Earth and environment 0.947
STEM.Engineering 0.947
STEM.Libraries & Information 0.948
STEM.Mathematics 0.942
STEM.Medicine & Health 0.933
STEM.Physics 0.945
STEM.STEM* 0.955
STEM.Space 0.963
STEM.Technology 0.928
------------------------------------------- -----
pr_auc (micro=0.721, macro=0.543):
------------------------------------------- -----
Culture.Biography.Biography* 0.952
Culture.Biography.Women 0.589
Culture.Food and drink 0.352
Culture.Internet culture 0.549
Culture.Linguistics 0.656
Culture.Literature 0.726
Culture.Media.Books 0.659
Culture.Media.Entertainment 0.433
Culture.Media.Films 0.813
Culture.Media.Media* 0.813
Culture.Media.Music 0.818
Culture.Media.Radio 0.741
Culture.Media.Software 0.094
Culture.Media.Television 0.664
Culture.Media.Video games 0.801
Culture.Performing arts 0.414
Culture.Philosophy and religion 0.339
Culture.Sports 0.933
Culture.Visual arts.Architecture 0.673
Culture.Visual arts.Comics and Anime 0.558
Culture.Visual arts.Fashion 0.215
Culture.Visual arts.Visual arts* 0.666
Geography.Geographical 0.698
Geography.Regions.Africa.Africa* 0.639
Geography.Regions.Africa.Central Africa 0.321
Geography.Regions.Africa.Eastern Africa 0.253
Geography.Regions.Africa.Northern Africa 0.343
Geography.Regions.Africa.Southern Africa 0.514
Geography.Regions.Africa.Western Africa 0.277
Geography.Regions.Americas.Central America 0.494
Geography.Regions.Americas.North America 0.726
Geography.Regions.Americas.South America 0.691
Geography.Regions.Asia.Asia* 0.756
Geography.Regions.Asia.Central Asia 0.462
Geography.Regions.Asia.East Asia 0.625
Geography.Regions.Asia.North Asia 0.55
Geography.Regions.Asia.South Asia 0.708
Geography.Regions.Asia.Southeast Asia 0.557
Geography.Regions.Asia.West Asia 0.662
Geography.Regions.Europe.Eastern Europe 0.71
Geography.Regions.Europe.Europe* 0.744
Geography.Regions.Europe.Northern Europe 0.644
Geography.Regions.Europe.Southern Europe 0.618
Geography.Regions.Europe.Western Europe 0.63
Geography.Regions.Oceania 0.75
History and Society.Business and economics 0.248
History and Society.Education 0.4
History and Society.History 0.315
History and Society.Military and warfare 0.521
History and Society.Politics and government 0.603
History and Society.Society 0.318
History and Society.Transportation 0.712
STEM.Biology 0.816
STEM.Chemistry 0.27
STEM.Computing 0.149
STEM.Earth and environment 0.522
STEM.Engineering 0.51
STEM.Libraries & Information 0.238
STEM.Mathematics 0.125
STEM.Medicine & Health 0.398
STEM.Physics 0.126
STEM.STEM* 0.768
STEM.Space 0.686
STEM.Technology 0.213
------------------------------------------- -----
- score_schema: {'title': 'Scikit learn-based classifier score with probability', 'type': 'object', 'properties': {'prediction': {'description': 'The most likely labels predicted by the estimator', 'type': 'array', 'items': {'type': 'string'}}, 'probability': {'description': 'A mapping of probabilities onto each of the potential output labels', 'type': 'object', 'properties': {'Culture.Biography.Biography*': {'type': 'number'}, 'Culture.Biography.Women': {'type': 'number'}, 'Culture.Food and drink': {'type': 'number'}, 'Culture.Internet culture': {'type': 'number'}, 'Culture.Linguistics': {'type': 'number'}, 'Culture.Literature': {'type': 'number'}, 'Culture.Media.Books': {'type': 'number'}, 'Culture.Media.Entertainment': {'type': 'number'}, 'Culture.Media.Films': {'type': 'number'}, 'Culture.Media.Media*': {'type': 'number'}, 'Culture.Media.Music': {'type': 'number'}, 'Culture.Media.Radio': {'type': 'number'}, 'Culture.Media.Software': {'type': 'number'}, 'Culture.Media.Television': {'type': 'number'}, 'Culture.Media.Video games': {'type': 'number'}, 'Culture.Performing arts': {'type': 'number'}, 'Culture.Philosophy and religion': {'type': 'number'}, 'Culture.Sports': {'type': 'number'}, 'Culture.Visual arts.Architecture': {'type': 'number'}, 'Culture.Visual arts.Comics and Anime': {'type': 'number'}, 'Culture.Visual arts.Fashion': {'type': 'number'}, 'Culture.Visual arts.Visual arts*': {'type': 'number'}, 'Geography.Geographical': {'type': 'number'}, 'Geography.Regions.Africa.Africa*': {'type': 'number'}, 'Geography.Regions.Africa.Central Africa': {'type': 'number'}, 'Geography.Regions.Africa.Eastern Africa': {'type': 'number'}, 'Geography.Regions.Africa.Northern Africa': {'type': 'number'}, 'Geography.Regions.Africa.Southern Africa': {'type': 'number'}, 'Geography.Regions.Africa.Western Africa': {'type': 'number'}, 'Geography.Regions.Americas.Central America': {'type': 'number'}, 'Geography.Regions.Americas.North America': {'type': 'number'}, 'Geography.Regions.Americas.South America': {'type': 'number'}, 'Geography.Regions.Asia.Asia*': {'type': 'number'}, 'Geography.Regions.Asia.Central Asia': {'type': 'number'}, 'Geography.Regions.Asia.East Asia': {'type': 'number'}, 'Geography.Regions.Asia.North Asia': {'type': 'number'}, 'Geography.Regions.Asia.South Asia': {'type': 'number'}, 'Geography.Regions.Asia.Southeast Asia': {'type': 'number'}, 'Geography.Regions.Asia.West Asia': {'type': 'number'}, 'Geography.Regions.Europe.Eastern Europe': {'type': 'number'}, 'Geography.Regions.Europe.Europe*': {'type': 'number'}, 'Geography.Regions.Europe.Northern Europe': {'type': 'number'}, 'Geography.Regions.Europe.Southern Europe': {'type': 'number'}, 'Geography.Regions.Europe.Western Europe': {'type': 'number'}, 'Geography.Regions.Oceania': {'type': 'number'}, 'History and Society.Business and economics': {'type': 'number'}, 'History and Society.Education': {'type': 'number'}, 'History and Society.History': {'type': 'number'}, 'History and Society.Military and warfare': {'type': 'number'}, 'History and Society.Politics and government': {'type': 'number'}, 'History and Society.Society': {'type': 'number'}, 'History and Society.Transportation': {'type': 'number'}, 'STEM.Biology': {'type': 'number'}, 'STEM.Chemistry': {'type': 'number'}, 'STEM.Computing': {'type': 'number'}, 'STEM.Earth and environment': {'type': 'number'}, 'STEM.Engineering': {'type': 'number'}, 'STEM.Libraries & Information': {'type': 'number'}, 'STEM.Mathematics': {'type': 'number'}, 'STEM.Medicine & Health': {'type': 'number'}, 'STEM.Physics': {'type': 'number'}, 'STEM.STEM*': {'type': 'number'}, 'STEM.Space': {'type': 'number'}, 'STEM.Technology': {'type': 'number'}}}}}

File Metadata

Mime Type
text/plain
Storage Engine
blob
Storage Format
Raw Data
Storage Handle
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wikidata.articletopic.md (58 KB)

Event Timeline

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