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wikidata.articletopic_50k.md
Dibyaaaaax (Dibya)
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Dibyaaaaax
Jul 29 2020, 4:42 AM
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wikidata.articletopic_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=63944):
label n TP FP FN TN
--------------------------------------------- ----- --- ----- ---- ---- -----
'Culture.Biography.Biography*' 16670 --> 15823 847 412 46862
'Culture.Biography.Women' 4110 --> 3186 924 635 59199
'Culture.Food and drink' 1318 --> 650 668 93 62533
'Culture.Internet culture' 2966 --> 2082 884 141 60837
'Culture.Linguistics' 1466 --> 1012 454 85 62393
'Culture.Literature' 5367 --> 4083 1284 375 58202
'Culture.Media.Books' 1974 --> 1606 368 126 61844
'Culture.Media.Entertainment' 1733 --> 890 843 148 62063
'Culture.Media.Films' 2295 --> 1892 403 104 61545
'Culture.Media.Media*' 14383 --> 11844 2539 1098 48463
'Culture.Media.Music' 2583 --> 2038 545 256 61105
'Culture.Media.Radio' 1156 --> 861 295 39 62749
'Culture.Media.Software' 1750 --> 780 970 312 61882
'Culture.Media.Television' 2230 --> 1540 690 179 61535
'Culture.Media.Video games' 2147 --> 1769 378 33 61764
'Culture.Performing arts' 1334 --> 765 569 128 62482
'Culture.Philosophy and religion' 2702 --> 1129 1573 305 60937
'Culture.Sports' 5925 --> 5168 757 254 57765
'Culture.Visual arts.Architecture' 2648 --> 1945 703 241 61055
'Culture.Visual arts.Comics and Anime' 1508 --> 1036 472 140 62296
'Culture.Visual arts.Fashion' 1199 --> 699 500 72 62673
'Culture.Visual arts.Visual arts*' 6070 --> 4287 1783 544 57330
'Geography.Geographical' 3464 --> 2310 1154 299 60181
'Geography.Regions.Africa.Africa*' 6449 --> 4810 1639 351 57144
'Geography.Regions.Africa.Central Africa' 1145 --> 735 410 86 62713
'Geography.Regions.Africa.Eastern Africa' 1114 --> 712 402 63 62767
'Geography.Regions.Africa.Northern Africa' 1280 --> 783 497 88 62576
'Geography.Regions.Africa.Southern Africa' 1244 --> 902 342 76 62624
'Geography.Regions.Africa.Western Africa' 1142 --> 822 320 72 62730
'Geography.Regions.Americas.Central America' 1331 --> 742 589 84 62529
'Geography.Regions.Americas.North America' 7625 --> 5099 2526 1107 55212
'Geography.Regions.Americas.South America' 1532 --> 1092 440 127 62285
'Geography.Regions.Asia.Asia*' 11647 --> 8648 2999 834 51463
'Geography.Regions.Asia.Central Asia' 1086 --> 687 399 49 62809
'Geography.Regions.Asia.East Asia' 2717 --> 1805 912 249 60978
'Geography.Regions.Asia.North Asia' 2076 --> 1372 704 174 61694
'Geography.Regions.Asia.South Asia' 2366 --> 1658 708 143 61435
'Geography.Regions.Asia.Southeast Asia' 1721 --> 1082 639 110 62113
'Geography.Regions.Asia.West Asia' 2160 --> 1493 667 127 61657
'Geography.Regions.Europe.Eastern Europe' 3533 --> 2517 1016 236 60175
'Geography.Regions.Europe.Europe*' 12939 --> 9538 3401 1712 49293
'Geography.Regions.Europe.Northern Europe' 4221 --> 2598 1623 556 59167
'Geography.Regions.Europe.Southern Europe' 2438 --> 1583 855 258 61248
'Geography.Regions.Europe.Western Europe' 3076 --> 1999 1077 406 60462
'Geography.Regions.Oceania' 2638 --> 1916 722 137 61169
'History and Society.Business and economics' 3502 --> 1658 1844 614 59828
'History and Society.Education' 2243 --> 1165 1078 288 61413
'History and Society.History' 3172 --> 1263 1909 415 60357
'History and Society.Military and warfare' 3238 --> 1748 1490 305 60401
'History and Society.Politics and government' 4590 --> 2489 2101 332 59022
'History and Society.Society' 2971 --> 998 1973 170 60803
'History and Society.Transportation' 3629 --> 2669 960 156 60159
'STEM.Biology' 2916 --> 2268 648 110 60918
'STEM.Chemistry' 1270 --> 736 534 123 62551
'STEM.Computing' 1968 --> 917 1051 331 61645
'STEM.Earth and environment' 1627 --> 955 672 103 62214
'STEM.Engineering' 2195 --> 1339 856 141 61608
'STEM.Libraries & Information' 1174 --> 640 534 72 62698
'STEM.Mathematics' 1137 --> 391 746 91 62716
'STEM.Medicine & Health' 1726 --> 834 892 153 62065
'STEM.Physics' 1219 --> 513 706 122 62603
'STEM.STEM*' 16449 --> 12657 3792 1046 46449
'STEM.Space' 1365 --> 984 381 43 62536
'STEM.Technology' 3648 --> 1597 2051 502 59794
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=0.048, macro=0.016):
------------------------------------------- -----
Culture.Biography.Biography* 0.122
Culture.Biography.Women 0.022
Culture.Food and drink 0.003
Culture.Internet culture 0.005
Culture.Linguistics 0.007
Culture.Literature 0.018
Culture.Media.Books 0.006
Culture.Media.Entertainment 0.004
Culture.Media.Films 0.011
Culture.Media.Media* 0.066
Culture.Media.Music 0.021
Culture.Media.Radio 0.002
Culture.Media.Software 0.006
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 0.012
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* 0.012
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 0.002
Geography.Regions.Africa.Western Africa 0.002
Geography.Regions.Americas.Central America 0.003
Geography.Regions.Americas.North America 0.06
Geography.Regions.Americas.South America 0.007
Geography.Regions.Asia.Asia* 0.054
Geography.Regions.Asia.Central Asia 0.001
Geography.Regions.Asia.East Asia 0.012
Geography.Regions.Asia.North Asia 0.006
Geography.Regions.Asia.South Asia 0.014
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* 0.09
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 0.015
History and Society.Education 0.009
History and Society.History 0.011
History and Society.Military and warfare 0.013
History and Society.Politics and government 0.021
History and Society.Society 0.006
History and Society.Transportation 0.014
STEM.Biology 0.029
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* 0.071
STEM.Space 0.004
STEM.Technology 0.011
------------------------------------------- -----
filter_rate (micro=0.952, macro=0.984):
------------------------------------------- -----
Culture.Biography.Biography* 0.878
Culture.Biography.Women 0.978
Culture.Food and drink 0.997
Culture.Internet culture 0.995
Culture.Linguistics 0.993
Culture.Literature 0.982
Culture.Media.Books 0.994
Culture.Media.Entertainment 0.996
Culture.Media.Films 0.989
Culture.Media.Media* 0.934
Culture.Media.Music 0.979
Culture.Media.Radio 0.998
Culture.Media.Software 0.994
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 0.988
Culture.Visual arts.Comics and Anime 0.996
Culture.Visual arts.Fashion 0.998
Culture.Visual arts.Visual arts* 0.978
Geography.Geographical 0.981
Geography.Regions.Africa.Africa* 0.988
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 0.998
Geography.Regions.Americas.Central America 0.997
Geography.Regions.Americas.North America 0.94
Geography.Regions.Americas.South America 0.993
Geography.Regions.Asia.Asia* 0.946
Geography.Regions.Asia.Central Asia 0.999
Geography.Regions.Asia.East Asia 0.988
Geography.Regions.Asia.North Asia 0.994
Geography.Regions.Asia.South Asia 0.986
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* 0.91
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 0.985
History and Society.Education 0.991
History and Society.History 0.989
History and Society.Military and warfare 0.987
History and Society.Politics and government 0.979
History and Society.Society 0.994
History and Society.Transportation 0.986
STEM.Biology 0.971
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* 0.929
STEM.Space 0.996
STEM.Technology 0.989
------------------------------------------- -----
recall (micro=0.732, macro=0.644):
------------------------------------------- -----
Culture.Biography.Biography* 0.949
Culture.Biography.Women 0.775
Culture.Food and drink 0.493
Culture.Internet culture 0.702
Culture.Linguistics 0.69
Culture.Literature 0.761
Culture.Media.Books 0.814
Culture.Media.Entertainment 0.514
Culture.Media.Films 0.824
Culture.Media.Media* 0.823
Culture.Media.Music 0.789
Culture.Media.Radio 0.745
Culture.Media.Software 0.446
Culture.Media.Television 0.691
Culture.Media.Video games 0.824
Culture.Performing arts 0.573
Culture.Philosophy and religion 0.418
Culture.Sports 0.872
Culture.Visual arts.Architecture 0.735
Culture.Visual arts.Comics and Anime 0.687
Culture.Visual arts.Fashion 0.583
Culture.Visual arts.Visual arts* 0.706
Geography.Geographical 0.667
Geography.Regions.Africa.Africa* 0.746
Geography.Regions.Africa.Central Africa 0.642
Geography.Regions.Africa.Eastern Africa 0.639
Geography.Regions.Africa.Northern Africa 0.612
Geography.Regions.Africa.Southern Africa 0.725
Geography.Regions.Africa.Western Africa 0.72
Geography.Regions.Americas.Central America 0.557
Geography.Regions.Americas.North America 0.669
Geography.Regions.Americas.South America 0.713
Geography.Regions.Asia.Asia* 0.743
Geography.Regions.Asia.Central Asia 0.633
Geography.Regions.Asia.East Asia 0.664
Geography.Regions.Asia.North Asia 0.661
Geography.Regions.Asia.South Asia 0.701
Geography.Regions.Asia.Southeast Asia 0.629
Geography.Regions.Asia.West Asia 0.691
Geography.Regions.Europe.Eastern Europe 0.712
Geography.Regions.Europe.Europe* 0.737
Geography.Regions.Europe.Northern Europe 0.615
Geography.Regions.Europe.Southern Europe 0.649
Geography.Regions.Europe.Western Europe 0.65
Geography.Regions.Oceania 0.726
History and Society.Business and economics 0.473
History and Society.Education 0.519
History and Society.History 0.398
History and Society.Military and warfare 0.54
History and Society.Politics and government 0.542
History and Society.Society 0.336
History and Society.Transportation 0.735
STEM.Biology 0.778
STEM.Chemistry 0.58
STEM.Computing 0.466
STEM.Earth and environment 0.587
STEM.Engineering 0.61
STEM.Libraries & Information 0.545
STEM.Mathematics 0.344
STEM.Medicine & Health 0.483
STEM.Physics 0.421
STEM.STEM* 0.769
STEM.Space 0.721
STEM.Technology 0.438
------------------------------------------- -----
!recall (micro=0.989, macro=0.995):
------------------------------------------- -----
Culture.Biography.Biography* 0.991
Culture.Biography.Women 0.989
Culture.Food and drink 0.999
Culture.Internet culture 0.998
Culture.Linguistics 0.999
Culture.Literature 0.994
Culture.Media.Books 0.998
Culture.Media.Entertainment 0.998
Culture.Media.Films 0.998
Culture.Media.Media* 0.978
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 0.999
Culture.Visual arts.Visual arts* 0.991
Geography.Geographical 0.995
Geography.Regions.Africa.Africa* 0.994
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 0.999
Geography.Regions.Americas.North America 0.98
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* 0.966
Geography.Regions.Europe.Northern Europe 0.991
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 0.99
History and Society.Education 0.995
History and Society.History 0.993
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 0.998
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 0.999
STEM.Medicine & Health 0.998
STEM.Physics 0.998
STEM.STEM* 0.978
STEM.Space 0.999
STEM.Technology 0.992
------------------------------------------- -----
precision (micro=0.724, macro=0.574):
------------------------------------------- -----
Culture.Biography.Biography* 0.937
Culture.Biography.Women 0.525
Culture.Food and drink 0.459
Culture.Internet culture 0.531
Culture.Linguistics 0.804
Culture.Literature 0.641
Culture.Media.Books 0.634
Culture.Media.Entertainment 0.46
Culture.Media.Films 0.851
Culture.Media.Media* 0.683
Culture.Media.Music 0.802
Culture.Media.Radio 0.736
Culture.Media.Software 0.104
Culture.Media.Television 0.68
Culture.Media.Video games 0.818
Culture.Performing arts 0.462
Culture.Philosophy and religion 0.467
Culture.Sports 0.927
Culture.Visual arts.Architecture 0.67
Culture.Visual arts.Comics and Anime 0.423
Culture.Visual arts.Fashion 0.313
Culture.Visual arts.Visual arts* 0.58
Geography.Geographical 0.744
Geography.Regions.Africa.Africa* 0.511
Geography.Regions.Africa.Central Africa 0.248
Geography.Regions.Africa.Eastern Africa 0.242
Geography.Regions.Africa.Northern Africa 0.37
Geography.Regions.Africa.Southern Africa 0.439
Geography.Regions.Africa.Western Africa 0.319
Geography.Regions.Americas.Central America 0.59
Geography.Regions.Americas.North America 0.695
Geography.Regions.Americas.South America 0.707
Geography.Regions.Asia.Asia* 0.72
Geography.Regions.Asia.Central Asia 0.392
Geography.Regions.Asia.East Asia 0.667
Geography.Regions.Asia.North Asia 0.569
Geography.Regions.Asia.South Asia 0.835
Geography.Regions.Asia.Southeast Asia 0.69
Geography.Regions.Asia.West Asia 0.799
Geography.Regions.Europe.Eastern Europe 0.772
Geography.Regions.Europe.Europe* 0.658
Geography.Regions.Europe.Northern Europe 0.663
Geography.Regions.Europe.Southern Europe 0.684
Geography.Regions.Europe.Western Europe 0.67
Geography.Regions.Oceania 0.844
History and Society.Business and economics 0.314
History and Society.Education 0.47
History and Society.History 0.391
History and Society.Military and warfare 0.625
History and Society.Politics and government 0.736
History and Society.Society 0.501
History and Society.Transportation 0.824
STEM.Biology 0.939
STEM.Chemistry 0.333
STEM.Computing 0.198
STEM.Earth and environment 0.627
STEM.Engineering 0.606
STEM.Libraries & Information 0.245
STEM.Mathematics 0.099
STEM.Medicine & Health 0.559
STEM.Physics 0.168
STEM.STEM* 0.708
STEM.Space 0.817
STEM.Technology 0.213
------------------------------------------- -----
!precision (micro=0.99, macro=0.996):
------------------------------------------- -----
Culture.Biography.Biography* 0.993
Culture.Biography.Women 0.997
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 0.998
Culture.Media.Media* 0.99
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* 0.995
Geography.Geographical 0.993
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* 0.986
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 0.995
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 0.995
History and Society.Business and economics 0.995
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 0.987
History and Society.Society 0.994
History and Society.Transportation 0.996
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 0.997
STEM.Physics 0.999
STEM.STEM* 0.984
STEM.Space 0.999
STEM.Technology 0.997
------------------------------------------- -----
f1 (micro=0.724, macro=0.593):
------------------------------------------- -----
Culture.Biography.Biography* 0.943
Culture.Biography.Women 0.626
Culture.Food and drink 0.475
Culture.Internet culture 0.605
Culture.Linguistics 0.743
Culture.Literature 0.696
Culture.Media.Books 0.713
Culture.Media.Entertainment 0.486
Culture.Media.Films 0.837
Culture.Media.Media* 0.747
Culture.Media.Music 0.795
Culture.Media.Radio 0.74
Culture.Media.Software 0.169
Culture.Media.Television 0.685
Culture.Media.Video games 0.821
Culture.Performing arts 0.511
Culture.Philosophy and religion 0.441
Culture.Sports 0.899
Culture.Visual arts.Architecture 0.701
Culture.Visual arts.Comics and Anime 0.524
Culture.Visual arts.Fashion 0.407
Culture.Visual arts.Visual arts* 0.637
Geography.Geographical 0.703
Geography.Regions.Africa.Africa* 0.606
Geography.Regions.Africa.Central Africa 0.357
Geography.Regions.Africa.Eastern Africa 0.351
Geography.Regions.Africa.Northern Africa 0.461
Geography.Regions.Africa.Southern Africa 0.547
Geography.Regions.Africa.Western Africa 0.442
Geography.Regions.Americas.Central America 0.573
Geography.Regions.Americas.North America 0.682
Geography.Regions.Americas.South America 0.71
Geography.Regions.Asia.Asia* 0.731
Geography.Regions.Asia.Central Asia 0.484
Geography.Regions.Asia.East Asia 0.666
Geography.Regions.Asia.North Asia 0.612
Geography.Regions.Asia.South Asia 0.762
Geography.Regions.Asia.Southeast Asia 0.658
Geography.Regions.Asia.West Asia 0.741
Geography.Regions.Europe.Eastern Europe 0.741
Geography.Regions.Europe.Europe* 0.696
Geography.Regions.Europe.Northern Europe 0.638
Geography.Regions.Europe.Southern Europe 0.666
Geography.Regions.Europe.Western Europe 0.66
Geography.Regions.Oceania 0.781
History and Society.Business and economics 0.377
History and Society.Education 0.493
History and Society.History 0.394
History and Society.Military and warfare 0.579
History and Society.Politics and government 0.624
History and Society.Society 0.402
History and Society.Transportation 0.777
STEM.Biology 0.851
STEM.Chemistry 0.423
STEM.Computing 0.278
STEM.Earth and environment 0.606
STEM.Engineering 0.608
STEM.Libraries & Information 0.338
STEM.Mathematics 0.153
STEM.Medicine & Health 0.519
STEM.Physics 0.24
STEM.STEM* 0.737
STEM.Space 0.766
STEM.Technology 0.287
------------------------------------------- -----
!f1 (micro=0.99, macro=0.995):
------------------------------------------- -----
Culture.Biography.Biography* 0.992
Culture.Biography.Women 0.993
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* 0.984
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 0.994
Culture.Sports 0.994
Culture.Visual arts.Architecture 0.997
Culture.Visual arts.Comics and Anime 0.999
Culture.Visual arts.Fashion 0.999
Culture.Visual arts.Visual arts* 0.993
Geography.Geographical 0.994
Geography.Regions.Africa.Africa* 0.996
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 0.999
Geography.Regions.Americas.North America 0.979
Geography.Regions.Americas.South America 0.998
Geography.Regions.Asia.Asia* 0.985
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* 0.972
Geography.Regions.Europe.Northern Europe 0.99
Geography.Regions.Europe.Southern Europe 0.995
Geography.Regions.Europe.Western Europe 0.993
Geography.Regions.Oceania 0.997
History and Society.Business and economics 0.992
History and Society.Education 0.996
History and Society.History 0.993
History and Society.Military and warfare 0.994
History and Society.Politics and government 0.991
History and Society.Society 0.996
History and Society.Transportation 0.997
STEM.Biology 0.995
STEM.Chemistry 0.999
STEM.Computing 0.997
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* 0.981
STEM.Space 0.999
STEM.Technology 0.994
------------------------------------------- -----
accuracy (micro=0.981, macro=0.991):
------------------------------------------- -----
Culture.Biography.Biography* 0.986
Culture.Biography.Women 0.986
Culture.Food and drink 0.997
Culture.Internet culture 0.997
Culture.Linguistics 0.996
Culture.Literature 0.99
Culture.Media.Books 0.997
Culture.Media.Entertainment 0.996
Culture.Media.Films 0.996
Culture.Media.Media* 0.969
Culture.Media.Music 0.991
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 0.988
Geography.Regions.Africa.Africa* 0.992
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 0.961
Geography.Regions.Americas.South America 0.996
Geography.Regions.Asia.Asia* 0.971
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* 0.948
Geography.Regions.Europe.Northern Europe 0.98
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 0.982
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 0.999
STEM.Mathematics 0.998
STEM.Medicine & Health 0.994
STEM.Physics 0.998
STEM.STEM* 0.964
STEM.Space 0.998
STEM.Technology 0.989
------------------------------------------- -----
fpr (micro=0.011, macro=0.005):
------------------------------------------- -----
Culture.Biography.Biography* 0.009
Culture.Biography.Women 0.011
Culture.Food and drink 0.001
Culture.Internet culture 0.002
Culture.Linguistics 0.001
Culture.Literature 0.006
Culture.Media.Books 0.002
Culture.Media.Entertainment 0.002
Culture.Media.Films 0.002
Culture.Media.Media* 0.022
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 0.001
Culture.Visual arts.Visual arts* 0.009
Geography.Geographical 0.005
Geography.Regions.Africa.Africa* 0.006
Geography.Regions.Africa.Central Africa 0.001
Geography.Regions.Africa.Eastern Africa 0.001
Geography.Regions.Africa.Northern Africa 0.001
Geography.Regions.Africa.Southern Africa 0.001
Geography.Regions.Africa.Western Africa 0.001
Geography.Regions.Americas.Central America 0.001
Geography.Regions.Americas.North America 0.02
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* 0.034
Geography.Regions.Europe.Northern Europe 0.009
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 0.01
History and Society.Education 0.005
History and Society.History 0.007
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 0.002
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 0.001
STEM.Medicine & Health 0.002
STEM.Physics 0.002
STEM.STEM* 0.022
STEM.Space 0.001
STEM.Technology 0.008
------------------------------------------- -----
roc_auc (micro=0.963, macro=0.961):
------------------------------------------- -----
Culture.Biography.Biography* 0.984
Culture.Biography.Women 0.978
Culture.Food and drink 0.955
Culture.Internet culture 0.971
Culture.Linguistics 0.967
Culture.Literature 0.97
Culture.Media.Books 0.977
Culture.Media.Entertainment 0.956
Culture.Media.Films 0.976
Culture.Media.Media* 0.97
Culture.Media.Music 0.976
Culture.Media.Radio 0.965
Culture.Media.Software 0.96
Culture.Media.Television 0.97
Culture.Media.Video games 0.984
Culture.Performing arts 0.953
Culture.Philosophy and religion 0.927
Culture.Sports 0.978
Culture.Visual arts.Architecture 0.974
Culture.Visual arts.Comics and Anime 0.973
Culture.Visual arts.Fashion 0.962
Culture.Visual arts.Visual arts* 0.96
Geography.Geographical 0.963
Geography.Regions.Africa.Africa* 0.967
Geography.Regions.Africa.Central Africa 0.964
Geography.Regions.Africa.Eastern Africa 0.966
Geography.Regions.Africa.Northern Africa 0.963
Geography.Regions.Africa.Southern Africa 0.965
Geography.Regions.Africa.Western Africa 0.97
Geography.Regions.Americas.Central America 0.949
Geography.Regions.Americas.North America 0.955
Geography.Regions.Americas.South America 0.968
Geography.Regions.Asia.Asia* 0.958
Geography.Regions.Asia.Central Asia 0.961
Geography.Regions.Asia.East Asia 0.958
Geography.Regions.Asia.North Asia 0.956
Geography.Regions.Asia.South Asia 0.963
Geography.Regions.Asia.Southeast Asia 0.956
Geography.Regions.Asia.West Asia 0.961
Geography.Regions.Europe.Eastern Europe 0.96
Geography.Regions.Europe.Europe* 0.951
Geography.Regions.Europe.Northern Europe 0.957
Geography.Regions.Europe.Southern Europe 0.959
Geography.Regions.Europe.Western Europe 0.96
Geography.Regions.Oceania 0.966
History and Society.Business and economics 0.948
History and Society.Education 0.955
History and Society.History 0.932
History and Society.Military and warfare 0.945
History and Society.Politics and government 0.937
History and Society.Society 0.891
History and Society.Transportation 0.97
STEM.Biology 0.966
STEM.Chemistry 0.97
STEM.Computing 0.964
STEM.Earth and environment 0.954
STEM.Engineering 0.956
STEM.Libraries & Information 0.958
STEM.Mathematics 0.965
STEM.Medicine & Health 0.948
STEM.Physics 0.963
STEM.STEM* 0.965
STEM.Space 0.969
STEM.Technology 0.942
------------------------------------------- -----
pr_auc (micro=0.746, macro=0.576):
------------------------------------------- -----
Culture.Biography.Biography* 0.962
Culture.Biography.Women 0.614
Culture.Food and drink 0.369
Culture.Internet culture 0.701
Culture.Linguistics 0.727
Culture.Literature 0.757
Culture.Media.Books 0.737
Culture.Media.Entertainment 0.459
Culture.Media.Films 0.847
Culture.Media.Media* 0.828
Culture.Media.Music 0.819
Culture.Media.Radio 0.755
Culture.Media.Software 0.104
Culture.Media.Television 0.672
Culture.Media.Video games 0.843
Culture.Performing arts 0.463
Culture.Philosophy and religion 0.354
Culture.Sports 0.938
Culture.Visual arts.Architecture 0.73
Culture.Visual arts.Comics and Anime 0.597
Culture.Visual arts.Fashion 0.328
Culture.Visual arts.Visual arts* 0.679
Geography.Geographical 0.726
Geography.Regions.Africa.Africa* 0.652
Geography.Regions.Africa.Central Africa 0.324
Geography.Regions.Africa.Eastern Africa 0.261
Geography.Regions.Africa.Northern Africa 0.459
Geography.Regions.Africa.Southern Africa 0.49
Geography.Regions.Africa.Western Africa 0.345
Geography.Regions.Americas.Central America 0.495
Geography.Regions.Americas.North America 0.756
Geography.Regions.Americas.South America 0.715
Geography.Regions.Asia.Asia* 0.775
Geography.Regions.Asia.Central Asia 0.431
Geography.Regions.Asia.East Asia 0.639
Geography.Regions.Asia.North Asia 0.585
Geography.Regions.Asia.South Asia 0.748
Geography.Regions.Asia.Southeast Asia 0.611
Geography.Regions.Asia.West Asia 0.665
Geography.Regions.Europe.Eastern Europe 0.741
Geography.Regions.Europe.Europe* 0.754
Geography.Regions.Europe.Northern Europe 0.681
Geography.Regions.Europe.Southern Europe 0.656
Geography.Regions.Europe.Western Europe 0.633
Geography.Regions.Oceania 0.781
History and Society.Business and economics 0.296
History and Society.Education 0.424
History and Society.History 0.33
History and Society.Military and warfare 0.541
History and Society.Politics and government 0.648
History and Society.Society 0.351
History and Society.Transportation 0.768
STEM.Biology 0.836
STEM.Chemistry 0.391
STEM.Computing 0.178
STEM.Earth and environment 0.582
STEM.Engineering 0.522
STEM.Libraries & Information 0.284
STEM.Mathematics 0.111
STEM.Medicine & Health 0.434
STEM.Physics 0.154
STEM.STEM* 0.825
STEM.Space 0.747
STEM.Technology 0.218
------------------------------------------- -----
- 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'}}}}}

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text/plain
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Storage Format
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Event Timeline

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