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rured2-ner-mdeberta-v3-base
Grpp/rured2-ner-mdeberta-v3-base
rured2-ner-mdeberta-v3-base is a token classification model from Grpp. Use it when you need labels on individual words, such as names. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. -- Russian NER model fine-tuned on RURED2. https://github.com/denis-gordeev/rured2
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At a glance
- Task
- Token Classification
- Library
- transformers
- License
- mit
- Model type
- deberta-v2
- Access
- Public
- Created
- Jan 23, 2024
- Updated
- Jan 23, 2024
- SHA
- 851c2331
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Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
Russian NER model fine-tuned on RURED2. https://github.com/denis-gordeev/rured2
rured2-ner-mdeberta-v3-base
This model is a fine-tuned version of microsoft/mdeberta-v3-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0083
- F1 Micro: 0.2012
- O F1 Micro: 0.1548
- O Recall Micro: 0.9347
- O Precision Micro: 0.0844
- B-profession F1 Micro: 0.7739
- B-profession Recall Micro: 0.9268
- B-profession Precision Micro: 0.6643
- B-work Of Art F1 Micro: 0.7200
- B-work Of Art Recall Micro: 0.6
- B-work Of Art Precision Micro: 0.9
- I-work Of Art F1 Micro: 0.6429
- I-work Of Art Recall Micro: 0.9231
- I-work Of Art Precision Micro: 0.4932
- B-fac F1 Micro: 0.6788
- B-fac Recall Micro: 0.7233
- B-fac Precision Micro: 0.6395
- I-fac F1 Micro: 0.2467
- I-fac Recall Micro: 0.7234
- I-fac Precision Micro: 0.1487
- B-event F1 Micro: 0.5106
- B-event Recall Micro: 0.5155
- B-event Precision Micro: 0.5057
- I-event F1 Micro: 0.1942
- I-event Recall Micro: 0.3471
- I-event Precision Micro: 0.1348
- B-date F1 Micro: 0.5182
- B-date Recall Micro: 0.8632
- B-date Precision Micro: 0.3702
- I-date F1 Micro: 0.6646
- I-date Recall Micro: 0.9664
- I-date Precision Micro: 0.5065
- B-organization F1 Micro: 0.8782
- B-organization Recall Micro: 0.9151
- B-organization Precision Micro: 0.8442
- I-organization F1 Micro: 0.3013
- I-organization Recall Micro: 0.8261
- I-organization Precision Micro: 0.1842
- I-profession F1 Micro: 0.2759
- I-profession Recall Micro: 0.8591
- I-profession Precision Micro: 0.1643
- B-cardinal F1 Micro: 0.6948
- B-cardinal Recall Micro: 0.7133
- B-cardinal Precision Micro: 0.6772
- B-person F1 Micro: 0.9812
- B-person Recall Micro: 0.9801
- B-person Precision Micro: 0.9823
- I-person F1 Micro: 0.3536
- I-person Recall Micro: 0.9892
- I-person Precision Micro: 0.2153
- B-news Source F1 Micro: 0.5559
- B-news Source Recall Micro: 0.8631
- B-news Source Precision Micro: 0.4100
- I-news Source F1 Micro: 0.5040
- I-news Source Recall Micro: 0.8925
- I-news Source Precision Micro: 0.3512
- B-character F1 Micro: 0.0
- B-character Recall Micro: 0.0
- B-character Precision Micro: 0.0
- I-character F1 Micro: 0.0
- I-character Recall Micro: 0.0
- I-character Precision Micro: 0.0
- B-country F1 Micro: 0.6501
- B-country Recall Micro: 0.9806
- B-country Precision Micro: 0.4862
- B-gpe F1 Micro: 0.6337
- B-gpe Recall Micro: 0.9057
- B-gpe Precision Micro: 0.4873
- B-group F1 Micro: 0.6814
- B-group Recall Micro: 0.7643
- B-group Precision Micro: 0.6147
- I-group F1 Micro: 0.1562
- I-group Recall Micro: 0.5714
- I-group Precision Micro: 0.0905
- B-law F1 Micro: 0.4348
- B-law Recall Micro: 0.3571
- B-law Precision Micro: 0.5556
- B-ordinal F1 Micro: 0.5691
- B-ordinal Recall Micro: 0.7292
- B-ordinal Precision Micro: 0.4667
- B-crime F1 Micro: 0.4444
- B-crime Recall Micro: 0.4
- B-crime Precision Micro: 0.5
- I-crime F1 Micro: 0.3406
- I-crime Recall Micro: 0.5185
- I-crime Precision Micro: 0.2536
- B-money F1 Micro: 0.8768
- B-money Recall Micro: 0.9030
- B-money Precision Micro: 0.8521
- I-money F1 Micro: 0.6106
- I-money Recall Micro: 0.9779
- I-money Precision Micro: 0.4439
- B-currency F1 Micro: 0.7112
- B-currency Recall Micro: 0.9925
- B-currency Precision Micro: 0.5542
- B-quantity F1 Micro: 0.7631
- B-quantity Recall Micro: 0.8190
- B-quantity Precision Micro: 0.7143
- I-quantity F1 Micro: 0.4976
- I-quantity Recall Micro: 0.8793
- I-quantity Precision Micro: 0.3469
- B-commodity F1 Micro: 0.7152
- B-commodity Recall Micro: 0.9818
- B-commodity Precision Micro: 0.5625
- B-economic Sector F1 Micro: 0.5890
- B-economic Sector Recall Micro: 0.7385
- B-economic Sector Precision Micro: 0.4898
- I-law F1 Micro: 0.4238
- I-law Recall Micro: 0.6045
- I-law Precision Micro: 0.3262
- B-location F1 Micro: 0.5255
- B-location Recall Micro: 0.5294
- B-location Precision Micro: 0.5217
- I-location F1 Micro: 0.3036
- I-location Recall Micro: 0.6301
- I-location Precision Micro: 0.2
- I-gpe F1 Micro: 0.1905
- I-gpe Recall Micro: 0.6
- I-gpe Precision Micro: 0.1132
- I-economic Sector F1 Micro: 0.2606
- I-economic Sector Recall Micro: 0.7414
- I-economic Sector Precision Micro: 0.1581
- I-country F1 Micro: 0.0472
- I-country Recall Micro: 0.6154
- I-country Precision Micro: 0.0245
- B-percent F1 Micro: 0.8488
- B-percent Recall Micro: 0.8588
- B-percent Precision Micro: 0.8391
- I-percent F1 Micro: 0.6685
- I-percent Recall Micro: 0.9688
- I-percent Precision Micro: 0.5103
- B-weapon F1 Micro: 0.8027
- B-weapon Recall Micro: 0.8429
- B-weapon Precision Micro: 0.7662
- B-region F1 Micro: 0.7962
- B-region Recall Micro: 0.7925
- B-region Precision Micro: 0.8
- I-region F1 Micro: 0.3
- I-region Recall Micro: 0.9194
- I-region Precision Micro: 0.1792
- I-weapon F1 Micro: 0.3708
- I-weapon Recall Micro: 0.9467
- I-weapon Precision Micro: 0.2305
- B-disease F1 Micro: 0.5455
- B-disease Recall Micro: 0.5714
- B-disease Precision Micro: 0.5217
- I-disease F1 Micro: 0.4274
- I-disease Recall Micro: 0.8333
- I-disease Precision Micro: 0.2874
- B-norp F1 Micro: 0.75
- B-norp Recall Micro: 0.9130
- B-norp Precision Micro: 0.6364
- B-time F1 Micro: 0.4037
- B-time Recall Micro: 0.9167
- B-time Precision Micro: 0.2588
- I-time F1 Micro: 0.5638
- I-time Recall Micro: 0.875
- I-time Precision Micro: 0.4158
- B-city F1 Micro: 0.5802
- B-city Recall Micro: 0.8302
- B-city Precision Micro: 0.4459
- I-city F1 Micro: 0.0531
- I-city Recall Micro: 0.2
- I-city Precision Micro: 0.0306
- B-penalty F1 Micro: 0.0
- B-penalty Recall Micro: 0.0
- B-penalty Precision Micro: 0.0
- I-penalty F1 Micro: 0.2198
- I-penalty Recall Micro: 0.1852
- I-penalty Precision Micro: 0.2703
- B-age F1 Micro: 0.8571
- B-age Recall Micro: 0.9
- B-age Precision Micro: 0.8182
- I-age F1 Micro: 0.4
- I-age Recall Micro: 0.7143
- I-age Precision Micro: 0.2778
- B-borough F1 Micro: 0.2308
- B-borough Recall Micro: 0.1579
- B-borough Precision Micro: 0.4286
- I-cardinal F1 Micro: 0.2609
- I-cardinal Recall Micro: 0.4242
- I-cardinal Precision Micro: 0.1883
- B-product F1 Micro: 0.7052
- B-product Recall Micro: 0.8169
- B-product Precision Micro: 0.6203
- I-product F1 Micro: 0.2435
- I-product Recall Micro: 0.6875
- I-product Precision Micro: 0.1480
- B-trade Agreement F1 Micro: 0.6
- B-trade Agreement Recall Micro: 0.75
- B-trade Agreement Precision Micro: 0.5
- I-trade Agreement F1 Micro: 0.0
- I-trade Agreement Recall Micro: 0.0
- I-trade Agreement Precision Micro: 0.0
- B-street F1 Micro: 0.0
- B-street Recall Micro: 0.0
- B-street Precision Micro: 0.0
- I-street F1 Micro: 0.4516
- I-street Recall Micro: 0.875
- I-street Precision Micro: 0.3043
- I-borough F1 Micro: 0.3273
- I-borough Recall Micro: 0.5625
- I-borough Precision Micro: 0.2308
- B-investment Program F1 Micro: 0.0
- B-investment Program Recall Micro: 0.0
- B-investment Program Precision Micro: 0.0
- I-investment Program F1 Micro: 0.0
- I-investment Program Recall Micro: 0.0
- I-investment Program Precision Micro: 0.0
- I-commodity F1 Micro: 0.0
- I-commodity Recall Micro: 0.0
- I-commodity Precision Micro: 0.0
- B-application F1 Micro: 0.0
- B-application Recall Micro: 0.0
- B-application Precision Micro: 0.0
- B-price F1 Micro: 0.0
- B-price Recall Micro: 0.0
- B-price Precision Micro: 0.0
- I-price F1 Micro: 0.0
- I-price Recall Micro: 0.0
- I-price Precision Micro: 0.0
- B-village F1 Micro: 0.6437
- B-village Recall Micro: 0.8485
- B-village Precision Micro: 0.5185
- I-village F1 Micro: 0.2258
- I-village Recall Micro: 0.4667
- I-village Precision Micro: 0.1489
- B-family F1 Micro: 0.3889
- B-family Recall Micro: 0.5
- B-family Precision Micro: 0.3182
- I-ordinal F1 Micro: 0.0
- I-ordinal Recall Micro: 0.0
- I-ordinal Precision Micro: 0.0
- B-vehicle F1 Micro: 0.7111
- B-vehicle Recall Micro: 0.6154
- B-vehicle Precision Micro: 0.8421
- I-vehicle F1 Micro: 0.2745
- I-vehicle Recall Micro: 0.35
- I-vehicle Precision Micro: 0.2258
- I-application F1 Micro: 0.0
- I-application Recall Micro: 0.0
- I-application Precision Micro: 0.0
- B-award F1 Micro: 0.0
- B-award Recall Micro: 0.0
- B-award Precision Micro: 0.0
- I-award F1 Micro: 0.5143
- I-award Recall Micro: 0.4737
- I-award Precision Micro: 0.5625
- B-religion F1 Micro: 0.0
- B-religion Recall Micro: 0.0
- B-religion Precision Micro: 0.0
- I-family F1 Micro: 0.0
- I-family Recall Micro: 0.0
- I-family Precision Micro: 0.0
- I-currency F1 Micro: 0.0
- I-currency Recall Micro: 0.0
- I-currency Precision Micro: 0.0
- B-language F1 Micro: 0.0
- B-language Recall Micro: 0.0
- B-language Precision Micro: 0.0
- B-nationality F1 Micro: 0.0
- B-nationality Recall Micro: 0.0
- B-nationality Precision Micro: 0.0
- B-house F1 Micro: 0.0
- B-house Recall Micro: 0.0
- B-house Precision Micro: 0.0
- I-house F1 Micro: 0.0
- I-house Recall Micro: 0.0
- I-house Precision Micro: 0.0
- I-language F1 Micro: 0.0
- I-language Recall Micro: 0.0
- I-language Precision Micro: 0.0
- I-norp F1 Micro: 0.0
- I-norp Recall Micro: 0.0
- I-norp Precision Micro: 0.0
- B-website F1 Micro: 0.0
- B-website Recall Micro: 0.0
- B-website Precision Micro: 0.0
- I-website F1 Micro: 0.0
- I-website Recall Micro: 0.0
- I-website Precision Micro: 0.0
- F1 Macro: 0.3705
- Recall Macro: 0.5289
- Precision Macro: 0.3182
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 12
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 Micro | O F1 Micro | O Recall Micro | O Precision Micro | B-profession F1 Micro | B-profession Recall Micro | B-profession Precision Micro | B-work Of Art F1 Micro | B-work Of Art Recall Micro | B-work Of Art Precision Micro | I-work Of Art F1 Micro | I-work Of Art Recall Micro | I-work Of Art Precision Micro | B-fac F1 Micro | B-fac Recall Micro | B-fac Precision Micro | I-fac F1 Micro | I-fac Recall Micro | I-fac Precision Micro | B-event F1 Micro | B-event Recall Micro | B-event Precision Micro | I-event F1 Micro | I-event Recall Micro | I-event Precision Micro | B-date F1 Micro | B-date Recall Micro | B-date Precision Micro | I-date F1 Micro | I-date Recall Micro | I-date Precision Micro | B-organization F1 Micro | B-organization Recall Micro | B-organization Precision Micro | I-organization F1 Micro | I-organization Recall Micro | I-organization Precision Micro | I-profession F1 Micro | I-profession Recall Micro | I-profession Precision Micro | B-cardinal F1 Micro | B-cardinal Recall Micro | B-cardinal Precision Micro | B-person F1 Micro | B-person Recall Micro | B-person Precision Micro | I-person F1 Micro | I-person Recall Micro | I-person Precision Micro | B-news Source F1 Micro | B-news Source Recall Micro | B-news Source Precision Micro | I-news Source F1 Micro | I-news Source Recall Micro | I-news Source Precision Micro | B-character F1 Micro | B-character Recall Micro | B-character Precision Micro | I-character F1 Micro | I-character Recall Micro | I-character Precision Micro | B-country F1 Micro | B-country Recall Micro | B-country Precision Micro | B-gpe F1 Micro | B-gpe Recall Micro | B-gpe Precision Micro | B-group F1 Micro | B-group Recall Micro | B-group Precision Micro | I-group F1 Micro | I-group Recall Micro | I-group Precision Micro | B-law F1 Micro | B-law Recall Micro | B-law Precision Micro | B-ordinal F1 Micro | B-ordinal Recall Micro | B-ordinal Precision Micro | B-crime F1 Micro | B-crime Recall Micro | B-crime Precision Micro | I-crime F1 Micro | I-crime Recall Micro | I-crime Precision Micro | B-money F1 Micro | B-money Recall Micro | B-money Precision Micro | I-money F1 Micro | I-money Recall Micro | I-money Precision Micro | B-currency F1 Micro | B-currency Recall Micro | B-currency Precision Micro | B-quantity F1 Micro | B-quantity Recall Micro | B-quantity Precision Micro | I-quantity F1 Micro | I-quantity Recall Micro | I-quantity Precision Micro | B-commodity F1 Micro | B-commodity Recall Micro | B-commodity Precision Micro | B-economic Sector F1 Micro | B-economic Sector Recall Micro | B-economic Sector Precision Micro | I-law F1 Micro | I-law Recall Micro | I-law Precision Micro | B-location F1 Micro | B-location Recall Micro | B-location Precision Micro | I-location F1 Micro | I-location Recall Micro | I-location Precision Micro | I-gpe F1 Micro | I-gpe Recall Micro | I-gpe Precision Micro | I-economic Sector F1 Micro | I-economic Sector Recall Micro | I-economic Sector Precision Micro | I-country F1 Micro | I-country Recall Micro | I-country Precision Micro | B-percent F1 Micro | B-percent Recall Micro | B-percent Precision Micro | I-percent F1 Micro | I-percent Recall Micro | I-percent Precision Micro | B-weapon F1 Micro | B-weapon Recall Micro | B-weapon Precision Micro | B-region F1 Micro | B-region Recall Micro | B-region Precision Micro | I-region F1 Micro | I-region Recall Micro | I-region Precision Micro | I-weapon F1 Micro | I-weapon Recall Micro | I-weapon Precision Micro | B-disease F1 Micro | B-disease Recall Micro | B-disease Precision Micro | I-disease F1 Micro | I-disease Recall Micro | I-disease Precision Micro | B-norp F1 Micro | B-norp Recall Micro | B-norp Precision Micro | B-time F1 Micro | B-time Recall Micro | B-time Precision Micro | I-time F1 Micro | I-time Recall Micro | I-time Precision Micro | B-city F1 Micro | B-city Recall Micro | B-city Precision Micro | I-city F1 Micro | I-city Recall Micro | I-city Precision Micro | B-penalty F1 Micro | B-penalty Recall Micro | B-penalty Precision Micro | I-penalty F1 Micro | I-penalty Recall Micro | I-penalty Precision Micro | B-age F1 Micro | B-age Recall Micro | B-age Precision Micro | I-age F1 Micro | I-age Recall Micro | I-age Precision Micro | B-borough F1 Micro | B-borough Recall Micro | B-borough Precision Micro | I-cardinal F1 Micro | I-cardinal Recall Micro | I-cardinal Precision Micro | B-product F1 Micro | B-product Recall Micro | B-product Precision Micro | I-product F1 Micro | I-product Recall Micro | I-product Precision Micro | B-trade Agreement F1 Micro | B-trade Agreement Recall Micro | B-trade Agreement Precision Micro | I-trade Agreement F1 Micro | I-trade Agreement Recall Micro | I-trade Agreement Precision Micro | B-street F1 Micro | B-street Recall Micro | B-street Precision Micro | I-street F1 Micro | I-street Recall Micro | I-street Precision Micro | I-borough F1 Micro | I-borough Recall Micro | I-borough Precision Micro | B-investment Program F1 Micro | B-investment Program Recall Micro | B-investment Program Precision Micro | I-investment Program F1 Micro | I-investment Program Recall Micro | I-investment Program Precision Micro | I-commodity F1 Micro | I-commodity Recall Micro | I-commodity Precision Micro | B-application F1 Micro | B-application Recall Micro | B-application Precision Micro | B-price F1 Micro | B-price Recall Micro | B-price Precision Micro | I-price F1 Micro | I-price Recall Micro | I-price Precision Micro | B-village F1 Micro | B-village Recall Micro | B-village Precision Micro | I-village F1 Micro | I-village Recall Micro | I-village Precision Micro | B-family F1 Micro | B-family Recall Micro | B-family Precision Micro | I-ordinal F1 Micro | I-ordinal Recall Micro | I-ordinal Precision Micro | B-vehicle F1 Micro | B-vehicle Recall Micro | B-vehicle Precision Micro | I-vehicle F1 Micro | I-vehicle Recall Micro | I-vehicle Precision Micro | I-application F1 Micro | I-application Recall Micro | I-application Precision Micro | B-award F1 Micro | B-award Recall Micro | B-award Precision Micro | I-award F1 Micro | I-award Recall Micro | I-award Precision Micro | B-religion F1 Micro | B-religion Recall Micro | B-religion Precision Micro | I-family F1 Micro | I-family Recall Micro | I-family Precision Micro | I-currency F1 Micro | I-currency Recall Micro | I-currency Precision Micro | B-language F1 Micro | B-language Recall Micro | B-language Precision Micro | B-nationality F1 Micro | B-nationality Recall Micro | B-nationality Precision Micro | B-house F1 Micro | B-house Recall Micro | B-house Precision Micro | I-house F1 Micro | I-house Recall Micro | I-house Precision Micro | I-language F1 Micro | I-language Recall Micro | I-language Precision Micro | I-norp F1 Micro | I-norp Recall Micro | I-norp Precision Micro | B-website F1 Micro | B-website Recall Micro | B-website Precision Micro | I-website F1 Micro | I-website Recall Micro | I-website Precision Micro | F1 Macro | Recall Macro | Precision Macro |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.0216 | 1.0 | 3014 | 0.0181 | 0.0148 | 0.1500 | 0.9053 | 0.0818 | 0.5598 | 0.5195 | 0.6068 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6053 | 0.4875 | 0.7981 | 0.0094 | 0.9496 | 0.0047 | 0.7719 | 0.7640 | 0.78 | 0.2908 | 0.4972 | 0.2055 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9448 | 0.9469 | 0.9427 | 0.4403 | 0.5484 | 0.3678 | 0.6159 | 0.5933 | 0.6403 | 0.4455 | 0.8888 | 0.2973 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5811 | 0.9716 | 0.4146 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0029 | 0.9373 | 0.0014 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0573 | 0.0881 | 0.0550 |
| 0.0127 | 2.0 | 6028 | 0.0108 | 0.0699 | 0.1552 | 0.9413 | 0.0846 | 0.8462 | 0.9122 | 0.7890 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6220 | 0.5631 | 0.6946 | 0.2466 | 0.5177 | 0.1619 | 0.4056 | 0.2829 | 0.7157 | 0.1536 | 0.1183 | 0.2190 | 0.5825 | 0.8709 | 0.4376 | 0.6548 | 0.9642 | 0.4957 | 0.8664 | 0.8834 | 0.8501 | 0.2963 | 0.7769 | 0.1831 | 0.3222 | 0.7450 | 0.2056 | 0.5833 | 0.5133 | 0.6754 | 0.9822 | 0.9779 | 0.9866 | 0.3569 | 0.9857 | 0.2179 | 0.4424 | 0.7698 | 0.3104 | 0.4945 | 0.7980 | 0.3582 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6040 | 0.9832 | 0.4359 | 0.6860 | 0.6698 | 0.7030 | 0.0021 | 0.7110 | 0.0011 | 0.0141 | 0.0075 | 0.1111 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8353 | 0.7761 | 0.9043 | 0.6068 | 0.9483 | 0.4462 | 0.6873 | 0.9104 | 0.5520 | 0.0 | 0.0 | 0.0 | 0.4677 | 0.7069 | 0.3494 | 0.0011 | 0.9182 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0957 | 0.0508 | 0.8182 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8025 | 0.7647 | 0.8442 | 0.6966 | 0.9688 | 0.5439 | 0.1579 | 0.0857 | 1.0 | 0.7368 | 0.6604 | 0.8333 | 0.4767 | 0.7419 | 0.3511 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0364 | 0.0208 | 0.1429 | 0.4819 | 0.7107 | 0.3645 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4834 | 0.3592 | 0.7391 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1710 | 0.2356 | 0.1787 |
| 0.0097 | 3.0 | 9042 | 0.0094 | 0.1945 | 0.1524 | 0.9169 | 0.0831 | 0.7831 | 0.9512 | 0.6655 | 0.0 | 0.0 | 0.0 | 0.05 | 0.0256 | 1.0 | 0.6526 | 0.6748 | 0.6318 | 0.2481 | 0.7021 | 0.1507 | 0.4570 | 0.4225 | 0.4977 | 0.1608 | 0.2722 | 0.1141 | 0.3772 | 0.8671 | 0.2410 | 0.6633 | 0.9597 | 0.5068 | 0.8813 | 0.9104 | 0.8539 | 0.2975 | 0.8223 | 0.1816 | 0.2671 | 0.8389 | 0.1588 | 0.7048 | 0.78 | 0.6429 | 0.9801 | 0.9801 | 0.9801 | 0.3548 | 0.9857 | 0.2164 | 0.3554 | 0.8214 | 0.2267 | 0.4975 | 0.8913 | 0.3451 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6133 | 0.9793 | 0.4464 | 0.6033 | 0.8679 | 0.4623 | 0.6547 | 0.6920 | 0.6212 | 0.1392 | 0.2857 | 0.0920 | 0.0 | 0.0 | 0.0 | 0.6905 | 0.6042 | 0.8056 | 0.0 | 0.0 | 0.0 | 0.235 | 0.3481 | 0.1774 | 0.8561 | 0.8881 | 0.8264 | 0.6005 | 0.9705 | 0.4347 | 0.7018 | 0.9925 | 0.5429 | 0.6698 | 0.6121 | 0.7396 | 0.4704 | 0.8678 | 0.3226 | 0.6997 | 0.9636 | 0.5492 | 0.1622 | 0.0923 | 0.6667 | 0.3448 | 0.3107 | 0.3873 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1748 | 0.1552 | 0.2 | 0.0 | 0.0 | 0.0 | 0.8024 | 0.7882 | 0.8171 | 0.6738 | 0.9844 | 0.5122 | 0.7087 | 0.6429 | 0.7895 | 0.7137 | 0.7642 | 0.6694 | 0.3383 | 0.9194 | 0.2073 | 0.4627 | 0.7867 | 0.3278 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4889 | 0.6875 | 0.3793 | 0.4928 | 0.7547 | 0.3659 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2283 | 0.2929 | 0.1871 | 0.6940 | 0.7746 | 0.6286 | 0.2451 | 0.5208 | 0.1603 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2304 | 0.3201 | 0.2145 |
| 0.0081 | 4.0 | 12056 | 0.0086 | 0.1983 | 0.1555 | 0.9406 | 0.0848 | 0.7274 | 0.9244 | 0.5997 | 0.0 | 0.0 | 0.0 | 0.6279 | 0.6923 | 0.5745 | 0.6954 | 0.7039 | 0.6872 | 0.2656 | 0.6950 | 0.1642 | 0.4978 | 0.4419 | 0.57 | 0.1519 | 0.1992 | 0.1227 | 0.3672 | 0.8709 | 0.2326 | 0.6585 | 0.9642 | 0.5 | 0.8515 | 0.9226 | 0.7906 | 0.2973 | 0.8450 | 0.1804 | 0.2792 | 0.8591 | 0.1667 | 0.6914 | 0.7467 | 0.6437 | 0.9823 | 0.9823 | 0.9823 | 0.3564 | 0.9857 | 0.2176 | 0.3370 | 0.8611 | 0.2095 | 0.4950 | 0.9166 | 0.3390 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6171 | 0.9871 | 0.4489 | 0.5185 | 0.9245 | 0.3603 | 0.6678 | 0.7262 | 0.6181 | 0.1400 | 0.3383 | 0.0882 | 0.0 | 0.0 | 0.0 | 0.6604 | 0.7292 | 0.6034 | 0.0 | 0.0 | 0.0 | 0.2657 | 0.3926 | 0.2008 | 0.8621 | 0.9328 | 0.8013 | 0.6099 | 0.9779 | 0.4431 | 0.7018 | 0.9925 | 0.5429 | 0.7345 | 0.7155 | 0.7545 | 0.4947 | 0.8046 | 0.3571 | 0.6881 | 0.9727 | 0.5323 | 0.5419 | 0.6462 | 0.4667 | 0.3923 | 0.4633 | 0.3402 | 0.0 | 0.0 | 0.0 | 0.3057 | 0.3288 | 0.2857 | 0.0 | 0.0 | 0.0 | 0.2437 | 0.4138 | 0.1727 | 0.0 | 0.0 | 0.0 | 0.8256 | 0.8353 | 0.8161 | 0.6545 | 0.9766 | 0.4921 | 0.7838 | 0.8286 | 0.7436 | 0.7373 | 0.7547 | 0.7207 | 0.3459 | 0.8871 | 0.2148 | 0.375 | 0.92 | 0.2355 | 0.0 | 0.0 | 0.0 | 0.0625 | 0.0333 | 0.5 | 0.8696 | 0.8696 | 0.8696 | 0.6122 | 0.625 | 0.6 | 0.4928 | 0.7083 | 0.3778 | 0.4711 | 0.7170 | 0.3508 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2338 | 0.3838 | 0.1681 | 0.7000 | 0.7887 | 0.6292 | 0.25 | 0.5938 | 0.1583 | 0.0769 | 0.0417 | 0.5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4928 | 0.5152 | 0.4722 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2686 | 0.3743 | 0.2375 |
| 0.0073 | 5.0 | 15070 | 0.0082 | 0.1998 | 0.1546 | 0.9340 | 0.0843 | 0.8846 | 0.9439 | 0.8323 | 0.0 | 0.0 | 0.0 | 0.6000 | 0.6923 | 0.5294 | 0.6854 | 0.7087 | 0.6636 | 0.2572 | 0.6950 | 0.1578 | 0.5011 | 0.4574 | 0.5540 | 0.1780 | 0.2229 | 0.1481 | 0.5076 | 0.8728 | 0.3578 | 0.6633 | 0.9630 | 0.5059 | 0.8770 | 0.9114 | 0.8452 | 0.3028 | 0.8412 | 0.1846 | 0.2705 | 0.8523 | 0.1608 | 0.6914 | 0.7467 | 0.6437 | 0.9737 | 0.9823 | 0.9652 | 0.3503 | 0.9857 | 0.2130 | 0.5243 | 0.8552 | 0.3781 | 0.5052 | 0.8715 | 0.3557 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6192 | 0.9832 | 0.4519 | 0.5766 | 0.9057 | 0.4229 | 0.6209 | 0.7909 | 0.5111 | 0.1616 | 0.5789 | 0.0939 | 0.0 | 0.0 | 0.0 | 0.6078 | 0.6458 | 0.5741 | 0.25 | 0.1556 | 0.6364 | 0.2813 | 0.3407 | 0.2396 | 0.8581 | 0.9254 | 0.8 | 0.6059 | 0.9815 | 0.4382 | 0.7000 | 0.9925 | 0.5407 | 0.7342 | 0.75 | 0.7190 | 0.4958 | 0.8506 | 0.3499 | 0.6908 | 0.9545 | 0.5412 | 0.5775 | 0.6308 | 0.5325 | 0.4099 | 0.5593 | 0.3235 | 0.4038 | 0.3088 | 0.5833 | 0.2929 | 0.5616 | 0.1981 | 0.1429 | 0.1 | 0.25 | 0.2573 | 0.5345 | 0.1694 | 0.3077 | 0.4615 | 0.2308 | 0.8402 | 0.8353 | 0.8452 | 0.6986 | 0.9688 | 0.5463 | 0.7703 | 0.8143 | 0.7308 | 0.7671 | 0.7925 | 0.7434 | 0.3209 | 0.9032 | 0.1951 | 0.3784 | 0.9333 | 0.2373 | 0.24 | 0.1429 | 0.75 | 0.4138 | 0.6 | 0.3158 | 0.8235 | 0.9130 | 0.75 | 0.7556 | 0.7083 | 0.8095 | 0.5271 | 0.7083 | 0.4198 | 0.5153 | 0.7925 | 0.3818 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5714 | 0.4 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2771 | 0.3232 | 0.2424 | 0.7319 | 0.8169 | 0.6629 | 0.2273 | 0.5208 | 0.1453 | 0.5500 | 0.4583 | 0.6875 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5618 | 0.7576 | 0.4464 | 0.0 | 0.0 | 0.0 | 0.3529 | 0.2143 | 1.0 | 0.0 | 0.0 | 0.0 | 0.25 | 0.1538 | 0.6667 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3146 | 0.4171 | 0.3008 |
| 0.0066 | 6.0 | 18084 | 0.0081 | 0.2002 | 0.1552 | 0.9379 | 0.0846 | 0.7549 | 0.9317 | 0.6346 | 0.0 | 0.0 | 0.0 | 0.6604 | 0.8974 | 0.5224 | 0.6829 | 0.7476 | 0.6286 | 0.2497 | 0.7376 | 0.1503 | 0.4990 | 0.4845 | 0.5144 | 0.1769 | 0.2840 | 0.1285 | 0.4666 | 0.8748 | 0.3181 | 0.6644 | 0.9686 | 0.5056 | 0.8738 | 0.9170 | 0.8345 | 0.2985 | 0.8374 | 0.1816 | 0.2693 | 0.8322 | 0.1606 | 0.6903 | 0.7133 | 0.6687 | 0.9823 | 0.9801 | 0.9844 | 0.3573 | 0.9892 | 0.2180 | 0.4662 | 0.8353 | 0.3233 | 0.4943 | 0.9197 | 0.3379 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6243 | 0.9832 | 0.4573 | 0.6209 | 0.8962 | 0.475 | 0.6807 | 0.7376 | 0.6319 | 0.1290 | 0.3910 | 0.0773 | 0.1333 | 0.0714 | 1.0 | 0.6296 | 0.7083 | 0.5667 | 0.3548 | 0.2444 | 0.6471 | 0.2818 | 0.3037 | 0.2628 | 0.8521 | 0.9030 | 0.8067 | 0.6129 | 0.9668 | 0.4486 | 0.7037 | 0.9925 | 0.5451 | 0.75 | 0.8276 | 0.6857 | 0.4805 | 0.8851 | 0.3298 | 0.7067 | 0.9636 | 0.5579 | 0.5750 | 0.7077 | 0.4842 | 0.4254 | 0.6045 | 0.3282 | 0.4737 | 0.3971 | 0.5870 | 0.3116 | 0.5890 | 0.2118 | 0.2564 | 0.5 | 0.1724 | 0.2756 | 0.6034 | 0.1786 | 0.2090 | 0.5385 | 0.1296 | 0.8421 | 0.8471 | 0.8372 | 0.6375 | 0.9688 | 0.4751 | 0.7673 | 0.8714 | 0.6854 | 0.7943 | 0.7830 | 0.8058 | 0.3073 | 0.9194 | 0.1845 | 0.3581 | 0.9333 | 0.2215 | 0.2963 | 0.1905 | 0.6667 | 0.3778 | 0.5667 | 0.2833 | 0.8571 | 0.9130 | 0.8077 | 0.2787 | 0.7083 | 0.1735 | 0.4658 | 0.7083 | 0.3469 | 0.5010 | 0.8239 | 0.3599 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7368 | 0.7 | 0.7778 | 0.6250 | 0.7143 | 0.5556 | 0.0 | 0.0 | 0.0 | 0.1827 | 0.3737 | 0.1209 | 0.6880 | 0.8310 | 0.5871 | 0.2375 | 0.6458 | 0.1455 | 0.4889 | 0.4583 | 0.5238 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5045 | 0.8485 | 0.3590 | 0.0 | 0.0 | 0.0 | 0.4545 | 0.3571 | 0.625 | 0.0 | 0.0 | 0.0 | 0.5581 | 0.4615 | 0.7059 | 0.1600 | 0.1 | 0.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3238 | 0.4510 | 0.2972 |
| 0.0055 | 7.0 | 21098 | 0.0081 | 0.2005 | 0.1546 | 0.9337 | 0.0843 | 0.8097 | 0.9341 | 0.7146 | 0.125 | 0.0667 | 1.0 | 0.6606 | 0.9231 | 0.5143 | 0.6851 | 0.7233 | 0.6507 | 0.2516 | 0.7092 | 0.1529 | 0.5021 | 0.4690 | 0.5402 | 0.1864 | 0.3037 | 0.1345 | 0.5560 | 0.8748 | 0.4075 | 0.6667 | 0.9563 | 0.5117 | 0.8751 | 0.9216 | 0.8331 | 0.2931 | 0.8526 | 0.1770 | 0.2707 | 0.8322 | 0.1617 | 0.6774 | 0.7 | 0.6562 | 0.9834 | 0.9801 | 0.9866 | 0.3580 | 0.9892 | 0.2185 | 0.5121 | 0.8393 | 0.3685 | 0.5118 | 0.8332 | 0.3693 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6301 | 0.9806 | 0.4642 | 0.6242 | 0.9245 | 0.4712 | 0.7 | 0.7452 | 0.6599 | 0.1576 | 0.4586 | 0.0952 | 0.4651 | 0.3571 | 0.6667 | 0.6034 | 0.7292 | 0.5147 | 0.5128 | 0.4444 | 0.6061 | 0.3070 | 0.5037 | 0.2208 | 0.8601 | 0.9179 | 0.8092 | 0.608 | 0.9815 | 0.4404 | 0.7112 | 0.9925 | 0.5542 | 0.7376 | 0.8362 | 0.6599 | 0.4648 | 0.8908 | 0.3144 | 0.6971 | 0.9727 | 0.5431 | 0.5590 | 0.6923 | 0.4688 | 0.4260 | 0.6102 | 0.3273 | 0.5286 | 0.5441 | 0.5139 | 0.2987 | 0.6301 | 0.1957 | 0.2692 | 0.7 | 0.1667 | 0.2632 | 0.6034 | 0.1683 | 0.1261 | 0.5385 | 0.0714 | 0.8256 | 0.8353 | 0.8161 | 0.6649 | 0.9766 | 0.5040 | 0.7891 | 0.8286 | 0.7532 | 0.7773 | 0.7736 | 0.7810 | 0.3198 | 0.8871 | 0.1950 | 0.3665 | 0.9333 | 0.2280 | 0.4167 | 0.4762 | 0.3704 | 0.3969 | 0.8667 | 0.2574 | 0.8077 | 0.9130 | 0.7241 | 0.3429 | 0.75 | 0.2222 | 0.5101 | 0.7917 | 0.3762 | 0.5250 | 0.7925 | 0.3925 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3063 | 0.3148 | 0.2982 | 0.7273 | 0.8 | 0.6667 | 0.5556 | 0.7143 | 0.4545 | 0.1 | 0.0526 | 1.0 | 0.2025 | 0.2424 | 0.1739 | 0.7117 | 0.8169 | 0.6304 | 0.2538 | 0.6979 | 0.1551 | 0.6 | 0.75 | 0.5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4375 | 0.4375 | 0.4375 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6420 | 0.7879 | 0.5417 | 0.0 | 0.0 | 0.0 | 0.4286 | 0.4286 | 0.4286 | 0.0 | 0.0 | 0.0 | 0.4737 | 0.3462 | 0.75 | 0.1667 | 0.1 | 0.5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5333 | 0.4211 | 0.7273 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3517 | 0.4858 | 0.3284 |
| 0.0053 | 8.0 | 24112 | 0.0082 | 0.1999 | 0.1534 | 0.9236 | 0.0836 | 0.7928 | 0.9195 | 0.6969 | 0.5 | 0.3333 | 1.0 | 0.6372 | 0.9231 | 0.4865 | 0.6901 | 0.7136 | 0.6682 | 0.2475 | 0.7163 | 0.1496 | 0.4940 | 0.4767 | 0.5125 | 0.1911 | 0.3136 | 0.1374 | 0.5150 | 0.8748 | 0.3650 | 0.6634 | 0.9731 | 0.5032 | 0.8826 | 0.9188 | 0.8491 | 0.2999 | 0.8393 | 0.1826 | 0.2838 | 0.8591 | 0.1700 | 0.6794 | 0.7133 | 0.6485 | 0.9812 | 0.9801 | 0.9823 | 0.3538 | 0.9892 | 0.2155 | 0.5168 | 0.8373 | 0.3738 | 0.5108 | 0.8826 | 0.3594 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6386 | 0.9793 | 0.4738 | 0.6667 | 0.9151 | 0.5243 | 0.6822 | 0.7795 | 0.6065 | 0.1606 | 0.6165 | 0.0923 | 0.4651 | 0.3571 | 0.6667 | 0.5833 | 0.7292 | 0.4861 | 0.5128 | 0.4444 | 0.6061 | 0.3333 | 0.5926 | 0.2319 | 0.8592 | 0.9104 | 0.8133 | 0.6054 | 0.9852 | 0.4370 | 0.7112 | 0.9925 | 0.5542 | 0.7623 | 0.8017 | 0.7266 | 0.4849 | 0.8793 | 0.3348 | 0.6977 | 0.9545 | 0.5497 | 0.5823 | 0.7077 | 0.4946 | 0.4007 | 0.6384 | 0.2920 | 0.4892 | 0.5 | 0.4789 | 0.2939 | 0.6301 | 0.1917 | 0.2222 | 0.7 | 0.1321 | 0.2485 | 0.7241 | 0.15 | 0.0547 | 0.5385 | 0.0288 | 0.8439 | 0.8588 | 0.8295 | 0.6544 | 0.9688 | 0.4940 | 0.7891 | 0.8286 | 0.7532 | 0.8037 | 0.8113 | 0.7963 | 0.3115 | 0.9194 | 0.1875 | 0.3646 | 0.96 | 0.225 | 0.4444 | 0.3810 | 0.5333 | 0.4286 | 0.8 | 0.2927 | 0.7925 | 0.9130 | 0.7 | 0.3960 | 0.8333 | 0.2597 | 0.5205 | 0.7917 | 0.3878 | 0.5314 | 0.7987 | 0.3981 | 0.1143 | 0.1333 | 0.1 | 0.0 | 0.0 | 0.0 | 0.1463 | 0.1111 | 0.2143 | 0.9 | 0.9 | 0.9 | 0.6667 | 0.7143 | 0.625 | 0.2727 | 0.1579 | 1.0 | 0.1782 | 0.4040 | 0.1143 | 0.6934 | 0.8521 | 0.5845 | 0.2450 | 0.7604 | 0.146 | 0.5846 | 0.7917 | 0.4634 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2857 | 0.25 | 0.3333 | 0.3182 | 0.4375 | 0.25 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.675 | 0.8182 | 0.5745 | 0.2353 | 0.1333 | 1.0 | 0.4516 | 0.5 | 0.4118 | 0.0 | 0.0 | 0.0 | 0.6818 | 0.5769 | 0.8333 | 0.2439 | 0.25 | 0.2381 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.4737 | 0.5294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3670 | 0.5084 | 0.3407 |
| 0.0049 | 9.0 | 27126 | 0.0084 | 0.2007 | 0.1540 | 0.9290 | 0.0840 | 0.7835 | 0.9268 | 0.6786 | 0.5 | 0.3333 | 1.0 | 0.6792 | 0.9231 | 0.5373 | 0.6993 | 0.7282 | 0.6726 | 0.2506 | 0.7376 | 0.1509 | 0.5072 | 0.4767 | 0.5419 | 0.1962 | 0.3116 | 0.1431 | 0.5277 | 0.8709 | 0.3786 | 0.6687 | 0.9731 | 0.5094 | 0.8822 | 0.9114 | 0.8548 | 0.2979 | 0.8223 | 0.1819 | 0.2781 | 0.8725 | 0.1654 | 0.6916 | 0.74 | 0.6491 | 0.9791 | 0.9823 | 0.9758 | 0.3527 | 0.9892 | 0.2146 | 0.5203 | 0.8651 | 0.3720 | 0.4851 | 0.9259 | 0.3287 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6408 | 0.9819 | 0.4756 | 0.6397 | 0.8962 | 0.4974 | 0.6777 | 0.7757 | 0.6018 | 0.1587 | 0.6391 | 0.0906 | 0.4286 | 0.3214 | 0.6429 | 0.6087 | 0.7292 | 0.5224 | 0.5185 | 0.4667 | 0.5833 | 0.3408 | 0.5630 | 0.2444 | 0.8417 | 0.8731 | 0.8125 | 0.6020 | 0.9852 | 0.4334 | 0.7074 | 0.9925 | 0.5496 | 0.7398 | 0.7845 | 0.7 | 0.4893 | 0.8563 | 0.3425 | 0.7063 | 0.9727 | 0.5544 | 0.6174 | 0.7077 | 0.5476 | 0.4135 | 0.6215 | 0.3099 | 0.5455 | 0.5294 | 0.5625 | 0.3067 | 0.6301 | 0.2026 | 0.1905 | 0.6 | 0.1132 | 0.2676 | 0.6897 | 0.1660 | 0.0881 | 0.5385 | 0.0479 | 0.8353 | 0.8353 | 0.8353 | 0.6578 | 0.9688 | 0.4980 | 0.7974 | 0.8714 | 0.7349 | 0.7928 | 0.8302 | 0.7586 | 0.2872 | 0.9194 | 0.1701 | 0.3577 | 0.9467 | 0.2205 | 0.4878 | 0.4762 | 0.5 | 0.4262 | 0.8667 | 0.2826 | 0.6885 | 0.9130 | 0.5526 | 0.3478 | 0.8333 | 0.2198 | 0.5241 | 0.7917 | 0.3918 | 0.5304 | 0.8239 | 0.3910 | 0.0563 | 0.1333 | 0.0357 | 0.0 | 0.0 | 0.0 | 0.2526 | 0.2222 | 0.2927 | 0.7826 | 0.9 | 0.6923 | 0.3243 | 0.8571 | 0.2 | 0.2222 | 0.1579 | 0.375 | 0.2252 | 0.4242 | 0.1533 | 0.7087 | 0.8310 | 0.6178 | 0.2533 | 0.7083 | 0.1542 | 0.5806 | 0.75 | 0.4737 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5333 | 1.0 | 0.3636 | 0.2963 | 0.5 | 0.2105 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5870 | 0.8182 | 0.4576 | 0.2927 | 0.4 | 0.2308 | 0.4242 | 0.5 | 0.3684 | 0.0 | 0.0 | 0.0 | 0.6818 | 0.5769 | 0.8333 | 0.2381 | 0.25 | 0.2273 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.4737 | 0.5294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3644 | 0.5231 | 0.3166 |
| 0.0047 | 10.0 | 30140 | 0.0084 | 0.2011 | 0.1544 | 0.9315 | 0.0841 | 0.8128 | 0.9317 | 0.7208 | 0.6667 | 0.5333 | 0.8889 | 0.6429 | 0.9231 | 0.4932 | 0.6806 | 0.7136 | 0.6504 | 0.2455 | 0.7234 | 0.1478 | 0.5075 | 0.5233 | 0.4927 | 0.1853 | 0.3511 | 0.1259 | 0.5605 | 0.8651 | 0.4146 | 0.6646 | 0.9720 | 0.5049 | 0.8780 | 0.9198 | 0.8399 | 0.3014 | 0.8374 | 0.1837 | 0.2800 | 0.8523 | 0.1675 | 0.6911 | 0.7533 | 0.6384 | 0.9801 | 0.9823 | 0.9780 | 0.3523 | 0.9892 | 0.2143 | 0.5709 | 0.8790 | 0.4227 | 0.4985 | 0.9024 | 0.3443 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6386 | 0.9806 | 0.4735 | 0.6295 | 0.9057 | 0.4824 | 0.6745 | 0.7681 | 0.6012 | 0.1583 | 0.5564 | 0.0923 | 0.4444 | 0.3571 | 0.5882 | 0.5645 | 0.7292 | 0.4605 | 0.4384 | 0.3556 | 0.5714 | 0.3450 | 0.5111 | 0.2604 | 0.8705 | 0.9030 | 0.8403 | 0.6175 | 0.9742 | 0.4521 | 0.7112 | 0.9925 | 0.5542 | 0.7692 | 0.8190 | 0.7252 | 0.5059 | 0.8621 | 0.3580 | 0.7039 | 0.9727 | 0.5515 | 0.5629 | 0.7231 | 0.4608 | 0.4449 | 0.5932 | 0.3559 | 0.5564 | 0.5441 | 0.5692 | 0.3026 | 0.6301 | 0.1991 | 0.2000 | 0.6 | 0.12 | 0.2588 | 0.7586 | 0.1560 | 0.0528 | 0.5385 | 0.0278 | 0.8488 | 0.8588 | 0.8391 | 0.6813 | 0.9688 | 0.5254 | 0.8054 | 0.8571 | 0.7595 | 0.8019 | 0.8019 | 0.8019 | 0.2977 | 0.9194 | 0.1776 | 0.3708 | 0.9467 | 0.2305 | 0.5714 | 0.5714 | 0.5714 | 0.4370 | 0.8667 | 0.2921 | 0.7000 | 0.9130 | 0.5676 | 0.5057 | 0.9167 | 0.3492 | 0.5655 | 0.8542 | 0.4227 | 0.5659 | 0.8239 | 0.4309 | 0.0408 | 0.1333 | 0.0241 | 0.0 | 0.0 | 0.0 | 0.0845 | 0.0556 | 0.1765 | 0.8571 | 0.9 | 0.8182 | 0.4545 | 0.7143 | 0.3333 | 0.25 | 0.1579 | 0.6 | 0.2537 | 0.4343 | 0.1792 | 0.7125 | 0.8028 | 0.6404 | 0.2443 | 0.6667 | 0.1495 | 0.625 | 0.8333 | 0.5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3571 | 0.625 | 0.25 | 0.3077 | 0.5 | 0.2222 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6047 | 0.7879 | 0.4906 | 0.2609 | 0.4 | 0.1935 | 0.3889 | 0.5 | 0.3182 | 0.0 | 0.0 | 0.0 | 0.7111 | 0.6154 | 0.8421 | 0.2667 | 0.3 | 0.24 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5143 | 0.4737 | 0.5625 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3701 | 0.5209 | 0.3221 |
The model card is truncated. Read the rest on Hugging Face.
- Task
- Token Classification
- Library
- transformers
- Type
- deberta-v2
- License
- mit
- Languages
- ru
- Created
- Jan 23, 2024
- Updated
- Jan 23, 2024