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---
license: apache-2.0
base_model: bert-base-multilingual-cased
tags:
- generated_from_trainer
model-index:
- name: bert-base-multilingual-cased-iob2-20240817115157
  results: []
---

<!-- 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. -->

# bert-base-multilingual-cased-iob2-20240817115157

This model is a fine-tuned version of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.2180
- Overall Strict Precision: 0.7750
- Overall Strict Recall: 0.7163
- Overall Strict F1: 0.7445
- Overall Ent Type Precision: 0.8604
- Overall Ent Type Recall: 0.7953
- Overall Ent Type F1: 0.8266
- Overall Partial Precision: 0.8316
- Overall Partial Recall: 0.7687
- Overall Partial F1: 0.7989
- Overall Exact Precision: 0.7860
- Overall Exact Recall: 0.7266
- Overall Exact F1: 0.7551
- Travellername Strict Precision: 0.1848
- Travellername Strict Recall: 0.5323
- Travellername Strict F1: 0.2743
- Travellername Ent Type Precision: 0.2526
- Travellername Ent Type Recall: 0.7278
- Travellername Ent Type F1: 0.3751
- Travellername Partial Precision: 0.2206
- Travellername Partial Recall: 0.6354
- Travellername Partial F1: 0.3275
- Travellername Exact Precision: 0.1858
- Travellername Exact Recall: 0.5352
- Travellername Exact F1: 0.2758
- Hotelfaxnumber Strict Precision: 0.1303
- Hotelfaxnumber Strict Recall: 0.8042
- Hotelfaxnumber Strict F1: 0.2243
- Hotelfaxnumber Ent Type Precision: 0.1475
- Hotelfaxnumber Ent Type Recall: 0.9106
- Hotelfaxnumber Ent Type F1: 0.2539
- Hotelfaxnumber Partial Precision: 0.1391
- Hotelfaxnumber Partial Recall: 0.8582
- Hotelfaxnumber Partial F1: 0.2393
- Hotelfaxnumber Exact Precision: 0.1304
- Hotelfaxnumber Exact Recall: 0.8047
- Hotelfaxnumber Exact F1: 0.2244
- Reservationnumber Strict Precision: 0.0378
- Reservationnumber Strict Recall: 0.5212
- Reservationnumber Strict F1: 0.0704
- Reservationnumber Ent Type Precision: 0.0391
- Reservationnumber Ent Type Recall: 0.5403
- Reservationnumber Ent Type F1: 0.0730
- Reservationnumber Partial Precision: 0.0469
- Reservationnumber Partial Recall: 0.6467
- Reservationnumber Partial F1: 0.0874
- Reservationnumber Exact Precision: 0.0453
- Reservationnumber Exact Recall: 0.6256
- Reservationnumber Exact F1: 0.0845
- Checkin Strict Precision: 0.2700
- Checkin Strict Recall: 0.9011
- Checkin Strict F1: 0.4155
- Checkin Ent Type Precision: 0.2764
- Checkin Ent Type Recall: 0.9225
- Checkin Ent Type F1: 0.4254
- Checkin Partial Precision: 0.2755
- Checkin Partial Recall: 0.9194
- Checkin Partial F1: 0.4240
- Checkin Exact Precision: 0.2718
- Checkin Exact Recall: 0.9070
- Checkin Exact F1: 0.4182
- Hotelcountry Strict Precision: 0.0574
- Hotelcountry Strict Recall: 0.7585
- Hotelcountry Strict F1: 0.1067
- Hotelcountry Ent Type Precision: 0.0583
- Hotelcountry Ent Type Recall: 0.7715
- Hotelcountry Ent Type F1: 0.1085
- Hotelcountry Partial Precision: 0.0598
- Hotelcountry Partial Recall: 0.7910
- Hotelcountry Partial F1: 0.1112
- Hotelcountry Exact Precision: 0.0592
- Hotelcountry Exact Recall: 0.7830
- Hotelcountry Exact F1: 0.1101
- Grossamount Strict Precision: 0.1730
- Grossamount Strict Recall: 0.6264
- Grossamount Strict F1: 0.2711
- Grossamount Ent Type Precision: 0.1917
- Grossamount Ent Type Recall: 0.6941
- Grossamount Ent Type F1: 0.3004
- Grossamount Partial Precision: 0.1855
- Grossamount Partial Recall: 0.6718
- Grossamount Partial F1: 0.2907
- Grossamount Exact Precision: 0.1757
- Grossamount Exact Recall: 0.6361
- Grossamount Exact F1: 0.2753
- Cardtype Strict Precision: 0.0533
- Cardtype Strict Recall: 0.5270
- Cardtype Strict F1: 0.0968
- Cardtype Ent Type Precision: 0.0599
- Cardtype Ent Type Recall: 0.5924
- Cardtype Ent Type F1: 0.1088
- Cardtype Partial Precision: 0.0566
- Cardtype Partial Recall: 0.5602
- Cardtype Partial F1: 0.1029
- Cardtype Exact Precision: 0.0533
- Cardtype Exact Recall: 0.5274
- Cardtype Exact F1: 0.0969
- Invoicedate Strict Precision: 0.2460
- Invoicedate Strict Recall: 0.9007
- Invoicedate Strict F1: 0.3865
- Invoicedate Ent Type Precision: 0.2524
- Invoicedate Ent Type Recall: 0.9240
- Invoicedate Ent Type F1: 0.3964
- Invoicedate Partial Precision: 0.2514
- Invoicedate Partial Recall: 0.9206
- Invoicedate Partial F1: 0.3950
- Invoicedate Exact Precision: 0.2482
- Invoicedate Exact Recall: 0.9086
- Invoicedate Exact F1: 0.3898
- Companycountry Strict Precision: 0.1626
- Companycountry Strict Recall: 0.8583
- Companycountry Strict F1: 0.2735
- Companycountry Ent Type Precision: 0.1642
- Companycountry Ent Type Recall: 0.8664
- Companycountry Ent Type F1: 0.2761
- Companycountry Partial Precision: 0.1677
- Companycountry Partial Recall: 0.8850
- Companycountry Partial F1: 0.2820
- Companycountry Exact Precision: 0.1667
- Companycountry Exact Recall: 0.8799
- Companycountry Exact F1: 0.2804
- Pagenumber Strict Precision: 0.1410
- Pagenumber Strict Recall: 0.8348
- Pagenumber Strict F1: 0.2413
- Pagenumber Ent Type Precision: 0.1421
- Pagenumber Ent Type Recall: 0.8414
- Pagenumber Ent Type F1: 0.2432
- Pagenumber Partial Precision: 0.1418
- Pagenumber Partial Recall: 0.8394
- Pagenumber Partial F1: 0.2426
- Pagenumber Exact Precision: 0.1412
- Pagenumber Exact Recall: 0.8358
- Pagenumber Exact F1: 0.2416
- Hotelbankaccount Strict Precision: 0.0
- Hotelbankaccount Strict Recall: 0
- Hotelbankaccount Strict F1: 0
- Hotelbankaccount Ent Type Precision: 0.0
- Hotelbankaccount Ent Type Recall: 0
- Hotelbankaccount Ent Type F1: 0
- Hotelbankaccount Partial Precision: 0.0
- Hotelbankaccount Partial Recall: 0
- Hotelbankaccount Partial F1: 0
- Hotelbankaccount Exact Precision: 0.0
- Hotelbankaccount Exact Recall: 0
- Hotelbankaccount Exact F1: 0
- Taxamount Strict Precision: 0.0893
- Taxamount Strict Recall: 0.7111
- Taxamount Strict F1: 0.1587
- Taxamount Ent Type Precision: 0.1014
- Taxamount Ent Type Recall: 0.8077
- Taxamount Ent Type F1: 0.1802
- Taxamount Partial Precision: 0.0968
- Taxamount Partial Recall: 0.7708
- Taxamount Partial F1: 0.1720
- Taxamount Exact Precision: 0.0903
- Taxamount Exact Recall: 0.7187
- Taxamount Exact F1: 0.1604
- Companyname Strict Precision: 0.1979
- Companyname Strict Recall: 0.6918
- Companyname Strict F1: 0.3077
- Companyname Ent Type Precision: 0.2477
- Companyname Ent Type Recall: 0.8659
- Companyname Ent Type F1: 0.3852
- Companyname Partial Precision: 0.2257
- Companyname Partial Recall: 0.7890
- Companyname Partial F1: 0.3510
- Companyname Exact Precision: 0.1993
- Companyname Exact Recall: 0.6968
- Companyname Exact F1: 0.3099
- Checkout Strict Precision: 0.2663
- Checkout Strict Recall: 0.8915
- Checkout Strict F1: 0.4102
- Checkout Ent Type Precision: 0.2714
- Checkout Ent Type Recall: 0.9084
- Checkout Ent Type F1: 0.4179
- Checkout Partial Precision: 0.2705
- Checkout Partial Recall: 0.9053
- Checkout Partial F1: 0.4165
- Checkout Exact Precision: 0.2678
- Checkout Exact Recall: 0.8965
- Checkout Exact F1: 0.4124
- Invoicenumber Strict Precision: 0.2367
- Invoicenumber Strict Recall: 0.8469
- Invoicenumber Strict F1: 0.3700
- Invoicenumber Ent Type Precision: 0.2518
- Invoicenumber Ent Type Recall: 0.9009
- Invoicenumber Ent Type F1: 0.3936
- Invoicenumber Partial Precision: 0.2467
- Invoicenumber Partial Recall: 0.8827
- Invoicenumber Partial F1: 0.3856
- Invoicenumber Exact Precision: 0.2390
- Invoicenumber Exact Recall: 0.8552
- Invoicenumber Exact F1: 0.3736
- Companyaddress Strict Precision: 0.2148
- Companyaddress Strict Recall: 0.7642
- Companyaddress Strict F1: 0.3354
- Companyaddress Ent Type Precision: 0.2539
- Companyaddress Ent Type Recall: 0.9032
- Companyaddress Ent Type F1: 0.3964
- Companyaddress Partial Precision: 0.2371
- Companyaddress Partial Recall: 0.8434
- Companyaddress Partial F1: 0.3701
- Companyaddress Exact Precision: 0.2161
- Companyaddress Exact Recall: 0.7689
- Companyaddress Exact F1: 0.3374
- Hoteltaxcode Strict Precision: 0.0414
- Hoteltaxcode Strict Recall: 0.4850
- Hoteltaxcode Strict F1: 0.0764
- Hoteltaxcode Ent Type Precision: 0.0449
- Hoteltaxcode Ent Type Recall: 0.5261
- Hoteltaxcode Ent Type F1: 0.0828
- Hoteltaxcode Partial Precision: 0.0472
- Hoteltaxcode Partial Recall: 0.5523
- Hoteltaxcode Partial F1: 0.0869
- Hoteltaxcode Exact Precision: 0.0451
- Hoteltaxcode Exact Recall: 0.5279
- Hoteltaxcode Exact F1: 0.0831
- Hotelname Strict Precision: 0.1157
- Hotelname Strict Recall: 0.3341
- Hotelname Strict F1: 0.1718
- Hotelname Ent Type Precision: 0.1838
- Hotelname Ent Type Recall: 0.5308
- Hotelname Ent Type F1: 0.2730
- Hotelname Partial Precision: 0.1515
- Hotelname Partial Recall: 0.4375
- Hotelname Partial F1: 0.2250
- Hotelname Exact Precision: 0.1161
- Hotelname Exact Recall: 0.3352
- Hotelname Exact F1: 0.1725
- Hotelphonenumber Strict Precision: 0.1778
- Hotelphonenumber Strict Recall: 0.7666
- Hotelphonenumber Strict F1: 0.2887
- Hotelphonenumber Ent Type Precision: 0.2107
- Hotelphonenumber Ent Type Recall: 0.9082
- Hotelphonenumber Ent Type F1: 0.3420
- Hotelphonenumber Partial Precision: 0.1946
- Hotelphonenumber Partial Recall: 0.8388
- Hotelphonenumber Partial F1: 0.3159
- Hotelphonenumber Exact Precision: 0.1781
- Hotelphonenumber Exact Recall: 0.7678
- Hotelphonenumber Exact F1: 0.2891
- Currencycode Strict Precision: 0.1032
- Currencycode Strict Recall: 0.4967
- Currencycode Strict F1: 0.1709
- Currencycode Ent Type Precision: 0.1037
- Currencycode Ent Type Recall: 0.4993
- Currencycode Ent Type F1: 0.1718
- Currencycode Partial Precision: 0.1036
- Currencycode Partial Recall: 0.4984
- Currencycode Partial F1: 0.1715
- Currencycode Exact Precision: 0.1033
- Currencycode Exact Recall: 0.4970
- Currencycode Exact F1: 0.1710
- Companyvatnumber Strict Precision: 0.0638
- Companyvatnumber Strict Recall: 0.6369
- Companyvatnumber Strict F1: 0.1160
- Companyvatnumber Ent Type Precision: 0.0685
- Companyvatnumber Ent Type Recall: 0.6843
- Companyvatnumber Ent Type F1: 0.1246
- Companyvatnumber Partial Precision: 0.0747
- Companyvatnumber Partial Recall: 0.7461
- Companyvatnumber Partial F1: 0.1358
- Companyvatnumber Exact Precision: 0.0718
- Companyvatnumber Exact Recall: 0.7165
- Companyvatnumber Exact F1: 0.1304
- Roomno Strict Precision: 0.2656
- Roomno Strict Recall: 0.8117
- Roomno Strict F1: 0.4002
- Roomno Ent Type Precision: 0.2671
- Roomno Ent Type Recall: 0.8165
- Roomno Ent Type F1: 0.4026
- Roomno Partial Precision: 0.2687
- Roomno Partial Recall: 0.8211
- Roomno Partial F1: 0.4049
- Roomno Exact Precision: 0.2678
- Roomno Exact Recall: 0.8184
- Roomno Exact F1: 0.4035
- Companycity Strict Precision: 0.2323
- Companycity Strict Recall: 0.8316
- Companycity Strict F1: 0.3632
- Companycity Ent Type Precision: 0.2477
- Companycity Ent Type Recall: 0.8867
- Companycity Ent Type F1: 0.3873
- Companycity Partial Precision: 0.2456
- Companycity Partial Recall: 0.8793
- Companycity Partial F1: 0.3840
- Companycity Exact Precision: 0.2369
- Companycity Exact Recall: 0.8479
- Companycity Exact F1: 0.3703
- Cardnumber Strict Precision: 0.0084
- Cardnumber Strict Recall: 0.3321
- Cardnumber Strict F1: 0.0164
- Cardnumber Ent Type Precision: 0.0116
- Cardnumber Ent Type Recall: 0.4605
- Cardnumber Ent Type F1: 0.0227
- Cardnumber Partial Precision: 0.0101
- Cardnumber Partial Recall: 0.3986
- Cardnumber Partial F1: 0.0197
- Cardnumber Exact Precision: 0.0084
- Cardnumber Exact Recall: 0.3340
- Cardnumber Exact F1: 0.0165
- Companyzipcode Strict Precision: 0.2479
- Companyzipcode Strict Recall: 0.9024
- Companyzipcode Strict F1: 0.3889
- Companyzipcode Ent Type Precision: 0.2547
- Companyzipcode Ent Type Recall: 0.9271
- Companyzipcode Ent Type F1: 0.3996
- Companyzipcode Partial Precision: 0.2544
- Companyzipcode Partial Recall: 0.9259
- Companyzipcode Partial F1: 0.3991
- Companyzipcode Exact Precision: 0.2499
- Companyzipcode Exact Recall: 0.9098
- Companyzipcode Exact F1: 0.3922
- Bookingnumber Strict Precision: 0.0370
- Bookingnumber Strict Recall: 0.4536
- Bookingnumber Strict F1: 0.0685
- Bookingnumber Ent Type Precision: 0.0450
- Bookingnumber Ent Type Recall: 0.5516
- Bookingnumber Ent Type F1: 0.0833
- Bookingnumber Partial Precision: 0.0478
- Bookingnumber Partial Recall: 0.5854
- Bookingnumber Partial F1: 0.0884
- Bookingnumber Exact Precision: 0.0428
- Bookingnumber Exact Recall: 0.5240
- Bookingnumber Exact F1: 0.0791
- Documenttype Strict Precision: 0.2160
- Documenttype Strict Recall: 0.7639
- Documenttype Strict F1: 0.3368
- Documenttype Ent Type Precision: 0.2356
- Documenttype Ent Type Recall: 0.8333
- Documenttype Ent Type F1: 0.3674
- Documenttype Partial Precision: 0.2265
- Documenttype Partial Recall: 0.8008
- Documenttype Partial F1: 0.3531
- Documenttype Exact Precision: 0.2163
- Documenttype Exact Recall: 0.7649
- Documenttype Exact F1: 0.3373
- Hotelcity Strict Precision: 0.1917
- Hotelcity Strict Recall: 0.6587
- Hotelcity Strict F1: 0.2970
- Hotelcity Ent Type Precision: 0.2083
- Hotelcity Ent Type Recall: 0.7158
- Hotelcity Ent Type F1: 0.3227
- Hotelcity Partial Precision: 0.2039
- Hotelcity Partial Recall: 0.7007
- Hotelcity Partial F1: 0.3159
- Hotelcity Exact Precision: 0.1947
- Hotelcity Exact Recall: 0.6688
- Hotelcity Exact F1: 0.3016
- Hotelvatnumber Strict Precision: 0.1425
- Hotelvatnumber Strict Recall: 0.6630
- Hotelvatnumber Strict F1: 0.2345
- Hotelvatnumber Ent Type Precision: 0.1533
- Hotelvatnumber Ent Type Recall: 0.7137
- Hotelvatnumber Ent Type F1: 0.2524
- Hotelvatnumber Partial Precision: 0.1579
- Hotelvatnumber Partial Recall: 0.7348
- Hotelvatnumber Partial F1: 0.2599
- Hotelvatnumber Exact Precision: 0.1517
- Hotelvatnumber Exact Recall: 0.7059
- Hotelvatnumber Exact F1: 0.2497
- Netamount Strict Precision: 0.0994
- Netamount Strict Recall: 0.6505
- Netamount Strict F1: 0.1725
- Netamount Ent Type Precision: 0.1134
- Netamount Ent Type Recall: 0.7419
- Netamount Ent Type F1: 0.1967
- Netamount Partial Precision: 0.1111
- Netamount Partial Recall: 0.7268
- Netamount Partial F1: 0.1927
- Netamount Exact Precision: 0.1036
- Netamount Exact Recall: 0.6778
- Netamount Exact F1: 0.1797
- Hotelemail Strict Precision: 0.1859
- Hotelemail Strict Recall: 0.8743
- Hotelemail Strict F1: 0.3066
- Hotelemail Ent Type Precision: 0.1939
- Hotelemail Ent Type Recall: 0.9120
- Hotelemail Ent Type F1: 0.3198
- Hotelemail Partial Precision: 0.1900
- Hotelemail Partial Recall: 0.8936
- Hotelemail Partial F1: 0.3134
- Hotelemail Exact Precision: 0.1860
- Hotelemail Exact Recall: 0.8747
- Hotelemail Exact F1: 0.3068
- Hoteladdress Strict Precision: 0.1410
- Hoteladdress Strict Recall: 0.4698
- Hoteladdress Strict F1: 0.2169
- Hoteladdress Ent Type Precision: 0.2095
- Hoteladdress Ent Type Recall: 0.6980
- Hoteladdress Ent Type F1: 0.3223
- Hoteladdress Partial Precision: 0.1780
- Hoteladdress Partial Recall: 0.5929
- Hoteladdress Partial F1: 0.2738
- Hoteladdress Exact Precision: 0.1420
- Hoteladdress Exact Recall: 0.4730
- Hoteladdress Exact F1: 0.2184
- Hotelzipcode Strict Precision: 0.2011
- Hotelzipcode Strict Recall: 0.7114
- Hotelzipcode Strict F1: 0.3136
- Hotelzipcode Ent Type Precision: 0.2124
- Hotelzipcode Ent Type Recall: 0.7515
- Hotelzipcode Ent Type F1: 0.3312
- Hotelzipcode Partial Precision: 0.2084
- Hotelzipcode Partial Recall: 0.7374
- Hotelzipcode Partial F1: 0.3250
- Hotelzipcode Exact Precision: 0.2023
- Hotelzipcode Exact Recall: 0.7155
- Hotelzipcode Exact F1: 0.3154
- Externalreservationnumber Strict Precision: 0.0011
- Externalreservationnumber Strict Recall: 0.0832
- Externalreservationnumber Strict F1: 0.0021
- Externalreservationnumber Ent Type Precision: 0.0059
- Externalreservationnumber Ent Type Recall: 0.4640
- Externalreservationnumber Ent Type F1: 0.0117
- Externalreservationnumber Partial Precision: 0.0057
- Externalreservationnumber Partial Recall: 0.4445
- Externalreservationnumber Partial F1: 0.0112
- Externalreservationnumber Exact Precision: 0.0020
- Externalreservationnumber Exact Recall: 0.1534
- Externalreservationnumber Exact F1: 0.0039

## 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: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 16
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.25
- num_epochs: 8

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Overall Strict Precision | Overall Strict Recall | Overall Strict F1 | Overall Ent Type Precision | Overall Ent Type Recall | Overall Ent Type F1 | Overall Partial Precision | Overall Partial Recall | Overall Partial F1 | Overall Exact Precision | Overall Exact Recall | Overall Exact F1 | Travellername Strict Precision | Travellername Strict Recall | Travellername Strict F1 | Travellername Ent Type Precision | Travellername Ent Type Recall | Travellername Ent Type F1 | Travellername Partial Precision | Travellername Partial Recall | Travellername Partial F1 | Travellername Exact Precision | Travellername Exact Recall | Travellername Exact F1 | Hotelfaxnumber Strict Precision | Hotelfaxnumber Strict Recall | Hotelfaxnumber Strict F1 | Hotelfaxnumber Ent Type Precision | Hotelfaxnumber Ent Type Recall | Hotelfaxnumber Ent Type F1 | Hotelfaxnumber Partial Precision | Hotelfaxnumber Partial Recall | Hotelfaxnumber Partial F1 | Hotelfaxnumber Exact Precision | Hotelfaxnumber Exact Recall | Hotelfaxnumber Exact F1 | Reservationnumber Strict Precision | Reservationnumber Strict Recall | Reservationnumber Strict F1 | Reservationnumber Ent Type Precision | Reservationnumber Ent Type Recall | Reservationnumber Ent Type F1 | Reservationnumber Partial Precision | Reservationnumber Partial Recall | Reservationnumber Partial F1 | Reservationnumber Exact Precision | Reservationnumber Exact Recall | Reservationnumber Exact F1 | Checkin Strict Precision | Checkin Strict Recall | Checkin Strict F1 | Checkin Ent Type Precision | Checkin Ent Type Recall | Checkin Ent Type F1 | Checkin Partial Precision | Checkin Partial Recall | Checkin Partial F1 | Checkin Exact Precision | Checkin Exact Recall | Checkin Exact F1 | Hotelcountry Strict Precision | Hotelcountry Strict Recall | Hotelcountry Strict F1 | Hotelcountry Ent Type Precision | Hotelcountry Ent Type Recall | Hotelcountry Ent Type F1 | Hotelcountry Partial Precision | Hotelcountry Partial Recall | Hotelcountry Partial F1 | Hotelcountry Exact Precision | Hotelcountry Exact Recall | Hotelcountry Exact F1 | Hotelemail Strict Precision | Hotelemail Strict Recall | Hotelemail Strict F1 | Hotelemail Ent Type Precision | Hotelemail Ent Type Recall | Hotelemail Ent Type F1 | Hotelemail Partial Precision | Hotelemail Partial Recall | Hotelemail Partial F1 | Hotelemail Exact Precision | Hotelemail Exact Recall | Hotelemail Exact F1 | Grossamount Strict Precision | Grossamount Strict Recall | Grossamount Strict F1 | Grossamount Ent Type Precision | Grossamount Ent Type Recall | Grossamount Ent Type F1 | Grossamount Partial Precision | Grossamount Partial Recall | Grossamount Partial F1 | Grossamount Exact Precision | Grossamount Exact Recall | Grossamount Exact F1 | Cardtype Strict Precision | Cardtype Strict Recall | Cardtype Strict F1 | Cardtype Ent Type Precision | Cardtype Ent Type Recall | Cardtype Ent Type F1 | Cardtype Partial Precision | Cardtype Partial Recall | Cardtype Partial F1 | Cardtype Exact Precision | Cardtype Exact Recall | Cardtype Exact F1 | Invoicedate Strict Precision | Invoicedate Strict Recall | Invoicedate Strict F1 | Invoicedate Ent Type Precision | Invoicedate Ent Type Recall | Invoicedate Ent Type F1 | Invoicedate Partial Precision | Invoicedate Partial Recall | Invoicedate Partial F1 | Invoicedate Exact Precision | Invoicedate Exact Recall | Invoicedate Exact F1 | Pagenumber Strict Precision | Pagenumber Strict Recall | Pagenumber Strict F1 | Pagenumber Ent Type Precision | Pagenumber Ent Type Recall | Pagenumber Ent Type F1 | Pagenumber Partial Precision | Pagenumber Partial Recall | Pagenumber Partial F1 | Pagenumber Exact Precision | Pagenumber Exact Recall | Pagenumber Exact F1 | Companycountry Strict Precision | Companycountry Strict Recall | Companycountry Strict F1 | Companycountry Ent Type Precision | Companycountry Ent Type Recall | Companycountry Ent Type F1 | Companycountry Partial Precision | Companycountry Partial Recall | Companycountry Partial F1 | Companycountry Exact Precision | Companycountry Exact Recall | Companycountry Exact F1 | Hotelbankaccount Strict Precision | Hotelbankaccount Strict Recall | Hotelbankaccount Strict F1 | Hotelbankaccount Ent Type Precision | Hotelbankaccount Ent Type Recall | Hotelbankaccount Ent Type F1 | Hotelbankaccount Partial Precision | Hotelbankaccount Partial Recall | Hotelbankaccount Partial F1 | Hotelbankaccount Exact Precision | Hotelbankaccount Exact Recall | Hotelbankaccount Exact F1 | Taxamount Strict Precision | Taxamount Strict Recall | Taxamount Strict F1 | Taxamount Ent Type Precision | Taxamount Ent Type Recall | Taxamount Ent Type F1 | Taxamount Partial Precision | Taxamount Partial Recall | Taxamount Partial F1 | Taxamount Exact Precision | Taxamount Exact Recall | Taxamount Exact F1 | Companyname Strict Precision | Companyname Strict Recall | Companyname Strict F1 | Companyname Ent Type Precision | Companyname Ent Type Recall | Companyname Ent Type F1 | Companyname Partial Precision | Companyname Partial Recall | Companyname Partial F1 | Companyname Exact Precision | Companyname Exact Recall | Companyname Exact F1 | Checkout Strict Precision | Checkout Strict Recall | Checkout Strict F1 | Checkout Ent Type Precision | Checkout Ent Type Recall | Checkout Ent Type F1 | Checkout Partial Precision | Checkout Partial Recall | Checkout Partial F1 | Checkout Exact Precision | Checkout Exact Recall | Checkout Exact F1 | Invoicenumber Strict Precision | Invoicenumber Strict Recall | Invoicenumber Strict F1 | Invoicenumber Ent Type Precision | Invoicenumber Ent Type Recall | Invoicenumber Ent Type F1 | Invoicenumber Partial Precision | Invoicenumber Partial Recall | Invoicenumber Partial F1 | Invoicenumber Exact Precision | Invoicenumber Exact Recall | Invoicenumber Exact F1 | Companyaddress Strict Precision | Companyaddress Strict Recall | Companyaddress Strict F1 | Companyaddress Ent Type Precision | Companyaddress Ent Type Recall | Companyaddress Ent Type F1 | Companyaddress Partial Precision | Companyaddress Partial Recall | Companyaddress Partial F1 | Companyaddress Exact Precision | Companyaddress Exact Recall | Companyaddress Exact F1 | Hotelname Strict Precision | Hotelname Strict Recall | Hotelname Strict F1 | Hotelname Ent Type Precision | Hotelname Ent Type Recall | Hotelname Ent Type F1 | Hotelname Partial Precision | Hotelname Partial Recall | Hotelname Partial F1 | Hotelname Exact Precision | Hotelname Exact Recall | Hotelname Exact F1 | Hotelphonenumber Strict Precision | Hotelphonenumber Strict Recall | Hotelphonenumber Strict F1 | Hotelphonenumber Ent Type Precision | Hotelphonenumber Ent Type Recall | Hotelphonenumber Ent Type F1 | Hotelphonenumber Partial Precision | Hotelphonenumber Partial Recall | Hotelphonenumber Partial F1 | Hotelphonenumber Exact Precision | Hotelphonenumber Exact Recall | Hotelphonenumber Exact F1 | Currencycode Strict Precision | Currencycode Strict Recall | Currencycode Strict F1 | Currencycode Ent Type Precision | Currencycode Ent Type Recall | Currencycode Ent Type F1 | Currencycode Partial Precision | Currencycode Partial Recall | Currencycode Partial F1 | Currencycode Exact Precision | Currencycode Exact Recall | Currencycode Exact F1 | Companyvatnumber Strict Precision | Companyvatnumber Strict Recall | Companyvatnumber Strict F1 | Companyvatnumber Ent Type Precision | Companyvatnumber Ent Type Recall | Companyvatnumber Ent Type F1 | Companyvatnumber Partial Precision | Companyvatnumber Partial Recall | Companyvatnumber Partial F1 | Companyvatnumber Exact Precision | Companyvatnumber Exact Recall | Companyvatnumber Exact F1 | Externalreservationnumber Strict Precision | Externalreservationnumber Strict Recall | Externalreservationnumber Strict F1 | Externalreservationnumber Ent Type Precision | Externalreservationnumber Ent Type Recall | Externalreservationnumber Ent Type F1 | Externalreservationnumber Partial Precision | Externalreservationnumber Partial Recall | Externalreservationnumber Partial F1 | Externalreservationnumber Exact Precision | Externalreservationnumber Exact Recall | Externalreservationnumber Exact F1 | Roomno Strict Precision | Roomno Strict Recall | Roomno Strict F1 | Roomno Ent Type Precision | Roomno Ent Type Recall | Roomno Ent Type F1 | Roomno Partial Precision | Roomno Partial Recall | Roomno Partial F1 | Roomno Exact Precision | Roomno Exact Recall | Roomno Exact F1 | Companycity Strict Precision | Companycity Strict Recall | Companycity Strict F1 | Companycity Ent Type Precision | Companycity Ent Type Recall | Companycity Ent Type F1 | Companycity Partial Precision | Companycity Partial Recall | Companycity Partial F1 | Companycity Exact Precision | Companycity Exact Recall | Companycity Exact F1 | Cardnumber Strict Precision | Cardnumber Strict Recall | Cardnumber Strict F1 | Cardnumber Ent Type Precision | Cardnumber Ent Type Recall | Cardnumber Ent Type F1 | Cardnumber Partial Precision | Cardnumber Partial Recall | Cardnumber Partial F1 | Cardnumber Exact Precision | Cardnumber Exact Recall | Cardnumber Exact F1 | Companyzipcode Strict Precision | Companyzipcode Strict Recall | Companyzipcode Strict F1 | Companyzipcode Ent Type Precision | Companyzipcode Ent Type Recall | Companyzipcode Ent Type F1 | Companyzipcode Partial Precision | Companyzipcode Partial Recall | Companyzipcode Partial F1 | Companyzipcode Exact Precision | Companyzipcode Exact Recall | Companyzipcode Exact F1 | Bookingnumber Strict Precision | Bookingnumber Strict Recall | Bookingnumber Strict F1 | Bookingnumber Ent Type Precision | Bookingnumber Ent Type Recall | Bookingnumber Ent Type F1 | Bookingnumber Partial Precision | Bookingnumber Partial Recall | Bookingnumber Partial F1 | Bookingnumber Exact Precision | Bookingnumber Exact Recall | Bookingnumber Exact F1 | Hotelvatnumber Strict Precision | Hotelvatnumber Strict Recall | Hotelvatnumber Strict F1 | Hotelvatnumber Ent Type Precision | Hotelvatnumber Ent Type Recall | Hotelvatnumber Ent Type F1 | Hotelvatnumber Partial Precision | Hotelvatnumber Partial Recall | Hotelvatnumber Partial F1 | Hotelvatnumber Exact Precision | Hotelvatnumber Exact Recall | Hotelvatnumber Exact F1 | Hotelcity Strict Precision | Hotelcity Strict Recall | Hotelcity Strict F1 | Hotelcity Ent Type Precision | Hotelcity Ent Type Recall | Hotelcity Ent Type F1 | Hotelcity Partial Precision | Hotelcity Partial Recall | Hotelcity Partial F1 | Hotelcity Exact Precision | Hotelcity Exact Recall | Hotelcity Exact F1 | Netamount Strict Precision | Netamount Strict Recall | Netamount Strict F1 | Netamount Ent Type Precision | Netamount Ent Type Recall | Netamount Ent Type F1 | Netamount Partial Precision | Netamount Partial Recall | Netamount Partial F1 | Netamount Exact Precision | Netamount Exact Recall | Netamount Exact F1 | Documenttype Strict Precision | Documenttype Strict Recall | Documenttype Strict F1 | Documenttype Ent Type Precision | Documenttype Ent Type Recall | Documenttype Ent Type F1 | Documenttype Partial Precision | Documenttype Partial Recall | Documenttype Partial F1 | Documenttype Exact Precision | Documenttype Exact Recall | Documenttype Exact F1 | Hoteladdress Strict Precision | Hoteladdress Strict Recall | Hoteladdress Strict F1 | Hoteladdress Ent Type Precision | Hoteladdress Ent Type Recall | Hoteladdress Ent Type F1 | Hoteladdress Partial Precision | Hoteladdress Partial Recall | Hoteladdress Partial F1 | Hoteladdress Exact Precision | Hoteladdress Exact Recall | Hoteladdress Exact F1 | Hotelzipcode Strict Precision | Hotelzipcode Strict Recall | Hotelzipcode Strict F1 | Hotelzipcode Ent Type Precision | Hotelzipcode Ent Type Recall | Hotelzipcode Ent Type F1 | Hotelzipcode Partial Precision | Hotelzipcode Partial Recall | Hotelzipcode Partial F1 | Hotelzipcode Exact Precision | Hotelzipcode Exact Recall | Hotelzipcode Exact F1 | Hoteltaxcode Strict Precision | Hoteltaxcode Strict Recall | Hoteltaxcode Strict F1 | Hoteltaxcode Ent Type Precision | Hoteltaxcode Ent Type Recall | Hoteltaxcode Ent Type F1 | Hoteltaxcode Partial Precision | Hoteltaxcode Partial Recall | Hoteltaxcode Partial F1 | Hoteltaxcode Exact Precision | Hoteltaxcode Exact Recall | Hoteltaxcode Exact F1 |
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| 1.4357        | 0.9995 | 574  | 0.3865          | 0.4994                   | 0.5082                | 0.5037            | 0.6709                     | 0.6828                  | 0.6768              | 0.6231                    | 0.6341                 | 0.6285             | 0.5146                  | 0.5237               | 0.5191           | 0.0708                         | 0.3698                      | 0.1188                  | 0.1228                           | 0.6416                        | 0.2061                    | 0.1015                          | 0.5303                       | 0.1704                   | 0.0720                        | 0.3761                     | 0.1208                 | 0.0610                          | 0.7174                       | 0.1125                   | 0.0732                            | 0.8608                         | 0.1349                     | 0.0680                           | 0.7991                        | 0.1253                    | 0.0613                         | 0.7207                      | 0.1130                  | 0.0                                | 0                               | 0                           | 0.0                                  | 0                                 | 0                             | 0.0                                 | 0                                | 0                            | 0.0                               | 0                              | 0                          | 0.1263                   | 0.6739                | 0.2127            | 0.1487                     | 0.7938                  | 0.2505              | 0.1421                    | 0.7582                 | 0.2393             | 0.1291                  | 0.6888               | 0.2174           | 0.0                           | 0                          | 0                      | 0.0                             | 0                            | 0                        | 0.0                            | 0                           | 0                       | 0.0                          | 0                         | 0                     | 0.0873                      | 0.7630                   | 0.1567               | 0.1000                        | 0.8737                     | 0.1794                 | 0.0937                       | 0.8190                    | 0.1682                | 0.0874                     | 0.7635                  | 0.1568              | 0.0140                       | 0.0787                    | 0.0238                | 0.0652                         | 0.3667                      | 0.1108                  | 0.0705                        | 0.3962                     | 0.1197                 | 0.0153                      | 0.0858                   | 0.0259               | 0.0                       | 0                      | 0                  | 0.0                         | 0                        | 0                    | 0.0                        | 0                       | 0                   | 0.0                      | 0                     | 0                 | 0.1228                       | 0.7577                    | 0.2113                | 0.1300                         | 0.8021                      | 0.2237                  | 0.1303                        | 0.8044                     | 0.2243                 | 0.1261                      | 0.7783                   | 0.2170               | 0.0608                      | 0.7870                   | 0.1128               | 0.0628                        | 0.8133                     | 0.1166                 | 0.0619                       | 0.8022                    | 0.1150                | 0.0608                     | 0.7874                  | 0.1129              | 0.0339                          | 0.8218                       | 0.0652                   | 0.0340                            | 0.8244                         | 0.0654                     | 0.0354                           | 0.8572                        | 0.0680                    | 0.0353                         | 0.8559                      | 0.0679                  | 0.0                               | 0                              | 0                          | 0.0                                 | 0                                | 0                            | 0.0                                | 0                               | 0                           | 0.0                              | 0                             | 0                         | 0.0001                     | 0.0148                  | 0.0002              | 0.0001                       | 0.0148                    | 0.0002                | 0.0001                      | 0.0169                   | 0.0002               | 0.0001                    | 0.0148                 | 0.0002             | 0.0781                       | 0.5059                    | 0.1353                | 0.1245                         | 0.8065                      | 0.2158                  | 0.1047                        | 0.6780                     | 0.1814                 | 0.0787                      | 0.5094                   | 0.1363               | 0.1321                    | 0.7341                 | 0.2240             | 0.1445                      | 0.8028                   | 0.2449               | 0.1428                     | 0.7933                  | 0.2420              | 0.1353                   | 0.7517                | 0.2293            | 0.1021                         | 0.5810                      | 0.1736                  | 0.1239                           | 0.7052                        | 0.2107                    | 0.1227                          | 0.6984                       | 0.2087                   | 0.1084                        | 0.6173                     | 0.1845                 | 0.0991                          | 0.6162                       | 0.1708                   | 0.1288                            | 0.8010                         | 0.2220                     | 0.1209                           | 0.7516                        | 0.2083                    | 0.1016                         | 0.6314                      | 0.1750                  | 0.0248                     | 0.1499                  | 0.0426              | 0.0738                       | 0.4456                    | 0.1266                | 0.0515                      | 0.3112                   | 0.0884               | 0.0251                    | 0.1519                 | 0.0432             | 0.0842                            | 0.6361                         | 0.1487                     | 0.1084                              | 0.8190                           | 0.1914                       | 0.0976                             | 0.7375                          | 0.1724                      | 0.0850                           | 0.6425                        | 0.1502                    | 0.0                           | 0                          | 0                      | 0.0                             | 0                            | 0                        | 0.0                            | 0                           | 0                       | 0.0                          | 0                         | 0                     | 0.0094                            | 0.3194                         | 0.0183                     | 0.0159                              | 0.5368                           | 0.0308                       | 0.0148                             | 0.5007                          | 0.0287                      | 0.0100                           | 0.3371                        | 0.0194                    | 0.0                                        | 0                                       | 0                                   | 0.0                                          | 0                                         | 0                                     | 0.0                                         | 0                                        | 0                                    | 0.0                                       | 0                                      | 0                                  | 0.0809                  | 0.7018               | 0.1451           | 0.0809                    | 0.7018                 | 0.1451             | 0.0818                   | 0.7089                | 0.1466            | 0.0818                 | 0.7089              | 0.1466          | 0.0815                       | 0.4926                    | 0.1399                | 0.1167                         | 0.7050                      | 0.2002                  | 0.1160                        | 0.7012                     | 0.1991                 | 0.0907                      | 0.5483                   | 0.1557               | 0.0006                      | 0.0984                   | 0.0012               | 0.0033                        | 0.5343                     | 0.0066                 | 0.0020                       | 0.3207                    | 0.0039                | 0.0006                     | 0.0984                  | 0.0012              | 0.1144                          | 0.7176                       | 0.1974                   | 0.1271                            | 0.7974                         | 0.2193                     | 0.1257                           | 0.7885                        | 0.2168                    | 0.1182                         | 0.7412                      | 0.2038                  | 0.0002                         | 0.0743                      | 0.0005                  | 0.0010                           | 0.3142                        | 0.0020                    | 0.0012                          | 0.3598                       | 0.0023                   | 0.0004                        | 0.1182                     | 0.0008                 | 0.0499                          | 0.4218                       | 0.0892                   | 0.0686                            | 0.5801                         | 0.1226                     | 0.0703                           | 0.5945                        | 0.1257                    | 0.0565                         | 0.4783                      | 0.1011                  | 0.0405                     | 0.2971                  | 0.0713              | 0.0720                       | 0.5279                    | 0.1267                | 0.0616                      | 0.4518                   | 0.1084               | 0.0430                    | 0.3154                 | 0.0757             | 0.0003                     | 0.0218                  | 0.0006              | 0.0017                       | 0.1214                    | 0.0033                | 0.0024                      | 0.1724                   | 0.0047               | 0.0006                    | 0.0428                 | 0.0012             | 0.0831                        | 0.6344                     | 0.1470                 | 0.1040                          | 0.7937                       | 0.1839                   | 0.0943                         | 0.7194                      | 0.1667                  | 0.0833                       | 0.6357                    | 0.1473                | 0.0337                        | 0.1996                     | 0.0576                 | 0.0972                          | 0.5761                       | 0.1663                   | 0.0691                         | 0.4098                      | 0.1183                  | 0.0341                       | 0.2022                    | 0.0584                | 0.0395                        | 0.2348                     | 0.0676                 | 0.0657                          | 0.3911                       | 0.1126                   | 0.0540                         | 0.3212                      | 0.0924                  | 0.0403                       | 0.2397                    | 0.0690                | 0.0105                        | 0.4972                     | 0.0205                 | 0.0144                          | 0.6838                       | 0.0282                   | 0.0132                         | 0.6281                      | 0.0259                  | 0.0109                       | 0.5191                    | 0.0214                |
| 0.3148        | 1.9989 | 1148 | 0.2216          | 0.7400                   | 0.6374                | 0.6849            | 0.8464                     | 0.7290                  | 0.7833              | 0.8164                    | 0.7032                 | 0.7556             | 0.7566                  | 0.6517               | 0.7002           | 0.1817                         | 0.4730                      | 0.2626                  | 0.2587                           | 0.6733                        | 0.3738                    | 0.2233                          | 0.5811                       | 0.3226                   | 0.1835                        | 0.4775                     | 0.2651                 | 0.1295                          | 0.7825                       | 0.2222                   | 0.1470                            | 0.8884                         | 0.2523                     | 0.1387                           | 0.8382                        | 0.2380                    | 0.1298                         | 0.7846                      | 0.2228                  | 0.0227                             | 0.3749                          | 0.0429                      | 0.0315                               | 0.5193                            | 0.0594                        | 0.0329                              | 0.5430                           | 0.0621                       | 0.0261                            | 0.4302                         | 0.0492                     | 0.2740                   | 0.8739                | 0.4172            | 0.2812                     | 0.8969                  | 0.4282              | 0.2806                    | 0.8950                 | 0.4273             | 0.2762                  | 0.8809               | 0.4206           | 0.0406                        | 0.5840                     | 0.0759                 | 0.0407                          | 0.5863                       | 0.0762                   | 0.0420                         | 0.6047                      | 0.0786                  | 0.0419                       | 0.6036                    | 0.0784                | 0.1538                      | 0.4625                   | 0.2309               | 0.1785                        | 0.5365                     | 0.2678                 | 0.1763                       | 0.5301                    | 0.2646                | 0.1624                     | 0.4882                  | 0.2437              | 0.0466                       | 0.4982                    | 0.0852                | 0.0533                         | 0.5699                      | 0.0975                  | 0.0500                        | 0.5343                     | 0.0914                 | 0.0466                      | 0.4982                   | 0.0852               | 0.2457                    | 0.8481                 | 0.3811             | 0.2540                      | 0.8765                   | 0.3938               | 0.2537                     | 0.8754                  | 0.3934              | 0.2492                   | 0.8600                | 0.3864            | 0.1555                       | 0.7885                    | 0.2598                | 0.1581                         | 0.8014                      | 0.2640                  | 0.1663                        | 0.8430                     | 0.2778                 | 0.1641                      | 0.8319                   | 0.2741               | 0.1382                      | 0.8101                   | 0.2362               | 0.1395                        | 0.8173                     | 0.2383                 | 0.1392                       | 0.8157                    | 0.2378                | 0.1385                     | 0.8119                  | 0.2367              | 0.0                             | 0                            | 0                        | 0.0                               | 0                              | 0                          | 0.0                              | 0                             | 0                         | 0.0                            | 0                           | 0                       | 0.0547                            | 0.3469                         | 0.0945                     | 0.0751                              | 0.4763                           | 0.1298                       | 0.0769                             | 0.4879                          | 0.1329                      | 0.0598                           | 0.3789                        | 0.1032                    | 0.1920                     | 0.6450                  | 0.2959              | 0.2457                       | 0.8256                    | 0.3787                | 0.2219                      | 0.7455                   | 0.3420               | 0.1931                    | 0.6490                 | 0.2977             | 0.2678                       | 0.8646                    | 0.4090                | 0.2751                         | 0.8880                      | 0.4201                  | 0.2732                        | 0.8819                     | 0.4172                 | 0.2693                      | 0.8694                   | 0.4113               | 0.2259                    | 0.7772                 | 0.3500             | 0.2491                      | 0.8570                   | 0.3860               | 0.2408                     | 0.8285                  | 0.3731              | 0.2288                   | 0.7872                | 0.3545            | 0.2090                         | 0.7155                      | 0.3235                  | 0.2520                           | 0.8628                        | 0.3901                    | 0.2345                          | 0.8028                       | 0.3630                   | 0.2112                        | 0.7229                     | 0.3268                 | 0.0998                          | 0.2565                       | 0.1437                   | 0.1823                            | 0.4684                         | 0.2624                     | 0.1433                           | 0.3682                        | 0.2063                    | 0.1001                         | 0.2573                      | 0.1442                  | 0.1742                     | 0.7352                  | 0.2816              | 0.2096                       | 0.8846                    | 0.3389                | 0.1927                      | 0.8135                   | 0.3117               | 0.1749                    | 0.7384                 | 0.2829             | 0.0924                            | 0.4375                         | 0.1525                     | 0.0927                              | 0.4390                           | 0.1531                       | 0.0926                             | 0.4386                          | 0.1529                      | 0.0924                           | 0.4378                        | 0.1526                    | 0.0555                        | 0.6268                     | 0.1019                 | 0.0621                          | 0.7020                       | 0.1141                   | 0.0639                         | 0.7228                      | 0.1175                  | 0.0601                       | 0.6794                    | 0.1104                | 0.0                               | 0                              | 0                          | 0.0                                 | 0                                | 0                            | 0.0                                | 0                               | 0                           | 0.0                              | 0                             | 0                         | 0.2496                                     | 0.7768                                  | 0.3778                              | 0.2512                                       | 0.7817                                    | 0.3802                                | 0.2528                                      | 0.7867                                   | 0.3827                               | 0.2520                                    | 0.7841                                 | 0.3814                             | 0.2291                  | 0.8048               | 0.3567           | 0.2441                    | 0.8573                 | 0.3800             | 0.2441                   | 0.8573                | 0.3799            | 0.2353                 | 0.8265              | 0.3663          | 0.0071                       | 0.3233                    | 0.0138                | 0.0112                         | 0.5139                      | 0.0219                  | 0.0092                        | 0.4224                     | 0.0180                 | 0.0071                      | 0.3255                   | 0.0139               | 0.2436                      | 0.8628                   | 0.3800               | 0.2526                        | 0.8945                     | 0.3939                 | 0.2531                       | 0.8963                    | 0.3947                | 0.2470                     | 0.8749                  | 0.3853              | 0.0305                          | 0.2805                       | 0.0550                   | 0.0479                            | 0.4414                         | 0.0865                     | 0.0546                           | 0.5027                        | 0.0985                    | 0.0421                         | 0.3877                      | 0.0759                  | 0.2118                         | 0.7036                      | 0.3256                  | 0.2362                           | 0.7846                        | 0.3630                    | 0.2246                          | 0.7461                       | 0.3452                   | 0.2120                        | 0.7044                     | 0.3259                 | 0.1431                          | 0.5740                       | 0.2291                   | 0.1587                            | 0.6365                         | 0.2540                     | 0.1661                           | 0.6663                        | 0.2659                    | 0.1567                         | 0.6285                      | 0.2508                  | 0.1863                     | 0.5649                  | 0.2802              | 0.2085                       | 0.6320                    | 0.3135                | 0.2038                      | 0.6179                   | 0.3065               | 0.1902                    | 0.5764                 | 0.2860             | 0.0583                     | 0.2804                  | 0.0965              | 0.0868                       | 0.4178                    | 0.1438                | 0.0958                      | 0.4608                   | 0.1586               | 0.0731                    | 0.3519                 | 0.1211             | 0.1835                        | 0.8255                     | 0.3002                 | 0.1934                          | 0.8704                       | 0.3165                   | 0.1886                         | 0.8485                      | 0.3086                  | 0.1836                       | 0.8261                    | 0.3004                | 0.1193                        | 0.3542                     | 0.1785                 | 0.2034                          | 0.6039                       | 0.3043                   | 0.1650                         | 0.4898                      | 0.2468                  | 0.1205                       | 0.3577                    | 0.1803                | 0.1973                        | 0.6290                     | 0.3004                 | 0.2131                          | 0.6792                       | 0.3244                   | 0.2081                         | 0.6633                      | 0.3168                  | 0.1993                       | 0.6353                    | 0.3034                | 0.0403                        | 0.5324                     | 0.0749                 | 0.0472                          | 0.6237                       | 0.0877                   | 0.0476                         | 0.6287                      | 0.0884                  | 0.0438                       | 0.5793                    | 0.0815                |
| 0.198         | 2.9984 | 1722 | 0.2050          | 0.7694                   | 0.6875                | 0.7261            | 0.8621                     | 0.7702                  | 0.8136              | 0.8328                    | 0.7441                 | 0.7859             | 0.7830                  | 0.6996               | 0.7390           | 0.1908                         | 0.5031                      | 0.2767                  | 0.2645                           | 0.6974                        | 0.3835                    | 0.2297                          | 0.6058                       | 0.3331                   | 0.1920                        | 0.5064                     | 0.2785                 | 0.1347                          | 0.7963                       | 0.2304                   | 0.1530                            | 0.9050                         | 0.2618                     | 0.1439                           | 0.8512                        | 0.2463                    | 0.1347                         | 0.7967                      | 0.2305                  | 0.0389                             | 0.4907                          | 0.0721                      | 0.0420                               | 0.5292                            | 0.0778                        | 0.0519                              | 0.6551                           | 0.0962                       | 0.0494                            | 0.6230                         | 0.0915                     | 0.2828                   | 0.8977                | 0.4302            | 0.2895                     | 0.9187                  | 0.4402              | 0.2885                    | 0.9156                 | 0.4388             | 0.2847                  | 0.9035               | 0.4329           | 0.0560                        | 0.6996                     | 0.1038                 | 0.0586                          | 0.7315                       | 0.1085                   | 0.0594                         | 0.7415                      | 0.1100                  | 0.0580                       | 0.7245                    | 0.1074                | 0.1742                      | 0.5612                   | 0.2659               | 0.1982                        | 0.6383                     | 0.3025                 | 0.1929                       | 0.6213                    | 0.2944                | 0.1796                     | 0.5784                  | 0.2741              | 0.0525                       | 0.5206                    | 0.0954                | 0.0576                         | 0.5710                      | 0.1047                  | 0.0551                        | 0.5460                     | 0.1001                 | 0.0525                      | 0.5206                   | 0.0954               | 0.2526                    | 0.8943                 | 0.3940             | 0.2604                      | 0.9217                   | 0.4061               | 0.2592                     | 0.9174                  | 0.4042              | 0.2550                   | 0.9028                | 0.3977            | 0.1675                       | 0.8329                    | 0.2790                | 0.1696                         | 0.8431                      | 0.2824                  | 0.1752                        | 0.8709                     | 0.2917                 | 0.1736                      | 0.8631                   | 0.2891               | 0.1460                      | 0.8290                   | 0.2483               | 0.1473                        | 0.8361                     | 0.2505                 | 0.1469                       | 0.8340                    | 0.2498                | 0.1463                     | 0.8303                  | 0.2487              | 0.0                             | 0                            | 0                        | 0.0                               | 0                              | 0                          | 0.0                              | 0                             | 0                         | 0.0                            | 0                           | 0                       | 0.0848                            | 0.6164                         | 0.1491                     | 0.1004                              | 0.7296                           | 0.1764                       | 0.0956                             | 0.6949                          | 0.1680                      | 0.0863                           | 0.6276                        | 0.1518                    | 0.2025                     | 0.6791                  | 0.3120              | 0.2556                       | 0.8570                    | 0.3937                | 0.2323                      | 0.7791                   | 0.3579               | 0.2041                    | 0.6845                 | 0.3145             | 0.2770                       | 0.8809                    | 0.4215                | 0.2837                         | 0.9022                      | 0.4317                  | 0.2818                        | 0.8960                     | 0.4287                 | 0.2782                      | 0.8848                   | 0.4233               | 0.2430                    | 0.8362                 | 0.3766             | 0.2599                      | 0.8943                   | 0.4027               | 0.2540                     | 0.8741                  | 0.3936              | 0.2454                   | 0.8446                | 0.3803            | 0.2202                         | 0.7459                      | 0.3400                  | 0.2623                           | 0.8885                        | 0.4050                    | 0.2446                          | 0.8287                       | 0.3778                   | 0.2222                        | 0.7526                     | 0.3431                 | 0.1130                          | 0.2871                       | 0.1621                   | 0.1901                            | 0.4833                         | 0.2729                     | 0.1536                           | 0.3905                        | 0.2205                    | 0.1132                         | 0.2878                      | 0.1625                  | 0.1827                     | 0.7556                  | 0.2943              | 0.2181                       | 0.9019                    | 0.3512                | 0.2009                      | 0.8307                   | 0.3235               | 0.1831                    | 0.7572                 | 0.2949             | 0.1064                            | 0.4451                         | 0.1717                     | 0.1073                              | 0.4492                           | 0.1733                       | 0.1070                             | 0.4479                          | 0.1728                      | 0.1065                           | 0.4456                        | 0.1719                    | 0.0663                        | 0.6215                     | 0.1198                 | 0.0723                          | 0.6783                       | 0.1307                   | 0.0780                         | 0.7314                      | 0.1409                  | 0.0741                       | 0.6948                    | 0.1339                | 0.0                               | 0                              | 0                          | 0.0                                 | 0                                | 0                            | 0.0                                | 0                               | 0                           | 0.0                              | 0                             | 0                         | 0.2737                                     | 0.7839                                  | 0.4057                              | 0.2759                                       | 0.7901                                    | 0.4089                                | 0.2774                                      | 0.7944                                   | 0.4112                               | 0.2761                                    | 0.7909                                 | 0.4093                             | 0.2402                  | 0.8262               | 0.3722           | 0.2549                    | 0.8765                 | 0.3949             | 0.2536                   | 0.8719                | 0.3929            | 0.2450                 | 0.8425              | 0.3796          | 0.0087                       | 0.3505                    | 0.0169                | 0.0126                         | 0.5094                      | 0.0246                  | 0.0107                        | 0.4320                     | 0.0209                 | 0.0087                      | 0.3525                   | 0.0170               | 0.2551                      | 0.8907                   | 0.3967               | 0.2630                        | 0.9182                     | 0.4089                 | 0.2626                       | 0.9169                    | 0.4083                | 0.2576                     | 0.8993                  | 0.4005              | 0.0435                          | 0.3998                       | 0.0785                   | 0.0561                            | 0.5151                         | 0.1011                     | 0.0635                           | 0.5834                        | 0.1145                    | 0.0553                         | 0.5083                      | 0.0998                  | 0.2230                         | 0.7373                      | 0.3424                  | 0.2464                           | 0.8147                        | 0.3784                    | 0.2353                          | 0.7781                       | 0.3614                   | 0.2233                        | 0.7383                     | 0.3429                 | 0.1986                          | 0.6181                       | 0.3006                   | 0.2174                            | 0.6767                         | 0.3291                     | 0.2133                           | 0.6639                        | 0.3229                    | 0.2024                         | 0.6301                      | 0.3064                  | 0.1493                     | 0.6341                  | 0.2416              | 0.1629                       | 0.6919                    | 0.2637                | 0.1665                      | 0.7072                   | 0.2695               | 0.1591                    | 0.6758                 | 0.2576             | 0.0947                     | 0.5788                  | 0.1627              | 0.1106                       | 0.6760                    | 0.1900                | 0.1112                      | 0.6799                   | 0.1911               | 0.1017                    | 0.6218                 | 0.1748             | 0.1914                        | 0.8542                     | 0.3128                 | 0.2011                          | 0.8975                       | 0.3286                   | 0.1963                         | 0.8762                      | 0.3208                  | 0.1915                       | 0.8545                    | 0.3129                | 0.1397                        | 0.4248                     | 0.2103                 | 0.2167                          | 0.6588                       | 0.3261                   | 0.1814                         | 0.5516                      | 0.2730                  | 0.1411                       | 0.4289                    | 0.2123                | 0.2067                        | 0.6753                     | 0.3165                 | 0.2202                          | 0.7194                       | 0.3372                   | 0.2158                         | 0.7050                      | 0.3304                  | 0.2085                       | 0.6811                    | 0.3192                | 0.0479                        | 0.5488                     | 0.0882                 | 0.0518                          | 0.5926                       | 0.0952                   | 0.0540                         | 0.6179                      | 0.0993                  | 0.0517                       | 0.5921                    | 0.0951                |
| 0.161         | 3.9996 | 2297 | 0.2071          | 0.7634                   | 0.7078                | 0.7346            | 0.8504                     | 0.7884                  | 0.8182              | 0.8219                    | 0.7620                 | 0.7908             | 0.7755                  | 0.7190               | 0.7462           | 0.1767                         | 0.5214                      | 0.2639                  | 0.2415                           | 0.7125                        | 0.3607                    | 0.2109                          | 0.6222                       | 0.3150                   | 0.1777                        | 0.5243                     | 0.2654                 | 0.1220                          | 0.8011                       | 0.2118                   | 0.1384                            | 0.9090                         | 0.2403                     | 0.1303                           | 0.8558                        | 0.2262                    | 0.1221                         | 0.8016                      | 0.2119                  | 0.0363                             | 0.5084                          | 0.0678                      | 0.0382                               | 0.5353                            | 0.0713                        | 0.0476                              | 0.6663                           | 0.0888                       | 0.0459                            | 0.6428                         | 0.0857                     | 0.2626                   | 0.8960                | 0.4061            | 0.2682                     | 0.9151                  | 0.4148              | 0.2678                    | 0.9139                 | 0.4142             | 0.2645                  | 0.9027               | 0.4092           | 0.0506                        | 0.7409                     | 0.0948                 | 0.0524                          | 0.7670                       | 0.0981                   | 0.0533                         | 0.7796                      | 0.0997                  | 0.0523                       | 0.7654                    | 0.0979                | 0.1567                      | 0.5990                   | 0.2484               | 0.1760                        | 0.6727                     | 0.2790                 | 0.1703                       | 0.6508                    | 0.2699                | 0.1600                     | 0.6114                  | 0.2536              | 0.0492                       | 0.5307                    | 0.0900                | 0.0547                         | 0.5902                      | 0.1001                  | 0.0520                        | 0.5609                     | 0.0951                 | 0.0492                      | 0.5311                   | 0.0900               | 0.2331                    | 0.8917                 | 0.3696             | 0.2399                      | 0.9175                   | 0.3804               | 0.2391                     | 0.9144                  | 0.3790              | 0.2355                   | 0.9007                | 0.3734            | 0.1519                       | 0.8472                    | 0.2576                | 0.1537                         | 0.8571                      | 0.2606                  | 0.1578                        | 0.8801                     | 0.2676                 | 0.1566                      | 0.8732                   | 0.2655               | 0.1329                      | 0.8309                   | 0.2291               | 0.1340                        | 0.8379                     | 0.2310                 | 0.1337                       | 0.8361                    | 0.2305                | 0.1331                     | 0.8325                  | 0.2295              | 0.0                             | 0                            | 0                        | 0.0                               | 0                              | 0                          | 0.0                              | 0                             | 0                         | 0.0                            | 0                           | 0                       | 0.0811                            | 0.6615                         | 0.1445                     | 0.0938                              | 0.7653                           | 0.1672                       | 0.0894                             | 0.7292                          | 0.1593                      | 0.0823                           | 0.6710                        | 0.1466                    | 0.1835                     | 0.6761                  | 0.2886              | 0.2344                       | 0.8638                    | 0.3688                | 0.2118                      | 0.7804                   | 0.3332               | 0.1849                    | 0.6814                 | 0.2909             | 0.2580                       | 0.8865                    | 0.3997                | 0.2630                         | 0.9036                      | 0.4074                  | 0.2620                        | 0.9003                     | 0.4059                 | 0.2593                      | 0.8910                   | 0.4018               | 0.2240                    | 0.8415                 | 0.3538             | 0.2390                      | 0.8980                   | 0.3775               | 0.2338                     | 0.8784                  | 0.3693              | 0.2261                   | 0.8497                | 0.3572            | 0.2017                         | 0.7557                      | 0.3184                  | 0.2402                           | 0.8997                        | 0.3791                    | 0.2238                          | 0.8383                       | 0.3533                   | 0.2034                        | 0.7620                     | 0.3211                 | 0.0411                          | 0.5133                       | 0.0761                   | 0.0448                            | 0.5594                         | 0.0829                     | 0.0469                           | 0.5863                        | 0.0869                    | 0.0446                         | 0.5575                      | 0.0827                  | 0.0932                     | 0.3088                  | 0.1432              | 0.1551                       | 0.5139                    | 0.2382                | 0.1255                      | 0.4159                   | 0.1928               | 0.0934                    | 0.3094                 | 0.1434             | 0.1675                            | 0.7661                         | 0.2749                     | 0.1990                              | 0.9101                           | 0.3265                       | 0.1835                             | 0.8395                          | 0.3012                      | 0.1677                           | 0.7672                        | 0.2753                    | 0.0888                        | 0.4845                     | 0.1502                 | 0.0897                          | 0.4891                       | 0.1516                   | 0.0893                         | 0.4871                      | 0.1510                  | 0.0889                       | 0.4847                    | 0.1502                | 0.0556                            | 0.6315                         | 0.1022                     | 0.0609                              | 0.6916                           | 0.1119                       | 0.0652                             | 0.7413                          | 0.1199                      | 0.0621                           | 0.7062                        | 0.1142                    | 0.2513                                     | 0.7948                                  | 0.3818                              | 0.2527                                       | 0.7994                                    | 0.3840                                | 0.2540                                      | 0.8035                                   | 0.3860                               | 0.2532                                    | 0.8009                                 | 0.3847                             | 0.2225                  | 0.8365               | 0.3515           | 0.2339                    | 0.8795                 | 0.3695             | 0.2337                   | 0.8785                | 0.3691            | 0.2270                 | 0.8536              | 0.3587          | 0.0079                       | 0.3943                    | 0.0155                | 0.0103                         | 0.5159                      | 0.0203                  | 0.0092                        | 0.4573                     | 0.0180                 | 0.0079                      | 0.3965                   | 0.0156               | 0.2348                      | 0.8959                   | 0.3721               | 0.2417                        | 0.9222                     | 0.3830                 | 0.2420                       | 0.9234                    | 0.3835                | 0.2375                     | 0.9064                  | 0.3764              | 0.0341                          | 0.4274                       | 0.0631                   | 0.0440                            | 0.5523                         | 0.0816                     | 0.0484                           | 0.6073                        | 0.0897                    | 0.0421                         | 0.5281                      | 0.0780                  | 0.2025                         | 0.7500                      | 0.3189                  | 0.2231                           | 0.8262                        | 0.3513                    | 0.2134                          | 0.7903                       | 0.3361                   | 0.2028                        | 0.7510                     | 0.3194                 | 0.1738                          | 0.6359                       | 0.2730                   | 0.1901                            | 0.6955                         | 0.2986                     | 0.1861                           | 0.6808                        | 0.2922                    | 0.1770                         | 0.6475                      | 0.2780                  | 0.1330                     | 0.6593                  | 0.2213              | 0.1449                       | 0.7182                    | 0.2411                | 0.1472                      | 0.7299                   | 0.2450               | 0.1405                    | 0.6968                 | 0.2339             | 0.0899                     | 0.6171                  | 0.1569              | 0.1039                       | 0.7133                    | 0.1814                | 0.1022                      | 0.7020                   | 0.1785               | 0.0942                    | 0.6466                 | 0.1644             | 0.1752                        | 0.8623                     | 0.2912                 | 0.1831                          | 0.9011                       | 0.3043                   | 0.1792                         | 0.8822                      | 0.2979                  | 0.1753                       | 0.8627                    | 0.2914                | 0.1225                        | 0.4386                     | 0.1915                 | 0.1867                          | 0.6683                       | 0.2918                   | 0.1569                         | 0.5618                      | 0.2453                  | 0.1233                       | 0.4413                    | 0.1927                | 0.1837                        | 0.6871                     | 0.2899                 | 0.1953                          | 0.7306                       | 0.3082                   | 0.1912                         | 0.7153                      | 0.3018                  | 0.1849                       | 0.6917                    | 0.2918                | 0.0                           | 0.0                        | 0                      | 0.0009                          | 0.6349                       | 0.0018                   | 0.0006                         | 0.4206                      | 0.0012                  | 0.0                          | 0.0                       | 0                     |
| 0.1424        | 4.9990 | 2871 | 0.2123          | 0.7795                   | 0.7084                | 0.7423            | 0.8662                     | 0.7872                  | 0.8248              | 0.8378                    | 0.7613                 | 0.7977             | 0.7915                  | 0.7193               | 0.7537           | 0.1954                         | 0.5221                      | 0.2843                  | 0.2661                           | 0.7112                        | 0.3873                    | 0.2327                          | 0.6220                       | 0.3387                   | 0.1964                        | 0.5251                     | 0.2859                 | 0.1374                          | 0.7951                       | 0.2343                   | 0.1552                            | 0.8982                         | 0.2647                     | 0.1465                           | 0.8478                        | 0.2498                    | 0.1375                         | 0.7958                      | 0.2345                  | 0.0407                             | 0.5004                          | 0.0753                      | 0.0425                               | 0.5227                            | 0.0787                        | 0.0521                              | 0.6405                           | 0.0964                       | 0.0502                            | 0.6165                         | 0.0928                     | 0.2866                   | 0.8997                | 0.4347            | 0.2933                     | 0.9208                  | 0.4449              | 0.2923                    | 0.9179                 | 0.4434             | 0.2884                  | 0.9056               | 0.4375           | 0.0586                        | 0.7471                     | 0.1086                 | 0.0607                          | 0.7749                       | 0.1127                   | 0.0617                         | 0.7868                      | 0.1144                  | 0.0604                       | 0.7709                    | 0.1121                | 0.1816                      | 0.6018                   | 0.2791               | 0.2017                        | 0.6683                     | 0.3099                 | 0.1955                       | 0.6477                    | 0.3003                | 0.1849                     | 0.6126                  | 0.2841              | 0.0551                       | 0.5151                    | 0.0996                | 0.0620                         | 0.5790                      | 0.1120                  | 0.0586                        | 0.5475                     | 0.1059                 | 0.0552                      | 0.5156                   | 0.0997               | 0.2565                    | 0.8962                 | 0.3988             | 0.2637                      | 0.9215                   | 0.4101               | 0.2626                     | 0.9176                  | 0.4083              | 0.2588                   | 0.9045                | 0.4025            | 0.1699                       | 0.8606                    | 0.2838                | 0.1714                         | 0.8682                      | 0.2863                  | 0.1752                        | 0.8872                     | 0.2926                 | 0.1742                      | 0.8823                   | 0.2910               | 0.1484                      | 0.8334                   | 0.2519               | 0.1496                        | 0.8400                     | 0.2539                 | 0.1494                       | 0.8388                    | 0.2536                | 0.1487                     | 0.8353                  | 0.2525              | 0.0                             | 0                            | 0                        | 0.0                               | 0                              | 0                          | 0.0                              | 0                             | 0                         | 0.0                            | 0                           | 0                       | 0.0926                            | 0.6848                         | 0.1631                     | 0.1063                              | 0.7859                           | 0.1872                       | 0.1011                             | 0.7474                          | 0.1780                      | 0.0937                           | 0.6929                        | 0.1651                    | 0.2067                     | 0.6929                  | 0.3184              | 0.2588                       | 0.8678                    | 0.3987                | 0.2359                      | 0.7908                   | 0.3634               | 0.2083                    | 0.6983                 | 0.3209             | 0.2817                       | 0.8864                    | 0.4275                | 0.2870                         | 0.9032                      | 0.4356                  | 0.2859                        | 0.8999                     | 0.4340                 | 0.2831                      | 0.8909                   | 0.4296               | 0.2479                    | 0.8490                 | 0.3838             | 0.2630                      | 0.9006                   | 0.4071               | 0.2579                     | 0.8831                  | 0.3992              | 0.2503                   | 0.8571                | 0.3875            | 0.2231                         | 0.7603                      | 0.3449                  | 0.2647                           | 0.9024                        | 0.4094                    | 0.2467                          | 0.8409                       | 0.3815                   | 0.2246                        | 0.7656                     | 0.3473                 | 0.0497                          | 0.5047                       | 0.0906                   | 0.0538                            | 0.5453                         | 0.0979                     | 0.0568                           | 0.5759                        | 0.1033                    | 0.0540                         | 0.5482                      | 0.0984                  | 0.1245                     | 0.3339                  | 0.1814              | 0.1982                       | 0.5316                    | 0.2888                | 0.1632                      | 0.4377                   | 0.2378               | 0.1248                    | 0.3348                 | 0.1818             | 0.1866                            | 0.7656                         | 0.3001                     | 0.2207                              | 0.9055                           | 0.3549                       | 0.2040                             | 0.8371                          | 0.3281                      | 0.1869                           | 0.7669                        | 0.3006                    | 0.1122                        | 0.4713                     | 0.1812                 | 0.1128                          | 0.4741                       | 0.1822                   | 0.1126                         | 0.4733                      | 0.1819                  | 0.1123                       | 0.4718                    | 0.1814                | 0.0659                            | 0.6432                         | 0.1195                     | 0.0710                              | 0.6935                           | 0.1288                       | 0.0768                             | 0.7495                          | 0.1393                      | 0.0737                           | 0.7200                        | 0.1338                    | 0.2760                                     | 0.7907                                  | 0.4092                              | 0.2776                                       | 0.7952                                    | 0.4115                                | 0.2792                                      | 0.7997                                   | 0.4139                               | 0.2783                                    | 0.7972                                 | 0.4125                             | 0.2425                  | 0.8247               | 0.3748           | 0.2584                    | 0.8787                 | 0.3993             | 0.2569                   | 0.8736                | 0.3970            | 0.2478                 | 0.8429              | 0.3830          | 0.0097                       | 0.3458                    | 0.0188                | 0.0132                         | 0.4702                      | 0.0256                  | 0.0115                        | 0.4102                     | 0.0223                 | 0.0097                      | 0.3476                   | 0.0189               | 0.2587                      | 0.8998                   | 0.4018               | 0.2657                        | 0.9244                     | 0.4128                 | 0.2655                       | 0.9236                    | 0.4124                | 0.2609                     | 0.9076                  | 0.4053              | 0.0394                          | 0.4395                       | 0.0723                   | 0.0478                            | 0.5338                         | 0.0878                     | 0.0530                           | 0.5917                        | 0.0973                    | 0.0475                         | 0.5306                      | 0.0873                  | 0.2266                         | 0.7591                      | 0.3490                  | 0.2477                           | 0.8296                        | 0.3814                    | 0.2378                          | 0.7966                       | 0.3662                   | 0.2269                        | 0.7601                     | 0.3495                 | 0.2003                          | 0.6507                       | 0.3063                   | 0.2185                            | 0.7100                         | 0.3342                     | 0.2141                           | 0.6957                        | 0.3275                    | 0.2039                         | 0.6623                      | 0.3118                  | 0.1527                     | 0.6571                  | 0.2478              | 0.1644                       | 0.7074                    | 0.2668                | 0.1689                      | 0.7269                   | 0.2741               | 0.1621                    | 0.6977                 | 0.2631             | 0.1042                     | 0.6278                  | 0.1787              | 0.1192                       | 0.7184                    | 0.2045                | 0.1184                      | 0.7136                   | 0.2031               | 0.1101                    | 0.6636                 | 0.1889             | 0.1952                        | 0.8636                     | 0.3185                 | 0.2040                          | 0.9026                       | 0.3329                   | 0.1998                         | 0.8836                      | 0.3258                  | 0.1953                       | 0.8640                    | 0.3186                | 0.1475                        | 0.4646                     | 0.2239                 | 0.2203                          | 0.6943                       | 0.3345                   | 0.1874                         | 0.5906                      | 0.2845                  | 0.1490                       | 0.4694                    | 0.2262                | 0.2106                        | 0.7130                     | 0.3252                 | 0.2226                          | 0.7535                       | 0.3436                   | 0.2185                         | 0.7399                      | 0.3374                  | 0.2120                       | 0.7176                    | 0.3273                | 0.0                           | 0.0                        | 0                      | 0.0026                          | 0.4440                       | 0.0051                   | 0.0021                         | 0.3578                      | 0.0041                  | 0.0                          | 0.0                       | 0                     |
| 0.1318        | 5.9985 | 3445 | 0.2130          | 0.7703                   | 0.7195                | 0.7440            | 0.8561                     | 0.7997                  | 0.8269              | 0.8268                    | 0.7723                 | 0.7986             | 0.7810                  | 0.7296               | 0.7544           | 0.1815                         | 0.5341                      | 0.2709                  | 0.2480                           | 0.7299                        | 0.3702                    | 0.2167                          | 0.6377                       | 0.3235                   | 0.1825                        | 0.5371                     | 0.2724                 | 0.1256                          | 0.8084                       | 0.2174                   | 0.1425                            | 0.9169                         | 0.2466                     | 0.1342                           | 0.8634                        | 0.2322                    | 0.1257                         | 0.8090                      | 0.2176                  | 0.0349                             | 0.5206                          | 0.0654                      | 0.0366                               | 0.5461                            | 0.0686                        | 0.0439                              | 0.6558                           | 0.0824                       | 0.0424                            | 0.6334                         | 0.0795                     | 0.2647                   | 0.8985                | 0.4090            | 0.2711                     | 0.9201                  | 0.4188              | 0.2702                    | 0.9172                 | 0.4175             | 0.2665                  | 0.9046               | 0.4117           | 0.0539                        | 0.7605                     | 0.1006                 | 0.0553                          | 0.7813                       | 0.1034                   | 0.0564                         | 0.7961                      | 0.1053                  | 0.0555                       | 0.7834                    | 0.1037                | 0.1651                      | 0.6219                   | 0.2610               | 0.1835                        | 0.6911                     | 0.2900                 | 0.1773                       | 0.6675                    | 0.2801                | 0.1676                     | 0.6313                  | 0.2649              | 0.0487                       | 0.5434                    | 0.0894                | 0.0549                         | 0.6119                      | 0.1007                  | 0.0518                        | 0.5782                     | 0.0951                 | 0.0488                      | 0.5439                   | 0.0895               | 0.2386                    | 0.8989                 | 0.3771             | 0.2455                      | 0.9249                   | 0.3880               | 0.2442                     | 0.9199                  | 0.3859              | 0.2406                   | 0.9063                | 0.3802            | 0.1575                       | 0.8576                    | 0.2661                | 0.1590                         | 0.8660                      | 0.2687                  | 0.1625                        | 0.8850                     | 0.2746                 | 0.1616                      | 0.8798                   | 0.2730               | 0.1367                      | 0.8348                   | 0.2350               | 0.1378                        | 0.8415                     | 0.2369                 | 0.1375                       | 0.8394                    | 0.2363                | 0.1369                     | 0.8359                  | 0.2353              | 0.0                             | 0                            | 0                        | 0.0                               | 0                              | 0                          | 0.0                              | 0                             | 0                         | 0.0                            | 0                           | 0                       | 0.0861                            | 0.7208                         | 0.1539                     | 0.0971                              | 0.8126                           | 0.1735                       | 0.0931                             | 0.7793                          | 0.1664                      | 0.0872                           | 0.7294                        | 0.1557                    | 0.1923                     | 0.6919                  | 0.3010              | 0.2411                       | 0.8675                    | 0.3773                | 0.2196                      | 0.7901                   | 0.3437               | 0.1937                    | 0.6969                 | 0.3032             | 0.2613                       | 0.8909                    | 0.4041                | 0.2664                         | 0.9082                      | 0.4119                  | 0.2653                        | 0.9044                     | 0.4102                 | 0.2626                      | 0.8954                   | 0.4061               | 0.2308                    | 0.8534                 | 0.3634             | 0.2451                      | 0.9060                   | 0.3858               | 0.2401                     | 0.8878                  | 0.3780              | 0.2329                   | 0.8612                | 0.3667            | 0.2093                         | 0.7638                      | 0.3285                  | 0.2472                           | 0.9021                        | 0.3880                    | 0.2309                          | 0.8426                       | 0.3624                   | 0.2106                        | 0.7687                     | 0.3306                 | 0.0405                          | 0.4924                       | 0.0749                   | 0.0441                            | 0.5360                         | 0.0815                     | 0.0467                           | 0.5671                        | 0.0862                    | 0.0443                         | 0.5386                      | 0.0819                  | 0.1108                     | 0.3317                  | 0.1662              | 0.1773                       | 0.5304                    | 0.2657                | 0.1455                      | 0.4355                   | 0.2182               | 0.1110                    | 0.3322                 | 0.1664             | 0.1724                            | 0.7711                         | 0.2818                     | 0.2041                              | 0.9125                           | 0.3335                       | 0.1886                             | 0.8433                          | 0.3082                      | 0.1727                           | 0.7723                        | 0.2823                    | 0.0954                        | 0.5035                     | 0.1604                 | 0.0960                          | 0.5068                       | 0.1615                   | 0.0958                         | 0.5056                      | 0.1611                  | 0.0955                       | 0.5038                    | 0.1605                | 0.0604                            | 0.6345                         | 0.1103                     | 0.0653                              | 0.6856                           | 0.1192                       | 0.0711                             | 0.7460                          | 0.1297                      | 0.0681                           | 0.7155                        | 0.1244                    | 0.2583                                     | 0.8180                                  | 0.3926                              | 0.2601                                       | 0.8238                                    | 0.3954                                | 0.2615                                      | 0.8282                                   | 0.3975                               | 0.2604                                    | 0.8248                                 | 0.3958                             | 0.2264                  | 0.8299               | 0.3557           | 0.2410                    | 0.8833                 | 0.3786             | 0.2393                   | 0.8771                | 0.3760            | 0.2310                 | 0.8469              | 0.3630          | 0.0080                       | 0.3560                    | 0.0156                | 0.0109                         | 0.4858                      | 0.0213                  | 0.0095                        | 0.4234                     | 0.0185                 | 0.0080                      | 0.3580                   | 0.0157               | 0.2414                      | 0.9014                   | 0.3808               | 0.2477                        | 0.9251                     | 0.3908                 | 0.2475                       | 0.9244                    | 0.3905                | 0.2434                     | 0.9088                  | 0.3839              | 0.0347                          | 0.4674                       | 0.0647                   | 0.0429                            | 0.5769                         | 0.0798                     | 0.0449                           | 0.6040                        | 0.0836                    | 0.0397                         | 0.5346                      | 0.0740                  | 0.2103                         | 0.7659                      | 0.3300                  | 0.2295                           | 0.8355                        | 0.3600                    | 0.2205                          | 0.8028                       | 0.3459                   | 0.2106                        | 0.7669                     | 0.3305                 | 0.1839                          | 0.6536                       | 0.2871                   | 0.2005                            | 0.7124                         | 0.3129                     | 0.1964                           | 0.6979                        | 0.3065                    | 0.1870                         | 0.6646                      | 0.2919                  | 0.1334                     | 0.6780                  | 0.2230              | 0.1445                       | 0.7340                    | 0.2414                | 0.1466                      | 0.7448                   | 0.2450               | 0.1402                    | 0.7122                 | 0.2342             | 0.0960                     | 0.6586                  | 0.1675              | 0.1093                       | 0.7498                    | 0.1907                | 0.1078                      | 0.7396                   | 0.1881               | 0.1005                    | 0.6896                 | 0.1754             | 0.1803                        | 0.8734                     | 0.2989                 | 0.1883                          | 0.9122                       | 0.3122                   | 0.1844                         | 0.8933                      | 0.3057                  | 0.1804                       | 0.8738                    | 0.2990                | 0.1340                        | 0.4679                     | 0.2084                 | 0.2011                          | 0.7019                       | 0.3126                   | 0.1705                         | 0.5953                      | 0.2651                  | 0.1352                       | 0.4721                    | 0.2103                | 0.1921                        | 0.7144                     | 0.3027                 | 0.2033                          | 0.7562                       | 0.3205                   | 0.1994                         | 0.7416                      | 0.3143                  | 0.1933                       | 0.7188                    | 0.3046                | 0.0000                        | 0.0056                     | 0.0001                 | 0.0040                          | 0.4833                       | 0.0079                   | 0.0033                         | 0.4                         | 0.0065                  | 0.0003                       | 0.0306                    | 0.0005                |
| 0.1192        | 6.9997 | 4020 | 0.2185          | 0.7783                   | 0.7141                | 0.7448            | 0.8641                     | 0.7929                  | 0.8270              | 0.8350                    | 0.7662                 | 0.7991             | 0.7892                  | 0.7242               | 0.7553           | 0.1896                         | 0.5297                      | 0.2792                  | 0.2586                           | 0.7224                        | 0.3808                    | 0.2260                          | 0.6315                       | 0.3329                   | 0.1906                        | 0.5326                     | 0.2808                 | 0.1340                          | 0.8003                       | 0.2295                   | 0.1515                            | 0.9047                         | 0.2595                     | 0.1429                           | 0.8535                        | 0.2448                    | 0.1341                         | 0.8009                      | 0.2297                  | 0.0384                             | 0.5044                          | 0.0713                      | 0.0401                               | 0.5268                            | 0.0745                        | 0.0481                              | 0.6325                           | 0.0894                       | 0.0463                            | 0.6092                         | 0.0861                     | 0.2786                   | 0.8993                | 0.4254            | 0.2851                     | 0.9203                  | 0.4354              | 0.2843                    | 0.9176                 | 0.4341             | 0.2805                  | 0.9053               | 0.4283           | 0.0592                        | 0.7517                     | 0.1098                 | 0.0603                          | 0.7648                       | 0.1117                   | 0.0618                         | 0.7849                      | 0.1147                  | 0.0612                       | 0.7765                    | 0.1134                | 0.1762                      | 0.625                    | 0.2748               | 0.1954                        | 0.6931                     | 0.3048                 | 0.1891                       | 0.6709                    | 0.2950                | 0.1789                     | 0.6349                  | 0.2792              | 0.0549                       | 0.5149                    | 0.0993                | 0.0621                         | 0.5821                      | 0.1123                  | 0.0586                        | 0.5489                     | 0.1059                 | 0.0550                      | 0.5153                   | 0.0994               | 0.2510                    | 0.8996                 | 0.3924             | 0.2579                      | 0.9244                   | 0.4033               | 0.2568                     | 0.9205                  | 0.4016              | 0.2532                   | 0.9077                | 0.3960            | 0.1668                       | 0.8571                    | 0.2792                | 0.1684                         | 0.8651                      | 0.2819                  | 0.1719                        | 0.8834                     | 0.2878                 | 0.1709                      | 0.8783                   | 0.2861               | 0.1448                      | 0.8324                   | 0.2467               | 0.1459                        | 0.8389                     | 0.2486                 | 0.1456                       | 0.8369                    | 0.2480                | 0.1450                     | 0.8335                  | 0.2470              | 0.0                             | 0                            | 0                        | 0.0                               | 0                              | 0                          | 0.0                              | 0                             | 0                         | 0.0                            | 0                           | 0                       | 0.0919                            | 0.7088                         | 0.1627                     | 0.1044                              | 0.8056                           | 0.1849                       | 0.0997                             | 0.7693                          | 0.1765                      | 0.0929                           | 0.7164                        | 0.1644                    | 0.2020                     | 0.6944                  | 0.3130              | 0.2533                       | 0.8707                    | 0.3924                | 0.2304                      | 0.7920                   | 0.3569               | 0.2034                    | 0.6991                 | 0.3151             | 0.2746                       | 0.8896                    | 0.4196                | 0.2795                         | 0.9057                      | 0.4272                  | 0.2786                        | 0.9026                     | 0.4258                 | 0.2760                      | 0.8943                   | 0.4218               | 0.2435                    | 0.8537                 | 0.3790             | 0.2580                      | 0.9043                   | 0.4015               | 0.2533                     | 0.8877                  | 0.3941              | 0.2459                   | 0.8619                | 0.3826            | 0.2201                         | 0.7641                      | 0.3418                  | 0.2599                           | 0.9021                        | 0.4036                    | 0.2430                          | 0.8432                       | 0.3772                   | 0.2216                        | 0.7693                     | 0.3441                 | 0.0442                          | 0.4939                       | 0.0811                   | 0.0477                            | 0.5331                         | 0.0875                     | 0.0504                           | 0.5631                        | 0.0925                    | 0.0481                         | 0.5383                      | 0.0884                  | 0.1214                     | 0.3340                  | 0.1781              | 0.1931                       | 0.5312                    | 0.2832                | 0.1590                      | 0.4375                   | 0.2333               | 0.1216                    | 0.3346                 | 0.1784             | 0.1824                            | 0.7661                         | 0.2947                     | 0.2164                              | 0.9089                           | 0.3496                       | 0.1998                             | 0.8389                          | 0.3227                      | 0.1827                           | 0.7673                        | 0.2951                    | 0.1077                        | 0.4860                     | 0.1763                 | 0.1081                          | 0.4880                       | 0.1770                   | 0.1080                         | 0.4875                      | 0.1769                  | 0.1078                       | 0.4863                    | 0.1764                | 0.0640                            | 0.6366                         | 0.1164                     | 0.0693                              | 0.6888                           | 0.1259                       | 0.0745                             | 0.7405                          | 0.1354                      | 0.0714                           | 0.7097                        | 0.1297                    | 0.2714                                     | 0.8133                                  | 0.4070                              | 0.2728                                       | 0.8174                                    | 0.4090                                | 0.2744                                      | 0.8223                                   | 0.4115                               | 0.2737                                    | 0.8200                                 | 0.4104                             | 0.2372                  | 0.8292               | 0.3689           | 0.2534                    | 0.8857                 | 0.3940             | 0.2509                   | 0.8772                | 0.3902            | 0.2419                 | 0.8455              | 0.3761          | 0.0088                       | 0.3457                    | 0.0171                | 0.0121                         | 0.4756                      | 0.0235                  | 0.0105                        | 0.4131                     | 0.0204                 | 0.0088                      | 0.3477                   | 0.0172               | 0.2536                      | 0.9025                   | 0.3959               | 0.2604                        | 0.9267                     | 0.4066                 | 0.2600                       | 0.9253                    | 0.4059                | 0.2556                     | 0.9095                  | 0.3990              | 0.0374                          | 0.4659                       | 0.0693                   | 0.0456                            | 0.5671                         | 0.0843                     | 0.0476                           | 0.5931                        | 0.0882                    | 0.0426                         | 0.5301                      | 0.0788                  | 0.2225                         | 0.7625                      | 0.3445                  | 0.2431                           | 0.8330                        | 0.3764                    | 0.2335                          | 0.8000                       | 0.3615                   | 0.2228                        | 0.7635                     | 0.3450                 | 0.1977                          | 0.6492                       | 0.3031                   | 0.2147                            | 0.7051                         | 0.3292                     | 0.2104                           | 0.6910                        | 0.3226                    | 0.2008                         | 0.6595                      | 0.3079                  | 0.1463                     | 0.6590                  | 0.2395              | 0.1578                       | 0.7109                    | 0.2583                | 0.1623                      | 0.7309                   | 0.2656               | 0.1556                    | 0.7009                 | 0.2547             | 0.1024                     | 0.6551                  | 0.1771              | 0.1168                       | 0.7473                    | 0.2020                | 0.1143                      | 0.7313                   | 0.1977               | 0.1065                    | 0.6813                 | 0.1842             | 0.1913                        | 0.8704                     | 0.3136                 | 0.1995                          | 0.9080                       | 0.3272                   | 0.1955                         | 0.8897                      | 0.3206                  | 0.1914                       | 0.8708                    | 0.3138                | 0.1463                        | 0.4691                     | 0.2231                 | 0.2160                          | 0.6923                       | 0.3292                   | 0.1841                         | 0.5900                      | 0.2806                  | 0.1475                       | 0.4727                    | 0.2248                | 0.2079                        | 0.7097                     | 0.3215                 | 0.2191                          | 0.7480                       | 0.3389                   | 0.2153                         | 0.7351                      | 0.3331                  | 0.2091                       | 0.7141                    | 0.3235                | 0.0005                        | 0.0401                     | 0.0011                 | 0.0060                          | 0.4517                       | 0.0119                   | 0.0056                         | 0.4208                      | 0.0111                  | 0.0014                       | 0.1075                    | 0.0028                |
| 0.1161        | 7.9956 | 4592 | 0.2180          | 0.7750                   | 0.7163                | 0.7445            | 0.8604                     | 0.7953                  | 0.8266              | 0.8316                    | 0.7687                 | 0.7989             | 0.7860                  | 0.7266               | 0.7551           | 0.1848                         | 0.5323                      | 0.2743                  | 0.2526                           | 0.7278                        | 0.3751                    | 0.2206                          | 0.6354                       | 0.3275                   | 0.1858                        | 0.5352                     | 0.2758                 | 0.1303                          | 0.8042                       | 0.2243                   | 0.1475                            | 0.9106                         | 0.2539                     | 0.1391                           | 0.8582                        | 0.2393                    | 0.1304                         | 0.8047                      | 0.2244                  | 0.0378                             | 0.5212                          | 0.0704                      | 0.0391                               | 0.5403                            | 0.0730                        | 0.0469                              | 0.6467                           | 0.0874                       | 0.0453                            | 0.6256                         | 0.0845                     | 0.2700                   | 0.9011                | 0.4155            | 0.2764                     | 0.9225                  | 0.4254              | 0.2755                    | 0.9194                 | 0.4240             | 0.2718                  | 0.9070               | 0.4182           | 0.0574                        | 0.7585                     | 0.1067                 | 0.0583                          | 0.7715                       | 0.1085                   | 0.0598                         | 0.7910                      | 0.1112                  | 0.0592                       | 0.7830                    | 0.1101                | 0.1730                      | 0.6264                   | 0.2711               | 0.1917                        | 0.6941                     | 0.3004                 | 0.1855                       | 0.6718                    | 0.2907                | 0.1757                     | 0.6361                  | 0.2753              | 0.0533                       | 0.5270                    | 0.0968                | 0.0599                         | 0.5924                      | 0.1088                  | 0.0566                        | 0.5602                     | 0.1029                 | 0.0533                      | 0.5274                   | 0.0969               | 0.2460                    | 0.9007                 | 0.3865             | 0.2524                      | 0.9240                   | 0.3964               | 0.2514                     | 0.9206                  | 0.3950              | 0.2482                   | 0.9086                | 0.3898            | 0.1626                       | 0.8583                    | 0.2735                | 0.1642                         | 0.8664                      | 0.2761                  | 0.1677                        | 0.8850                     | 0.2820                 | 0.1667                      | 0.8799                   | 0.2804               | 0.1410                      | 0.8348                   | 0.2413               | 0.1421                        | 0.8414                     | 0.2432                 | 0.1418                       | 0.8394                    | 0.2426                | 0.1412                     | 0.8358                  | 0.2416              | 0.0                             | 0                            | 0                        | 0.0                               | 0                              | 0                          | 0.0                              | 0                             | 0                         | 0.0                            | 0                           | 0                       | 0.0893                            | 0.7111                         | 0.1587                     | 0.1014                              | 0.8077                           | 0.1802                       | 0.0968                             | 0.7708                          | 0.1720                      | 0.0903                           | 0.7187                        | 0.1604                    | 0.1979                     | 0.6918                  | 0.3077              | 0.2477                       | 0.8659                    | 0.3852                | 0.2257                      | 0.7890                   | 0.3510               | 0.1993                    | 0.6968                 | 0.3099             | 0.2663                       | 0.8915                    | 0.4102                | 0.2714                         | 0.9084                      | 0.4179                  | 0.2705                        | 0.9053                     | 0.4165                 | 0.2678                      | 0.8965                   | 0.4124               | 0.2367                    | 0.8469                 | 0.3700             | 0.2518                      | 0.9009                   | 0.3936               | 0.2467                     | 0.8827                  | 0.3856              | 0.2390                   | 0.8552                | 0.3736            | 0.2148                         | 0.7642                      | 0.3354                  | 0.2539                           | 0.9032                        | 0.3964                    | 0.2371                          | 0.8434                       | 0.3701                   | 0.2161                        | 0.7689                     | 0.3374                 | 0.0414                          | 0.4850                       | 0.0764                   | 0.0449                            | 0.5261                         | 0.0828                     | 0.0472                           | 0.5523                        | 0.0869                    | 0.0451                         | 0.5279                      | 0.0831                  | 0.1157                     | 0.3341                  | 0.1718              | 0.1838                       | 0.5308                    | 0.2730                | 0.1515                      | 0.4375                   | 0.2250               | 0.1161                    | 0.3352                 | 0.1725             | 0.1778                            | 0.7666                         | 0.2887                     | 0.2107                              | 0.9082                           | 0.3420                       | 0.1946                             | 0.8388                          | 0.3159                      | 0.1781                           | 0.7678                        | 0.2891                    | 0.1032                        | 0.4967                     | 0.1709                 | 0.1037                          | 0.4993                       | 0.1718                   | 0.1036                         | 0.4984                      | 0.1715                  | 0.1033                       | 0.4970                    | 0.1710                | 0.0638                            | 0.6369                         | 0.1160                     | 0.0685                              | 0.6843                           | 0.1246                       | 0.0747                             | 0.7461                          | 0.1358                      | 0.0718                           | 0.7165                        | 0.1304                    | 0.2656                                     | 0.8117                                  | 0.4002                              | 0.2671                                       | 0.8165                                    | 0.4026                                | 0.2687                                      | 0.8211                                   | 0.4049                               | 0.2678                                    | 0.8184                                 | 0.4035                             | 0.2323                  | 0.8316               | 0.3632           | 0.2477                    | 0.8867                 | 0.3873             | 0.2456                   | 0.8793                | 0.3840            | 0.2369                 | 0.8479              | 0.3703          | 0.0084                       | 0.3321                    | 0.0164                | 0.0116                         | 0.4605                      | 0.0227                  | 0.0101                        | 0.3986                     | 0.0197                 | 0.0084                      | 0.3340                   | 0.0165               | 0.2479                      | 0.9024                   | 0.3889               | 0.2547                        | 0.9271                     | 0.3996                 | 0.2544                       | 0.9259                    | 0.3991                | 0.2499                     | 0.9098                  | 0.3922              | 0.0370                          | 0.4536                       | 0.0685                   | 0.0450                            | 0.5516                         | 0.0833                     | 0.0478                           | 0.5854                        | 0.0884                    | 0.0428                         | 0.5240                      | 0.0791                  | 0.2160                         | 0.7639                      | 0.3368                  | 0.2356                           | 0.8333                        | 0.3674                    | 0.2265                          | 0.8008                       | 0.3531                   | 0.2163                        | 0.7649                     | 0.3373                 | 0.1917                          | 0.6587                       | 0.2970                   | 0.2083                            | 0.7158                         | 0.3227                     | 0.2039                           | 0.7007                        | 0.3159                    | 0.1947                         | 0.6688                      | 0.3016                  | 0.1425                     | 0.6630                  | 0.2345              | 0.1533                       | 0.7137                    | 0.2524                | 0.1579                      | 0.7348                   | 0.2599               | 0.1517                    | 0.7059                 | 0.2497             | 0.0994                     | 0.6505                  | 0.1725              | 0.1134                       | 0.7419                    | 0.1967                | 0.1111                      | 0.7268                   | 0.1927               | 0.1036                    | 0.6778                 | 0.1797             | 0.1859                        | 0.8743                     | 0.3066                 | 0.1939                          | 0.9120                       | 0.3198                   | 0.1900                         | 0.8936                      | 0.3134                  | 0.1860                       | 0.8747                    | 0.3068                | 0.1410                        | 0.4698                     | 0.2169                 | 0.2095                          | 0.6980                       | 0.3223                   | 0.1780                         | 0.5929                      | 0.2738                  | 0.1420                       | 0.4730                    | 0.2184                | 0.2011                        | 0.7114                     | 0.3136                 | 0.2124                          | 0.7515                       | 0.3312                   | 0.2084                         | 0.7374                      | 0.3250                  | 0.2023                       | 0.7155                    | 0.3154                | 0.0011                        | 0.0832                     | 0.0021                 | 0.0059                          | 0.4640                       | 0.0117                   | 0.0057                         | 0.4445                      | 0.0112                  | 0.0020                       | 0.1534                    | 0.0039                |


### Framework versions

- Transformers 4.40.2
- Pytorch 2.3.1+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1