diff --git "a/README.md" "b/README.md" new file mode 100644--- /dev/null +++ "b/README.md" @@ -0,0 +1,487 @@ +--- +license: apache-2.0 +base_model: bert-base-multilingual-cased +tags: +- generated_from_trainer +model-index: +- name: bert-base-multilingual-cased-iob2-20240815215942 + results: [] +--- + + + +# bert-base-multilingual-cased-iob2-20240815215942 + +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: 0.2405 +- Overall Strict Precision: 0.7727 +- Overall Strict Recall: 0.7268 +- Overall Strict F1: 0.7491 +- Overall Ent Type Precision: 0.8549 +- Overall Ent Type Recall: 0.8041 +- Overall Ent Type F1: 0.8288 +- Overall Partial Precision: 0.8269 +- Overall Partial Recall: 0.7777 +- Overall Partial F1: 0.8015 +- Overall Exact Precision: 0.7834 +- Overall Exact Recall: 0.7369 +- Overall Exact F1: 0.7594 +- Hotelemail Strict Precision: 0.1795 +- Hotelemail Strict Recall: 0.8773 +- Hotelemail Strict F1: 0.2980 +- Hotelemail Ent Type Precision: 0.1867 +- Hotelemail Ent Type Recall: 0.9127 +- Hotelemail Ent Type F1: 0.3100 +- Hotelemail Partial Precision: 0.1831 +- Hotelemail Partial Recall: 0.8953 +- Hotelemail Partial F1: 0.3041 +- Hotelemail Exact Precision: 0.1795 +- Hotelemail Exact Recall: 0.8775 +- Hotelemail Exact F1: 0.2980 +- Hotelzipcode Strict Precision: 0.1908 +- Hotelzipcode Strict Recall: 0.7108 +- Hotelzipcode Strict F1: 0.3009 +- Hotelzipcode Ent Type Precision: 0.2019 +- Hotelzipcode Ent Type Recall: 0.7519 +- Hotelzipcode Ent Type F1: 0.3183 +- Hotelzipcode Partial Precision: 0.1979 +- Hotelzipcode Partial Recall: 0.7373 +- Hotelzipcode Partial F1: 0.3121 +- Hotelzipcode Exact Precision: 0.1919 +- Hotelzipcode Exact Recall: 0.7147 +- Hotelzipcode Exact F1: 0.3025 +- Hoteladdress Strict Precision: 0.1356 +- Hoteladdress Strict Recall: 0.4731 +- Hoteladdress Strict F1: 0.2108 +- Hoteladdress Ent Type Precision: 0.1996 +- Hoteladdress Ent Type Recall: 0.6961 +- Hoteladdress Ent Type F1: 0.3102 +- Hoteladdress Partial Precision: 0.1692 +- Hoteladdress Partial Recall: 0.5903 +- Hoteladdress Partial F1: 0.2630 +- Hoteladdress Exact Precision: 0.1360 +- Hoteladdress Exact Recall: 0.4743 +- Hoteladdress Exact F1: 0.2113 +- Hotelvatnumber Strict Precision: 0.1327 +- Hotelvatnumber Strict Recall: 0.6715 +- Hotelvatnumber Strict F1: 0.2216 +- Hotelvatnumber Ent Type Precision: 0.1421 +- Hotelvatnumber Ent Type Recall: 0.7193 +- Hotelvatnumber Ent Type F1: 0.2374 +- Hotelvatnumber Partial Precision: 0.1477 +- Hotelvatnumber Partial Recall: 0.7475 +- Hotelvatnumber Partial F1: 0.2467 +- Hotelvatnumber Exact Precision: 0.1420 +- Hotelvatnumber Exact Recall: 0.7188 +- Hotelvatnumber Exact F1: 0.2372 +- Netamount Strict Precision: 0.0969 +- Netamount Strict Recall: 0.7076 +- Netamount Strict F1: 0.1704 +- Netamount Ent Type Precision: 0.1099 +- Netamount Ent Type Recall: 0.8032 +- Netamount Ent Type F1: 0.1934 +- Netamount Partial Precision: 0.1057 +- Netamount Partial Recall: 0.7721 +- Netamount Partial F1: 0.1859 +- Netamount Exact Precision: 0.0988 +- Netamount Exact Recall: 0.7217 +- Netamount Exact F1: 0.1738 +- Companyname Strict Precision: 0.1949 +- Companyname Strict Recall: 0.7150 +- Companyname Strict F1: 0.3063 +- Companyname Ent Type Precision: 0.2391 +- Companyname Ent Type Recall: 0.8774 +- Companyname Ent Type F1: 0.3758 +- Companyname Partial Precision: 0.2194 +- Companyname Partial Recall: 0.8052 +- Companyname Partial F1: 0.3449 +- Companyname Exact Precision: 0.1961 +- Companyname Exact Recall: 0.7196 +- Companyname Exact F1: 0.3082 +- Reservationnumber Strict Precision: 0.0332 +- Reservationnumber Strict Recall: 0.5298 +- Reservationnumber Strict F1: 0.0625 +- Reservationnumber Ent Type Precision: 0.0345 +- Reservationnumber Ent Type Recall: 0.5501 +- Reservationnumber Ent Type F1: 0.0649 +- Reservationnumber Partial Precision: 0.0408 +- Reservationnumber Partial Recall: 0.6505 +- Reservationnumber Partial F1: 0.0767 +- Reservationnumber Exact Precision: 0.0393 +- Reservationnumber Exact Recall: 0.6280 +- Reservationnumber Exact F1: 0.0741 +- Roomno Strict Precision: 0.2496 +- Roomno Strict Recall: 0.8300 +- Roomno Strict F1: 0.3838 +- Roomno Ent Type Precision: 0.2510 +- Roomno Ent Type Recall: 0.8346 +- Roomno Ent Type F1: 0.3859 +- Roomno Partial Precision: 0.2532 +- Roomno Partial Recall: 0.8420 +- Roomno Partial F1: 0.3893 +- Roomno Exact Precision: 0.2523 +- Roomno Exact Recall: 0.8390 +- Roomno Exact F1: 0.3879 +- Invoicenumber Strict Precision: 0.2227 +- Invoicenumber Strict Recall: 0.8509 +- Invoicenumber Strict F1: 0.3530 +- Invoicenumber Ent Type Precision: 0.2369 +- Invoicenumber Ent Type Recall: 0.9054 +- Invoicenumber Ent Type F1: 0.3756 +- Invoicenumber Partial Precision: 0.2321 +- Invoicenumber Partial Recall: 0.8869 +- Invoicenumber Partial F1: 0.3679 +- Invoicenumber Exact Precision: 0.2248 +- Invoicenumber Exact Recall: 0.8591 +- Invoicenumber Exact F1: 0.3564 +- Taxamount Strict Precision: 0.0859 +- Taxamount Strict Recall: 0.7570 +- Taxamount Strict F1: 0.1543 +- Taxamount Ent Type Precision: 0.0968 +- Taxamount Ent Type Recall: 0.8531 +- Taxamount Ent Type F1: 0.1739 +- Taxamount Partial Precision: 0.0920 +- Taxamount Partial Recall: 0.8110 +- Taxamount Partial F1: 0.1653 +- Taxamount Exact Precision: 0.0864 +- Taxamount Exact Recall: 0.7610 +- Taxamount Exact F1: 0.1551 +- Hotelfaxnumber Strict Precision: 0.1257 +- Hotelfaxnumber Strict Recall: 0.7969 +- Hotelfaxnumber Strict F1: 0.2172 +- Hotelfaxnumber Ent Type Precision: 0.1422 +- Hotelfaxnumber Ent Type Recall: 0.9013 +- Hotelfaxnumber Ent Type F1: 0.2456 +- Hotelfaxnumber Partial Precision: 0.1343 +- Hotelfaxnumber Partial Recall: 0.8514 +- Hotelfaxnumber Partial F1: 0.2320 +- Hotelfaxnumber Exact Precision: 0.1260 +- Hotelfaxnumber Exact Recall: 0.7989 +- Hotelfaxnumber Exact F1: 0.2177 +- Hotelbankaccount Strict Precision: 0.0 +- Hotelbankaccount Strict Recall: 0.0 +- Hotelbankaccount Strict F1: 0 +- Hotelbankaccount Ent Type Precision: 0.0 +- Hotelbankaccount Ent Type Recall: 0.0 +- Hotelbankaccount Ent Type F1: 0 +- Hotelbankaccount Partial Precision: 0.0 +- Hotelbankaccount Partial Recall: 0.0 +- Hotelbankaccount Partial F1: 0 +- Hotelbankaccount Exact Precision: 0.0 +- Hotelbankaccount Exact Recall: 0.0 +- Hotelbankaccount Exact F1: 0 +- Hotelcountry Strict Precision: 0.0541 +- Hotelcountry Strict Recall: 0.7433 +- Hotelcountry Strict F1: 0.1008 +- Hotelcountry Ent Type Precision: 0.0550 +- Hotelcountry Ent Type Recall: 0.7564 +- Hotelcountry Ent Type F1: 0.1026 +- Hotelcountry Partial Precision: 0.0559 +- Hotelcountry Partial Recall: 0.7687 +- Hotelcountry Partial F1: 0.1042 +- Hotelcountry Exact Precision: 0.0554 +- Hotelcountry Exact Recall: 0.7614 +- Hotelcountry Exact F1: 0.1032 +- Companyzipcode Strict Precision: 0.2389 +- Companyzipcode Strict Recall: 0.9170 +- Companyzipcode Strict F1: 0.3790 +- Companyzipcode Ent Type Precision: 0.2446 +- Companyzipcode Ent Type Recall: 0.9390 +- Companyzipcode Ent Type F1: 0.3882 +- Companyzipcode Partial Precision: 0.2441 +- Companyzipcode Partial Recall: 0.9368 +- Companyzipcode Partial F1: 0.3872 +- Companyzipcode Exact Precision: 0.2404 +- Companyzipcode Exact Recall: 0.9228 +- Companyzipcode Exact F1: 0.3815 +- Checkout Strict Precision: 0.2566 +- Checkout Strict Recall: 0.8969 +- Checkout Strict F1: 0.3990 +- Checkout Ent Type Precision: 0.2605 +- Checkout Ent Type Recall: 0.9107 +- Checkout Ent Type F1: 0.4051 +- Checkout Partial Precision: 0.2601 +- Checkout Partial Recall: 0.9092 +- Checkout Partial F1: 0.4045 +- Checkout Exact Precision: 0.2580 +- Checkout Exact Recall: 0.9019 +- Checkout Exact F1: 0.4012 +- Externalreservationnumber Strict Precision: 0.0053 +- Externalreservationnumber Strict Recall: 0.3301 +- Externalreservationnumber Strict F1: 0.0104 +- Externalreservationnumber Ent Type Precision: 0.0065 +- Externalreservationnumber Ent Type Recall: 0.4039 +- Externalreservationnumber Ent Type F1: 0.0127 +- Externalreservationnumber Partial Precision: 0.0096 +- Externalreservationnumber Partial Recall: 0.5968 +- Externalreservationnumber Partial F1: 0.0188 +- Externalreservationnumber Exact Precision: 0.0086 +- Externalreservationnumber Exact Recall: 0.5348 +- Externalreservationnumber Exact F1: 0.0169 +- Travellername Strict Precision: 0.1794 +- Travellername Strict Recall: 0.5593 +- Travellername Strict F1: 0.2717 +- Travellername Ent Type Precision: 0.2417 +- Travellername Ent Type Recall: 0.7536 +- Travellername Ent Type F1: 0.3661 +- Travellername Partial Precision: 0.2120 +- Travellername Partial Recall: 0.6610 +- Travellername Partial F1: 0.3211 +- Travellername Exact Precision: 0.1804 +- Travellername Exact Recall: 0.5624 +- Travellername Exact F1: 0.2732 +- Invoicedate Strict Precision: 0.2369 +- Invoicedate Strict Recall: 0.9110 +- Invoicedate Strict F1: 0.3760 +- Invoicedate Ent Type Precision: 0.2427 +- Invoicedate Ent Type Recall: 0.9334 +- Invoicedate Ent Type F1: 0.3852 +- Invoicedate Partial Precision: 0.2418 +- Invoicedate Partial Recall: 0.9299 +- Invoicedate Partial F1: 0.3838 +- Invoicedate Exact Precision: 0.2388 +- Invoicedate Exact Recall: 0.9185 +- Invoicedate Exact F1: 0.3791 +- Companyaddress Strict Precision: 0.2066 +- Companyaddress Strict Recall: 0.7693 +- Companyaddress Strict F1: 0.3257 +- Companyaddress Ent Type Precision: 0.2441 +- Companyaddress Ent Type Recall: 0.9091 +- Companyaddress Ent Type F1: 0.3848 +- Companyaddress Partial Precision: 0.2279 +- Companyaddress Partial Recall: 0.8487 +- Companyaddress Partial F1: 0.3593 +- Companyaddress Exact Precision: 0.2079 +- Companyaddress Exact Recall: 0.7744 +- Companyaddress Exact F1: 0.3278 +- Checkin Strict Precision: 0.2584 +- Checkin Strict Recall: 0.9047 +- Checkin Strict F1: 0.4020 +- Checkin Ent Type Precision: 0.2640 +- Checkin Ent Type Recall: 0.9243 +- Checkin Ent Type F1: 0.4107 +- Checkin Partial Precision: 0.2635 +- Checkin Partial Recall: 0.9227 +- Checkin Partial F1: 0.4100 +- Checkin Exact Precision: 0.2602 +- Checkin Exact Recall: 0.9111 +- Checkin Exact F1: 0.4048 +- Grossamount Strict Precision: 0.1690 +- Grossamount Strict Recall: 0.6567 +- Grossamount Strict F1: 0.2688 +- Grossamount Ent Type Precision: 0.1860 +- Grossamount Ent Type Recall: 0.7230 +- Grossamount Ent Type F1: 0.2959 +- Grossamount Partial Precision: 0.1799 +- Grossamount Partial Recall: 0.6992 +- Grossamount Partial F1: 0.2862 +- Grossamount Exact Precision: 0.1711 +- Grossamount Exact Recall: 0.6648 +- Grossamount Exact F1: 0.2721 +- Pagenumber Strict Precision: 0.1343 +- Pagenumber Strict Recall: 0.8347 +- Pagenumber Strict F1: 0.2313 +- Pagenumber Ent Type Precision: 0.1353 +- Pagenumber Ent Type Recall: 0.8407 +- Pagenumber Ent Type F1: 0.2330 +- Pagenumber Partial Precision: 0.1349 +- Pagenumber Partial Recall: 0.8386 +- Pagenumber Partial F1: 0.2324 +- Pagenumber Exact Precision: 0.1344 +- Pagenumber Exact Recall: 0.8355 +- Pagenumber Exact F1: 0.2316 +- Hotelphonenumber Strict Precision: 0.1715 +- Hotelphonenumber Strict Recall: 0.7708 +- Hotelphonenumber Strict F1: 0.2806 +- Hotelphonenumber Ent Type Precision: 0.2027 +- Hotelphonenumber Ent Type Recall: 0.9114 +- Hotelphonenumber Ent Type F1: 0.3317 +- Hotelphonenumber Partial Precision: 0.1874 +- Hotelphonenumber Partial Recall: 0.8425 +- Hotelphonenumber Partial F1: 0.3067 +- Hotelphonenumber Exact Precision: 0.1718 +- Hotelphonenumber Exact Recall: 0.7721 +- Hotelphonenumber Exact F1: 0.2810 +- Companycountry Strict Precision: 0.1555 +- Companycountry Strict Recall: 0.8746 +- Companycountry Strict F1: 0.2641 +- Companycountry Ent Type Precision: 0.1568 +- Companycountry Ent Type Recall: 0.8820 +- Companycountry Ent Type F1: 0.2663 +- Companycountry Partial Precision: 0.1601 +- Companycountry Partial Recall: 0.9000 +- Companycountry Partial F1: 0.2718 +- Companycountry Exact Precision: 0.1592 +- Companycountry Exact Recall: 0.8955 +- Companycountry Exact F1: 0.2704 +- Companycity Strict Precision: 0.2222 +- Companycity Strict Recall: 0.8408 +- Companycity Strict F1: 0.3515 +- Companycity Ent Type Precision: 0.2379 +- Companycity Ent Type Recall: 0.9005 +- Companycity Ent Type F1: 0.3764 +- Companycity Partial Precision: 0.2349 +- Companycity Partial Recall: 0.8889 +- Companycity Partial F1: 0.3716 +- Companycity Exact Precision: 0.2261 +- Companycity Exact Recall: 0.8558 +- Companycity Exact F1: 0.3577 +- Cardtype Strict Precision: 0.0505 +- Cardtype Strict Recall: 0.5136 +- Cardtype Strict F1: 0.0919 +- Cardtype Ent Type Precision: 0.0572 +- Cardtype Ent Type Recall: 0.5819 +- Cardtype Ent Type F1: 0.1041 +- Cardtype Partial Precision: 0.0539 +- Cardtype Partial Recall: 0.5482 +- Cardtype Partial F1: 0.0981 +- Cardtype Exact Precision: 0.0505 +- Cardtype Exact Recall: 0.5141 +- Cardtype Exact F1: 0.0920 +- Bookingnumber Strict Precision: 0.0333 +- Bookingnumber Strict Recall: 0.4955 +- Bookingnumber Strict F1: 0.0625 +- Bookingnumber Ent Type Precision: 0.0389 +- Bookingnumber Ent Type Recall: 0.5783 +- Bookingnumber Ent Type F1: 0.0729 +- Bookingnumber Partial Precision: 0.0432 +- Bookingnumber Partial Recall: 0.6419 +- Bookingnumber Partial F1: 0.0809 +- Bookingnumber Exact Precision: 0.0398 +- Bookingnumber Exact Recall: 0.5923 +- Bookingnumber Exact F1: 0.0747 +- Documenttype Strict Precision: 0.2046 +- Documenttype Strict Recall: 0.7665 +- Documenttype Strict F1: 0.3229 +- Documenttype Ent Type Precision: 0.2223 +- Documenttype Ent Type Recall: 0.8330 +- Documenttype Ent Type F1: 0.3510 +- Documenttype Partial Precision: 0.2138 +- Documenttype Partial Recall: 0.8009 +- Documenttype Partial F1: 0.3375 +- Documenttype Exact Precision: 0.2048 +- Documenttype Exact Recall: 0.7672 +- Documenttype Exact F1: 0.3233 +- Cardnumber Strict Precision: 0.0084 +- Cardnumber Strict Recall: 0.3752 +- Cardnumber Strict F1: 0.0165 +- Cardnumber Ent Type Precision: 0.0111 +- Cardnumber Ent Type Recall: 0.4950 +- Cardnumber Ent Type F1: 0.0218 +- Cardnumber Partial Precision: 0.0099 +- Cardnumber Partial Recall: 0.4411 +- Cardnumber Partial F1: 0.0194 +- Cardnumber Exact Precision: 0.0085 +- Cardnumber Exact Recall: 0.3792 +- Cardnumber Exact F1: 0.0167 +- Hoteltaxcode Strict Precision: 0.0404 +- Hoteltaxcode Strict Recall: 0.5059 +- Hoteltaxcode Strict F1: 0.0749 +- Hoteltaxcode Ent Type Precision: 0.0423 +- Hoteltaxcode Ent Type Recall: 0.5290 +- Hoteltaxcode Ent Type F1: 0.0783 +- Hoteltaxcode Partial Precision: 0.0463 +- Hoteltaxcode Partial Recall: 0.5796 +- Hoteltaxcode Partial F1: 0.0858 +- Hoteltaxcode Exact Precision: 0.0451 +- Hoteltaxcode Exact Recall: 0.5642 +- Hoteltaxcode Exact F1: 0.0835 +- Companyvatnumber Strict Precision: 0.0581 +- Companyvatnumber Strict Recall: 0.6428 +- Companyvatnumber Strict F1: 0.1066 +- Companyvatnumber Ent Type Precision: 0.0627 +- Companyvatnumber Ent Type Recall: 0.6933 +- Companyvatnumber Ent Type F1: 0.1149 +- Companyvatnumber Partial Precision: 0.0669 +- Companyvatnumber Partial Recall: 0.7404 +- Companyvatnumber Partial F1: 0.1227 +- Companyvatnumber Exact Precision: 0.0642 +- Companyvatnumber Exact Recall: 0.7100 +- Companyvatnumber Exact F1: 0.1177 +- Currencycode Strict Precision: 0.1015 +- Currencycode Strict Recall: 0.4981 +- Currencycode Strict F1: 0.1686 +- Currencycode Ent Type Precision: 0.1019 +- Currencycode Ent Type Recall: 0.5002 +- Currencycode Ent Type F1: 0.1693 +- Currencycode Partial Precision: 0.1018 +- Currencycode Partial Recall: 0.4996 +- Currencycode Partial F1: 0.1691 +- Currencycode Exact Precision: 0.1016 +- Currencycode Exact Recall: 0.4985 +- Currencycode Exact F1: 0.1688 +- Hotelname Strict Precision: 0.1076 +- Hotelname Strict Recall: 0.3300 +- Hotelname Strict F1: 0.1623 +- Hotelname Ent Type Precision: 0.1732 +- Hotelname Ent Type Recall: 0.5312 +- Hotelname Ent Type F1: 0.2613 +- Hotelname Partial Precision: 0.1419 +- Hotelname Partial Recall: 0.4350 +- Hotelname Partial F1: 0.2139 +- Hotelname Exact Precision: 0.1079 +- Hotelname Exact Recall: 0.3309 +- Hotelname Exact F1: 0.1627 +- Hotelcity Strict Precision: 0.1802 +- Hotelcity Strict Recall: 0.6530 +- Hotelcity Strict F1: 0.2825 +- Hotelcity Ent Type Precision: 0.1970 +- Hotelcity Ent Type Recall: 0.7140 +- Hotelcity Ent Type F1: 0.3088 +- Hotelcity Partial Precision: 0.1924 +- Hotelcity Partial Recall: 0.6973 +- Hotelcity Partial F1: 0.3016 +- Hotelcity Exact Precision: 0.1830 +- Hotelcity Exact Recall: 0.6633 +- Hotelcity Exact F1: 0.2869 + +## 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: 2e-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: 0.0625 +- 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | +|:-------------:|:------:|:----:|:---------------:|:------------------------:|:---------------------:|:-----------------:|:--------------------------:|:-----------------------:|:-------------------:|:-------------------------:|:----------------------:|:------------------:|:-----------------------:|:--------------------:|:----------------:|:---------------------------:|:------------------------:|:--------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:----------------------------:|:-------------------------:|:---------------------:|:--------------------------:|:-----------------------:|:-------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:------------------------------:|:---------------------------:|:-----------------------:|:----------------------------:|:-------------------------:|:---------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:------------------------------:|:---------------------------:|:-----------------------:|:----------------------------:|:-------------------------:|:---------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:---------------------------------:|:------------------------------:|:--------------------------:|:--------------------------------:|:-----------------------------:|:-------------------------:|:------------------------------:|:---------------------------:|:-----------------------:|:--------------------------:|:-----------------------:|:-------------------:|:----------------------------:|:-------------------------:|:---------------------:|:---------------------------:|:------------------------:|:--------------------:|:-------------------------:|:----------------------:|:------------------:|:----------------------------:|:-------------------------:|:---------------------:|:------------------------------:|:---------------------------:|:-----------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:---------------------------:|:------------------------:|:--------------------:|:----------------------------------:|:-------------------------------:|:---------------------------:|:------------------------------------:|:---------------------------------:|:-----------------------------:|:-----------------------------------:|:--------------------------------:|:----------------------------:|:---------------------------------:|:------------------------------:|:--------------------------:|:-----------------------:|:--------------------:|:----------------:|:-------------------------:|:----------------------:|:------------------:|:------------------------:|:---------------------:|:-----------------:|:----------------------:|:-------------------:|:---------------:|:------------------------------:|:---------------------------:|:-----------------------:|:--------------------------------:|:-----------------------------:|:-------------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:--------------------------:|:-----------------------:|:-------------------:|:----------------------------:|:-------------------------:|:---------------------:|:---------------------------:|:------------------------:|:--------------------:|:-------------------------:|:----------------------:|:------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:---------------------------------:|:------------------------------:|:--------------------------:|:--------------------------------:|:-----------------------------:|:-------------------------:|:------------------------------:|:---------------------------:|:-----------------------:|:---------------------------------:|:------------------------------:|:--------------------------:|:-----------------------------------:|:--------------------------------:|:----------------------------:|:----------------------------------:|:-------------------------------:|:---------------------------:|:--------------------------------:|:-----------------------------:|:-------------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:------------------------------:|:---------------------------:|:-----------------------:|:----------------------------:|:-------------------------:|:---------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:---------------------------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+| 0.7771 | 0.9995 | 574 | 0.2103 | 0.7377 | 0.6858 | 0.7108 | 0.8356 | 0.7768 | 0.8051 | 0.8059 | 0.7492 | 0.7765 | 0.7530 | 0.7000 | 0.7255 | 0.1648 | 0.8369 | 0.2754 | 0.1739 | 0.8828 | 0.2905 | 0.1694 | 0.8602 | 0.2831 | 0.1649 | 0.8372 | 0.2755 | 0.1696 | 0.6802 | 0.2714 | 0.1826 | 0.7324 | 0.2923 | 0.1785 | 0.7163 | 0.2858 | 0.1714 | 0.6875 | 0.2744 | 0.1080 | 0.4098 | 0.1710 | 0.1804 | 0.6844 | 0.2855 | 0.1474 | 0.5592 | 0.2333 | 0.1094 | 0.4149 | 0.1731 | 0.1297 | 0.5807 | 0.2121 | 0.1419 | 0.6350 | 0.2319 | 0.1532 | 0.6855 | 0.2504 | 0.1454 | 0.6508 | 0.2377 | 0.0653 | 0.5231 | 0.1161 | 0.0810 | 0.6489 | 0.1440 | 0.0847 | 0.6789 | 0.1506 | 0.0749 | 0.6002 | 0.1332 | 0.1719 | 0.6663 | 0.2733 | 0.2210 | 0.8568 | 0.3514 | 0.1987 | 0.7702 | 0.3159 | 0.1730 | 0.6705 | 0.2750 | 0.0280 | 0.5052 | 0.0531 | 0.0307 | 0.5536 | 0.0582 | 0.0380 | 0.6848 | 0.0719 | 0.0357 | 0.6447 | 0.0677 | 0.2315 | 0.7651 | 0.3554 | 0.2330 | 0.7702 | 0.3578 | 0.2358 | 0.7794 | 0.3621 | 0.2348 | 0.7759 | 0.3605 | 0.2053 | 0.8079 | 0.3274 | 0.2237 | 0.8802 | 0.3567 | 0.2167 | 0.8528 | 0.3456 | 0.2074 | 0.8160 | 0.3307 | 0.0603 | 0.6057 | 0.1096 | 0.0727 | 0.7313 | 0.1323 | 0.0695 | 0.6986 | 0.1264 | 0.0623 | 0.6267 | 0.1134 | 0.1160 | 0.7942 | 0.2024 | 0.1309 | 0.8966 | 0.2285 | 0.1236 | 0.8463 | 0.2157 | 0.1160 | 0.7947 | 0.2025 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0437 | 0.7020 | 0.0823 | 0.0450 | 0.7219 | 0.0847 | 0.0459 | 0.7365 | 0.0864 | 0.0452 | 0.7257 | 0.0851 | 0.2212 | 0.8865 | 0.3541 | 0.2288 | 0.9168 | 0.3661 | 0.2283 | 0.9151 | 0.3655 | 0.2235 | 0.8956 | 0.3577 | 0.2460 | 0.8725 | 0.3838 | 0.2516 | 0.8924 | 0.3925 | 0.2503 | 0.8878 | 0.3905 | 0.2473 | 0.8774 | 0.3859 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1713 | 0.4976 | 0.2549 | 0.2379 | 0.6908 | 0.3539 | 0.2070 | 0.6010 | 0.3079 | 0.1728 | 0.5017 | 0.2570 | 0.2181 | 0.8608 | 0.3481 | 0.2272 | 0.8967 | 0.3626 | 0.2260 | 0.8919 | 0.3606 | 0.2210 | 0.8721 | 0.3526 | 0.1907 | 0.7401 | 0.3033 | 0.2279 | 0.8844 | 0.3624 | 0.2121 | 0.8230 | 0.3372 | 0.1923 | 0.7462 | 0.3058 | 0.2493 | 0.8811 | 0.3886 | 0.2556 | 0.9033 | 0.3984 | 0.2548 | 0.9005 | 0.3972 | 0.2511 | 0.8876 | 0.3915 | 0.1307 | 0.5378 | 0.2103 | 0.1554 | 0.6397 | 0.2501 | 0.1533 | 0.6308 | 0.2466 | 0.1388 | 0.5712 | 0.2233 | 0.1227 | 0.8240 | 0.2136 | 0.1239 | 0.8321 | 0.2157 | 0.1235 | 0.8295 | 0.2150 | 0.1229 | 0.8254 | 0.2140 | 0.1570 | 0.7462 | 0.2594 | 0.1878 | 0.8929 | 0.3104 | 0.1735 | 0.8249 | 0.2867 | 0.1580 | 0.7510 | 0.2610 | 0.1413 | 0.8248 | 0.2413 | 0.1431 | 0.8351 | 0.2443 | 0.1480 | 0.8637 | 0.2527 | 0.1465 | 0.8550 | 0.2501 | 0.2083 | 0.8079 | 0.3312 | 0.2219 | 0.8605 | 0.3528 | 0.2211 | 0.8576 | 0.3516 | 0.2133 | 0.8272 | 0.3391 | 0.0361 | 0.5110 | 0.0674 | 0.0417 | 0.5904 | 0.0779 | 0.0389 | 0.5513 | 0.0728 | 0.0361 | 0.5115 | 0.0675 | 0.0240 | 0.3704 | 0.0451 | 0.0359 | 0.5540 | 0.0675 | 0.0372 | 0.5742 | 0.0699 | 0.0287 | 0.4430 | 0.0539 | 0.1864 | 0.7266 | 0.2966 | 0.2049 | 0.7988 | 0.3261 | 0.1961 | 0.7644 | 0.3121 | 0.1865 | 0.7273 | 0.2969 | 0.0039 | 0.2146 | 0.0076 | 0.0099 | 0.5514 | 0.0195 | 0.0069 | 0.3847 | 0.0136 | 0.0039 | 0.2158 | 0.0076 | 0.0385 | 0.5678 | 0.0721 | 0.0415 | 0.6121 | 0.0778 | 0.0431 | 0.6359 | 0.0808 | 0.0415 | 0.6121 | 0.0778 | 0.0457 | 0.6304 | 0.0852 | 0.0526 | 0.7253 | 0.0980 | 0.0526 | 0.7261 | 0.0981 | 0.0488 | 0.6735 | 0.0910 | 0.0714 | 0.4827 | 0.1244 | 0.0716 | 0.4840 | 0.1247 | 0.0715 | 0.4839 | 0.1247 | 0.0715 | 0.4832 | 0.1245 | 0.0785 | 0.2908 | 0.1236 | 0.1433 | 0.5306 | 0.2256 | 0.1120 | 0.4148 | 0.1764 | 0.0786 | 0.2911 | 0.1238 | 0.1602 | 0.6059 | 0.2533 | 0.1804 | 0.6825 | 0.2854 | 0.1751 | 0.6625 | 0.2770 | 0.1636 | 0.6187 | 0.2587 | +| 0.1702 | 1.9989 | 1148 | 0.2124 | 0.7787 | 0.6954 | 0.7347 | 0.8678 | 0.7749 | 0.8187 | 0.8385 | 0.7488 | 0.7911 | 0.7908 | 0.7062 | 0.7461 | 0.1997 | 0.8486 | 0.3233 | 0.2081 | 0.8842 | 0.3369 | 0.2040 | 0.8669 | 0.3303 | 0.1998 | 0.8490 | 0.3235 | 0.2157 | 0.6861 | 0.3282 | 0.2283 | 0.7262 | 0.3474 | 0.2237 | 0.7115 | 0.3404 | 0.2166 | 0.6891 | 0.3296 | 0.1503 | 0.4597 | 0.2266 | 0.2235 | 0.6835 | 0.3369 | 0.1892 | 0.5785 | 0.2852 | 0.1510 | 0.4617 | 0.2276 | 0.1582 | 0.6235 | 0.2523 | 0.1709 | 0.6737 | 0.2726 | 0.1790 | 0.7058 | 0.2856 | 0.1711 | 0.6745 | 0.2730 | 0.1039 | 0.6019 | 0.1772 | 0.1199 | 0.6947 | 0.2045 | 0.1187 | 0.6876 | 0.2024 | 0.1095 | 0.6344 | 0.1868 | 0.2117 | 0.6901 | 0.3240 | 0.2631 | 0.8575 | 0.4026 | 0.2408 | 0.7848 | 0.3685 | 0.2132 | 0.6950 | 0.3263 | 0.0400 | 0.4930 | 0.0740 | 0.0423 | 0.5217 | 0.0783 | 0.0534 | 0.6581 | 0.0988 | 0.0515 | 0.6341 | 0.0952 | 0.2765 | 0.7939 | 0.4102 | 0.2782 | 0.7988 | 0.4127 | 0.2804 | 0.8049 | 0.4159 | 0.2792 | 0.8015 | 0.4141 | 0.2426 | 0.8240 | 0.3748 | 0.2644 | 0.8982 | 0.4086 | 0.2559 | 0.8690 | 0.3953 | 0.2448 | 0.8316 | 0.3783 | 0.0883 | 0.6031 | 0.1541 | 0.1079 | 0.7370 | 0.1883 | 0.1017 | 0.6943 | 0.1773 | 0.0910 | 0.6213 | 0.1587 | 0.1394 | 0.7944 | 0.2372 | 0.1586 | 0.9039 | 0.2699 | 0.1491 | 0.8495 | 0.2537 | 0.1395 | 0.7945 | 0.2373 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0603 | 0.7137 | 0.1113 | 0.0617 | 0.7297 | 0.1138 | 0.0624 | 0.7375 | 0.1150 | 0.0615 | 0.7271 | 0.1134 | 0.2627 | 0.9008 | 0.4068 | 0.2702 | 0.9262 | 0.4183 | 0.2699 | 0.9255 | 0.4180 | 0.2650 | 0.9084 | 0.4103 | 0.2868 | 0.8897 | 0.4338 | 0.2923 | 0.9066 | 0.4421 | 0.2912 | 0.9031 | 0.4404 | 0.2883 | 0.8943 | 0.4361 | 0.0 | 0.0 | 0 | 0.0003 | 0.2 | 0.0006 | 0.0006 | 0.3667 | 0.0011 | 0.0 | 0.0 | 0 | 0.1983 | 0.5122 | 0.2860 | 0.2734 | 0.7061 | 0.3942 | 0.2380 | 0.6147 | 0.3431 | 0.1995 | 0.5152 | 0.2876 | 0.2615 | 0.8942 | 0.4046 | 0.2681 | 0.9170 | 0.4150 | 0.2679 | 0.9161 | 0.4146 | 0.2642 | 0.9036 | 0.4089 | 0.2277 | 0.7616 | 0.3506 | 0.2692 | 0.9003 | 0.4145 | 0.2518 | 0.8422 | 0.3877 | 0.2296 | 0.7681 | 0.3536 | 0.2903 | 0.8915 | 0.4380 | 0.2966 | 0.9107 | 0.4475 | 0.2961 | 0.9092 | 0.4467 | 0.2924 | 0.8978 | 0.4411 | 0.1877 | 0.5893 | 0.2848 | 0.2084 | 0.6541 | 0.3161 | 0.2040 | 0.6405 | 0.3095 | 0.1927 | 0.6048 | 0.2922 | 0.1499 | 0.8243 | 0.2536 | 0.1511 | 0.8312 | 0.2558 | 0.1507 | 0.8289 | 0.2551 | 0.1501 | 0.8252 | 0.2539 | 0.1888 | 0.7632 | 0.3028 | 0.2241 | 0.9059 | 0.3594 | 0.2068 | 0.8360 | 0.3316 | 0.1892 | 0.7646 | 0.3033 | 0.1735 | 0.8512 | 0.2882 | 0.1750 | 0.8589 | 0.2908 | 0.1792 | 0.8795 | 0.2978 | 0.1781 | 0.8743 | 0.2960 | 0.2471 | 0.8235 | 0.3802 | 0.2624 | 0.8746 | 0.4037 | 0.2606 | 0.8683 | 0.4008 | 0.2520 | 0.8397 | 0.3876 | 0.0617 | 0.4789 | 0.1093 | 0.0687 | 0.5331 | 0.1217 | 0.0653 | 0.5067 | 0.1157 | 0.0618 | 0.4795 | 0.1095 | 0.0328 | 0.4453 | 0.0610 | 0.0417 | 0.5660 | 0.0776 | 0.0445 | 0.6041 | 0.0828 | 0.0389 | 0.5288 | 0.0725 | 0.2262 | 0.7302 | 0.3454 | 0.2500 | 0.8070 | 0.3817 | 0.2385 | 0.7700 | 0.3642 | 0.2264 | 0.7310 | 0.3457 | 0.0108 | 0.3772 | 0.0210 | 0.0143 | 0.4973 | 0.0277 | 0.0126 | 0.4413 | 0.0246 | 0.0109 | 0.3807 | 0.0212 | 0.0495 | 0.5278 | 0.0904 | 0.0529 | 0.5647 | 0.0968 | 0.0555 | 0.5923 | 0.1015 | 0.0530 | 0.5655 | 0.0969 | 0.0639 | 0.6551 | 0.1165 | 0.0694 | 0.7115 | 0.1265 | 0.0725 | 0.7430 | 0.1321 | 0.0694 | 0.7110 | 0.1265 | 0.1081 | 0.4618 | 0.1752 | 0.1086 | 0.4640 | 0.1760 | 0.1085 | 0.4633 | 0.1758 | 0.1082 | 0.4621 | 0.1753 | 0.1287 | 0.3117 | 0.1822 | 0.2054 | 0.4975 | 0.2908 | 0.1689 | 0.4090 | 0.2390 | 0.1290 | 0.3125 | 0.1827 | 0.2045 | 0.6260 | 0.3083 | 0.2221 | 0.6798 | 0.3348 | 0.2176 | 0.6658 | 0.3280 | 0.2076 | 0.6353 | 0.3129 | +| 0.1351 | 2.9984 | 1722 | 0.2175 | 0.7785 | 0.7086 | 0.7419 | 0.8656 | 0.7879 | 0.8249 | 0.8360 | 0.7609 | 0.7967 | 0.7894 | 0.7185 | 0.7523 | 0.1938 | 0.8676 | 0.3168 | 0.2028 | 0.9080 | 0.3315 | 0.1983 | 0.8881 | 0.3243 | 0.1938 | 0.8679 | 0.3169 | 0.2094 | 0.6897 | 0.3213 | 0.2213 | 0.7288 | 0.3395 | 0.2172 | 0.7153 | 0.3332 | 0.2104 | 0.6930 | 0.3228 | 0.1471 | 0.4635 | 0.2233 | 0.2175 | 0.6854 | 0.3302 | 0.1840 | 0.5798 | 0.2793 | 0.1473 | 0.4643 | 0.2237 | 0.1479 | 0.6762 | 0.2427 | 0.1579 | 0.7221 | 0.2591 | 0.1615 | 0.7386 | 0.2650 | 0.1558 | 0.7128 | 0.2558 | 0.1017 | 0.6516 | 0.1760 | 0.1192 | 0.7632 | 0.2061 | 0.1140 | 0.7302 | 0.1972 | 0.1047 | 0.6706 | 0.1811 | 0.2095 | 0.7034 | 0.3228 | 0.2577 | 0.8652 | 0.3971 | 0.2367 | 0.7946 | 0.3647 | 0.2109 | 0.7080 | 0.3250 | 0.0383 | 0.4817 | 0.0710 | 0.0402 | 0.5052 | 0.0744 | 0.0496 | 0.6235 | 0.0918 | 0.0474 | 0.5967 | 0.0879 | 0.2780 | 0.8270 | 0.4161 | 0.2792 | 0.8308 | 0.4180 | 0.2814 | 0.8371 | 0.4212 | 0.2804 | 0.8342 | 0.4197 | 0.2442 | 0.8434 | 0.3788 | 0.2604 | 0.8992 | 0.4038 | 0.2548 | 0.8797 | 0.3951 | 0.2466 | 0.8515 | 0.3824 | 0.0884 | 0.6606 | 0.1559 | 0.1059 | 0.7916 | 0.1868 | 0.0987 | 0.7377 | 0.1741 | 0.0896 | 0.6696 | 0.1580 | 0.1352 | 0.7978 | 0.2312 | 0.1538 | 0.9077 | 0.2630 | 0.1445 | 0.8531 | 0.2472 | 0.1352 | 0.7980 | 0.2312 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0600 | 0.7110 | 0.1107 | 0.0609 | 0.7212 | 0.1123 | 0.0624 | 0.7389 | 0.1150 | 0.0618 | 0.7320 | 0.1140 | 0.2571 | 0.9044 | 0.4004 | 0.2640 | 0.9286 | 0.4111 | 0.2637 | 0.9275 | 0.4106 | 0.2591 | 0.9115 | 0.4035 | 0.2763 | 0.8968 | 0.4225 | 0.2818 | 0.9145 | 0.4308 | 0.2803 | 0.9098 | 0.4286 | 0.2775 | 0.9006 | 0.4243 | 0.0010 | 0.0672 | 0.0020 | 0.0058 | 0.376 | 0.0114 | 0.0061 | 0.3976 | 0.0121 | 0.0018 | 0.1152 | 0.0035 | 0.1948 | 0.5274 | 0.2846 | 0.2689 | 0.7277 | 0.3927 | 0.2337 | 0.6325 | 0.3413 | 0.1959 | 0.5303 | 0.2861 | 0.2532 | 0.9035 | 0.3955 | 0.2604 | 0.9292 | 0.4068 | 0.2587 | 0.9232 | 0.4041 | 0.2545 | 0.9083 | 0.3976 | 0.2229 | 0.7634 | 0.3450 | 0.2632 | 0.9013 | 0.4074 | 0.2462 | 0.8431 | 0.3811 | 0.2246 | 0.7691 | 0.3476 | 0.2754 | 0.9041 | 0.4221 | 0.2821 | 0.9262 | 0.4324 | 0.2808 | 0.9220 | 0.4305 | 0.2770 | 0.9094 | 0.4246 | 0.1828 | 0.6243 | 0.2828 | 0.2032 | 0.6939 | 0.3144 | 0.1973 | 0.6737 | 0.3052 | 0.1863 | 0.6362 | 0.2882 | 0.1463 | 0.8207 | 0.2484 | 0.1476 | 0.8280 | 0.2506 | 0.1472 | 0.8256 | 0.2499 | 0.1465 | 0.8218 | 0.2487 | 0.1855 | 0.7690 | 0.2989 | 0.2197 | 0.9108 | 0.3540 | 0.2030 | 0.8415 | 0.3271 | 0.1858 | 0.7705 | 0.2994 | 0.1698 | 0.8530 | 0.2832 | 0.1710 | 0.8590 | 0.2852 | 0.1754 | 0.8815 | 0.2926 | 0.1745 | 0.8769 | 0.2911 | 0.2395 | 0.8312 | 0.3718 | 0.2564 | 0.8898 | 0.3981 | 0.2532 | 0.8788 | 0.3931 | 0.2438 | 0.8462 | 0.3785 | 0.0528 | 0.4812 | 0.0952 | 0.0600 | 0.5472 | 0.1082 | 0.0565 | 0.5148 | 0.1018 | 0.0529 | 0.4819 | 0.0953 | 0.0407 | 0.4756 | 0.0750 | 0.0485 | 0.5666 | 0.0893 | 0.0529 | 0.6186 | 0.0975 | 0.0481 | 0.5617 | 0.0886 | 0.2242 | 0.7494 | 0.3452 | 0.2454 | 0.8203 | 0.3778 | 0.2352 | 0.7862 | 0.3621 | 0.2245 | 0.7503 | 0.3456 | 0.0093 | 0.3650 | 0.0182 | 0.0126 | 0.4928 | 0.0246 | 0.0111 | 0.4328 | 0.0216 | 0.0094 | 0.3679 | 0.0184 | 0.0479 | 0.5255 | 0.0878 | 0.0501 | 0.5495 | 0.0918 | 0.0542 | 0.5951 | 0.0994 | 0.0526 | 0.5766 | 0.0963 | 0.0688 | 0.6193 | 0.1239 | 0.0737 | 0.6630 | 0.1326 | 0.0810 | 0.7287 | 0.1458 | 0.0775 | 0.6977 | 0.1396 | 0.1123 | 0.4728 | 0.1815 | 0.1131 | 0.4761 | 0.1828 | 0.1128 | 0.4748 | 0.1823 | 0.1124 | 0.4731 | 0.1816 | 0.1201 | 0.3213 | 0.1748 | 0.1902 | 0.5090 | 0.2769 | 0.1565 | 0.4190 | 0.2279 | 0.1203 | 0.3221 | 0.1752 | 0.1982 | 0.6259 | 0.3010 | 0.2169 | 0.6851 | 0.3295 | 0.2120 | 0.6694 | 0.3220 | 0.2013 | 0.6357 | 0.3057 | +| 0.1173 | 3.9996 | 2297 | 0.2189 | 0.7726 | 0.7215 | 0.7462 | 0.8574 | 0.8008 | 0.8281 | 0.8277 | 0.7730 | 0.7994 | 0.7829 | 0.7312 | 0.7562 | 0.1825 | 0.8635 | 0.3013 | 0.1898 | 0.8985 | 0.3135 | 0.1862 | 0.8814 | 0.3075 | 0.1825 | 0.8638 | 0.3013 | 0.1916 | 0.6947 | 0.3003 | 0.2032 | 0.7368 | 0.3185 | 0.1988 | 0.7211 | 0.3117 | 0.1925 | 0.6980 | 0.3017 | 0.1348 | 0.4727 | 0.2098 | 0.1983 | 0.6954 | 0.3086 | 0.1679 | 0.5888 | 0.2613 | 0.1351 | 0.4738 | 0.2102 | 0.1359 | 0.6671 | 0.2258 | 0.1466 | 0.7198 | 0.2436 | 0.1515 | 0.7436 | 0.2517 | 0.1449 | 0.7114 | 0.2408 | 0.0970 | 0.6948 | 0.1703 | 0.1103 | 0.7899 | 0.1936 | 0.1060 | 0.7593 | 0.1861 | 0.0990 | 0.7092 | 0.1738 | 0.1925 | 0.6989 | 0.3019 | 0.2413 | 0.8763 | 0.3785 | 0.2194 | 0.7967 | 0.3441 | 0.1937 | 0.7034 | 0.3038 | 0.0373 | 0.4691 | 0.0690 | 0.0387 | 0.4878 | 0.0718 | 0.0483 | 0.6084 | 0.0895 | 0.0466 | 0.5874 | 0.0864 | 0.2622 | 0.8091 | 0.3961 | 0.2642 | 0.8151 | 0.3991 | 0.2662 | 0.8212 | 0.4020 | 0.2649 | 0.8172 | 0.4001 | 0.2284 | 0.8425 | 0.3594 | 0.2439 | 0.8997 | 0.3838 | 0.2386 | 0.8801 | 0.3754 | 0.2307 | 0.8508 | 0.3629 | 0.0859 | 0.7485 | 0.1541 | 0.0975 | 0.8495 | 0.1749 | 0.0923 | 0.8041 | 0.1655 | 0.0862 | 0.7512 | 0.1547 | 0.1267 | 0.8021 | 0.2188 | 0.1437 | 0.9097 | 0.2482 | 0.1352 | 0.8561 | 0.2335 | 0.1267 | 0.8022 | 0.2188 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0542 | 0.7417 | 0.1011 | 0.0552 | 0.7547 | 0.1029 | 0.0559 | 0.7643 | 0.1042 | 0.0553 | 0.7559 | 0.1030 | 0.2414 | 0.9107 | 0.3817 | 0.2479 | 0.9350 | 0.3918 | 0.2469 | 0.9314 | 0.3904 | 0.2428 | 0.9158 | 0.3838 | 0.2654 | 0.8828 | 0.4082 | 0.2698 | 0.8971 | 0.4148 | 0.2694 | 0.8959 | 0.4142 | 0.2671 | 0.8883 | 0.4107 | 0.0029 | 0.1966 | 0.0058 | 0.0060 | 0.4024 | 0.0118 | 0.0074 | 0.4985 | 0.0146 | 0.0048 | 0.3247 | 0.0095 | 0.1839 | 0.5371 | 0.2740 | 0.2532 | 0.7394 | 0.3772 | 0.2200 | 0.6424 | 0.3277 | 0.1849 | 0.5398 | 0.2754 | 0.2391 | 0.8981 | 0.3776 | 0.2464 | 0.9256 | 0.3892 | 0.2449 | 0.9199 | 0.3868 | 0.2411 | 0.9056 | 0.3808 | 0.2081 | 0.7705 | 0.3277 | 0.2469 | 0.9140 | 0.3887 | 0.2294 | 0.8493 | 0.3612 | 0.2090 | 0.7740 | 0.3292 | 0.2679 | 0.8958 | 0.4124 | 0.2729 | 0.9126 | 0.4202 | 0.2730 | 0.9129 | 0.4203 | 0.2700 | 0.9027 | 0.4156 | 0.1677 | 0.6503 | 0.2667 | 0.1859 | 0.7207 | 0.2955 | 0.1794 | 0.6955 | 0.2852 | 0.1700 | 0.6591 | 0.2703 | 0.1362 | 0.8277 | 0.2340 | 0.1373 | 0.8341 | 0.2358 | 0.1369 | 0.8319 | 0.2351 | 0.1364 | 0.8285 | 0.2342 | 0.1742 | 0.7714 | 0.2842 | 0.2060 | 0.9123 | 0.3361 | 0.1903 | 0.8429 | 0.3105 | 0.1743 | 0.7720 | 0.2844 | 0.1571 | 0.8710 | 0.2662 | 0.1586 | 0.8794 | 0.2687 | 0.1617 | 0.8966 | 0.2740 | 0.1608 | 0.8916 | 0.2725 | 0.2262 | 0.8444 | 0.3568 | 0.2409 | 0.8991 | 0.3799 | 0.2382 | 0.8893 | 0.3758 | 0.2302 | 0.8595 | 0.3632 | 0.0527 | 0.5057 | 0.0954 | 0.0590 | 0.5662 | 0.1068 | 0.0558 | 0.5364 | 0.1012 | 0.0527 | 0.5061 | 0.0955 | 0.0356 | 0.4844 | 0.0664 | 0.0423 | 0.5751 | 0.0788 | 0.0456 | 0.6203 | 0.0850 | 0.0416 | 0.5656 | 0.0775 | 0.2058 | 0.7569 | 0.3237 | 0.2249 | 0.8270 | 0.3536 | 0.2157 | 0.7933 | 0.3392 | 0.2061 | 0.7579 | 0.3241 | 0.0091 | 0.3717 | 0.0179 | 0.0123 | 0.4977 | 0.0239 | 0.0108 | 0.4402 | 0.0212 | 0.0092 | 0.3753 | 0.0180 | 0.0414 | 0.5199 | 0.0767 | 0.0438 | 0.5498 | 0.0811 | 0.0460 | 0.5774 | 0.0851 | 0.0446 | 0.5608 | 0.0827 | 0.0596 | 0.6482 | 0.1092 | 0.0646 | 0.7024 | 0.1184 | 0.0686 | 0.7452 | 0.1256 | 0.0656 | 0.7133 | 0.1202 | 0.0945 | 0.5127 | 0.1595 | 0.0948 | 0.5145 | 0.1601 | 0.0947 | 0.5139 | 0.1599 | 0.0945 | 0.5130 | 0.1596 | 0.0991 | 0.3269 | 0.1521 | 0.1625 | 0.5362 | 0.2495 | 0.1321 | 0.4357 | 0.2027 | 0.0993 | 0.3277 | 0.1524 | 0.1790 | 0.6439 | 0.2801 | 0.1966 | 0.7073 | 0.3077 | 0.1913 | 0.6883 | 0.2994 | 0.1815 | 0.6531 | 0.2841 | +| 0.1064 | 4.9990 | 2871 | 0.2292 | 0.7832 | 0.7182 | 0.7493 | 0.8666 | 0.7946 | 0.8290 | 0.8385 | 0.7689 | 0.8022 | 0.7942 | 0.7283 | 0.7598 | 0.1953 | 0.8792 | 0.3196 | 0.2029 | 0.9133 | 0.3320 | 0.1992 | 0.8966 | 0.3259 | 0.1954 | 0.8795 | 0.3197 | 0.2099 | 0.7143 | 0.3244 | 0.2219 | 0.7554 | 0.3431 | 0.2177 | 0.7409 | 0.3365 | 0.2111 | 0.7185 | 0.3263 | 0.1502 | 0.4810 | 0.2289 | 0.2197 | 0.7036 | 0.3349 | 0.1870 | 0.5989 | 0.2850 | 0.1507 | 0.4825 | 0.2297 | 0.1464 | 0.6671 | 0.2402 | 0.1560 | 0.7109 | 0.2559 | 0.1624 | 0.7399 | 0.2664 | 0.1567 | 0.7140 | 0.2570 | 0.1068 | 0.6841 | 0.1848 | 0.1213 | 0.7768 | 0.2098 | 0.1172 | 0.7508 | 0.2028 | 0.1096 | 0.7021 | 0.1897 | 0.2108 | 0.7117 | 0.3253 | 0.2584 | 0.8725 | 0.3987 | 0.2376 | 0.8022 | 0.3666 | 0.2122 | 0.7166 | 0.3275 | 0.0380 | 0.4804 | 0.0704 | 0.0397 | 0.5025 | 0.0736 | 0.0489 | 0.6183 | 0.0906 | 0.0468 | 0.5915 | 0.0867 | 0.2716 | 0.8125 | 0.4071 | 0.2729 | 0.8166 | 0.4091 | 0.2752 | 0.8232 | 0.4124 | 0.2743 | 0.8205 | 0.4111 | 0.2409 | 0.8395 | 0.3743 | 0.2578 | 0.8985 | 0.4006 | 0.2519 | 0.8781 | 0.3915 | 0.2433 | 0.8480 | 0.3781 | 0.0944 | 0.7344 | 0.1673 | 0.1069 | 0.8321 | 0.1895 | 0.1016 | 0.7905 | 0.1801 | 0.0950 | 0.7394 | 0.1684 | 0.1371 | 0.7830 | 0.2334 | 0.1551 | 0.8859 | 0.2640 | 0.1467 | 0.8375 | 0.2496 | 0.1375 | 0.7851 | 0.2340 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0600 | 0.7515 | 0.1112 | 0.0609 | 0.7629 | 0.1129 | 0.0621 | 0.7778 | 0.1151 | 0.0616 | 0.7711 | 0.1141 | 0.2577 | 0.9146 | 0.4021 | 0.2640 | 0.9368 | 0.4119 | 0.2634 | 0.9347 | 0.4109 | 0.2593 | 0.9201 | 0.4045 | 0.2778 | 0.8979 | 0.4243 | 0.2821 | 0.9117 | 0.4308 | 0.2814 | 0.9094 | 0.4298 | 0.2791 | 0.9022 | 0.4264 | 0.0044 | 0.2685 | 0.0086 | 0.0064 | 0.3891 | 0.0125 | 0.0092 | 0.5633 | 0.0181 | 0.0071 | 0.4359 | 0.0140 | 0.1975 | 0.5422 | 0.2895 | 0.2679 | 0.7356 | 0.3928 | 0.2347 | 0.6445 | 0.3441 | 0.1987 | 0.5456 | 0.2913 | 0.2559 | 0.9003 | 0.3986 | 0.2628 | 0.9244 | 0.4092 | 0.2617 | 0.9207 | 0.4076 | 0.2581 | 0.9080 | 0.4020 | 0.2230 | 0.7697 | 0.3458 | 0.2630 | 0.9078 | 0.4079 | 0.2456 | 0.8477 | 0.3808 | 0.2244 | 0.7745 | 0.3479 | 0.2817 | 0.9068 | 0.4298 | 0.2873 | 0.9249 | 0.4384 | 0.2870 | 0.9240 | 0.4380 | 0.2837 | 0.9134 | 0.4329 | 0.1874 | 0.6395 | 0.2899 | 0.2057 | 0.7019 | 0.3182 | 0.1992 | 0.6797 | 0.3081 | 0.1897 | 0.6471 | 0.2933 | 0.1467 | 0.8281 | 0.2493 | 0.1478 | 0.8342 | 0.2511 | 0.1474 | 0.8320 | 0.2505 | 0.1469 | 0.8289 | 0.2495 | 0.1862 | 0.7682 | 0.2998 | 0.2200 | 0.9075 | 0.3542 | 0.2034 | 0.8390 | 0.3274 | 0.1864 | 0.7689 | 0.3001 | 0.1698 | 0.8688 | 0.2841 | 0.1711 | 0.8754 | 0.2863 | 0.1746 | 0.8932 | 0.2921 | 0.1738 | 0.8894 | 0.2908 | 0.2391 | 0.8352 | 0.3718 | 0.2565 | 0.8959 | 0.3988 | 0.2532 | 0.8846 | 0.3937 | 0.2435 | 0.8506 | 0.3786 | 0.0574 | 0.4781 | 0.1025 | 0.0655 | 0.5458 | 0.1170 | 0.0615 | 0.5123 | 0.1098 | 0.0574 | 0.4784 | 0.1026 | 0.0382 | 0.4774 | 0.0708 | 0.0446 | 0.5571 | 0.0826 | 0.0494 | 0.6165 | 0.0914 | 0.0453 | 0.5662 | 0.0840 | 0.2230 | 0.7620 | 0.3450 | 0.2419 | 0.8268 | 0.3743 | 0.2328 | 0.7956 | 0.3602 | 0.2233 | 0.7630 | 0.3455 | 0.0094 | 0.3389 | 0.0184 | 0.0128 | 0.4593 | 0.0249 | 0.0113 | 0.4049 | 0.0219 | 0.0096 | 0.3434 | 0.0186 | 0.0469 | 0.5006 | 0.0857 | 0.0492 | 0.5258 | 0.0900 | 0.0542 | 0.5784 | 0.0990 | 0.0525 | 0.5605 | 0.0960 | 0.0655 | 0.6629 | 0.1193 | 0.0701 | 0.7091 | 0.1276 | 0.0742 | 0.7502 | 0.1350 | 0.0714 | 0.7223 | 0.1300 | 0.1192 | 0.4760 | 0.1907 | 0.1199 | 0.4790 | 0.1918 | 0.1196 | 0.4778 | 0.1914 | 0.1193 | 0.4763 | 0.1908 | 0.1259 | 0.3448 | 0.1844 | 0.1966 | 0.5384 | 0.2880 | 0.1629 | 0.4461 | 0.2386 | 0.1263 | 0.3458 | 0.1850 | 0.1987 | 0.6533 | 0.3047 | 0.2166 | 0.7120 | 0.3321 | 0.2120 | 0.6969 | 0.3251 | 0.2020 | 0.6640 | 0.3097 | +| 0.0995 | 5.9985 | 3445 | 0.2316 | 0.7693 | 0.7288 | 0.7485 | 0.8516 | 0.8068 | 0.8286 | 0.8231 | 0.7799 | 0.8009 | 0.7796 | 0.7387 | 0.7586 | 0.1748 | 0.8722 | 0.2913 | 0.1825 | 0.9105 | 0.3041 | 0.1787 | 0.8917 | 0.2978 | 0.1749 | 0.8725 | 0.2914 | 0.1836 | 0.7164 | 0.2923 | 0.1943 | 0.7581 | 0.3093 | 0.1905 | 0.7431 | 0.3032 | 0.1846 | 0.7201 | 0.2939 | 0.1307 | 0.4738 | 0.2049 | 0.1926 | 0.6981 | 0.3019 | 0.1634 | 0.5925 | 0.2562 | 0.1310 | 0.4749 | 0.2054 | 0.1271 | 0.6829 | 0.2144 | 0.1358 | 0.7295 | 0.2290 | 0.1403 | 0.7536 | 0.2366 | 0.1353 | 0.7267 | 0.2281 | 0.0943 | 0.7143 | 0.1667 | 0.1067 | 0.8076 | 0.1884 | 0.1029 | 0.7793 | 0.1818 | 0.0963 | 0.7294 | 0.1702 | 0.1911 | 0.7073 | 0.3008 | 0.2344 | 0.8680 | 0.3692 | 0.2156 | 0.7983 | 0.3395 | 0.1925 | 0.7125 | 0.3031 | 0.0318 | 0.5470 | 0.0601 | 0.0333 | 0.5724 | 0.0629 | 0.0392 | 0.6744 | 0.0741 | 0.0379 | 0.6512 | 0.0716 | 0.2448 | 0.8331 | 0.3784 | 0.2468 | 0.8397 | 0.3815 | 0.2485 | 0.8456 | 0.3841 | 0.2474 | 0.8417 | 0.3824 | 0.2166 | 0.8450 | 0.3448 | 0.2315 | 0.9032 | 0.3686 | 0.2261 | 0.8821 | 0.3599 | 0.2185 | 0.8526 | 0.3479 | 0.0839 | 0.7645 | 0.1512 | 0.0941 | 0.8576 | 0.1697 | 0.0899 | 0.8186 | 0.1620 | 0.0845 | 0.7701 | 0.1524 | 0.1223 | 0.7990 | 0.2122 | 0.1385 | 0.9045 | 0.2402 | 0.1307 | 0.8538 | 0.2267 | 0.1226 | 0.8008 | 0.2126 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0524 | 0.7559 | 0.0980 | 0.0535 | 0.7708 | 0.1000 | 0.0544 | 0.7844 | 0.1017 | 0.0537 | 0.7750 | 0.1005 | 0.2337 | 0.9157 | 0.3724 | 0.2394 | 0.9380 | 0.3815 | 0.2388 | 0.9354 | 0.3804 | 0.2351 | 0.9211 | 0.3746 | 0.2512 | 0.8952 | 0.3924 | 0.2558 | 0.9113 | 0.3994 | 0.2548 | 0.9078 | 0.3979 | 0.2524 | 0.8995 | 0.3942 | 0.0042 | 0.325 | 0.0084 | 0.0057 | 0.435 | 0.0112 | 0.0079 | 0.6083 | 0.0157 | 0.0067 | 0.5117 | 0.0132 | 0.1765 | 0.5609 | 0.2685 | 0.2366 | 0.7520 | 0.3600 | 0.2078 | 0.6605 | 0.3162 | 0.1773 | 0.5636 | 0.2698 | 0.2313 | 0.9068 | 0.3686 | 0.2376 | 0.9313 | 0.3786 | 0.2365 | 0.9270 | 0.3769 | 0.2333 | 0.9143 | 0.3717 | 0.2028 | 0.7702 | 0.3210 | 0.2390 | 0.9077 | 0.3783 | 0.2232 | 0.8478 | 0.3534 | 0.2040 | 0.7749 | 0.3230 | 0.2539 | 0.9096 | 0.3969 | 0.2594 | 0.9294 | 0.4055 | 0.2587 | 0.9271 | 0.4046 | 0.2555 | 0.9156 | 0.3995 | 0.1602 | 0.6671 | 0.2583 | 0.1767 | 0.7361 | 0.2850 | 0.1705 | 0.7101 | 0.2750 | 0.1620 | 0.6746 | 0.2612 | 0.1311 | 0.8317 | 0.2265 | 0.1321 | 0.8380 | 0.2282 | 0.1317 | 0.8357 | 0.2276 | 0.1312 | 0.8326 | 0.2267 | 0.1678 | 0.7719 | 0.2757 | 0.1980 | 0.9108 | 0.3253 | 0.1832 | 0.8427 | 0.3010 | 0.1681 | 0.7730 | 0.2761 | 0.1524 | 0.8717 | 0.2594 | 0.1535 | 0.8782 | 0.2614 | 0.1567 | 0.8964 | 0.2668 | 0.1560 | 0.8923 | 0.2656 | 0.2172 | 0.8372 | 0.3449 | 0.2330 | 0.8983 | 0.3701 | 0.2299 | 0.8861 | 0.3650 | 0.2211 | 0.8522 | 0.3511 | 0.0481 | 0.5133 | 0.0880 | 0.0552 | 0.5882 | 0.1008 | 0.0517 | 0.5511 | 0.0945 | 0.0482 | 0.5137 | 0.0881 | 0.0335 | 0.5237 | 0.0630 | 0.0384 | 0.5999 | 0.0722 | 0.0424 | 0.6626 | 0.0798 | 0.0394 | 0.6159 | 0.0741 | 0.2025 | 0.7580 | 0.3196 | 0.2205 | 0.8254 | 0.3480 | 0.2119 | 0.7931 | 0.3344 | 0.2028 | 0.7591 | 0.3201 | 0.0079 | 0.3698 | 0.0155 | 0.0106 | 0.4954 | 0.0208 | 0.0094 | 0.4377 | 0.0183 | 0.0080 | 0.3728 | 0.0156 | 0.0402 | 0.5020 | 0.0744 | 0.0424 | 0.5301 | 0.0786 | 0.0469 | 0.5866 | 0.0869 | 0.0454 | 0.5674 | 0.0841 | 0.0573 | 0.6528 | 0.1053 | 0.0620 | 0.7061 | 0.1139 | 0.0658 | 0.7501 | 0.1210 | 0.0630 | 0.7182 | 0.1159 | 0.0931 | 0.5068 | 0.1573 | 0.0935 | 0.5088 | 0.1579 | 0.0934 | 0.5083 | 0.1578 | 0.0932 | 0.5071 | 0.1574 | 0.1065 | 0.3326 | 0.1614 | 0.1696 | 0.5297 | 0.2570 | 0.1395 | 0.4357 | 0.2114 | 0.1069 | 0.3337 | 0.1619 | 0.1743 | 0.6502 | 0.2749 | 0.1911 | 0.7129 | 0.3015 | 0.1866 | 0.6961 | 0.2943 | 0.1772 | 0.6608 | 0.2794 | +| 0.0892 | 6.9997 | 4020 | 0.2394 | 0.7768 | 0.7250 | 0.7500 | 0.8595 | 0.8022 | 0.8299 | 0.8313 | 0.7759 | 0.8026 | 0.7876 | 0.7351 | 0.7605 | 0.1851 | 0.8715 | 0.3054 | 0.1925 | 0.9060 | 0.3175 | 0.1889 | 0.8891 | 0.3116 | 0.1852 | 0.8718 | 0.3055 | 0.1985 | 0.7091 | 0.3102 | 0.2101 | 0.7503 | 0.3283 | 0.2059 | 0.7353 | 0.3217 | 0.1996 | 0.7127 | 0.3118 | 0.1422 | 0.4768 | 0.2191 | 0.2074 | 0.6951 | 0.3194 | 0.1765 | 0.5917 | 0.2719 | 0.1427 | 0.4783 | 0.2198 | 0.1392 | 0.6751 | 0.2308 | 0.1486 | 0.7208 | 0.2464 | 0.1545 | 0.7496 | 0.2563 | 0.1490 | 0.7230 | 0.2471 | 0.1003 | 0.7056 | 0.1756 | 0.1139 | 0.8019 | 0.1995 | 0.1094 | 0.7697 | 0.1915 | 0.1022 | 0.7191 | 0.1789 | 0.1997 | 0.7150 | 0.3122 | 0.2456 | 0.8795 | 0.3840 | 0.2251 | 0.8058 | 0.3518 | 0.2008 | 0.7191 | 0.3140 | 0.0344 | 0.5233 | 0.0645 | 0.0358 | 0.5458 | 0.0673 | 0.0428 | 0.6518 | 0.0803 | 0.0415 | 0.6312 | 0.0778 | 0.2560 | 0.8298 | 0.3913 | 0.2574 | 0.8343 | 0.3934 | 0.2596 | 0.8416 | 0.3968 | 0.2587 | 0.8386 | 0.3954 | 0.2293 | 0.8473 | 0.3609 | 0.2447 | 0.9043 | 0.3852 | 0.2393 | 0.8842 | 0.3766 | 0.2314 | 0.8552 | 0.3643 | 0.0891 | 0.7516 | 0.1594 | 0.1005 | 0.8473 | 0.1797 | 0.0956 | 0.8059 | 0.1709 | 0.0897 | 0.7561 | 0.1603 | 0.1301 | 0.7942 | 0.2236 | 0.1471 | 0.8979 | 0.2527 | 0.1388 | 0.8476 | 0.2386 | 0.1303 | 0.7952 | 0.2238 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0566 | 0.7389 | 0.1051 | 0.0575 | 0.7504 | 0.1068 | 0.0586 | 0.7646 | 0.1088 | 0.0580 | 0.7578 | 0.1078 | 0.2457 | 0.9160 | 0.3874 | 0.2515 | 0.9379 | 0.3967 | 0.2511 | 0.9364 | 0.3961 | 0.2474 | 0.9223 | 0.3901 | 0.2649 | 0.8971 | 0.4090 | 0.2689 | 0.9108 | 0.4152 | 0.2684 | 0.9091 | 0.4145 | 0.2662 | 0.9018 | 0.4111 | 0.0056 | 0.3453 | 0.0110 | 0.0068 | 0.4198 | 0.0133 | 0.0100 | 0.6168 | 0.0196 | 0.0088 | 0.5444 | 0.0173 | 0.1864 | 0.5514 | 0.2786 | 0.2516 | 0.7441 | 0.3760 | 0.2208 | 0.6530 | 0.3300 | 0.1877 | 0.5552 | 0.2805 | 0.2421 | 0.9151 | 0.3829 | 0.2483 | 0.9385 | 0.3927 | 0.2472 | 0.9342 | 0.3909 | 0.2441 | 0.9224 | 0.3860 | 0.2128 | 0.7701 | 0.3335 | 0.2511 | 0.9089 | 0.3935 | 0.2348 | 0.8498 | 0.3680 | 0.2144 | 0.7757 | 0.3359 | 0.2668 | 0.9027 | 0.4119 | 0.2726 | 0.9224 | 0.4209 | 0.2724 | 0.9215 | 0.4205 | 0.2689 | 0.9098 | 0.4151 | 0.1738 | 0.6580 | 0.2750 | 0.1912 | 0.7240 | 0.3025 | 0.1848 | 0.6996 | 0.2923 | 0.1758 | 0.6656 | 0.2781 | 0.1388 | 0.8286 | 0.2377 | 0.1398 | 0.8350 | 0.2395 | 0.1394 | 0.8327 | 0.2389 | 0.1389 | 0.8295 | 0.2379 | 0.1773 | 0.7711 | 0.2884 | 0.2092 | 0.9096 | 0.3402 | 0.1936 | 0.8419 | 0.3148 | 0.1777 | 0.7725 | 0.2889 | 0.1606 | 0.8727 | 0.2713 | 0.1618 | 0.8791 | 0.2732 | 0.1652 | 0.8978 | 0.2791 | 0.1645 | 0.8937 | 0.2778 | 0.2285 | 0.8394 | 0.3592 | 0.2446 | 0.8987 | 0.3845 | 0.2416 | 0.8877 | 0.3798 | 0.2326 | 0.8548 | 0.3657 | 0.0522 | 0.5029 | 0.0945 | 0.0599 | 0.5772 | 0.1085 | 0.0561 | 0.5405 | 0.1016 | 0.0522 | 0.5033 | 0.0946 | 0.0336 | 0.5007 | 0.0629 | 0.0386 | 0.5762 | 0.0724 | 0.0427 | 0.6369 | 0.0801 | 0.0396 | 0.5912 | 0.0743 | 0.2111 | 0.7641 | 0.3308 | 0.2305 | 0.8343 | 0.3612 | 0.2212 | 0.8006 | 0.3466 | 0.2114 | 0.7651 | 0.3313 | 0.0087 | 0.3813 | 0.0170 | 0.0115 | 0.5030 | 0.0224 | 0.0103 | 0.4513 | 0.0201 | 0.0089 | 0.3884 | 0.0173 | 0.0452 | 0.5101 | 0.0830 | 0.0476 | 0.5376 | 0.0875 | 0.0525 | 0.5930 | 0.0965 | 0.0508 | 0.5735 | 0.0933 | 0.0600 | 0.6552 | 0.1099 | 0.0644 | 0.7029 | 0.1179 | 0.0685 | 0.7483 | 0.1256 | 0.0660 | 0.7202 | 0.1209 | 0.1063 | 0.4957 | 0.1750 | 0.1068 | 0.4981 | 0.1758 | 0.1066 | 0.4972 | 0.1756 | 0.1063 | 0.4960 | 0.1751 | 0.1141 | 0.3335 | 0.1700 | 0.1819 | 0.5318 | 0.2710 | 0.1494 | 0.4370 | 0.2227 | 0.1144 | 0.3345 | 0.1705 | 0.1873 | 0.6505 | 0.2908 | 0.2044 | 0.7100 | 0.3175 | 0.1999 | 0.6942 | 0.3104 | 0.1902 | 0.6607 | 0.2954 | +| 0.0865 | 7.9956 | 4592 | 0.2405 | 0.7727 | 0.7268 | 0.7491 | 0.8549 | 0.8041 | 0.8288 | 0.8269 | 0.7777 | 0.8015 | 0.7834 | 0.7369 | 0.7594 | 0.1795 | 0.8773 | 0.2980 | 0.1867 | 0.9127 | 0.3100 | 0.1831 | 0.8953 | 0.3041 | 0.1795 | 0.8775 | 0.2980 | 0.1908 | 0.7108 | 0.3009 | 0.2019 | 0.7519 | 0.3183 | 0.1979 | 0.7373 | 0.3121 | 0.1919 | 0.7147 | 0.3025 | 0.1356 | 0.4731 | 0.2108 | 0.1996 | 0.6961 | 0.3102 | 0.1692 | 0.5903 | 0.2630 | 0.1360 | 0.4743 | 0.2113 | 0.1327 | 0.6715 | 0.2216 | 0.1421 | 0.7193 | 0.2374 | 0.1477 | 0.7475 | 0.2467 | 0.1420 | 0.7188 | 0.2372 | 0.0969 | 0.7076 | 0.1704 | 0.1099 | 0.8032 | 0.1934 | 0.1057 | 0.7721 | 0.1859 | 0.0988 | 0.7217 | 0.1738 | 0.1949 | 0.7150 | 0.3063 | 0.2391 | 0.8774 | 0.3758 | 0.2194 | 0.8052 | 0.3449 | 0.1961 | 0.7196 | 0.3082 | 0.0332 | 0.5298 | 0.0625 | 0.0345 | 0.5501 | 0.0649 | 0.0408 | 0.6505 | 0.0767 | 0.0393 | 0.6280 | 0.0741 | 0.2496 | 0.8300 | 0.3838 | 0.2510 | 0.8346 | 0.3859 | 0.2532 | 0.8420 | 0.3893 | 0.2523 | 0.8390 | 0.3879 | 0.2227 | 0.8509 | 0.3530 | 0.2369 | 0.9054 | 0.3756 | 0.2321 | 0.8869 | 0.3679 | 0.2248 | 0.8591 | 0.3564 | 0.0859 | 0.7570 | 0.1543 | 0.0968 | 0.8531 | 0.1739 | 0.0920 | 0.8110 | 0.1653 | 0.0864 | 0.7610 | 0.1551 | 0.1257 | 0.7969 | 0.2172 | 0.1422 | 0.9013 | 0.2456 | 0.1343 | 0.8514 | 0.2320 | 0.1260 | 0.7989 | 0.2177 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0541 | 0.7433 | 0.1008 | 0.0550 | 0.7564 | 0.1026 | 0.0559 | 0.7687 | 0.1042 | 0.0554 | 0.7614 | 0.1032 | 0.2389 | 0.9170 | 0.3790 | 0.2446 | 0.9390 | 0.3882 | 0.2441 | 0.9368 | 0.3872 | 0.2404 | 0.9228 | 0.3815 | 0.2566 | 0.8969 | 0.3990 | 0.2605 | 0.9107 | 0.4051 | 0.2601 | 0.9092 | 0.4045 | 0.2580 | 0.9019 | 0.4012 | 0.0053 | 0.3301 | 0.0104 | 0.0065 | 0.4039 | 0.0127 | 0.0096 | 0.5968 | 0.0188 | 0.0086 | 0.5348 | 0.0169 | 0.1794 | 0.5593 | 0.2717 | 0.2417 | 0.7536 | 0.3661 | 0.2120 | 0.6610 | 0.3211 | 0.1804 | 0.5624 | 0.2732 | 0.2369 | 0.9110 | 0.3760 | 0.2427 | 0.9334 | 0.3852 | 0.2418 | 0.9299 | 0.3838 | 0.2388 | 0.9185 | 0.3791 | 0.2066 | 0.7693 | 0.3257 | 0.2441 | 0.9091 | 0.3848 | 0.2279 | 0.8487 | 0.3593 | 0.2079 | 0.7744 | 0.3278 | 0.2584 | 0.9047 | 0.4020 | 0.2640 | 0.9243 | 0.4107 | 0.2635 | 0.9227 | 0.4100 | 0.2602 | 0.9111 | 0.4048 | 0.1690 | 0.6567 | 0.2688 | 0.1860 | 0.7230 | 0.2959 | 0.1799 | 0.6992 | 0.2862 | 0.1711 | 0.6648 | 0.2721 | 0.1343 | 0.8347 | 0.2313 | 0.1353 | 0.8407 | 0.2330 | 0.1349 | 0.8386 | 0.2324 | 0.1344 | 0.8355 | 0.2316 | 0.1715 | 0.7708 | 0.2806 | 0.2027 | 0.9114 | 0.3317 | 0.1874 | 0.8425 | 0.3067 | 0.1718 | 0.7721 | 0.2810 | 0.1555 | 0.8746 | 0.2641 | 0.1568 | 0.8820 | 0.2663 | 0.1601 | 0.9000 | 0.2718 | 0.1592 | 0.8955 | 0.2704 | 0.2222 | 0.8408 | 0.3515 | 0.2379 | 0.9005 | 0.3764 | 0.2349 | 0.8889 | 0.3716 | 0.2261 | 0.8558 | 0.3577 | 0.0505 | 0.5136 | 0.0919 | 0.0572 | 0.5819 | 0.1041 | 0.0539 | 0.5482 | 0.0981 | 0.0505 | 0.5141 | 0.0920 | 0.0333 | 0.4955 | 0.0625 | 0.0389 | 0.5783 | 0.0729 | 0.0432 | 0.6419 | 0.0809 | 0.0398 | 0.5923 | 0.0747 | 0.2046 | 0.7665 | 0.3229 | 0.2223 | 0.8330 | 0.3510 | 0.2138 | 0.8009 | 0.3375 | 0.2048 | 0.7672 | 0.3233 | 0.0084 | 0.3752 | 0.0165 | 0.0111 | 0.4950 | 0.0218 | 0.0099 | 0.4411 | 0.0194 | 0.0085 | 0.3792 | 0.0167 | 0.0404 | 0.5059 | 0.0749 | 0.0423 | 0.5290 | 0.0783 | 0.0463 | 0.5796 | 0.0858 | 0.0451 | 0.5642 | 0.0835 | 0.0581 | 0.6428 | 0.1066 | 0.0627 | 0.6933 | 0.1149 | 0.0669 | 0.7404 | 0.1227 | 0.0642 | 0.7100 | 0.1177 | 0.1015 | 0.4981 | 0.1686 | 0.1019 | 0.5002 | 0.1693 | 0.1018 | 0.4996 | 0.1691 | 0.1016 | 0.4985 | 0.1688 | 0.1076 | 0.3300 | 0.1623 | 0.1732 | 0.5312 | 0.2613 | 0.1419 | 0.4350 | 0.2139 | 0.1079 | 0.3309 | 0.1627 | 0.1802 | 0.6530 | 0.2825 | 0.1970 | 0.7140 | 0.3088 | 0.1924 | 0.6973 | 0.3016 | 0.1830 | 0.6633 | 0.2869 | + + +### Framework versions + +- Transformers 4.40.2 +- Pytorch 2.3.1+cu121 +- Datasets 2.20.0 +- Tokenizers 0.19.1