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-iob2-20240819104254 + results: [] +--- + + + +# bert-base-multilingual-cased-iob2-20240819104254 + +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: 0.2350 +- Overall Strict Precision: 0.7790 +- Overall Strict Recall: 0.7299 +- Overall Strict F1: 0.7537 +- Overall Ent Type Precision: 0.8607 +- Overall Ent Type Recall: 0.8063 +- Overall Ent Type F1: 0.8326 +- Overall Partial Precision: 0.8330 +- Overall Partial Recall: 0.7804 +- Overall Partial F1: 0.8059 +- Overall Exact Precision: 0.7898 +- Overall Exact Recall: 0.7400 +- Overall Exact F1: 0.7641 +- Netamount Strict Precision: 0.1014 +- Netamount Strict Recall: 0.7219 +- Netamount Strict F1: 0.1778 +- Netamount Ent Type Precision: 0.1147 +- Netamount Ent Type Recall: 0.8168 +- Netamount Ent Type F1: 0.2011 +- Netamount Partial Precision: 0.1102 +- Netamount Partial Recall: 0.7851 +- Netamount Partial F1: 0.1933 +- Netamount Exact Precision: 0.1032 +- Netamount Exact Recall: 0.7347 +- Netamount Exact F1: 0.1809 +- Invoicedate Strict Precision: 0.2442 +- Invoicedate Strict Recall: 0.9033 +- Invoicedate Strict F1: 0.3845 +- Invoicedate Ent Type Precision: 0.2510 +- Invoicedate Ent Type Recall: 0.9284 +- Invoicedate Ent Type F1: 0.3952 +- Invoicedate Partial Precision: 0.2502 +- Invoicedate Partial Recall: 0.9255 +- Invoicedate Partial F1: 0.3940 +- Invoicedate Exact Precision: 0.2468 +- Invoicedate Exact Recall: 0.9127 +- Invoicedate Exact F1: 0.3885 +- Companycountry Strict Precision: 0.1616 +- Companycountry Strict Recall: 0.8708 +- Companycountry Strict F1: 0.2726 +- Companycountry Ent Type Precision: 0.1629 +- Companycountry Ent Type Recall: 0.8778 +- Companycountry Ent Type F1: 0.2748 +- Companycountry Partial Precision: 0.1662 +- Companycountry Partial Recall: 0.8954 +- Companycountry Partial F1: 0.2803 +- Companycountry Exact Precision: 0.1653 +- Companycountry Exact Recall: 0.8908 +- Companycountry Exact F1: 0.2789 +- Checkout Strict Precision: 0.2667 +- Checkout Strict Recall: 0.9026 +- Checkout Strict F1: 0.4117 +- Checkout Ent Type Precision: 0.2703 +- Checkout Ent Type Recall: 0.9148 +- Checkout Ent Type F1: 0.4173 +- Checkout Partial Precision: 0.2700 +- Checkout Partial Recall: 0.9138 +- Checkout Partial F1: 0.4168 +- Checkout Exact Precision: 0.2680 +- Checkout Exact Recall: 0.9073 +- Checkout Exact F1: 0.4138 +- Hotelemail Strict Precision: 0.1856 +- Hotelemail Strict Recall: 0.8834 +- Hotelemail Strict F1: 0.3067 +- Hotelemail Ent Type Precision: 0.1931 +- Hotelemail Ent Type Recall: 0.9194 +- Hotelemail Ent Type F1: 0.3192 +- Hotelemail Partial Precision: 0.1894 +- Hotelemail Partial Recall: 0.9018 +- Hotelemail Partial F1: 0.3131 +- Hotelemail Exact Precision: 0.1856 +- Hotelemail Exact Recall: 0.8837 +- Hotelemail Exact F1: 0.3068 +- Taxamount Strict Precision: 0.0915 +- Taxamount Strict Recall: 0.7710 +- Taxamount Strict F1: 0.1635 +- Taxamount Ent Type Precision: 0.1012 +- Taxamount Ent Type Recall: 0.8531 +- Taxamount Ent Type F1: 0.1809 +- Taxamount Partial Precision: 0.0971 +- Taxamount Partial Recall: 0.8186 +- Taxamount Partial F1: 0.1736 +- Taxamount Exact Precision: 0.0920 +- Taxamount Exact Recall: 0.7757 +- Taxamount Exact F1: 0.1645 +- 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 +- Hoteladdress Strict Precision: 0.1435 +- Hoteladdress Strict Recall: 0.4850 +- Hoteladdress Strict F1: 0.2214 +- Hoteladdress Ent Type Precision: 0.2091 +- Hoteladdress Ent Type Recall: 0.7071 +- Hoteladdress Ent Type F1: 0.3228 +- Hoteladdress Partial Precision: 0.1785 +- Hoteladdress Partial Recall: 0.6036 +- Hoteladdress Partial F1: 0.2755 +- Hoteladdress Exact Precision: 0.1442 +- Hoteladdress Exact Recall: 0.4874 +- Hoteladdress Exact F1: 0.2225 +- Pagenumber Strict Precision: 0.1393 +- Pagenumber Strict Recall: 0.8371 +- Pagenumber Strict F1: 0.2389 +- Pagenumber Ent Type Precision: 0.1403 +- Pagenumber Ent Type Recall: 0.8430 +- Pagenumber Ent Type F1: 0.2406 +- Pagenumber Partial Precision: 0.1400 +- Pagenumber Partial Recall: 0.8408 +- Pagenumber Partial F1: 0.2400 +- Pagenumber Exact Precision: 0.1394 +- Pagenumber Exact Recall: 0.8377 +- Pagenumber Exact F1: 0.2391 +- Hotelcountry Strict Precision: 0.0572 +- Hotelcountry Strict Recall: 0.7597 +- Hotelcountry Strict F1: 0.1064 +- Hotelcountry Ent Type Precision: 0.0579 +- Hotelcountry Ent Type Recall: 0.7686 +- Hotelcountry Ent Type F1: 0.1077 +- Hotelcountry Partial Precision: 0.0595 +- Hotelcountry Partial Recall: 0.7902 +- Hotelcountry Partial F1: 0.1107 +- Hotelcountry Exact Precision: 0.0592 +- Hotelcountry Exact Recall: 0.7854 +- Hotelcountry Exact F1: 0.1100 +- Companyaddress Strict Precision: 0.2147 +- Companyaddress Strict Recall: 0.7750 +- Companyaddress Strict F1: 0.3363 +- Companyaddress Ent Type Precision: 0.2529 +- Companyaddress Ent Type Recall: 0.9126 +- Companyaddress Ent Type F1: 0.3960 +- Companyaddress Partial Precision: 0.2359 +- Companyaddress Partial Recall: 0.8513 +- Companyaddress Partial F1: 0.3694 +- Companyaddress Exact Precision: 0.2157 +- Companyaddress Exact Recall: 0.7784 +- Companyaddress Exact F1: 0.3378 +- Hotelzipcode Strict Precision: 0.2007 +- Hotelzipcode Strict Recall: 0.7175 +- Hotelzipcode Strict F1: 0.3137 +- Hotelzipcode Ent Type Precision: 0.2122 +- Hotelzipcode Ent Type Recall: 0.7585 +- Hotelzipcode Ent Type F1: 0.3317 +- Hotelzipcode Partial Precision: 0.2086 +- Hotelzipcode Partial Recall: 0.7454 +- Hotelzipcode Partial F1: 0.3259 +- Hotelzipcode Exact Precision: 0.2023 +- Hotelzipcode Exact Recall: 0.7229 +- Hotelzipcode Exact F1: 0.3161 +- Currencycode Strict Precision: 0.1069 +- Currencycode Strict Recall: 0.5078 +- Currencycode Strict F1: 0.1766 +- Currencycode Ent Type Precision: 0.1072 +- Currencycode Ent Type Recall: 0.5092 +- Currencycode Ent Type F1: 0.1771 +- Currencycode Partial Precision: 0.1071 +- Currencycode Partial Recall: 0.5090 +- Currencycode Partial F1: 0.1770 +- Currencycode Exact Precision: 0.1070 +- Currencycode Exact Recall: 0.5082 +- Currencycode Exact F1: 0.1767 +- Roomno Strict Precision: 0.2646 +- Roomno Strict Recall: 0.8287 +- Roomno Strict F1: 0.4011 +- Roomno Ent Type Precision: 0.2669 +- Roomno Ent Type Recall: 0.8361 +- Roomno Ent Type F1: 0.4046 +- Roomno Partial Precision: 0.2686 +- Roomno Partial Recall: 0.8415 +- Roomno Partial F1: 0.4072 +- Roomno Exact Precision: 0.2672 +- Roomno Exact Recall: 0.8371 +- Roomno Exact F1: 0.4051 +- Companyvatnumber Strict Precision: 0.0613 +- Companyvatnumber Strict Recall: 0.6330 +- Companyvatnumber Strict F1: 0.1118 +- Companyvatnumber Ent Type Precision: 0.0658 +- Companyvatnumber Ent Type Recall: 0.6793 +- Companyvatnumber Ent Type F1: 0.1200 +- Companyvatnumber Partial Precision: 0.0710 +- Companyvatnumber Partial Recall: 0.7334 +- Companyvatnumber Partial F1: 0.1295 +- Companyvatnumber Exact Precision: 0.0683 +- Companyvatnumber Exact Recall: 0.7055 +- Companyvatnumber Exact F1: 0.1246 +- Grossamount Strict Precision: 0.1759 +- Grossamount Strict Recall: 0.6634 +- Grossamount Strict F1: 0.2781 +- Grossamount Ent Type Precision: 0.1917 +- Grossamount Ent Type Recall: 0.7227 +- Grossamount Ent Type F1: 0.3030 +- Grossamount Partial Precision: 0.1864 +- Grossamount Partial Recall: 0.7030 +- Grossamount Partial F1: 0.2947 +- Grossamount Exact Precision: 0.1782 +- Grossamount Exact Recall: 0.6718 +- Grossamount Exact F1: 0.2817 +- Companyname Strict Precision: 0.2003 +- Companyname Strict Recall: 0.7122 +- Companyname Strict F1: 0.3126 +- Companyname Ent Type Precision: 0.2468 +- Companyname Ent Type Recall: 0.8777 +- Companyname Ent Type F1: 0.3853 +- Companyname Partial Precision: 0.2261 +- Companyname Partial Recall: 0.8041 +- Companyname Partial F1: 0.3530 +- Companyname Exact Precision: 0.2016 +- Companyname Exact Recall: 0.7168 +- Companyname Exact F1: 0.3147 +- Cardtype Strict Precision: 0.0538 +- Cardtype Strict Recall: 0.5198 +- Cardtype Strict F1: 0.0975 +- Cardtype Ent Type Precision: 0.0607 +- Cardtype Ent Type Recall: 0.5860 +- Cardtype Ent Type F1: 0.1100 +- Cardtype Partial Precision: 0.0574 +- Cardtype Partial Recall: 0.5542 +- Cardtype Partial F1: 0.1040 +- Cardtype Exact Precision: 0.0539 +- Cardtype Exact Recall: 0.5211 +- Cardtype Exact F1: 0.0978 +- Hotelphonenumber Strict Precision: 0.1767 +- Hotelphonenumber Strict Recall: 0.7690 +- Hotelphonenumber Strict F1: 0.2874 +- Hotelphonenumber Ent Type Precision: 0.2102 +- Hotelphonenumber Ent Type Recall: 0.9146 +- Hotelphonenumber Ent Type F1: 0.3418 +- Hotelphonenumber Partial Precision: 0.1937 +- Hotelphonenumber Partial Recall: 0.8429 +- Hotelphonenumber Partial F1: 0.3150 +- Hotelphonenumber Exact Precision: 0.1769 +- Hotelphonenumber Exact Recall: 0.7699 +- Hotelphonenumber Exact F1: 0.2877 +- Documenttype Strict Precision: 0.2135 +- Documenttype Strict Recall: 0.7625 +- Documenttype Strict F1: 0.3335 +- Documenttype Ent Type Precision: 0.2322 +- Documenttype Ent Type Recall: 0.8295 +- Documenttype Ent Type F1: 0.3628 +- Documenttype Partial Precision: 0.2235 +- Documenttype Partial Recall: 0.7982 +- Documenttype Partial F1: 0.3492 +- Documenttype Exact Precision: 0.2138 +- Documenttype Exact Recall: 0.7637 +- Documenttype Exact F1: 0.3341 +- Reservationnumber Strict Precision: 0.0359 +- Reservationnumber Strict Recall: 0.5500 +- Reservationnumber Strict F1: 0.0674 +- Reservationnumber Ent Type Precision: 0.0375 +- Reservationnumber Ent Type Recall: 0.5738 +- Reservationnumber Ent Type F1: 0.0703 +- Reservationnumber Partial Precision: 0.0444 +- Reservationnumber Partial Recall: 0.6803 +- Reservationnumber Partial F1: 0.0834 +- Reservationnumber Exact Precision: 0.0426 +- Reservationnumber Exact Recall: 0.6529 +- Reservationnumber Exact F1: 0.0800 +- Hotelfaxnumber Strict Precision: 0.1301 +- Hotelfaxnumber Strict Recall: 0.7879 +- Hotelfaxnumber Strict F1: 0.2233 +- Hotelfaxnumber Ent Type Precision: 0.1473 +- Hotelfaxnumber Ent Type Recall: 0.8917 +- Hotelfaxnumber Ent Type F1: 0.2528 +- Hotelfaxnumber Partial Precision: 0.1390 +- Hotelfaxnumber Partial Recall: 0.8418 +- Hotelfaxnumber Partial F1: 0.2386 +- Hotelfaxnumber Exact Precision: 0.1304 +- Hotelfaxnumber Exact Recall: 0.7896 +- Hotelfaxnumber Exact F1: 0.2238 +- Hotelname Strict Precision: 0.1133 +- Hotelname Strict Recall: 0.3437 +- Hotelname Strict F1: 0.1705 +- Hotelname Ent Type Precision: 0.1818 +- Hotelname Ent Type Recall: 0.5514 +- Hotelname Ent Type F1: 0.2735 +- Hotelname Partial Precision: 0.1491 +- Hotelname Partial Recall: 0.4521 +- Hotelname Partial F1: 0.2242 +- Hotelname Exact Precision: 0.1134 +- Hotelname Exact Recall: 0.3439 +- Hotelname Exact F1: 0.1705 +- Companycity Strict Precision: 0.2308 +- Companycity Strict Recall: 0.8411 +- Companycity Strict F1: 0.3622 +- Companycity Ent Type Precision: 0.2467 +- Companycity Ent Type Recall: 0.8991 +- Companycity Ent Type F1: 0.3872 +- Companycity Partial Precision: 0.2438 +- Companycity Partial Recall: 0.8884 +- Companycity Partial F1: 0.3826 +- Companycity Exact Precision: 0.2350 +- Companycity Exact Recall: 0.8564 +- Companycity Exact F1: 0.3688 +- Travellername Strict Precision: 0.1866 +- Travellername Strict Recall: 0.5511 +- Travellername Strict F1: 0.2788 +- Travellername Ent Type Precision: 0.2518 +- Travellername Ent Type Recall: 0.7436 +- Travellername Ent Type F1: 0.3762 +- Travellername Partial Precision: 0.2206 +- Travellername Partial Recall: 0.6515 +- Travellername Partial F1: 0.3296 +- Travellername Exact Precision: 0.1875 +- Travellername Exact Recall: 0.5537 +- Travellername Exact F1: 0.2801 +- Invoicenumber Strict Precision: 0.2334 +- Invoicenumber Strict Recall: 0.8461 +- Invoicenumber Strict F1: 0.3659 +- Invoicenumber Ent Type Precision: 0.2483 +- Invoicenumber Ent Type Recall: 0.9000 +- Invoicenumber Ent Type F1: 0.3892 +- Invoicenumber Partial Precision: 0.2434 +- Invoicenumber Partial Recall: 0.8823 +- Invoicenumber Partial F1: 0.3815 +- Invoicenumber Exact Precision: 0.2358 +- Invoicenumber Exact Recall: 0.8547 +- Invoicenumber Exact F1: 0.3696 +- Externalreservationnumber Strict Precision: 0.0062 +- Externalreservationnumber Strict Recall: 0.3509 +- Externalreservationnumber Strict F1: 0.0122 +- Externalreservationnumber Ent Type Precision: 0.0074 +- Externalreservationnumber Ent Type Recall: 0.4179 +- Externalreservationnumber Ent Type F1: 0.0146 +- Externalreservationnumber Partial Precision: 0.0112 +- Externalreservationnumber Partial Recall: 0.6314 +- Externalreservationnumber Partial F1: 0.0220 +- Externalreservationnumber Exact Precision: 0.0101 +- Externalreservationnumber Exact Recall: 0.5677 +- Externalreservationnumber Exact F1: 0.0198 +- Cardnumber Strict Precision: 0.0086 +- Cardnumber Strict Recall: 0.3376 +- Cardnumber Strict F1: 0.0168 +- Cardnumber Ent Type Precision: 0.0113 +- Cardnumber Ent Type Recall: 0.4437 +- Cardnumber Ent Type F1: 0.0221 +- Cardnumber Partial Precision: 0.0101 +- Cardnumber Partial Recall: 0.3966 +- Cardnumber Partial F1: 0.0197 +- Cardnumber Exact Precision: 0.0087 +- Cardnumber Exact Recall: 0.3413 +- Cardnumber Exact F1: 0.0170 +- Hoteltaxcode Strict Precision: 0.0423 +- Hoteltaxcode Strict Recall: 0.5055 +- Hoteltaxcode Strict F1: 0.0781 +- Hoteltaxcode Ent Type Precision: 0.0449 +- Hoteltaxcode Ent Type Recall: 0.5366 +- Hoteltaxcode Ent Type F1: 0.0829 +- Hoteltaxcode Partial Precision: 0.0475 +- Hoteltaxcode Partial Recall: 0.5680 +- Hoteltaxcode Partial F1: 0.0878 +- Hoteltaxcode Exact Precision: 0.0461 +- Hoteltaxcode Exact Recall: 0.5503 +- Hoteltaxcode Exact F1: 0.0850 +- Companyzipcode Strict Precision: 0.2478 +- Companyzipcode Strict Recall: 0.9139 +- Companyzipcode Strict F1: 0.3899 +- Companyzipcode Ent Type Precision: 0.2539 +- Companyzipcode Ent Type Recall: 0.9363 +- Companyzipcode Ent Type F1: 0.3995 +- Companyzipcode Partial Precision: 0.2532 +- Companyzipcode Partial Recall: 0.9339 +- Companyzipcode Partial F1: 0.3984 +- Companyzipcode Exact Precision: 0.2494 +- Companyzipcode Exact Recall: 0.9196 +- Companyzipcode Exact F1: 0.3923 +- Hotelvatnumber Strict Precision: 0.1425 +- Hotelvatnumber Strict Recall: 0.6795 +- Hotelvatnumber Strict F1: 0.2355 +- Hotelvatnumber Ent Type Precision: 0.1517 +- Hotelvatnumber Ent Type Recall: 0.7236 +- Hotelvatnumber Ent Type F1: 0.2508 +- Hotelvatnumber Partial Precision: 0.1570 +- Hotelvatnumber Partial Recall: 0.7490 +- Hotelvatnumber Partial F1: 0.2596 +- Hotelvatnumber Exact Precision: 0.1518 +- Hotelvatnumber Exact Recall: 0.7241 +- Hotelvatnumber Exact F1: 0.2510 +- Bookingnumber Strict Precision: 0.0358 +- Bookingnumber Strict Recall: 0.5146 +- Bookingnumber Strict F1: 0.0669 +- Bookingnumber Ent Type Precision: 0.0404 +- Bookingnumber Ent Type Recall: 0.5815 +- Bookingnumber Ent Type F1: 0.0756 +- Bookingnumber Partial Precision: 0.0453 +- Bookingnumber Partial Recall: 0.6514 +- Bookingnumber Partial F1: 0.0847 +- Bookingnumber Exact Precision: 0.0424 +- Bookingnumber Exact Recall: 0.6100 +- Bookingnumber Exact F1: 0.0793 +- Checkin Strict Precision: 0.2688 +- Checkin Strict Recall: 0.9019 +- Checkin Strict F1: 0.4141 +- Checkin Ent Type Precision: 0.2748 +- Checkin Ent Type Recall: 0.9222 +- Checkin Ent Type F1: 0.4234 +- Checkin Partial Precision: 0.2739 +- Checkin Partial Recall: 0.9193 +- Checkin Partial F1: 0.4221 +- Checkin Exact Precision: 0.2704 +- Checkin Exact Recall: 0.9073 +- Checkin Exact F1: 0.4166 +- Hotelcity Strict Precision: 0.1916 +- Hotelcity Strict Recall: 0.6686 +- Hotelcity Strict F1: 0.2979 +- Hotelcity Ent Type Precision: 0.2071 +- Hotelcity Ent Type Recall: 0.7226 +- Hotelcity Ent Type F1: 0.3220 +- Hotelcity Partial Precision: 0.2035 +- Hotelcity Partial Recall: 0.7098 +- Hotelcity Partial F1: 0.3163 +- Hotelcity Exact Precision: 0.1946 +- Hotelcity Exact Recall: 0.6788 +- Hotelcity Exact F1: 0.3024 + +## 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: 0.5 +- 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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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+| 1.4768 | 0.9995 | 574 | 0.3956 | 0.4965 | 0.5153 | 0.5057 | 0.6597 | 0.6847 | 0.6720 | 0.6187 | 0.6421 | 0.6302 | 0.5181 | 0.5377 | 0.5277 | 0.0046 | 0.0540 | 0.0085 | 0.0200 | 0.2352 | 0.0369 | 0.0239 | 0.2805 | 0.0440 | 0.0079 | 0.0929 | 0.0146 | 0.1145 | 0.7452 | 0.1985 | 0.1219 | 0.7934 | 0.2113 | 0.1234 | 0.8028 | 0.2139 | 0.1187 | 0.7727 | 0.2058 | 0.1297 | 0.7448 | 0.2210 | 0.1405 | 0.8068 | 0.2394 | 0.1398 | 0.8026 | 0.2381 | 0.1333 | 0.7651 | 0.2270 | 0.0157 | 0.8089 | 0.0309 | 0.0162 | 0.8332 | 0.0318 | 0.0167 | 0.8574 | 0.0327 | 0.0164 | 0.8432 | 0.0322 | 0.0840 | 0.7615 | 0.1513 | 0.0962 | 0.8723 | 0.1733 | 0.0902 | 0.8175 | 0.1624 | 0.0840 | 0.7620 | 0.1514 | 0.0007 | 0.0600 | 0.0015 | 0.0019 | 0.1557 | 0.0038 | 0.0017 | 0.1353 | 0.0033 | 0.0007 | 0.0600 | 0.0015 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0368 | 0.2226 | 0.0631 | 0.0968 | 0.5861 | 0.1661 | 0.0699 | 0.4236 | 0.1201 | 0.0375 | 0.2273 | 0.0644 | 0.0569 | 0.7848 | 0.1060 | 0.0583 | 0.8048 | 0.1087 | 0.0576 | 0.7953 | 0.1075 | 0.0569 | 0.7850 | 0.1061 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0966 | 0.6348 | 0.1676 | 0.1238 | 0.8137 | 0.2149 | 0.1165 | 0.7659 | 0.2022 | 0.0986 | 0.6481 | 0.1711 | 0.0536 | 0.4410 | 0.0956 | 0.0697 | 0.5740 | 0.1244 | 0.0632 | 0.5201 | 0.1127 | 0.0547 | 0.4504 | 0.0976 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0769 | 0.7582 | 0.1396 | 0.0769 | 0.7582 | 0.1396 | 0.0780 | 0.7695 | 0.1417 | 0.0780 | 0.7695 | 0.1417 | 0.0030 | 0.1912 | 0.0058 | 0.0071 | 0.4577 | 0.0140 | 0.0057 | 0.3684 | 0.0112 | 0.0032 | 0.2032 | 0.0062 | 0.0189 | 0.1162 | 0.0325 | 0.0582 | 0.3586 | 0.1001 | 0.0522 | 0.3217 | 0.0898 | 0.0218 | 0.1341 | 0.0375 | 0.0772 | 0.5367 | 0.1350 | 0.1194 | 0.8298 | 0.2088 | 0.1013 | 0.7039 | 0.1771 | 0.0777 | 0.5402 | 0.1359 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0794 | 0.6347 | 0.1412 | 0.1035 | 0.8275 | 0.1841 | 0.0931 | 0.7439 | 0.1655 | 0.0805 | 0.6436 | 0.1432 | 0.0787 | 0.6543 | 0.1405 | 0.0940 | 0.7817 | 0.1679 | 0.0870 | 0.7235 | 0.1554 | 0.0789 | 0.6557 | 0.1408 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0591 | 0.7055 | 0.1091 | 0.0705 | 0.8414 | 0.1301 | 0.0658 | 0.7859 | 0.1215 | 0.0594 | 0.7091 | 0.1096 | 0.0213 | 0.1571 | 0.0375 | 0.0635 | 0.4682 | 0.1118 | 0.0440 | 0.3249 | 0.0776 | 0.0215 | 0.1588 | 0.0379 | 0.0702 | 0.4253 | 0.1205 | 0.1094 | 0.6629 | 0.1878 | 0.1111 | 0.6733 | 0.1907 | 0.0844 | 0.5113 | 0.1449 | 0.0686 | 0.3627 | 0.1153 | 0.1181 | 0.6250 | 0.1987 | 0.0996 | 0.5271 | 0.1676 | 0.0709 | 0.3751 | 0.1193 | 0.0892 | 0.5447 | 0.1533 | 0.1136 | 0.6935 | 0.1952 | 0.1149 | 0.7013 | 0.1974 | 0.0997 | 0.6084 | 0.1713 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0010 | 0.2267 | 0.0020 | 0.0025 | 0.5776 | 0.0050 | 0.0018 | 0.4069 | 0.0035 | 0.0010 | 0.2315 | 0.0020 | 0.0070 | 0.4225 | 0.0137 | 0.0110 | 0.6687 | 0.0217 | 0.0097 | 0.5872 | 0.0190 | 0.0075 | 0.4556 | 0.0148 | 0.1114 | 0.7677 | 0.1946 | 0.1224 | 0.8436 | 0.2138 | 0.1212 | 0.8350 | 0.2117 | 0.1144 | 0.7882 | 0.1998 | 0.0467 | 0.3942 | 0.0835 | 0.0636 | 0.5371 | 0.1138 | 0.0711 | 0.6003 | 0.1271 | 0.0562 | 0.4748 | 0.1006 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1192 | 0.6540 | 0.2016 | 0.1410 | 0.7741 | 0.2386 | 0.1340 | 0.7354 | 0.2267 | 0.1213 | 0.6655 | 0.2051 | 0.0494 | 0.3853 | 0.0875 | 0.0700 | 0.5465 | 0.1241 | 0.0659 | 0.5143 | 0.1168 | 0.0531 | 0.4145 | 0.0941 | +| 0.32 | 1.9989 | 1148 | 0.2248 | 0.7365 | 0.6369 | 0.6831 | 0.8427 | 0.7287 | 0.7816 | 0.8132 | 0.7032 | 0.7542 | 0.7525 | 0.6507 | 0.6979 | 0.0647 | 0.2997 | 0.1064 | 0.0920 | 0.4264 | 0.1513 | 0.1091 | 0.5056 | 0.1795 | 0.0776 | 0.3596 | 0.1276 | 0.2405 | 0.8430 | 0.3743 | 0.2500 | 0.8763 | 0.3891 | 0.2493 | 0.8737 | 0.3879 | 0.2444 | 0.8564 | 0.3802 | 0.2671 | 0.8736 | 0.4092 | 0.2726 | 0.8915 | 0.4175 | 0.2715 | 0.8878 | 0.4158 | 0.2686 | 0.8784 | 0.4114 | 0.1535 | 0.7907 | 0.2571 | 0.1554 | 0.8004 | 0.2603 | 0.1640 | 0.8447 | 0.2747 | 0.1621 | 0.8352 | 0.2716 | 0.1803 | 0.8283 | 0.2961 | 0.1907 | 0.8762 | 0.3132 | 0.1856 | 0.8526 | 0.3048 | 0.1804 | 0.8287 | 0.2962 | 0.0438 | 0.2512 | 0.0746 | 0.0535 | 0.3067 | 0.0911 | 0.0572 | 0.3276 | 0.0973 | 0.0485 | 0.2779 | 0.0826 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1226 | 0.3744 | 0.1847 | 0.2024 | 0.6182 | 0.3050 | 0.1660 | 0.5068 | 0.2500 | 0.1242 | 0.3793 | 0.1871 | 0.1359 | 0.7867 | 0.2317 | 0.1371 | 0.7938 | 0.2338 | 0.1366 | 0.7910 | 0.2330 | 0.1360 | 0.7873 | 0.2319 | 0.0394 | 0.5454 | 0.0735 | 0.0400 | 0.5537 | 0.0746 | 0.0409 | 0.5661 | 0.0763 | 0.0406 | 0.5620 | 0.0757 | 0.2066 | 0.7232 | 0.3214 | 0.2483 | 0.8690 | 0.3862 | 0.2312 | 0.8094 | 0.3597 | 0.2086 | 0.7303 | 0.3246 | 0.1944 | 0.6134 | 0.2952 | 0.2121 | 0.6695 | 0.3221 | 0.2059 | 0.6497 | 0.3127 | 0.1962 | 0.6193 | 0.2980 | 0.0876 | 0.4419 | 0.1462 | 0.0882 | 0.4448 | 0.1472 | 0.0880 | 0.4438 | 0.1469 | 0.0877 | 0.4423 | 0.1464 | 0.2482 | 0.7746 | 0.3759 | 0.2498 | 0.7796 | 0.3783 | 0.2514 | 0.7846 | 0.3807 | 0.2505 | 0.7820 | 0.3795 | 0.0504 | 0.6125 | 0.0931 | 0.0594 | 0.7223 | 0.1098 | 0.0596 | 0.7250 | 0.1102 | 0.0540 | 0.6570 | 0.0999 | 0.1492 | 0.4739 | 0.2269 | 0.1742 | 0.5533 | 0.2649 | 0.1701 | 0.5403 | 0.2587 | 0.1560 | 0.4956 | 0.2373 | 0.1882 | 0.6429 | 0.2912 | 0.2419 | 0.8261 | 0.3742 | 0.2181 | 0.7450 | 0.3374 | 0.1894 | 0.6469 | 0.2930 | 0.0438 | 0.4660 | 0.0801 | 0.0531 | 0.5650 | 0.0971 | 0.0485 | 0.5158 | 0.0886 | 0.0438 | 0.4660 | 0.0801 | 0.1714 | 0.7310 | 0.2777 | 0.2065 | 0.8808 | 0.3346 | 0.1897 | 0.8090 | 0.3073 | 0.1719 | 0.7332 | 0.2785 | 0.2055 | 0.6963 | 0.3173 | 0.2298 | 0.7785 | 0.3548 | 0.2184 | 0.7398 | 0.3372 | 0.2057 | 0.6970 | 0.3177 | 0.0235 | 0.4157 | 0.0445 | 0.0291 | 0.5158 | 0.0552 | 0.0316 | 0.5601 | 0.0599 | 0.0274 | 0.4842 | 0.0518 | 0.1271 | 0.7829 | 0.2188 | 0.1451 | 0.8935 | 0.2497 | 0.1365 | 0.8404 | 0.2348 | 0.1273 | 0.7841 | 0.2191 | 0.0959 | 0.2698 | 0.1415 | 0.1756 | 0.4938 | 0.2590 | 0.1378 | 0.3877 | 0.2034 | 0.0961 | 0.2702 | 0.1418 | 0.2249 | 0.7954 | 0.3507 | 0.2405 | 0.8505 | 0.3749 | 0.2409 | 0.8519 | 0.3756 | 0.2319 | 0.8200 | 0.3615 | 0.1777 | 0.4733 | 0.2583 | 0.2545 | 0.6779 | 0.3700 | 0.2191 | 0.5837 | 0.3186 | 0.1793 | 0.4778 | 0.2608 | 0.2244 | 0.7850 | 0.3490 | 0.2459 | 0.8604 | 0.3825 | 0.2390 | 0.8361 | 0.3717 | 0.2279 | 0.7973 | 0.3545 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0069 | 0.2953 | 0.0136 | 0.0115 | 0.4912 | 0.0226 | 0.0093 | 0.3972 | 0.0182 | 0.0070 | 0.2973 | 0.0137 | 0.0408 | 0.5480 | 0.0759 | 0.0456 | 0.6128 | 0.0849 | 0.0467 | 0.6267 | 0.0868 | 0.0440 | 0.5909 | 0.0819 | 0.2386 | 0.8464 | 0.3722 | 0.2491 | 0.8839 | 0.3887 | 0.2502 | 0.8877 | 0.3904 | 0.2433 | 0.8632 | 0.3796 | 0.1410 | 0.5769 | 0.2266 | 0.1552 | 0.6350 | 0.2494 | 0.1629 | 0.6669 | 0.2619 | 0.1541 | 0.6307 | 0.2477 | 0.0203 | 0.2427 | 0.0374 | 0.0408 | 0.4886 | 0.0753 | 0.0420 | 0.5030 | 0.0775 | 0.0270 | 0.3236 | 0.0499 | 0.2701 | 0.8650 | 0.4116 | 0.2771 | 0.8875 | 0.4224 | 0.2770 | 0.8870 | 0.4221 | 0.2727 | 0.8733 | 0.4156 | 0.1805 | 0.5536 | 0.2722 | 0.2063 | 0.6328 | 0.3111 | 0.2000 | 0.6135 | 0.3016 | 0.1848 | 0.5671 | 0.2788 | +| 0.1979 | 2.9984 | 1722 | 0.2115 | 0.7763 | 0.6878 | 0.7294 | 0.8671 | 0.7682 | 0.8146 | 0.8383 | 0.7428 | 0.7877 | 0.7898 | 0.6997 | 0.7420 | 0.0989 | 0.5800 | 0.1690 | 0.1160 | 0.6802 | 0.1982 | 0.1146 | 0.6721 | 0.1958 | 0.1050 | 0.6154 | 0.1793 | 0.2603 | 0.8944 | 0.4032 | 0.2679 | 0.9205 | 0.4150 | 0.2668 | 0.9169 | 0.4134 | 0.2627 | 0.9026 | 0.4069 | 0.2884 | 0.8902 | 0.4357 | 0.2934 | 0.9055 | 0.4432 | 0.2926 | 0.9031 | 0.4420 | 0.2899 | 0.8947 | 0.4379 | 0.1736 | 0.8313 | 0.2873 | 0.1753 | 0.8395 | 0.2901 | 0.1802 | 0.8628 | 0.2981 | 0.1791 | 0.8572 | 0.2962 | 0.1985 | 0.8586 | 0.3225 | 0.2078 | 0.8987 | 0.3375 | 0.2033 | 0.8791 | 0.3302 | 0.1986 | 0.8590 | 0.3226 | 0.0887 | 0.5752 | 0.1537 | 0.1073 | 0.6954 | 0.1859 | 0.1014 | 0.6576 | 0.1758 | 0.0910 | 0.5899 | 0.1577 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1435 | 0.4381 | 0.2162 | 0.2184 | 0.6669 | 0.3291 | 0.1835 | 0.5603 | 0.2765 | 0.1444 | 0.4407 | 0.2175 | 0.1501 | 0.82 | 0.2538 | 0.1517 | 0.8286 | 0.2565 | 0.1511 | 0.8251 | 0.2554 | 0.1502 | 0.8206 | 0.2540 | 0.0588 | 0.7223 | 0.1088 | 0.0610 | 0.7496 | 0.1129 | 0.0621 | 0.7624 | 0.1148 | 0.0608 | 0.7470 | 0.1125 | 0.2276 | 0.7560 | 0.3498 | 0.2702 | 0.8977 | 0.4154 | 0.2526 | 0.8390 | 0.3882 | 0.2296 | 0.7626 | 0.3529 | 0.2103 | 0.6750 | 0.3206 | 0.2246 | 0.7211 | 0.3426 | 0.2195 | 0.7046 | 0.3347 | 0.2118 | 0.6799 | 0.3230 | 0.1178 | 0.4362 | 0.1855 | 0.1186 | 0.4392 | 0.1867 | 0.1183 | 0.4382 | 0.1863 | 0.1179 | 0.4367 | 0.1857 | 0.2844 | 0.7933 | 0.4187 | 0.2865 | 0.7994 | 0.4219 | 0.2884 | 0.8045 | 0.4246 | 0.2872 | 0.8013 | 0.4229 | 0.0680 | 0.6104 | 0.1223 | 0.0739 | 0.6633 | 0.1330 | 0.0805 | 0.7230 | 0.1449 | 0.0767 | 0.6884 | 0.1380 | 0.1874 | 0.5476 | 0.2793 | 0.2084 | 0.6090 | 0.3106 | 0.2058 | 0.6012 | 0.3066 | 0.1941 | 0.5670 | 0.2892 | 0.2090 | 0.6755 | 0.3192 | 0.2636 | 0.8522 | 0.4027 | 0.2393 | 0.7735 | 0.3655 | 0.2103 | 0.6799 | 0.3213 | 0.0603 | 0.5003 | 0.1076 | 0.0669 | 0.5556 | 0.1195 | 0.0637 | 0.5285 | 0.1137 | 0.0604 | 0.5009 | 0.1077 | 0.1907 | 0.7681 | 0.3055 | 0.2255 | 0.9083 | 0.3613 | 0.2083 | 0.8392 | 0.3338 | 0.1909 | 0.7689 | 0.3058 | 0.2303 | 0.7294 | 0.3501 | 0.2531 | 0.8016 | 0.3847 | 0.2423 | 0.7674 | 0.3683 | 0.2306 | 0.7303 | 0.3505 | 0.0417 | 0.5004 | 0.0769 | 0.0439 | 0.5277 | 0.0811 | 0.0551 | 0.6614 | 0.1017 | 0.0529 | 0.6348 | 0.0976 | 0.1393 | 0.7899 | 0.2368 | 0.1583 | 0.8979 | 0.2692 | 0.1492 | 0.8461 | 0.2537 | 0.1396 | 0.7917 | 0.2374 | 0.1137 | 0.2930 | 0.1638 | 0.1891 | 0.4874 | 0.2725 | 0.1534 | 0.3953 | 0.2210 | 0.1139 | 0.2936 | 0.1641 | 0.2451 | 0.8236 | 0.3778 | 0.2624 | 0.8814 | 0.4044 | 0.2600 | 0.8734 | 0.4007 | 0.2503 | 0.8410 | 0.3858 | 0.2027 | 0.5083 | 0.2898 | 0.2831 | 0.7098 | 0.4047 | 0.2452 | 0.6149 | 0.3506 | 0.2042 | 0.5119 | 0.2919 | 0.2505 | 0.8339 | 0.3852 | 0.2674 | 0.8903 | 0.4113 | 0.2618 | 0.8716 | 0.4026 | 0.2532 | 0.8432 | 0.3895 | 0.0 | 0.0 | 0 | 0.0003 | 0.2632 | 0.0005 | 0.0004 | 0.3816 | 0.0007 | 0.0 | 0.0 | 0 | 0.0099 | 0.3598 | 0.0194 | 0.0137 | 0.4972 | 0.0267 | 0.0120 | 0.4327 | 0.0233 | 0.0100 | 0.3635 | 0.0195 | 0.0522 | 0.5394 | 0.0952 | 0.0552 | 0.5701 | 0.1006 | 0.0577 | 0.5956 | 0.1051 | 0.0556 | 0.5743 | 0.1014 | 0.2625 | 0.8909 | 0.4055 | 0.2709 | 0.9193 | 0.4184 | 0.2706 | 0.9184 | 0.4180 | 0.2652 | 0.8999 | 0.4096 | 0.1557 | 0.6364 | 0.2502 | 0.1686 | 0.6891 | 0.2709 | 0.1725 | 0.7050 | 0.2772 | 0.1655 | 0.6762 | 0.2659 | 0.0473 | 0.4226 | 0.0851 | 0.0576 | 0.5145 | 0.1036 | 0.0658 | 0.5879 | 0.1184 | 0.0589 | 0.5258 | 0.1059 | 0.2913 | 0.8984 | 0.4400 | 0.2971 | 0.9164 | 0.4488 | 0.2964 | 0.9141 | 0.4476 | 0.2931 | 0.9039 | 0.4426 | 0.2011 | 0.6203 | 0.3037 | 0.2213 | 0.6828 | 0.3343 | 0.2165 | 0.6677 | 0.3269 | 0.2051 | 0.6326 | 0.3098 | +| 0.1546 | 3.9996 | 2297 | 0.2151 | 0.7689 | 0.7146 | 0.7407 | 0.8573 | 0.7968 | 0.8260 | 0.8270 | 0.7686 | 0.7967 | 0.7798 | 0.7247 | 0.7513 | 0.0968 | 0.6186 | 0.1674 | 0.1126 | 0.7193 | 0.1947 | 0.1104 | 0.7053 | 0.1909 | 0.1015 | 0.6486 | 0.1755 | 0.2422 | 0.8879 | 0.3806 | 0.2491 | 0.9134 | 0.3915 | 0.2489 | 0.9124 | 0.3911 | 0.2452 | 0.8990 | 0.3853 | 0.2695 | 0.8823 | 0.4129 | 0.2733 | 0.8946 | 0.4187 | 0.2727 | 0.8928 | 0.4179 | 0.2708 | 0.8863 | 0.4148 | 0.1579 | 0.8587 | 0.2668 | 0.1594 | 0.8665 | 0.2693 | 0.1624 | 0.8832 | 0.2744 | 0.1617 | 0.8789 | 0.2731 | 0.1830 | 0.8679 | 0.3023 | 0.1909 | 0.9050 | 0.3153 | 0.1870 | 0.8868 | 0.3089 | 0.1831 | 0.8681 | 0.3024 | 0.0844 | 0.6786 | 0.1501 | 0.0990 | 0.7960 | 0.1761 | 0.0926 | 0.7445 | 0.1647 | 0.0849 | 0.6826 | 0.1510 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1362 | 0.4417 | 0.2082 | 0.2069 | 0.6710 | 0.3162 | 0.1749 | 0.5673 | 0.2674 | 0.1372 | 0.4449 | 0.2097 | 0.1375 | 0.8285 | 0.2359 | 0.1387 | 0.8353 | 0.2378 | 0.1382 | 0.8326 | 0.2371 | 0.1376 | 0.8290 | 0.2361 | 0.0551 | 0.7498 | 0.1027 | 0.0561 | 0.7626 | 0.1045 | 0.0577 | 0.7847 | 0.1075 | 0.0572 | 0.7780 | 0.1066 | 0.2107 | 0.7663 | 0.3306 | 0.2498 | 0.9086 | 0.3919 | 0.2326 | 0.8458 | 0.3648 | 0.2118 | 0.7703 | 0.3323 | 0.1979 | 0.6828 | 0.3069 | 0.2093 | 0.7218 | 0.3245 | 0.2059 | 0.7101 | 0.3192 | 0.1998 | 0.6890 | 0.3097 | 0.0846 | 0.5275 | 0.1458 | 0.0852 | 0.5309 | 0.1468 | 0.0850 | 0.5297 | 0.1465 | 0.0847 | 0.5279 | 0.1460 | 0.2569 | 0.8080 | 0.3899 | 0.2621 | 0.8244 | 0.3978 | 0.2625 | 0.8256 | 0.3983 | 0.2596 | 0.8164 | 0.3939 | 0.0558 | 0.6723 | 0.1030 | 0.0606 | 0.7309 | 0.1119 | 0.0623 | 0.7516 | 0.1151 | 0.0594 | 0.7162 | 0.1097 | 0.1645 | 0.6304 | 0.2609 | 0.1832 | 0.7020 | 0.2905 | 0.1769 | 0.6778 | 0.2805 | 0.1672 | 0.6408 | 0.2652 | 0.1932 | 0.7005 | 0.3029 | 0.2428 | 0.8804 | 0.3807 | 0.2205 | 0.7994 | 0.3456 | 0.1944 | 0.7046 | 0.3047 | 0.0471 | 0.5320 | 0.0865 | 0.0533 | 0.6021 | 0.0979 | 0.0502 | 0.5676 | 0.0923 | 0.0471 | 0.5323 | 0.0866 | 0.1763 | 0.7651 | 0.2866 | 0.2086 | 0.9054 | 0.3391 | 0.1928 | 0.8367 | 0.3134 | 0.1765 | 0.7662 | 0.2870 | 0.2076 | 0.7771 | 0.3277 | 0.2267 | 0.8484 | 0.3577 | 0.2175 | 0.8142 | 0.3433 | 0.2078 | 0.7780 | 0.3280 | 0.0378 | 0.4679 | 0.0699 | 0.0401 | 0.4962 | 0.0742 | 0.0519 | 0.6419 | 0.0960 | 0.0493 | 0.6101 | 0.0912 | 0.1279 | 0.7885 | 0.2201 | 0.1450 | 0.8940 | 0.2496 | 0.1367 | 0.8426 | 0.2352 | 0.1281 | 0.7895 | 0.2204 | 0.1021 | 0.3246 | 0.1554 | 0.1679 | 0.5335 | 0.2554 | 0.1365 | 0.4337 | 0.2076 | 0.1023 | 0.3251 | 0.1556 | 0.2270 | 0.8346 | 0.3569 | 0.2425 | 0.8918 | 0.3813 | 0.2399 | 0.8820 | 0.3772 | 0.2313 | 0.8506 | 0.3637 | 0.1831 | 0.5341 | 0.2727 | 0.2531 | 0.7382 | 0.3770 | 0.2201 | 0.6418 | 0.3277 | 0.1843 | 0.5375 | 0.2744 | 0.2314 | 0.8453 | 0.3633 | 0.2470 | 0.9023 | 0.3878 | 0.2416 | 0.8826 | 0.3794 | 0.2337 | 0.8537 | 0.3669 | 0.0002 | 0.0182 | 0.0004 | 0.0058 | 0.5121 | 0.0115 | 0.0046 | 0.4038 | 0.0091 | 0.0003 | 0.0263 | 0.0006 | 0.0099 | 0.3713 | 0.0192 | 0.0133 | 0.5026 | 0.0260 | 0.0117 | 0.4408 | 0.0228 | 0.0099 | 0.3748 | 0.0194 | 0.0448 | 0.5322 | 0.0826 | 0.0474 | 0.5636 | 0.0875 | 0.0501 | 0.5956 | 0.0925 | 0.0486 | 0.5769 | 0.0896 | 0.2431 | 0.9027 | 0.3831 | 0.2501 | 0.9286 | 0.3941 | 0.2492 | 0.9254 | 0.3927 | 0.2447 | 0.9087 | 0.3856 | 0.1397 | 0.6653 | 0.2309 | 0.1516 | 0.7219 | 0.2505 | 0.1553 | 0.7396 | 0.2567 | 0.1485 | 0.7073 | 0.2455 | 0.0328 | 0.4782 | 0.0614 | 0.0397 | 0.5791 | 0.0743 | 0.0408 | 0.5943 | 0.0763 | 0.0368 | 0.5361 | 0.0688 | 0.2731 | 0.8859 | 0.4175 | 0.2783 | 0.9028 | 0.4255 | 0.2780 | 0.9019 | 0.4250 | 0.2749 | 0.8916 | 0.4202 | 0.1849 | 0.6298 | 0.2858 | 0.2030 | 0.6916 | 0.3139 | 0.1984 | 0.6758 | 0.3067 | 0.1883 | 0.6413 | 0.2911 | +| 0.1294 | 4.9990 | 2871 | 0.2152 | 0.7813 | 0.7198 | 0.7493 | 0.8652 | 0.7971 | 0.8298 | 0.8366 | 0.7707 | 0.8023 | 0.7921 | 0.7297 | 0.7596 | 0.1040 | 0.6895 | 0.1808 | 0.1190 | 0.7885 | 0.2068 | 0.1147 | 0.7601 | 0.1993 | 0.1067 | 0.7071 | 0.1854 | 0.2516 | 0.9020 | 0.3934 | 0.2579 | 0.9246 | 0.4033 | 0.2575 | 0.9233 | 0.4028 | 0.2542 | 0.9114 | 0.3976 | 0.2792 | 0.8928 | 0.4253 | 0.2828 | 0.9044 | 0.4309 | 0.2825 | 0.9036 | 0.4305 | 0.2806 | 0.8975 | 0.4276 | 0.1675 | 0.8685 | 0.2809 | 0.1689 | 0.8756 | 0.2831 | 0.1723 | 0.8933 | 0.2889 | 0.1715 | 0.8893 | 0.2876 | 0.1917 | 0.8843 | 0.3151 | 0.1992 | 0.9188 | 0.3274 | 0.1955 | 0.9019 | 0.3213 | 0.1918 | 0.8846 | 0.3152 | 0.0935 | 0.7602 | 0.1665 | 0.1041 | 0.8467 | 0.1855 | 0.0994 | 0.8084 | 0.1771 | 0.0939 | 0.7635 | 0.1673 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1520 | 0.4923 | 0.2323 | 0.2173 | 0.7038 | 0.3320 | 0.1870 | 0.6059 | 0.2858 | 0.1527 | 0.4945 | 0.2333 | 0.1446 | 0.8352 | 0.2466 | 0.1457 | 0.8412 | 0.2484 | 0.1453 | 0.8390 | 0.2477 | 0.1448 | 0.8358 | 0.2468 | 0.0589 | 0.7655 | 0.1093 | 0.0596 | 0.7751 | 0.1107 | 0.0612 | 0.7963 | 0.1137 | 0.0607 | 0.7898 | 0.1128 | 0.2195 | 0.7701 | 0.3416 | 0.2600 | 0.9125 | 0.4047 | 0.2419 | 0.8488 | 0.3765 | 0.2206 | 0.7740 | 0.3433 | 0.2084 | 0.7174 | 0.3230 | 0.2196 | 0.7561 | 0.3404 | 0.2162 | 0.7442 | 0.3350 | 0.2101 | 0.7233 | 0.3256 | 0.1086 | 0.4974 | 0.1782 | 0.1089 | 0.4989 | 0.1788 | 0.1088 | 0.4987 | 0.1787 | 0.1086 | 0.4978 | 0.1784 | 0.2684 | 0.8114 | 0.4033 | 0.2706 | 0.8182 | 0.4067 | 0.2724 | 0.8235 | 0.4094 | 0.2712 | 0.8200 | 0.4076 | 0.0633 | 0.6383 | 0.1151 | 0.0685 | 0.6912 | 0.1247 | 0.0734 | 0.7406 | 0.1336 | 0.0702 | 0.7081 | 0.1277 | 0.1809 | 0.6356 | 0.2816 | 0.1984 | 0.6974 | 0.3090 | 0.1923 | 0.6758 | 0.2994 | 0.1831 | 0.6433 | 0.2850 | 0.2052 | 0.7052 | 0.3179 | 0.2546 | 0.875 | 0.3944 | 0.2328 | 0.8003 | 0.3607 | 0.2066 | 0.7101 | 0.3201 | 0.0568 | 0.4970 | 0.1019 | 0.0645 | 0.5648 | 0.1158 | 0.0608 | 0.5321 | 0.1091 | 0.0569 | 0.4980 | 0.1021 | 0.1832 | 0.7719 | 0.2962 | 0.2172 | 0.9148 | 0.3510 | 0.2005 | 0.8444 | 0.3240 | 0.1834 | 0.7727 | 0.2965 | 0.2212 | 0.7519 | 0.3418 | 0.2408 | 0.8186 | 0.3721 | 0.2316 | 0.7874 | 0.3579 | 0.2215 | 0.7531 | 0.3423 | 0.0375 | 0.5511 | 0.0703 | 0.0388 | 0.5700 | 0.0727 | 0.0454 | 0.6667 | 0.0850 | 0.0436 | 0.6409 | 0.0817 | 0.1347 | 0.7843 | 0.2299 | 0.1527 | 0.8893 | 0.2606 | 0.1441 | 0.8390 | 0.2459 | 0.1350 | 0.7860 | 0.2304 | 0.1248 | 0.3438 | 0.1832 | 0.1951 | 0.5371 | 0.2862 | 0.1618 | 0.4455 | 0.2373 | 0.1250 | 0.3441 | 0.1833 | 0.2379 | 0.8361 | 0.3704 | 0.2536 | 0.8916 | 0.3949 | 0.2514 | 0.8836 | 0.3914 | 0.2428 | 0.8533 | 0.3780 | 0.1910 | 0.5214 | 0.2796 | 0.2621 | 0.7155 | 0.3837 | 0.2281 | 0.6226 | 0.3339 | 0.1920 | 0.5241 | 0.2811 | 0.2422 | 0.8439 | 0.3763 | 0.2578 | 0.8985 | 0.4007 | 0.2529 | 0.8813 | 0.3930 | 0.2449 | 0.8533 | 0.3805 | 0.0028 | 0.1835 | 0.0056 | 0.0068 | 0.4415 | 0.0134 | 0.0081 | 0.5253 | 0.0159 | 0.0051 | 0.3339 | 0.0101 | 0.0101 | 0.3484 | 0.0196 | 0.0137 | 0.4720 | 0.0266 | 0.0121 | 0.4173 | 0.0235 | 0.0103 | 0.3542 | 0.0200 | 0.0434 | 0.4782 | 0.0796 | 0.0475 | 0.5234 | 0.0871 | 0.0501 | 0.5524 | 0.0919 | 0.0478 | 0.5267 | 0.0876 | 0.2545 | 0.9065 | 0.3975 | 0.2611 | 0.9301 | 0.4078 | 0.2609 | 0.9291 | 0.4074 | 0.2565 | 0.9137 | 0.4006 | 0.1414 | 0.6755 | 0.2339 | 0.1526 | 0.7290 | 0.2524 | 0.1553 | 0.7420 | 0.2569 | 0.1493 | 0.7130 | 0.2469 | 0.0396 | 0.4749 | 0.0730 | 0.0456 | 0.5474 | 0.0842 | 0.0511 | 0.6138 | 0.0944 | 0.0474 | 0.5689 | 0.0875 | 0.2819 | 0.9012 | 0.4294 | 0.2873 | 0.9187 | 0.4378 | 0.2869 | 0.9173 | 0.4371 | 0.2836 | 0.9067 | 0.4321 | 0.1978 | 0.6577 | 0.3042 | 0.2158 | 0.7174 | 0.3318 | 0.2114 | 0.7027 | 0.3250 | 0.2011 | 0.6684 | 0.3091 | +| 0.113 | 5.9985 | 3445 | 0.2236 | 0.7746 | 0.7315 | 0.7524 | 0.8577 | 0.8101 | 0.8332 | 0.8294 | 0.7833 | 0.8057 | 0.7853 | 0.7417 | 0.7629 | 0.0981 | 0.7312 | 0.1729 | 0.1111 | 0.8286 | 0.1960 | 0.1066 | 0.7950 | 0.1880 | 0.0996 | 0.7429 | 0.1757 | 0.2401 | 0.9082 | 0.3798 | 0.2468 | 0.9337 | 0.3904 | 0.2458 | 0.9297 | 0.3888 | 0.2423 | 0.9166 | 0.3833 | 0.1590 | 0.8646 | 0.2685 | 0.1604 | 0.8727 | 0.2710 | 0.1636 | 0.8897 | 0.2763 | 0.1627 | 0.8849 | 0.2749 | 0.2637 | 0.8988 | 0.4077 | 0.2678 | 0.9130 | 0.4141 | 0.2672 | 0.9110 | 0.4132 | 0.2650 | 0.9034 | 0.4098 | 0.1825 | 0.8800 | 0.3023 | 0.1899 | 0.9154 | 0.3145 | 0.1863 | 0.8980 | 0.3085 | 0.1826 | 0.8803 | 0.3024 | 0.0891 | 0.7812 | 0.1600 | 0.0988 | 0.8655 | 0.1773 | 0.0948 | 0.8311 | 0.1702 | 0.0898 | 0.7866 | 0.1611 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1391 | 0.4860 | 0.2163 | 0.2026 | 0.7077 | 0.3150 | 0.1735 | 0.6061 | 0.2698 | 0.1399 | 0.4886 | 0.2175 | 0.1368 | 0.8374 | 0.2352 | 0.1378 | 0.8433 | 0.2369 | 0.1374 | 0.8410 | 0.2362 | 0.1369 | 0.8379 | 0.2353 | 0.0554 | 0.7611 | 0.1033 | 0.0563 | 0.7730 | 0.1049 | 0.0578 | 0.7944 | 0.1078 | 0.0573 | 0.7870 | 0.1068 | 0.2110 | 0.7711 | 0.3313 | 0.2489 | 0.9098 | 0.3909 | 0.2323 | 0.8493 | 0.3649 | 0.2121 | 0.7751 | 0.3330 | 0.1938 | 0.7254 | 0.3058 | 0.2052 | 0.7682 | 0.3239 | 0.2015 | 0.7543 | 0.3180 | 0.1953 | 0.7310 | 0.3082 | 0.1024 | 0.4974 | 0.1698 | 0.1028 | 0.4993 | 0.1705 | 0.1027 | 0.4989 | 0.1703 | 0.1025 | 0.4979 | 0.1700 | 0.2563 | 0.8291 | 0.3916 | 0.2589 | 0.8375 | 0.3955 | 0.2604 | 0.8423 | 0.3978 | 0.2590 | 0.8377 | 0.3956 | 0.0630 | 0.6276 | 0.1144 | 0.0676 | 0.6742 | 0.1229 | 0.0741 | 0.7387 | 0.1347 | 0.0711 | 0.7088 | 0.1292 | 0.1673 | 0.6612 | 0.2671 | 0.1837 | 0.7260 | 0.2932 | 0.1777 | 0.7023 | 0.2837 | 0.1692 | 0.6686 | 0.2700 | 0.1963 | 0.7023 | 0.3069 | 0.2429 | 0.8688 | 0.3796 | 0.2227 | 0.7966 | 0.3481 | 0.1978 | 0.7077 | 0.3092 | 0.0503 | 0.5128 | 0.0916 | 0.0574 | 0.5856 | 0.1046 | 0.0539 | 0.5501 | 0.0983 | 0.0504 | 0.5134 | 0.0917 | 0.1731 | 0.7685 | 0.2826 | 0.2062 | 0.9153 | 0.3366 | 0.1899 | 0.8427 | 0.3099 | 0.1733 | 0.7692 | 0.2829 | 0.2107 | 0.7560 | 0.3296 | 0.2305 | 0.8268 | 0.3605 | 0.2212 | 0.7937 | 0.3460 | 0.2110 | 0.7571 | 0.3301 | 0.0358 | 0.5665 | 0.0674 | 0.0373 | 0.5891 | 0.0701 | 0.0451 | 0.7126 | 0.0848 | 0.0432 | 0.6830 | 0.0813 | 0.1269 | 0.7961 | 0.2189 | 0.1442 | 0.9045 | 0.2488 | 0.1357 | 0.8513 | 0.2341 | 0.1270 | 0.7967 | 0.2191 | 0.1081 | 0.3532 | 0.1656 | 0.1747 | 0.5707 | 0.2676 | 0.1426 | 0.4659 | 0.2184 | 0.1082 | 0.3534 | 0.1657 | 0.2266 | 0.8366 | 0.3566 | 0.2424 | 0.8947 | 0.3814 | 0.2395 | 0.8843 | 0.3770 | 0.2309 | 0.8524 | 0.3634 | 0.1857 | 0.5518 | 0.2779 | 0.2506 | 0.7444 | 0.3749 | 0.2196 | 0.6524 | 0.3286 | 0.1867 | 0.5547 | 0.2794 | 0.2304 | 0.8486 | 0.3625 | 0.2450 | 0.9022 | 0.3853 | 0.2398 | 0.8829 | 0.3771 | 0.2323 | 0.8556 | 0.3654 | 0.0052 | 0.3156 | 0.0102 | 0.0071 | 0.4330 | 0.0139 | 0.0103 | 0.6327 | 0.0203 | 0.0088 | 0.5377 | 0.0173 | 0.0084 | 0.3592 | 0.0165 | 0.0111 | 0.4738 | 0.0218 | 0.0100 | 0.4243 | 0.0195 | 0.0086 | 0.3660 | 0.0168 | 0.0399 | 0.5059 | 0.0740 | 0.0431 | 0.5469 | 0.0800 | 0.0453 | 0.5744 | 0.0840 | 0.0435 | 0.5519 | 0.0807 | 0.2434 | 0.9121 | 0.3842 | 0.2495 | 0.9352 | 0.3939 | 0.2491 | 0.9335 | 0.3932 | 0.2452 | 0.9188 | 0.3871 | 0.1336 | 0.6925 | 0.2240 | 0.1433 | 0.7430 | 0.2403 | 0.1465 | 0.7596 | 0.2457 | 0.1414 | 0.7329 | 0.2370 | 0.0366 | 0.5207 | 0.0683 | 0.0417 | 0.5939 | 0.0779 | 0.0453 | 0.6453 | 0.0847 | 0.0423 | 0.6021 | 0.0790 | 0.2663 | 0.9072 | 0.4117 | 0.2722 | 0.9274 | 0.4209 | 0.2715 | 0.9249 | 0.4198 | 0.2680 | 0.9130 | 0.4144 | 0.1850 | 0.6616 | 0.2892 | 0.2023 | 0.7234 | 0.3162 | 0.1980 | 0.7079 | 0.3094 | 0.1881 | 0.6727 | 0.2940 | +| 0.0936 | 6.9997 | 4020 | 0.2333 | 0.7729 | 0.7338 | 0.7528 | 0.8553 | 0.8121 | 0.8331 | 0.8264 | 0.7846 | 0.8050 | 0.7828 | 0.7432 | 0.7625 | 0.0956 | 0.7258 | 0.1690 | 0.1091 | 0.8280 | 0.1928 | 0.1042 | 0.7911 | 0.1842 | 0.0971 | 0.7370 | 0.1716 | 0.2353 | 0.9070 | 0.3737 | 0.2412 | 0.9296 | 0.3830 | 0.2408 | 0.9279 | 0.3823 | 0.2378 | 0.9164 | 0.3776 | 0.1551 | 0.8728 | 0.2634 | 0.1563 | 0.8798 | 0.2655 | 0.1594 | 0.8972 | 0.2707 | 0.1586 | 0.8926 | 0.2693 | 0.2563 | 0.9053 | 0.3995 | 0.2597 | 0.9172 | 0.4048 | 0.2593 | 0.9159 | 0.4042 | 0.2575 | 0.9096 | 0.4014 | 0.1786 | 0.8852 | 0.2972 | 0.1856 | 0.9203 | 0.3089 | 0.1822 | 0.9031 | 0.3032 | 0.1786 | 0.8855 | 0.2973 | 0.0872 | 0.7749 | 0.1568 | 0.0966 | 0.8585 | 0.1737 | 0.0928 | 0.8243 | 0.1668 | 0.0879 | 0.7805 | 0.1579 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1391 | 0.4851 | 0.2162 | 0.2016 | 0.7033 | 0.3134 | 0.1727 | 0.6024 | 0.2685 | 0.1397 | 0.4870 | 0.2171 | 0.1336 | 0.8392 | 0.2305 | 0.1345 | 0.8452 | 0.2321 | 0.1342 | 0.8429 | 0.2315 | 0.1337 | 0.8397 | 0.2306 | 0.0547 | 0.7696 | 0.1022 | 0.0554 | 0.7791 | 0.1035 | 0.0568 | 0.7984 | 0.1060 | 0.0564 | 0.7931 | 0.1053 | 0.2066 | 0.7737 | 0.3261 | 0.2438 | 0.9128 | 0.3848 | 0.2274 | 0.8515 | 0.3590 | 0.2077 | 0.7776 | 0.3278 | 0.1941 | 0.7178 | 0.3055 | 0.2049 | 0.7580 | 0.3226 | 0.2015 | 0.7452 | 0.3172 | 0.1956 | 0.7233 | 0.3079 | 0.0958 | 0.5237 | 0.1620 | 0.0962 | 0.5259 | 0.1627 | 0.0961 | 0.5254 | 0.1625 | 0.0959 | 0.5242 | 0.1621 | 0.2500 | 0.8432 | 0.3857 | 0.2525 | 0.8513 | 0.3894 | 0.2538 | 0.8560 | 0.3915 | 0.2525 | 0.8516 | 0.3895 | 0.0561 | 0.6400 | 0.1031 | 0.0606 | 0.6919 | 0.1115 | 0.0652 | 0.7443 | 0.1199 | 0.0623 | 0.7115 | 0.1146 | 0.1608 | 0.6727 | 0.2596 | 0.1764 | 0.7380 | 0.2848 | 0.1705 | 0.7134 | 0.2753 | 0.1625 | 0.6797 | 0.2622 | 0.1908 | 0.7077 | 0.3006 | 0.2372 | 0.8795 | 0.3736 | 0.2162 | 0.8019 | 0.3406 | 0.1919 | 0.7119 | 0.3024 | 0.0503 | 0.5166 | 0.0918 | 0.0569 | 0.5835 | 0.1036 | 0.0537 | 0.5511 | 0.0979 | 0.0505 | 0.5177 | 0.0919 | 0.1712 | 0.7705 | 0.2801 | 0.2026 | 0.9117 | 0.3315 | 0.1871 | 0.8421 | 0.3062 | 0.1713 | 0.7712 | 0.2804 | 0.2041 | 0.7651 | 0.3223 | 0.2228 | 0.8350 | 0.3517 | 0.2140 | 0.8022 | 0.3379 | 0.2044 | 0.7662 | 0.3227 | 0.0326 | 0.5967 | 0.0619 | 0.0340 | 0.6223 | 0.0645 | 0.0388 | 0.7099 | 0.0736 | 0.0374 | 0.6831 | 0.0708 | 0.1252 | 0.7925 | 0.2163 | 0.1414 | 0.8945 | 0.2441 | 0.1335 | 0.8446 | 0.2305 | 0.1254 | 0.7933 | 0.2165 | 0.1110 | 0.3477 | 0.1683 | 0.1763 | 0.5522 | 0.2673 | 0.1453 | 0.4552 | 0.2203 | 0.1112 | 0.3481 | 0.1685 | 0.2221 | 0.8403 | 0.3513 | 0.2376 | 0.8992 | 0.3759 | 0.2346 | 0.8879 | 0.3712 | 0.2261 | 0.8557 | 0.3577 | 0.1789 | 0.5434 | 0.2692 | 0.2439 | 0.7408 | 0.3670 | 0.2130 | 0.6469 | 0.3205 | 0.1800 | 0.5466 | 0.2708 | 0.2234 | 0.8450 | 0.3533 | 0.2386 | 0.9027 | 0.3774 | 0.2332 | 0.8823 | 0.3689 | 0.2255 | 0.8530 | 0.3567 | 0.0062 | 0.3831 | 0.0121 | 0.0071 | 0.4440 | 0.0140 | 0.0108 | 0.6722 | 0.0213 | 0.0098 | 0.6086 | 0.0192 | 0.0080 | 0.3458 | 0.0157 | 0.0108 | 0.4655 | 0.0211 | 0.0095 | 0.4100 | 0.0186 | 0.0081 | 0.3477 | 0.0158 | 0.0392 | 0.5235 | 0.0729 | 0.0419 | 0.5602 | 0.0780 | 0.0444 | 0.5932 | 0.0826 | 0.0427 | 0.5709 | 0.0794 | 0.2387 | 0.9138 | 0.3785 | 0.2446 | 0.9365 | 0.3879 | 0.2440 | 0.9342 | 0.3869 | 0.2402 | 0.9198 | 0.3810 | 0.1311 | 0.7010 | 0.2209 | 0.1400 | 0.7482 | 0.2358 | 0.1436 | 0.7677 | 0.2420 | 0.1386 | 0.7411 | 0.2336 | 0.0332 | 0.5387 | 0.0626 | 0.0380 | 0.6167 | 0.0717 | 0.0415 | 0.6730 | 0.0782 | 0.0388 | 0.6282 | 0.0730 | 0.2603 | 0.9010 | 0.4039 | 0.2660 | 0.9206 | 0.4127 | 0.2653 | 0.9184 | 0.4117 | 0.2620 | 0.9068 | 0.4065 | 0.1856 | 0.6674 | 0.2905 | 0.2007 | 0.7216 | 0.3141 | 0.1971 | 0.7087 | 0.3084 | 0.1884 | 0.6772 | 0.2947 | +| 0.0886 | 7.9956 | 4592 | 0.2350 | 0.7790 | 0.7299 | 0.7537 | 0.8607 | 0.8063 | 0.8326 | 0.8330 | 0.7804 | 0.8059 | 0.7898 | 0.7400 | 0.7641 | 0.1014 | 0.7219 | 0.1778 | 0.1147 | 0.8168 | 0.2011 | 0.1102 | 0.7851 | 0.1933 | 0.1032 | 0.7347 | 0.1809 | 0.2442 | 0.9033 | 0.3845 | 0.2510 | 0.9284 | 0.3952 | 0.2502 | 0.9255 | 0.3940 | 0.2468 | 0.9127 | 0.3885 | 0.1616 | 0.8708 | 0.2726 | 0.1629 | 0.8778 | 0.2748 | 0.1662 | 0.8954 | 0.2803 | 0.1653 | 0.8908 | 0.2789 | 0.2667 | 0.9026 | 0.4117 | 0.2703 | 0.9148 | 0.4173 | 0.2700 | 0.9138 | 0.4168 | 0.2680 | 0.9073 | 0.4138 | 0.1856 | 0.8834 | 0.3067 | 0.1931 | 0.9194 | 0.3192 | 0.1894 | 0.9018 | 0.3131 | 0.1856 | 0.8837 | 0.3068 | 0.0915 | 0.7710 | 0.1635 | 0.1012 | 0.8531 | 0.1809 | 0.0971 | 0.8186 | 0.1736 | 0.0920 | 0.7757 | 0.1645 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1435 | 0.4850 | 0.2214 | 0.2091 | 0.7071 | 0.3228 | 0.1785 | 0.6036 | 0.2755 | 0.1442 | 0.4874 | 0.2225 | 0.1393 | 0.8371 | 0.2389 | 0.1403 | 0.8430 | 0.2406 | 0.1400 | 0.8408 | 0.2400 | 0.1394 | 0.8377 | 0.2391 | 0.0572 | 0.7597 | 0.1064 | 0.0579 | 0.7686 | 0.1077 | 0.0595 | 0.7902 | 0.1107 | 0.0592 | 0.7854 | 0.1100 | 0.2147 | 0.7750 | 0.3363 | 0.2529 | 0.9126 | 0.3960 | 0.2359 | 0.8513 | 0.3694 | 0.2157 | 0.7784 | 0.3378 | 0.2007 | 0.7175 | 0.3137 | 0.2122 | 0.7585 | 0.3317 | 0.2086 | 0.7454 | 0.3259 | 0.2023 | 0.7229 | 0.3161 | 0.1069 | 0.5078 | 0.1766 | 0.1072 | 0.5092 | 0.1771 | 0.1071 | 0.5090 | 0.1770 | 0.1070 | 0.5082 | 0.1767 | 0.2646 | 0.8287 | 0.4011 | 0.2669 | 0.8361 | 0.4046 | 0.2686 | 0.8415 | 0.4072 | 0.2672 | 0.8371 | 0.4051 | 0.0613 | 0.6330 | 0.1118 | 0.0658 | 0.6793 | 0.1200 | 0.0710 | 0.7334 | 0.1295 | 0.0683 | 0.7055 | 0.1246 | 0.1759 | 0.6634 | 0.2781 | 0.1917 | 0.7227 | 0.3030 | 0.1864 | 0.7030 | 0.2947 | 0.1782 | 0.6718 | 0.2817 | 0.2003 | 0.7122 | 0.3126 | 0.2468 | 0.8777 | 0.3853 | 0.2261 | 0.8041 | 0.3530 | 0.2016 | 0.7168 | 0.3147 | 0.0538 | 0.5198 | 0.0975 | 0.0607 | 0.5860 | 0.1100 | 0.0574 | 0.5542 | 0.1040 | 0.0539 | 0.5211 | 0.0978 | 0.1767 | 0.7690 | 0.2874 | 0.2102 | 0.9146 | 0.3418 | 0.1937 | 0.8429 | 0.3150 | 0.1769 | 0.7699 | 0.2877 | 0.2135 | 0.7625 | 0.3335 | 0.2322 | 0.8295 | 0.3628 | 0.2235 | 0.7982 | 0.3492 | 0.2138 | 0.7637 | 0.3341 | 0.0359 | 0.5500 | 0.0674 | 0.0375 | 0.5738 | 0.0703 | 0.0444 | 0.6803 | 0.0834 | 0.0426 | 0.6529 | 0.0800 | 0.1301 | 0.7879 | 0.2233 | 0.1473 | 0.8917 | 0.2528 | 0.1390 | 0.8418 | 0.2386 | 0.1304 | 0.7896 | 0.2238 | 0.1133 | 0.3437 | 0.1705 | 0.1818 | 0.5514 | 0.2735 | 0.1491 | 0.4521 | 0.2242 | 0.1134 | 0.3439 | 0.1705 | 0.2308 | 0.8411 | 0.3622 | 0.2467 | 0.8991 | 0.3872 | 0.2438 | 0.8884 | 0.3826 | 0.2350 | 0.8564 | 0.3688 | 0.1866 | 0.5511 | 0.2788 | 0.2518 | 0.7436 | 0.3762 | 0.2206 | 0.6515 | 0.3296 | 0.1875 | 0.5537 | 0.2801 | 0.2334 | 0.8461 | 0.3659 | 0.2483 | 0.9000 | 0.3892 | 0.2434 | 0.8823 | 0.3815 | 0.2358 | 0.8547 | 0.3696 | 0.0062 | 0.3509 | 0.0122 | 0.0074 | 0.4179 | 0.0146 | 0.0112 | 0.6314 | 0.0220 | 0.0101 | 0.5677 | 0.0198 | 0.0086 | 0.3376 | 0.0168 | 0.0113 | 0.4437 | 0.0221 | 0.0101 | 0.3966 | 0.0197 | 0.0087 | 0.3413 | 0.0170 | 0.0423 | 0.5055 | 0.0781 | 0.0449 | 0.5366 | 0.0829 | 0.0475 | 0.5680 | 0.0878 | 0.0461 | 0.5503 | 0.0850 | 0.2478 | 0.9139 | 0.3899 | 0.2539 | 0.9363 | 0.3995 | 0.2532 | 0.9339 | 0.3984 | 0.2494 | 0.9196 | 0.3923 | 0.1425 | 0.6795 | 0.2355 | 0.1517 | 0.7236 | 0.2508 | 0.1570 | 0.7490 | 0.2596 | 0.1518 | 0.7241 | 0.2510 | 0.0358 | 0.5146 | 0.0669 | 0.0404 | 0.5815 | 0.0756 | 0.0453 | 0.6514 | 0.0847 | 0.0424 | 0.6100 | 0.0793 | 0.2688 | 0.9019 | 0.4141 | 0.2748 | 0.9222 | 0.4234 | 0.2739 | 0.9193 | 0.4221 | 0.2704 | 0.9073 | 0.4166 | 0.1916 | 0.6686 | 0.2979 | 0.2071 | 0.7226 | 0.3220 | 0.2035 | 0.7098 | 0.3163 | 0.1946 | 0.6788 | 0.3024 | + + +### Framework versions + +- Transformers 4.40.2 +- Pytorch 2.3.1+cu121 +- Datasets 2.20.0 +- Tokenizers 0.19.1