diff --git "a/README.md" "b/README.md" new file mode 100644--- /dev/null +++ "b/README.md" @@ -0,0 +1,533 @@ +--- +license: apache-2.0 +base_model: microsoft/llmlingua-2-bert-base-multilingual-cased-meetingbank +tags: +- generated_from_trainer +model-index: +- name: llmlingua-2-bert-base-multilingual-cased-meetingbank + results: [] +--- + + + +# llmlingua-2-bert-base-multilingual-cased-meetingbank + +This model is a fine-tuned version of [microsoft/llmlingua-2-bert-base-multilingual-cased-meetingbank](https://huggingface.co/microsoft/llmlingua-2-bert-base-multilingual-cased-meetingbank) on an unknown dataset. +It achieves the following results on the evaluation set: +- Loss: 0.2998 +- Overall Strict Precision: 0.7695 +- Overall Strict Recall: 0.7257 +- Overall Strict F1: 0.7470 +- Overall Ent Type Precision: 0.8526 +- Overall Ent Type Recall: 0.8040 +- Overall Ent Type F1: 0.8275 +- Overall Partial Precision: 0.8235 +- Overall Partial Recall: 0.7766 +- Overall Partial F1: 0.7993 +- Overall Exact Precision: 0.7792 +- Overall Exact Recall: 0.7348 +- Overall Exact F1: 0.7563 +- Hotelphonenumber Strict Precision: 0.1746 +- Hotelphonenumber Strict Recall: 0.7897 +- Hotelphonenumber Strict F1: 0.2860 +- Hotelphonenumber Ent Type Precision: 0.2009 +- Hotelphonenumber Ent Type Recall: 0.9089 +- Hotelphonenumber Ent Type F1: 0.3291 +- Hotelphonenumber Partial Precision: 0.1880 +- Hotelphonenumber Partial Recall: 0.8504 +- Hotelphonenumber Partial F1: 0.3079 +- Hotelphonenumber Exact Precision: 0.1747 +- Hotelphonenumber Exact Recall: 0.7904 +- Hotelphonenumber Exact F1: 0.2862 +- Checkin Strict Precision: 0.2578 +- Checkin Strict Recall: 0.9032 +- Checkin Strict F1: 0.4012 +- Checkin Ent Type Precision: 0.2632 +- Checkin Ent Type Recall: 0.9222 +- Checkin Ent Type F1: 0.4096 +- Checkin Partial Precision: 0.2634 +- Checkin Partial Recall: 0.9227 +- Checkin Partial F1: 0.4098 +- Checkin Exact Precision: 0.2603 +- Checkin Exact Recall: 0.9119 +- Checkin Exact F1: 0.4050 +- Hotelvatnumber Strict Precision: 0.1285 +- Hotelvatnumber Strict Recall: 0.6885 +- Hotelvatnumber Strict F1: 0.2166 +- Hotelvatnumber Ent Type Precision: 0.1362 +- Hotelvatnumber Ent Type Recall: 0.7298 +- Hotelvatnumber Ent Type F1: 0.2296 +- Hotelvatnumber Partial Precision: 0.1385 +- Hotelvatnumber Partial Recall: 0.7420 +- Hotelvatnumber Partial F1: 0.2334 +- Hotelvatnumber Exact Precision: 0.1341 +- Hotelvatnumber Exact Recall: 0.7183 +- Hotelvatnumber Exact F1: 0.2260 +- Companyaddress Strict Precision: 0.2022 +- Companyaddress Strict Recall: 0.7529 +- Companyaddress Strict F1: 0.3188 +- Companyaddress Ent Type Precision: 0.2420 +- Companyaddress Ent Type Recall: 0.9012 +- Companyaddress Ent Type F1: 0.3815 +- Companyaddress Partial Precision: 0.2249 +- Companyaddress Partial Recall: 0.8373 +- Companyaddress Partial F1: 0.3545 +- Companyaddress Exact Precision: 0.2033 +- Companyaddress Exact Recall: 0.7572 +- Companyaddress Exact F1: 0.3206 +- Checkout Strict Precision: 0.2601 +- Checkout Strict Recall: 0.9119 +- Checkout Strict F1: 0.4047 +- Checkout Ent Type Precision: 0.2634 +- Checkout Ent Type Recall: 0.9235 +- Checkout Ent Type F1: 0.4099 +- Checkout Partial Precision: 0.2639 +- Checkout Partial Recall: 0.9254 +- Checkout Partial F1: 0.4107 +- Checkout Exact Precision: 0.2621 +- Checkout Exact Recall: 0.9189 +- Checkout Exact F1: 0.4078 +- Arrivaltrainno Strict Precision: 0.0 +- Arrivaltrainno Strict Recall: 0.0 +- Arrivaltrainno Strict F1: 0 +- Arrivaltrainno Ent Type Precision: 0.0 +- Arrivaltrainno Ent Type Recall: 0.0 +- Arrivaltrainno Ent Type F1: 0 +- Arrivaltrainno Partial Precision: 0.0000 +- Arrivaltrainno Partial Recall: 0.0833 +- Arrivaltrainno Partial F1: 0.0000 +- Arrivaltrainno Exact Precision: 0.0 +- Arrivaltrainno Exact Recall: 0.0 +- Arrivaltrainno Exact F1: 0 +- Hotelemail Strict Precision: 0.1774 +- Hotelemail Strict Recall: 0.8887 +- Hotelemail Strict F1: 0.2958 +- Hotelemail Ent Type Precision: 0.1844 +- Hotelemail Ent Type Recall: 0.9239 +- Hotelemail Ent Type F1: 0.3075 +- Hotelemail Partial Precision: 0.1810 +- Hotelemail Partial Recall: 0.9066 +- Hotelemail Partial F1: 0.3017 +- Hotelemail Exact Precision: 0.1775 +- Hotelemail Exact Recall: 0.8890 +- Hotelemail Exact F1: 0.2959 +- Cardtype Strict Precision: 0.0471 +- Cardtype Strict Recall: 0.5541 +- Cardtype Strict F1: 0.0868 +- Cardtype Ent Type Precision: 0.0520 +- Cardtype Ent Type Recall: 0.6116 +- Cardtype Ent Type F1: 0.0958 +- Cardtype Partial Precision: 0.0497 +- Cardtype Partial Recall: 0.5849 +- Cardtype Partial F1: 0.0916 +- Cardtype Exact Precision: 0.0473 +- Cardtype Exact Recall: 0.5561 +- Cardtype Exact F1: 0.0871 +- Hoteladdress Strict Precision: 0.1302 +- Hoteladdress Strict Recall: 0.4523 +- Hoteladdress Strict F1: 0.2022 +- Hoteladdress Ent Type Precision: 0.1954 +- Hoteladdress Ent Type Recall: 0.6790 +- Hoteladdress Ent Type F1: 0.3035 +- Hoteladdress Partial Precision: 0.1650 +- Hoteladdress Partial Recall: 0.5733 +- Hoteladdress Partial F1: 0.2563 +- Hoteladdress Exact Precision: 0.1307 +- Hoteladdress Exact Recall: 0.4542 +- Hoteladdress Exact F1: 0.2030 +- Crewtype Strict Precision: 0.0 +- Crewtype Strict Recall: 0.0 +- Crewtype Strict F1: 0 +- Crewtype Ent Type Precision: 0.0 +- Crewtype Ent Type Recall: 0.0 +- Crewtype Ent Type F1: 0 +- Crewtype Partial Precision: 0.0 +- Crewtype Partial Recall: 0.0 +- Crewtype Partial F1: 0 +- Crewtype Exact Precision: 0.0 +- Crewtype Exact Recall: 0.0 +- Crewtype Exact F1: 0 +- Pageno Strict Precision: 0.1316 +- Pageno Strict Recall: 0.8128 +- Pageno Strict F1: 0.2265 +- Pageno Ent Type Precision: 0.1341 +- Pageno Ent Type Recall: 0.8279 +- Pageno Ent Type F1: 0.2307 +- Pageno Partial Precision: 0.1333 +- Pageno Partial Recall: 0.8230 +- Pageno Partial F1: 0.2294 +- Pageno Exact Precision: 0.1320 +- Pageno Exact Recall: 0.8155 +- Pageno Exact F1: 0.2273 +- Bookingnumber Strict Precision: 0.0161 +- Bookingnumber Strict Recall: 0.3798 +- Bookingnumber Strict F1: 0.0310 +- Bookingnumber Ent Type Precision: 0.0174 +- Bookingnumber Ent Type Recall: 0.4092 +- Bookingnumber Ent Type F1: 0.0334 +- Bookingnumber Partial Precision: 0.0207 +- Bookingnumber Partial Recall: 0.4868 +- Bookingnumber Partial F1: 0.0397 +- Bookingnumber Exact Precision: 0.0197 +- Bookingnumber Exact Recall: 0.4634 +- Bookingnumber Exact F1: 0.0378 +- Hotelfaxnumber Strict Precision: 0.1270 +- Hotelfaxnumber Strict Recall: 0.8044 +- Hotelfaxnumber Strict F1: 0.2194 +- Hotelfaxnumber Ent Type Precision: 0.1417 +- Hotelfaxnumber Ent Type Recall: 0.8973 +- Hotelfaxnumber Ent Type F1: 0.2447 +- Hotelfaxnumber Partial Precision: 0.1345 +- Hotelfaxnumber Partial Recall: 0.8518 +- Hotelfaxnumber Partial F1: 0.2323 +- Hotelfaxnumber Exact Precision: 0.1271 +- Hotelfaxnumber Exact Recall: 0.8049 +- Hotelfaxnumber Exact F1: 0.2195 +- Hotelzipcode Strict Precision: 0.1880 +- Hotelzipcode Strict Recall: 0.7126 +- Hotelzipcode Strict F1: 0.2976 +- Hotelzipcode Ent Type Precision: 0.2001 +- Hotelzipcode Ent Type Recall: 0.7584 +- Hotelzipcode Ent Type F1: 0.3167 +- Hotelzipcode Partial Precision: 0.1960 +- Hotelzipcode Partial Recall: 0.7427 +- Hotelzipcode Partial F1: 0.3101 +- Hotelzipcode Exact Precision: 0.1891 +- Hotelzipcode Exact Recall: 0.7167 +- Hotelzipcode Exact F1: 0.2993 +- Companyzipcode Strict Precision: 0.2358 +- Companyzipcode Strict Recall: 0.9109 +- Companyzipcode Strict F1: 0.3746 +- Companyzipcode Ent Type Precision: 0.2432 +- Companyzipcode Ent Type Recall: 0.9393 +- Companyzipcode Ent Type F1: 0.3863 +- Companyzipcode Partial Precision: 0.2419 +- Companyzipcode Partial Recall: 0.9345 +- Companyzipcode Partial F1: 0.3843 +- Companyzipcode Exact Precision: 0.2374 +- Companyzipcode Exact Recall: 0.9172 +- Companyzipcode Exact F1: 0.3772 +- Documenttype Strict Precision: 0.1997 +- Documenttype Strict Recall: 0.7574 +- Documenttype Strict F1: 0.3161 +- Documenttype Ent Type Precision: 0.2186 +- Documenttype Ent Type Recall: 0.8290 +- Documenttype Ent Type F1: 0.3460 +- Documenttype Partial Precision: 0.2098 +- Documenttype Partial Recall: 0.7957 +- Documenttype Partial F1: 0.3321 +- Documenttype Exact Precision: 0.2000 +- Documenttype Exact Recall: 0.7583 +- Documenttype Exact F1: 0.3165 +- 0 Strict Precision: 0.0 +- 0 Strict Recall: 0 +- 0 Strict F1: 0 +- 0 Ent Type Precision: 0.0 +- 0 Ent Type Recall: 0 +- 0 Ent Type F1: 0 +- 0 Partial Precision: 0.0 +- 0 Partial Recall: 0 +- 0 Partial F1: 0 +- 0 Exact Precision: 0.0 +- 0 Exact Recall: 0 +- 0 Exact F1: 0 +- Invoicenumber Strict Precision: 0.2191 +- Invoicenumber Strict Recall: 0.8439 +- Invoicenumber Strict F1: 0.3478 +- Invoicenumber Ent Type Precision: 0.2325 +- Invoicenumber Ent Type Recall: 0.8958 +- Invoicenumber Ent Type F1: 0.3692 +- Invoicenumber Partial Precision: 0.2276 +- Invoicenumber Partial Recall: 0.8770 +- Invoicenumber Partial F1: 0.3615 +- Invoicenumber Exact Precision: 0.2208 +- Invoicenumber Exact Recall: 0.8505 +- Invoicenumber Exact F1: 0.3506 +- Currencycode Strict Precision: 0.1018 +- Currencycode Strict Recall: 0.5100 +- Currencycode Strict F1: 0.1697 +- Currencycode Ent Type Precision: 0.1020 +- Currencycode Ent Type Recall: 0.5112 +- Currencycode Ent Type F1: 0.1701 +- Currencycode Partial Precision: 0.1022 +- Currencycode Partial Recall: 0.5122 +- Currencycode Partial F1: 0.1704 +- Currencycode Exact Precision: 0.1019 +- Currencycode Exact Recall: 0.5105 +- Currencycode Exact F1: 0.1698 +- Travellername Strict Precision: 0.1688 +- Travellername Strict Recall: 0.5132 +- Travellername Strict F1: 0.2541 +- Travellername Ent Type Precision: 0.2392 +- Travellername Ent Type Recall: 0.7273 +- Travellername Ent Type F1: 0.3601 +- Travellername Partial Precision: 0.2058 +- Travellername Partial Recall: 0.6256 +- Travellername Partial F1: 0.3097 +- Travellername Exact Precision: 0.1699 +- Travellername Exact Recall: 0.5165 +- Travellername Exact F1: 0.2557 +- Hotelcountry Strict Precision: 0.0530 +- Hotelcountry Strict Recall: 0.7419 +- Hotelcountry Strict F1: 0.0990 +- Hotelcountry Ent Type Precision: 0.0538 +- Hotelcountry Ent Type Recall: 0.7528 +- Hotelcountry Ent Type F1: 0.1005 +- Hotelcountry Partial Precision: 0.0561 +- Hotelcountry Partial Recall: 0.7852 +- Hotelcountry Partial F1: 0.1048 +- Hotelcountry Exact Precision: 0.0554 +- Hotelcountry Exact Recall: 0.7744 +- Hotelcountry Exact F1: 0.1033 +- 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 +- Companyname Strict Precision: 0.1851 +- Companyname Strict Recall: 0.6617 +- Companyname Strict F1: 0.2893 +- Companyname Ent Type Precision: 0.2368 +- Companyname Ent Type Recall: 0.8465 +- Companyname Ent Type F1: 0.3701 +- Companyname Partial Precision: 0.2142 +- Companyname Partial Recall: 0.7658 +- Companyname Partial F1: 0.3348 +- Companyname Exact Precision: 0.1865 +- Companyname Exact Recall: 0.6668 +- Companyname Exact F1: 0.2915 +- Hotelcity Strict Precision: 0.1794 +- Hotelcity Strict Recall: 0.6691 +- Hotelcity Strict F1: 0.2830 +- Hotelcity Ent Type Precision: 0.1933 +- Hotelcity Ent Type Recall: 0.7209 +- Hotelcity Ent Type F1: 0.3049 +- Hotelcity Partial Precision: 0.1911 +- Hotelcity Partial Recall: 0.7126 +- Hotelcity Partial F1: 0.3014 +- Hotelcity Exact Precision: 0.1825 +- Hotelcity Exact Recall: 0.6805 +- Hotelcity Exact F1: 0.2878 +- Companycity Strict Precision: 0.2210 +- Companycity Strict Recall: 0.8415 +- Companycity Strict F1: 0.3500 +- Companycity Ent Type Precision: 0.2347 +- Companycity Ent Type Recall: 0.8939 +- Companycity Ent Type F1: 0.3718 +- Companycity Partial Precision: 0.2335 +- Companycity Partial Recall: 0.8892 +- Companycity Partial F1: 0.3698 +- Companycity Exact Precision: 0.2257 +- Companycity Exact Recall: 0.8597 +- Companycity Exact F1: 0.3576 +- Externalreservationnumber Strict Precision: 0.0049 +- Externalreservationnumber Strict Recall: 0.3148 +- Externalreservationnumber Strict F1: 0.0097 +- Externalreservationnumber Ent Type Precision: 0.0050 +- Externalreservationnumber Ent Type Recall: 0.3234 +- Externalreservationnumber Ent Type F1: 0.0099 +- Externalreservationnumber Partial Precision: 0.0078 +- Externalreservationnumber Partial Recall: 0.5 +- Externalreservationnumber Partial F1: 0.0154 +- Externalreservationnumber Exact Precision: 0.0075 +- Externalreservationnumber Exact Recall: 0.4801 +- Externalreservationnumber Exact F1: 0.0148 +- Reservationnumber Strict Precision: 0.0305 +- Reservationnumber Strict Recall: 0.4328 +- Reservationnumber Strict F1: 0.0569 +- Reservationnumber Ent Type Precision: 0.0316 +- Reservationnumber Ent Type Recall: 0.4487 +- Reservationnumber Ent Type F1: 0.0590 +- Reservationnumber Partial Precision: 0.0380 +- Reservationnumber Partial Recall: 0.5393 +- Reservationnumber Partial F1: 0.0709 +- Reservationnumber Exact Precision: 0.0369 +- Reservationnumber Exact Recall: 0.5246 +- Reservationnumber Exact F1: 0.0690 +- Invoicedate Strict Precision: 0.2325 +- Invoicedate Strict Recall: 0.9067 +- Invoicedate Strict F1: 0.3700 +- Invoicedate Ent Type Precision: 0.2395 +- Invoicedate Ent Type Recall: 0.9341 +- Invoicedate Ent Type F1: 0.3812 +- Invoicedate Partial Precision: 0.2374 +- Invoicedate Partial Recall: 0.9259 +- Invoicedate Partial F1: 0.3779 +- Invoicedate Exact Precision: 0.2338 +- Invoicedate Exact Recall: 0.9119 +- Invoicedate Exact F1: 0.3722 +- Trafficdate Strict Precision: 0.0 +- Trafficdate Strict Recall: 0.0 +- Trafficdate Strict F1: 0 +- Trafficdate Ent Type Precision: 0.0 +- Trafficdate Ent Type Recall: 0.0 +- Trafficdate Ent Type F1: 0 +- Trafficdate Partial Precision: 0.0001 +- Trafficdate Partial Recall: 0.2222 +- Trafficdate Partial F1: 0.0003 +- Trafficdate Exact Precision: 0.0001 +- Trafficdate Exact Recall: 0.1481 +- Trafficdate Exact F1: 0.0002 +- Hoteltaxcode Strict Precision: 0.0245 +- Hoteltaxcode Strict Recall: 0.3989 +- Hoteltaxcode Strict F1: 0.0462 +- Hoteltaxcode Ent Type Precision: 0.0263 +- Hoteltaxcode Ent Type Recall: 0.4286 +- Hoteltaxcode Ent Type F1: 0.0496 +- Hoteltaxcode Partial Precision: 0.0297 +- Hoteltaxcode Partial Recall: 0.4827 +- Hoteltaxcode Partial F1: 0.0559 +- Hoteltaxcode Exact Precision: 0.0281 +- Hoteltaxcode Exact Recall: 0.4565 +- Hoteltaxcode Exact F1: 0.0529 +- Roomno Strict Precision: 0.2565 +- Roomno Strict Recall: 0.8452 +- Roomno Strict F1: 0.3936 +- Roomno Ent Type Precision: 0.2580 +- Roomno Ent Type Recall: 0.8499 +- Roomno Ent Type F1: 0.3958 +- Roomno Partial Precision: 0.2606 +- Roomno Partial Recall: 0.8587 +- Roomno Partial F1: 0.3999 +- Roomno Exact Precision: 0.2598 +- Roomno Exact Recall: 0.8560 +- Roomno Exact F1: 0.3986 +- Hotelname Strict Precision: 0.1085 +- Hotelname Strict Recall: 0.3502 +- Hotelname Strict F1: 0.1656 +- Hotelname Ent Type Precision: 0.1712 +- Hotelname Ent Type Recall: 0.5528 +- Hotelname Ent Type F1: 0.2615 +- Hotelname Partial Precision: 0.1413 +- Hotelname Partial Recall: 0.4561 +- Hotelname Partial F1: 0.2157 +- Hotelname Exact Precision: 0.1086 +- Hotelname Exact Recall: 0.3507 +- Hotelname Exact F1: 0.1659 +- Cardnumber Strict Precision: 0.0073 +- Cardnumber Strict Recall: 0.3192 +- Cardnumber Strict F1: 0.0144 +- Cardnumber Ent Type Precision: 0.0099 +- Cardnumber Ent Type Recall: 0.4320 +- Cardnumber Ent Type F1: 0.0194 +- Cardnumber Partial Precision: 0.0087 +- Cardnumber Partial Recall: 0.3780 +- Cardnumber Partial F1: 0.0170 +- Cardnumber Exact Precision: 0.0074 +- Cardnumber Exact Recall: 0.3211 +- Cardnumber Exact F1: 0.0144 +- Companyvatnumber Strict Precision: 0.0493 +- Companyvatnumber Strict Recall: 0.5953 +- Companyvatnumber Strict F1: 0.0910 +- Companyvatnumber Ent Type Precision: 0.0522 +- Companyvatnumber Ent Type Recall: 0.6308 +- Companyvatnumber Ent Type F1: 0.0965 +- Companyvatnumber Partial Precision: 0.0558 +- Companyvatnumber Partial Recall: 0.6739 +- Companyvatnumber Partial F1: 0.1031 +- Companyvatnumber Exact Precision: 0.0541 +- Companyvatnumber Exact Recall: 0.6530 +- Companyvatnumber Exact F1: 0.0999 +- Companycountry Strict Precision: 0.1511 +- Companycountry Strict Recall: 0.8658 +- Companycountry Strict F1: 0.2573 +- Companycountry Ent Type Precision: 0.1526 +- Companycountry Ent Type Recall: 0.8743 +- Companycountry Ent Type F1: 0.2598 +- Companycountry Partial Precision: 0.1560 +- Companycountry Partial Recall: 0.8938 +- Companycountry Partial F1: 0.2656 +- Companycountry Exact Precision: 0.1550 +- Companycountry Exact Recall: 0.8880 +- Companycountry Exact F1: 0.2639 +- Netamount Strict Precision: 0.0976 +- Netamount Strict Recall: 0.7745 +- Netamount Strict F1: 0.1734 +- Netamount Ent Type Precision: 0.1085 +- Netamount Ent Type Recall: 0.8606 +- Netamount Ent Type F1: 0.1927 +- Netamount Partial Precision: 0.1039 +- Netamount Partial Recall: 0.8241 +- Netamount Partial F1: 0.1845 +- Netamount Exact Precision: 0.0983 +- Netamount Exact Recall: 0.7797 +- Netamount Exact F1: 0.1746 +- Taxamount Strict Precision: 0.0860 +- Taxamount Strict Recall: 0.7858 +- Taxamount Strict F1: 0.1550 +- Taxamount Ent Type Precision: 0.0961 +- Taxamount Ent Type Recall: 0.8782 +- Taxamount Ent Type F1: 0.1732 +- Taxamount Partial Precision: 0.0914 +- Taxamount Partial Recall: 0.8354 +- Taxamount Partial F1: 0.1647 +- Taxamount Exact Precision: 0.0863 +- Taxamount Exact Recall: 0.7886 +- Taxamount Exact F1: 0.1555 +- Grossamount Strict Precision: 0.1621 +- Grossamount Strict Recall: 0.6807 +- Grossamount Strict F1: 0.2619 +- Grossamount Ent Type Precision: 0.1779 +- Grossamount Ent Type Recall: 0.7470 +- Grossamount Ent Type F1: 0.2874 +- Grossamount Partial Precision: 0.1717 +- Grossamount Partial Recall: 0.7210 +- Grossamount Partial F1: 0.2774 +- Grossamount Exact Precision: 0.1634 +- Grossamount Exact Recall: 0.6860 +- Grossamount Exact F1: 0.2639 + +## 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 +- 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 | 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 | 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 | 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 | 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 | 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 | Arrivaltrainno Strict Precision | Arrivaltrainno Strict Recall | Arrivaltrainno Strict F1 | Arrivaltrainno Ent Type Precision | Arrivaltrainno Ent Type Recall | Arrivaltrainno Ent Type F1 | Arrivaltrainno Partial Precision | Arrivaltrainno Partial Recall | Arrivaltrainno Partial F1 | Arrivaltrainno Exact Precision | Arrivaltrainno Exact Recall | Arrivaltrainno 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 | 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 | 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 | Crewtype Strict Precision | Crewtype Strict Recall | Crewtype Strict F1 | Crewtype Ent Type Precision | Crewtype Ent Type Recall | Crewtype Ent Type F1 | Crewtype Partial Precision | Crewtype Partial Recall | Crewtype Partial F1 | Crewtype Exact Precision | Crewtype Exact Recall | Crewtype Exact F1 | Pageno Strict Precision | Pageno Strict Recall | Pageno Strict F1 | Pageno Ent Type Precision | Pageno Ent Type Recall | Pageno Ent Type F1 | Pageno Partial Precision | Pageno Partial Recall | Pageno Partial F1 | Pageno Exact Precision | Pageno Exact Recall | Pageno 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 | 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 | 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 | 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 | 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 | 0 Strict Precision | 0 Strict Recall | 0 Strict F1 | 0 Ent Type Precision | 0 Ent Type Recall | 0 Ent Type F1 | 0 Partial Precision | 0 Partial Recall | 0 Partial F1 | 0 Exact Precision | 0 Exact Recall | 0 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | Trafficdate Strict Precision | Trafficdate Strict Recall | Trafficdate Strict F1 | Trafficdate Ent Type Precision | Trafficdate Ent Type Recall | Trafficdate Ent Type F1 | Trafficdate Partial Precision | Trafficdate Partial Recall | Trafficdate Partial F1 | Trafficdate Exact Precision | Trafficdate Exact Recall | Trafficdate 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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+| 0.1311 | 1.0 | 9028 | 0.2131 | 0.7815 | 0.7087 | 0.7433 | 0.8629 | 0.7826 | 0.8208 | 0.8365 | 0.7586 | 0.7956 | 0.7925 | 0.7187 | 0.7538 | 0.1949 | 0.8052 | 0.3139 | 0.2192 | 0.9054 | 0.3529 | 0.2074 | 0.8566 | 0.3339 | 0.1951 | 0.8060 | 0.3142 | 0.2781 | 0.8755 | 0.4221 | 0.2849 | 0.8969 | 0.4324 | 0.2863 | 0.9013 | 0.4345 | 0.2823 | 0.8888 | 0.4285 | 0.1427 | 0.6411 | 0.2334 | 0.1524 | 0.6845 | 0.2492 | 0.1566 | 0.7037 | 0.2562 | 0.1507 | 0.6773 | 0.2466 | 0.2220 | 0.7611 | 0.3438 | 0.2618 | 0.8973 | 0.4053 | 0.2450 | 0.8398 | 0.3793 | 0.2238 | 0.7671 | 0.3465 | 0.2846 | 0.8671 | 0.4285 | 0.2889 | 0.8804 | 0.4351 | 0.2896 | 0.8824 | 0.4361 | 0.2870 | 0.8745 | 0.4321 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1936 | 0.8705 | 0.3168 | 0.2008 | 0.9028 | 0.3285 | 0.1973 | 0.8870 | 0.3228 | 0.1937 | 0.8708 | 0.3169 | 0.0552 | 0.4437 | 0.0981 | 0.0627 | 0.5046 | 0.1116 | 0.0590 | 0.4749 | 0.1050 | 0.0552 | 0.4444 | 0.0983 | 0.1499 | 0.4795 | 0.2284 | 0.2179 | 0.6970 | 0.3320 | 0.1861 | 0.5952 | 0.2835 | 0.1504 | 0.4812 | 0.2292 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1464 | 0.7866 | 0.2469 | 0.1484 | 0.7975 | 0.2503 | 0.1477 | 0.7935 | 0.2491 | 0.1467 | 0.7881 | 0.2474 | 0.0178 | 0.3835 | 0.0340 | 0.0208 | 0.4482 | 0.0397 | 0.0228 | 0.4922 | 0.0436 | 0.0208 | 0.4482 | 0.0397 | 0.1417 | 0.8058 | 0.2410 | 0.1560 | 0.8870 | 0.2653 | 0.1489 | 0.8467 | 0.2532 | 0.1417 | 0.8060 | 0.2410 | 0.2053 | 0.7076 | 0.3182 | 0.2174 | 0.7494 | 0.3370 | 0.2129 | 0.7338 | 0.3300 | 0.2061 | 0.7105 | 0.3195 | 0.2555 | 0.8948 | 0.3976 | 0.2625 | 0.9192 | 0.4084 | 0.2633 | 0.9218 | 0.4095 | 0.2588 | 0.9063 | 0.4026 | 0.2239 | 0.7203 | 0.3416 | 0.2448 | 0.7875 | 0.3735 | 0.2354 | 0.7573 | 0.3592 | 0.2242 | 0.7211 | 0.3420 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2387 | 0.8158 | 0.3693 | 0.2539 | 0.8679 | 0.3929 | 0.2492 | 0.8516 | 0.3855 | 0.2412 | 0.8245 | 0.3732 | 0.1190 | 0.4935 | 0.1918 | 0.1193 | 0.4948 | 0.1923 | 0.1194 | 0.4950 | 0.1923 | 0.1192 | 0.4943 | 0.1921 | 0.1879 | 0.5368 | 0.2783 | 0.2486 | 0.7104 | 0.3683 | 0.2215 | 0.6328 | 0.3281 | 0.1896 | 0.5417 | 0.2809 | 0.0552 | 0.7561 | 0.1029 | 0.0571 | 0.7820 | 0.1065 | 0.0581 | 0.7956 | 0.1083 | 0.0571 | 0.7810 | 0.1063 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2081 | 0.7131 | 0.3222 | 0.2568 | 0.8798 | 0.3975 | 0.2353 | 0.8062 | 0.3642 | 0.2095 | 0.7179 | 0.3244 | 0.1962 | 0.6402 | 0.3004 | 0.2141 | 0.6985 | 0.3278 | 0.2103 | 0.6860 | 0.3219 | 0.1995 | 0.6509 | 0.3054 | 0.2336 | 0.7850 | 0.3601 | 0.2545 | 0.8552 | 0.3923 | 0.2528 | 0.8492 | 0.3896 | 0.2404 | 0.8078 | 0.3706 | 0.0028 | 0.1659 | 0.0056 | 0.0050 | 0.2958 | 0.0099 | 0.0070 | 0.4105 | 0.0137 | 0.0052 | 0.3059 | 0.0102 | 0.0354 | 0.4691 | 0.0659 | 0.0372 | 0.4929 | 0.0692 | 0.0431 | 0.5708 | 0.0802 | 0.0411 | 0.5443 | 0.0764 | 0.2538 | 0.8885 | 0.3948 | 0.2603 | 0.9114 | 0.4050 | 0.2590 | 0.9065 | 0.4028 | 0.2556 | 0.8948 | 0.3976 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0290 | 0.4046 | 0.0542 | 0.0321 | 0.4479 | 0.0599 | 0.0342 | 0.4769 | 0.0638 | 0.0322 | 0.4492 | 0.0601 | 0.2712 | 0.7754 | 0.4019 | 0.2740 | 0.7833 | 0.4060 | 0.2774 | 0.7931 | 0.4110 | 0.2759 | 0.7886 | 0.4087 | 0.1095 | 0.3324 | 0.1647 | 0.1788 | 0.5429 | 0.2691 | 0.1458 | 0.4425 | 0.2193 | 0.1097 | 0.3330 | 0.1650 | 0.0092 | 0.3673 | 0.0179 | 0.0118 | 0.4701 | 0.0229 | 0.0105 | 0.4216 | 0.0206 | 0.0093 | 0.3702 | 0.0181 | 0.0533 | 0.5363 | 0.0970 | 0.0584 | 0.5878 | 0.1063 | 0.0626 | 0.6301 | 0.1140 | 0.0591 | 0.5943 | 0.1075 | 0.1643 | 0.8495 | 0.2754 | 0.1655 | 0.8556 | 0.2774 | 0.1704 | 0.8811 | 0.2856 | 0.1697 | 0.8771 | 0.2843 | 0.1041 | 0.6947 | 0.1811 | 0.1194 | 0.7968 | 0.2077 | 0.1138 | 0.7596 | 0.1980 | 0.1056 | 0.7051 | 0.1837 | 0.0912 | 0.7465 | 0.1625 | 0.1032 | 0.8451 | 0.1839 | 0.0977 | 0.8002 | 0.1742 | 0.0914 | 0.7485 | 0.1629 | 0.1823 | 0.6577 | 0.2854 | 0.2001 | 0.7222 | 0.3134 | 0.1930 | 0.6966 | 0.3023 | 0.1839 | 0.6637 | 0.2880 | +| 0.0982 | 2.0 | 18056 | 0.2356 | 0.7714 | 0.7269 | 0.7485 | 0.8487 | 0.7997 | 0.8235 | 0.8224 | 0.7749 | 0.7980 | 0.7810 | 0.7360 | 0.7578 | 0.1723 | 0.8066 | 0.2839 | 0.1959 | 0.9172 | 0.3228 | 0.1843 | 0.8628 | 0.3037 | 0.1724 | 0.8072 | 0.2841 | 0.2540 | 0.8954 | 0.3958 | 0.2601 | 0.9169 | 0.4052 | 0.2597 | 0.9155 | 0.4046 | 0.2563 | 0.9034 | 0.3993 | 0.1286 | 0.6695 | 0.2158 | 0.1366 | 0.7110 | 0.2291 | 0.1387 | 0.7222 | 0.2328 | 0.1339 | 0.6971 | 0.2247 | 0.2009 | 0.7753 | 0.3191 | 0.2369 | 0.9143 | 0.3764 | 0.2214 | 0.8544 | 0.3517 | 0.2024 | 0.7809 | 0.3214 | 0.2566 | 0.9094 | 0.4002 | 0.2594 | 0.9195 | 0.4047 | 0.2594 | 0.9194 | 0.4046 | 0.2579 | 0.9141 | 0.4023 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1725 | 0.8807 | 0.2885 | 0.1804 | 0.9210 | 0.3018 | 0.1766 | 0.9013 | 0.2953 | 0.1726 | 0.8810 | 0.2887 | 0.0421 | 0.5240 | 0.0779 | 0.0462 | 0.5755 | 0.0855 | 0.0443 | 0.5513 | 0.0819 | 0.0422 | 0.5256 | 0.0781 | 0.1319 | 0.4822 | 0.2072 | 0.1888 | 0.6897 | 0.2964 | 0.1631 | 0.5961 | 0.2561 | 0.1327 | 0.4848 | 0.2083 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1299 | 0.8456 | 0.2252 | 0.1316 | 0.8567 | 0.2282 | 0.1310 | 0.8526 | 0.2271 | 0.1301 | 0.8471 | 0.2256 | 0.0183 | 0.3616 | 0.0347 | 0.0206 | 0.4090 | 0.0393 | 0.0248 | 0.4904 | 0.0471 | 0.0230 | 0.4564 | 0.0439 | 0.1249 | 0.8201 | 0.2168 | 0.1382 | 0.9073 | 0.2399 | 0.1319 | 0.8655 | 0.2288 | 0.1251 | 0.8212 | 0.2171 | 0.1787 | 0.7053 | 0.2851 | 0.1898 | 0.7492 | 0.3028 | 0.1858 | 0.7336 | 0.2965 | 0.1796 | 0.7091 | 0.2866 | 0.2303 | 0.9118 | 0.3677 | 0.2372 | 0.9391 | 0.3787 | 0.2364 | 0.9359 | 0.3774 | 0.2323 | 0.9198 | 0.3709 | 0.2001 | 0.7465 | 0.3156 | 0.2178 | 0.8125 | 0.3436 | 0.2097 | 0.7821 | 0.3307 | 0.2003 | 0.7473 | 0.3160 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2083 | 0.8584 | 0.3352 | 0.2192 | 0.9032 | 0.3527 | 0.2155 | 0.8883 | 0.3469 | 0.2100 | 0.8655 | 0.3380 | 0.1053 | 0.4707 | 0.1721 | 0.1055 | 0.4716 | 0.1725 | 0.1056 | 0.4720 | 0.1726 | 0.1055 | 0.4715 | 0.1724 | 0.1718 | 0.5597 | 0.2629 | 0.2309 | 0.7522 | 0.3534 | 0.2029 | 0.6608 | 0.3104 | 0.1727 | 0.5625 | 0.2642 | 0.0510 | 0.7554 | 0.0956 | 0.0522 | 0.7725 | 0.0977 | 0.0536 | 0.7936 | 0.1004 | 0.0529 | 0.7834 | 0.0991 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1895 | 0.7115 | 0.2993 | 0.2334 | 0.8763 | 0.3686 | 0.2150 | 0.8076 | 0.3397 | 0.1911 | 0.7177 | 0.3019 | 0.1720 | 0.6593 | 0.2728 | 0.1863 | 0.7140 | 0.2955 | 0.1830 | 0.7015 | 0.2903 | 0.1747 | 0.6695 | 0.2770 | 0.2161 | 0.8417 | 0.3439 | 0.2296 | 0.8940 | 0.3653 | 0.2279 | 0.8876 | 0.3627 | 0.2203 | 0.8579 | 0.3506 | 0.0021 | 0.2156 | 0.0042 | 0.0024 | 0.2444 | 0.0047 | 0.0037 | 0.3844 | 0.0074 | 0.0035 | 0.3578 | 0.0069 | 0.0299 | 0.5053 | 0.0565 | 0.0312 | 0.5272 | 0.0590 | 0.0349 | 0.5888 | 0.0659 | 0.0337 | 0.5694 | 0.0637 | 0.2281 | 0.9042 | 0.3643 | 0.2338 | 0.9270 | 0.3734 | 0.2332 | 0.9247 | 0.3725 | 0.2302 | 0.9125 | 0.3676 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0265 | 0.3860 | 0.0497 | 0.0285 | 0.4144 | 0.0533 | 0.0333 | 0.4837 | 0.0622 | 0.0314 | 0.4565 | 0.0587 | 0.2381 | 0.8356 | 0.3706 | 0.2396 | 0.8412 | 0.3730 | 0.2422 | 0.8501 | 0.3770 | 0.2414 | 0.8472 | 0.3757 | 0.1028 | 0.3323 | 0.1570 | 0.1594 | 0.5155 | 0.2435 | 0.1328 | 0.4296 | 0.2029 | 0.1030 | 0.3330 | 0.1573 | 0.0075 | 0.2927 | 0.0146 | 0.0104 | 0.4079 | 0.0204 | 0.0090 | 0.3532 | 0.0176 | 0.0075 | 0.2944 | 0.0147 | 0.0508 | 0.5871 | 0.0935 | 0.0550 | 0.6355 | 0.1012 | 0.0581 | 0.6719 | 0.1070 | 0.0558 | 0.6442 | 0.1026 | 0.1474 | 0.8588 | 0.2516 | 0.1489 | 0.8677 | 0.2542 | 0.1525 | 0.8886 | 0.2604 | 0.1516 | 0.8830 | 0.2587 | 0.0934 | 0.7669 | 0.1666 | 0.1060 | 0.8704 | 0.1890 | 0.1004 | 0.8239 | 0.1790 | 0.0939 | 0.7709 | 0.1674 | 0.0803 | 0.7907 | 0.1458 | 0.0904 | 0.8902 | 0.1641 | 0.0856 | 0.8429 | 0.1554 | 0.0805 | 0.7928 | 0.1462 | 0.1600 | 0.6460 | 0.2565 | 0.1750 | 0.7067 | 0.2806 | 0.1693 | 0.6834 | 0.2713 | 0.1615 | 0.6519 | 0.2588 | +| 0.079 | 3.0 | 27084 | 0.2421 | 0.7715 | 0.7416 | 0.7563 | 0.8492 | 0.8163 | 0.8324 | 0.8216 | 0.7897 | 0.8053 | 0.7802 | 0.7499 | 0.7648 | 0.1736 | 0.8079 | 0.2857 | 0.1957 | 0.9110 | 0.3222 | 0.1848 | 0.8602 | 0.3043 | 0.1737 | 0.8086 | 0.2860 | 0.2540 | 0.8994 | 0.3962 | 0.2595 | 0.9189 | 0.4047 | 0.2595 | 0.9189 | 0.4047 | 0.2565 | 0.9082 | 0.4000 | 0.1234 | 0.6783 | 0.2088 | 0.1317 | 0.7243 | 0.2229 | 0.1333 | 0.7331 | 0.2256 | 0.1285 | 0.7067 | 0.2175 | 0.2020 | 0.7837 | 0.3212 | 0.2360 | 0.9156 | 0.3753 | 0.2214 | 0.8590 | 0.3521 | 0.2030 | 0.7874 | 0.3228 | 0.2568 | 0.8928 | 0.3989 | 0.2597 | 0.9029 | 0.4034 | 0.2599 | 0.9035 | 0.4037 | 0.2583 | 0.8980 | 0.4012 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1723 | 0.8846 | 0.2884 | 0.1795 | 0.9215 | 0.3004 | 0.1759 | 0.9034 | 0.2945 | 0.1723 | 0.8849 | 0.2885 | 0.0460 | 0.5011 | 0.0843 | 0.0521 | 0.5674 | 0.0954 | 0.0492 | 0.5358 | 0.0901 | 0.0462 | 0.5027 | 0.0845 | 0.1298 | 0.5016 | 0.2063 | 0.1871 | 0.7229 | 0.2973 | 0.1605 | 0.6198 | 0.2549 | 0.1304 | 0.5038 | 0.2072 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1287 | 0.8487 | 0.2235 | 0.1303 | 0.8594 | 0.2263 | 0.1297 | 0.8555 | 0.2253 | 0.1289 | 0.8502 | 0.2239 | 0.0136 | 0.3975 | 0.0264 | 0.0148 | 0.4316 | 0.0286 | 0.0173 | 0.5056 | 0.0335 | 0.0163 | 0.4768 | 0.0316 | 0.1249 | 0.8225 | 0.2169 | 0.1380 | 0.9092 | 0.2397 | 0.1316 | 0.8670 | 0.2286 | 0.1251 | 0.8236 | 0.2171 | 0.1795 | 0.7229 | 0.2875 | 0.1919 | 0.7729 | 0.3074 | 0.1872 | 0.7541 | 0.3000 | 0.1804 | 0.7268 | 0.2891 | 0.2307 | 0.9173 | 0.3686 | 0.2362 | 0.9394 | 0.3775 | 0.2357 | 0.9374 | 0.3767 | 0.2323 | 0.9239 | 0.3712 | 0.1973 | 0.7650 | 0.3138 | 0.2141 | 0.8301 | 0.3405 | 0.2064 | 0.8000 | 0.3281 | 0.1975 | 0.7657 | 0.3140 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2104 | 0.8426 | 0.3367 | 0.2243 | 0.8982 | 0.3589 | 0.2191 | 0.8776 | 0.3507 | 0.2120 | 0.8493 | 0.3394 | 0.0940 | 0.5345 | 0.1598 | 0.0941 | 0.5355 | 0.1601 | 0.0944 | 0.5369 | 0.1606 | 0.0941 | 0.5352 | 0.1601 | 0.1671 | 0.5464 | 0.2560 | 0.2299 | 0.7517 | 0.3521 | 0.1997 | 0.6530 | 0.3059 | 0.1678 | 0.5487 | 0.2570 | 0.0503 | 0.7732 | 0.0944 | 0.0508 | 0.7817 | 0.0954 | 0.0526 | 0.8091 | 0.0988 | 0.0522 | 0.8028 | 0.0980 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1871 | 0.7212 | 0.2971 | 0.2308 | 0.8897 | 0.3665 | 0.2114 | 0.8147 | 0.3357 | 0.1880 | 0.7249 | 0.2986 | 0.1712 | 0.6822 | 0.2738 | 0.1853 | 0.7384 | 0.2963 | 0.1818 | 0.7243 | 0.2907 | 0.1735 | 0.6913 | 0.2774 | 0.2134 | 0.8305 | 0.3396 | 0.2285 | 0.8890 | 0.3635 | 0.2267 | 0.8823 | 0.3607 | 0.2181 | 0.8486 | 0.3470 | 0.0029 | 0.2891 | 0.0057 | 0.0032 | 0.3196 | 0.0063 | 0.0044 | 0.4413 | 0.0087 | 0.0042 | 0.4196 | 0.0082 | 0.0289 | 0.4861 | 0.0546 | 0.0300 | 0.5047 | 0.0567 | 0.0343 | 0.5763 | 0.0647 | 0.0331 | 0.5563 | 0.0624 | 0.2272 | 0.9053 | 0.3633 | 0.2334 | 0.9301 | 0.3732 | 0.2321 | 0.9249 | 0.3711 | 0.2289 | 0.9121 | 0.3660 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0215 | 0.3861 | 0.0408 | 0.0240 | 0.4301 | 0.0455 | 0.0264 | 0.4733 | 0.0500 | 0.0244 | 0.4377 | 0.0462 | 0.2479 | 0.8335 | 0.3821 | 0.2501 | 0.8411 | 0.3856 | 0.2525 | 0.8492 | 0.3893 | 0.2513 | 0.8450 | 0.3874 | 0.1056 | 0.3764 | 0.1649 | 0.1609 | 0.5737 | 0.2513 | 0.1347 | 0.4804 | 0.2104 | 0.1057 | 0.3770 | 0.1651 | 0.0068 | 0.3193 | 0.0134 | 0.0091 | 0.4264 | 0.0179 | 0.0080 | 0.3754 | 0.0157 | 0.0069 | 0.3213 | 0.0135 | 0.0465 | 0.6256 | 0.0866 | 0.0499 | 0.6707 | 0.0928 | 0.0527 | 0.7085 | 0.0981 | 0.0505 | 0.6798 | 0.0941 | 0.1466 | 0.8583 | 0.2504 | 0.1477 | 0.8650 | 0.2524 | 0.1514 | 0.8864 | 0.2586 | 0.1505 | 0.8812 | 0.2571 | 0.0917 | 0.7680 | 0.1638 | 0.1035 | 0.8668 | 0.1849 | 0.0982 | 0.8228 | 0.1755 | 0.0922 | 0.7720 | 0.1647 | 0.0823 | 0.7992 | 0.1492 | 0.0916 | 0.8899 | 0.1662 | 0.0871 | 0.8464 | 0.1580 | 0.0824 | 0.8005 | 0.1494 | 0.1605 | 0.6863 | 0.2601 | 0.1754 | 0.7502 | 0.2843 | 0.1698 | 0.7264 | 0.2753 | 0.1619 | 0.6926 | 0.2625 | +| 0.067 | 4.0 | 36112 | 0.2673 | 0.7713 | 0.7352 | 0.7528 | 0.8504 | 0.8106 | 0.8300 | 0.8230 | 0.7845 | 0.8033 | 0.7805 | 0.7440 | 0.7618 | 0.1731 | 0.7936 | 0.2843 | 0.1983 | 0.9092 | 0.3256 | 0.1859 | 0.8521 | 0.3052 | 0.1732 | 0.7940 | 0.2844 | 0.2529 | 0.8990 | 0.3947 | 0.2598 | 0.9236 | 0.4056 | 0.2594 | 0.9221 | 0.4049 | 0.2554 | 0.9079 | 0.3987 | 0.1252 | 0.6958 | 0.2122 | 0.1332 | 0.7402 | 0.2258 | 0.1343 | 0.7463 | 0.2276 | 0.1297 | 0.7210 | 0.2199 | 0.2018 | 0.7615 | 0.3190 | 0.2395 | 0.9040 | 0.3787 | 0.2232 | 0.8424 | 0.3529 | 0.2027 | 0.7651 | 0.3205 | 0.2554 | 0.8965 | 0.3976 | 0.2595 | 0.9109 | 0.4040 | 0.2593 | 0.9103 | 0.4037 | 0.2572 | 0.9029 | 0.4004 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1759 | 0.8848 | 0.2935 | 0.1830 | 0.9202 | 0.3053 | 0.1796 | 0.9030 | 0.2995 | 0.1760 | 0.8850 | 0.2936 | 0.0482 | 0.5419 | 0.0885 | 0.0534 | 0.6010 | 0.0981 | 0.0509 | 0.5731 | 0.0936 | 0.0483 | 0.5435 | 0.0888 | 0.1409 | 0.4885 | 0.2187 | 0.2002 | 0.6943 | 0.3108 | 0.1730 | 0.6000 | 0.2686 | 0.1414 | 0.4903 | 0.2195 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1310 | 0.8289 | 0.2263 | 0.1327 | 0.8395 | 0.2292 | 0.1320 | 0.8353 | 0.2280 | 0.1312 | 0.8300 | 0.2266 | 0.0153 | 0.4056 | 0.0295 | 0.0167 | 0.4428 | 0.0322 | 0.0198 | 0.5246 | 0.0381 | 0.0187 | 0.4966 | 0.0361 | 0.1246 | 0.8112 | 0.2160 | 0.1398 | 0.9102 | 0.2423 | 0.1322 | 0.8609 | 0.2292 | 0.1246 | 0.8112 | 0.2160 | 0.1881 | 0.7101 | 0.2975 | 0.1994 | 0.7526 | 0.3153 | 0.1954 | 0.7375 | 0.3089 | 0.1891 | 0.7139 | 0.2990 | 0.2333 | 0.9122 | 0.3715 | 0.2399 | 0.9381 | 0.3821 | 0.2392 | 0.9351 | 0.3809 | 0.2351 | 0.9195 | 0.3745 | 0.1991 | 0.7630 | 0.3157 | 0.2174 | 0.8334 | 0.3448 | 0.2090 | 0.8011 | 0.3315 | 0.1993 | 0.7640 | 0.3161 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2122 | 0.8479 | 0.3394 | 0.2258 | 0.9024 | 0.3613 | 0.2210 | 0.8833 | 0.3536 | 0.2140 | 0.8551 | 0.3423 | 0.0970 | 0.5182 | 0.1635 | 0.0971 | 0.5186 | 0.1636 | 0.0974 | 0.5199 | 0.1640 | 0.0971 | 0.5184 | 0.1635 | 0.1689 | 0.5510 | 0.2585 | 0.2314 | 0.7551 | 0.3543 | 0.2018 | 0.6585 | 0.3090 | 0.1699 | 0.5545 | 0.2601 | 0.0518 | 0.7739 | 0.0971 | 0.0526 | 0.7858 | 0.0986 | 0.0545 | 0.8144 | 0.1022 | 0.0538 | 0.8041 | 0.1009 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1886 | 0.7007 | 0.2972 | 0.2347 | 0.8718 | 0.3698 | 0.2144 | 0.7967 | 0.3379 | 0.1897 | 0.7047 | 0.2989 | 0.1813 | 0.6649 | 0.2850 | 0.1947 | 0.7138 | 0.3059 | 0.1929 | 0.7075 | 0.3032 | 0.1845 | 0.6765 | 0.2899 | 0.2174 | 0.8276 | 0.3444 | 0.2318 | 0.8823 | 0.3671 | 0.2302 | 0.8764 | 0.3647 | 0.2218 | 0.8443 | 0.3513 | 0.0020 | 0.2565 | 0.0039 | 0.0023 | 0.3084 | 0.0047 | 0.0032 | 0.4251 | 0.0064 | 0.0030 | 0.3890 | 0.0059 | 0.0262 | 0.4652 | 0.0495 | 0.0279 | 0.4962 | 0.0528 | 0.0326 | 0.5799 | 0.0617 | 0.0311 | 0.5530 | 0.0589 | 0.2289 | 0.9013 | 0.3651 | 0.2357 | 0.9278 | 0.3758 | 0.2341 | 0.9218 | 0.3734 | 0.2306 | 0.9081 | 0.3679 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0000 | 0.1667 | 0.0001 | 0.0 | 0.0 | 0 | 0.0240 | 0.3314 | 0.0448 | 0.0265 | 0.3651 | 0.0494 | 0.0324 | 0.4464 | 0.0603 | 0.0301 | 0.4159 | 0.0562 | 0.2477 | 0.8488 | 0.3835 | 0.2498 | 0.8558 | 0.3867 | 0.2525 | 0.8650 | 0.3908 | 0.2512 | 0.8607 | 0.3889 | 0.1143 | 0.3805 | 0.1758 | 0.1694 | 0.5640 | 0.2605 | 0.1437 | 0.4783 | 0.2209 | 0.1146 | 0.3816 | 0.1763 | 0.0078 | 0.3419 | 0.0153 | 0.0104 | 0.4539 | 0.0204 | 0.0092 | 0.4008 | 0.0180 | 0.0079 | 0.3438 | 0.0154 | 0.0450 | 0.6084 | 0.0839 | 0.0486 | 0.6569 | 0.0906 | 0.0508 | 0.6855 | 0.0945 | 0.0487 | 0.6580 | 0.0907 | 0.1477 | 0.8726 | 0.2527 | 0.1491 | 0.8806 | 0.2550 | 0.1521 | 0.8983 | 0.2601 | 0.1511 | 0.8926 | 0.2585 | 0.0939 | 0.7692 | 0.1674 | 0.1051 | 0.8611 | 0.1873 | 0.1004 | 0.8224 | 0.1789 | 0.0946 | 0.7751 | 0.1686 | 0.0852 | 0.8020 | 0.1541 | 0.0940 | 0.8845 | 0.1699 | 0.0899 | 0.8462 | 0.1626 | 0.0855 | 0.8048 | 0.1546 | 0.1585 | 0.7087 | 0.2590 | 0.1723 | 0.7706 | 0.2816 | 0.1668 | 0.7459 | 0.2726 | 0.1595 | 0.7133 | 0.2607 | +| 0.057 | 5.0 | 45140 | 0.2741 | 0.7751 | 0.7298 | 0.7518 | 0.8550 | 0.8050 | 0.8292 | 0.8277 | 0.7793 | 0.8027 | 0.7849 | 0.7390 | 0.7613 | 0.1791 | 0.7896 | 0.2919 | 0.2048 | 0.9028 | 0.3338 | 0.1923 | 0.8477 | 0.3135 | 0.1793 | 0.7905 | 0.2923 | 0.2599 | 0.9012 | 0.4035 | 0.2656 | 0.9208 | 0.4123 | 0.2660 | 0.9222 | 0.4129 | 0.2628 | 0.9111 | 0.4079 | 0.1346 | 0.6647 | 0.2238 | 0.1440 | 0.7111 | 0.2395 | 0.1460 | 0.7213 | 0.2429 | 0.1409 | 0.6960 | 0.2344 | 0.2081 | 0.7638 | 0.3271 | 0.2462 | 0.9036 | 0.3870 | 0.2302 | 0.8449 | 0.3619 | 0.2093 | 0.7682 | 0.3290 | 0.2623 | 0.9024 | 0.4065 | 0.2656 | 0.9137 | 0.4116 | 0.2661 | 0.9153 | 0.4123 | 0.2643 | 0.9091 | 0.4095 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1814 | 0.8865 | 0.3011 | 0.1884 | 0.9208 | 0.3128 | 0.1849 | 0.9040 | 0.3071 | 0.1814 | 0.8868 | 0.3012 | 0.0501 | 0.5251 | 0.0914 | 0.0563 | 0.5901 | 0.1027 | 0.0533 | 0.5590 | 0.0973 | 0.0502 | 0.5265 | 0.0916 | 0.1342 | 0.4706 | 0.2088 | 0.1996 | 0.7001 | 0.3106 | 0.1692 | 0.5934 | 0.2633 | 0.1346 | 0.4720 | 0.2094 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1357 | 0.8320 | 0.2334 | 0.1374 | 0.8422 | 0.2363 | 0.1370 | 0.8398 | 0.2356 | 0.1362 | 0.8346 | 0.2341 | 0.0156 | 0.3899 | 0.0299 | 0.0169 | 0.4236 | 0.0325 | 0.0196 | 0.4904 | 0.0376 | 0.0186 | 0.4669 | 0.0358 | 0.1308 | 0.8105 | 0.2252 | 0.1448 | 0.8973 | 0.2494 | 0.1379 | 0.8544 | 0.2374 | 0.1308 | 0.8109 | 0.2253 | 0.1913 | 0.7234 | 0.3026 | 0.2033 | 0.7687 | 0.3215 | 0.1990 | 0.7526 | 0.3148 | 0.1923 | 0.7274 | 0.3042 | 0.2391 | 0.9090 | 0.3786 | 0.2463 | 0.9363 | 0.3900 | 0.2453 | 0.9326 | 0.3884 | 0.2409 | 0.9158 | 0.3815 | 0.2041 | 0.7524 | 0.3212 | 0.2237 | 0.8245 | 0.3519 | 0.2146 | 0.7908 | 0.3376 | 0.2044 | 0.7532 | 0.3215 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2230 | 0.8457 | 0.3530 | 0.2365 | 0.8965 | 0.3742 | 0.2317 | 0.8787 | 0.3668 | 0.2249 | 0.8525 | 0.3559 | 0.1047 | 0.5118 | 0.1738 | 0.1050 | 0.5134 | 0.1744 | 0.1052 | 0.5140 | 0.1746 | 0.1048 | 0.5121 | 0.1739 | 0.1772 | 0.5457 | 0.2675 | 0.2430 | 0.7483 | 0.3668 | 0.2117 | 0.6520 | 0.3196 | 0.1781 | 0.5487 | 0.2690 | 0.0540 | 0.7148 | 0.1005 | 0.0547 | 0.7242 | 0.1018 | 0.0578 | 0.7640 | 0.1074 | 0.0570 | 0.7536 | 0.1059 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1947 | 0.6978 | 0.3045 | 0.2423 | 0.8681 | 0.3788 | 0.2216 | 0.7941 | 0.3465 | 0.1959 | 0.7019 | 0.3063 | 0.1814 | 0.6765 | 0.2861 | 0.1956 | 0.7293 | 0.3085 | 0.1926 | 0.7181 | 0.3037 | 0.1838 | 0.6853 | 0.2899 | 0.2244 | 0.8440 | 0.3545 | 0.2377 | 0.8942 | 0.3756 | 0.2365 | 0.8897 | 0.3737 | 0.2291 | 0.8617 | 0.3620 | 0.0041 | 0.3339 | 0.0082 | 0.0043 | 0.3450 | 0.0084 | 0.0062 | 0.5037 | 0.0123 | 0.0060 | 0.4807 | 0.0118 | 0.0300 | 0.4480 | 0.0563 | 0.0316 | 0.4723 | 0.0593 | 0.0374 | 0.5579 | 0.0701 | 0.0360 | 0.5372 | 0.0675 | 0.2368 | 0.9070 | 0.3756 | 0.2423 | 0.9282 | 0.3843 | 0.2414 | 0.9245 | 0.3828 | 0.2385 | 0.9135 | 0.3783 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0000 | 0.2 | 0.0001 | 0.0 | 0.0 | 0 | 0.0261 | 0.3906 | 0.0489 | 0.0275 | 0.4115 | 0.0516 | 0.0314 | 0.4695 | 0.0588 | 0.0300 | 0.4492 | 0.0563 | 0.2606 | 0.8325 | 0.3970 | 0.2621 | 0.8374 | 0.3993 | 0.2649 | 0.8464 | 0.4036 | 0.2641 | 0.8436 | 0.4022 | 0.1141 | 0.3608 | 0.1733 | 0.1740 | 0.5503 | 0.2644 | 0.1458 | 0.4611 | 0.2216 | 0.1143 | 0.3616 | 0.1737 | 0.0075 | 0.3066 | 0.0147 | 0.0099 | 0.4054 | 0.0194 | 0.0088 | 0.3592 | 0.0172 | 0.0076 | 0.3093 | 0.0148 | 0.0544 | 0.5863 | 0.0996 | 0.0575 | 0.6197 | 0.1053 | 0.0624 | 0.6724 | 0.1143 | 0.0604 | 0.6508 | 0.1106 | 0.1549 | 0.8586 | 0.2625 | 0.1565 | 0.8672 | 0.2651 | 0.1601 | 0.8870 | 0.2712 | 0.1589 | 0.8808 | 0.2693 | 0.0975 | 0.7683 | 0.1731 | 0.1098 | 0.8649 | 0.1949 | 0.1045 | 0.8233 | 0.1855 | 0.0981 | 0.7731 | 0.1742 | 0.0870 | 0.7942 | 0.1568 | 0.0970 | 0.8852 | 0.1748 | 0.0923 | 0.8425 | 0.1664 | 0.0873 | 0.7965 | 0.1573 | 0.1648 | 0.6773 | 0.2651 | 0.1814 | 0.7454 | 0.2918 | 0.1749 | 0.7190 | 0.2814 | 0.1662 | 0.6830 | 0.2673 | +| 0.0517 | 6.0 | 54168 | 0.2841 | 0.7782 | 0.7293 | 0.7530 | 0.8573 | 0.8035 | 0.8295 | 0.8303 | 0.7781 | 0.8034 | 0.7878 | 0.7383 | 0.7623 | 0.1837 | 0.8058 | 0.2992 | 0.2075 | 0.9104 | 0.3380 | 0.1959 | 0.8593 | 0.3190 | 0.1838 | 0.8065 | 0.2994 | 0.2638 | 0.9021 | 0.4083 | 0.2696 | 0.9219 | 0.4172 | 0.2702 | 0.9238 | 0.4181 | 0.2667 | 0.9118 | 0.4127 | 0.1352 | 0.6801 | 0.2256 | 0.1425 | 0.7169 | 0.2378 | 0.1466 | 0.7372 | 0.2445 | 0.1423 | 0.7156 | 0.2373 | 0.2125 | 0.7728 | 0.3333 | 0.2496 | 0.9079 | 0.3916 | 0.2339 | 0.8508 | 0.3669 | 0.2135 | 0.7765 | 0.3349 | 0.2657 | 0.9173 | 0.4121 | 0.2689 | 0.9281 | 0.4169 | 0.2693 | 0.9296 | 0.4176 | 0.2676 | 0.9239 | 0.4150 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1830 | 0.8731 | 0.3026 | 0.1915 | 0.9135 | 0.3166 | 0.1873 | 0.8937 | 0.3098 | 0.1831 | 0.8734 | 0.3027 | 0.0513 | 0.5224 | 0.0935 | 0.0571 | 0.5809 | 0.1040 | 0.0544 | 0.5535 | 0.0991 | 0.0515 | 0.5239 | 0.0938 | 0.1421 | 0.4811 | 0.2195 | 0.2046 | 0.6924 | 0.3158 | 0.1759 | 0.5952 | 0.2715 | 0.1427 | 0.4830 | 0.2203 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1373 | 0.8001 | 0.2343 | 0.1397 | 0.8141 | 0.2384 | 0.1388 | 0.8090 | 0.2369 | 0.1376 | 0.8020 | 0.2349 | 0.0158 | 0.3667 | 0.0303 | 0.0171 | 0.3963 | 0.0328 | 0.0200 | 0.4627 | 0.0383 | 0.0190 | 0.4413 | 0.0365 | 0.1330 | 0.8150 | 0.2287 | 0.1469 | 0.8997 | 0.2525 | 0.1401 | 0.8584 | 0.2409 | 0.1332 | 0.8158 | 0.2289 | 0.1947 | 0.7152 | 0.3061 | 0.2069 | 0.7600 | 0.3253 | 0.2028 | 0.7448 | 0.3188 | 0.1961 | 0.7202 | 0.3082 | 0.2425 | 0.9148 | 0.3833 | 0.2499 | 0.9428 | 0.3950 | 0.2484 | 0.9373 | 0.3928 | 0.2439 | 0.9203 | 0.3856 | 0.2087 | 0.7661 | 0.3280 | 0.2270 | 0.8334 | 0.3568 | 0.2186 | 0.8024 | 0.3436 | 0.2090 | 0.7671 | 0.3284 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2273 | 0.8409 | 0.3579 | 0.2411 | 0.8919 | 0.3796 | 0.2360 | 0.8731 | 0.3716 | 0.2290 | 0.8471 | 0.3605 | 0.1013 | 0.5115 | 0.1691 | 0.1016 | 0.5130 | 0.1696 | 0.1018 | 0.5144 | 0.1700 | 0.1015 | 0.5125 | 0.1694 | 0.1833 | 0.5441 | 0.2742 | 0.2505 | 0.7437 | 0.3748 | 0.2189 | 0.6498 | 0.3275 | 0.1845 | 0.5476 | 0.2760 | 0.0561 | 0.7390 | 0.1043 | 0.0569 | 0.7497 | 0.1058 | 0.0592 | 0.7799 | 0.1100 | 0.0585 | 0.7714 | 0.1088 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1975 | 0.6925 | 0.3074 | 0.2453 | 0.8599 | 0.3817 | 0.2249 | 0.7885 | 0.3500 | 0.1989 | 0.6975 | 0.3096 | 0.1865 | 0.6749 | 0.2922 | 0.2005 | 0.7257 | 0.3142 | 0.1984 | 0.7181 | 0.3109 | 0.1897 | 0.6866 | 0.2973 | 0.2265 | 0.8385 | 0.3566 | 0.2412 | 0.8928 | 0.3798 | 0.2389 | 0.8845 | 0.3762 | 0.2307 | 0.8540 | 0.3632 | 0.0044 | 0.2804 | 0.0086 | 0.0047 | 0.3027 | 0.0093 | 0.0072 | 0.4651 | 0.0143 | 0.0068 | 0.4362 | 0.0134 | 0.0320 | 0.4352 | 0.0595 | 0.0331 | 0.4507 | 0.0617 | 0.0398 | 0.5426 | 0.0742 | 0.0387 | 0.5265 | 0.0720 | 0.2390 | 0.9053 | 0.3781 | 0.2463 | 0.9329 | 0.3897 | 0.2441 | 0.9249 | 0.3863 | 0.2404 | 0.9109 | 0.3805 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0002 | 0.4667 | 0.0003 | 0.0001 | 0.4 | 0.0003 | 0.0275 | 0.4040 | 0.0514 | 0.0292 | 0.4288 | 0.0546 | 0.0324 | 0.4770 | 0.0607 | 0.0308 | 0.4526 | 0.0576 | 0.2655 | 0.8331 | 0.4027 | 0.2666 | 0.8365 | 0.4043 | 0.2698 | 0.8465 | 0.4092 | 0.2691 | 0.8443 | 0.4081 | 0.1193 | 0.3620 | 0.1795 | 0.1822 | 0.5528 | 0.2741 | 0.1526 | 0.4629 | 0.2296 | 0.1195 | 0.3626 | 0.1798 | 0.0084 | 0.3090 | 0.0163 | 0.0110 | 0.4066 | 0.0215 | 0.0098 | 0.3604 | 0.0190 | 0.0084 | 0.3107 | 0.0164 | 0.0510 | 0.6020 | 0.0941 | 0.0542 | 0.6387 | 0.0998 | 0.0574 | 0.6777 | 0.1059 | 0.0556 | 0.6558 | 0.1025 | 0.1571 | 0.8710 | 0.2661 | 0.1583 | 0.8780 | 0.2683 | 0.1617 | 0.8966 | 0.2740 | 0.1609 | 0.8922 | 0.2726 | 0.1025 | 0.7462 | 0.1803 | 0.1147 | 0.8349 | 0.2017 | 0.1097 | 0.7985 | 0.1929 | 0.1034 | 0.7526 | 0.1818 | 0.0890 | 0.7648 | 0.1594 | 0.1004 | 0.8628 | 0.1798 | 0.0951 | 0.8171 | 0.1703 | 0.0893 | 0.7675 | 0.1600 | 0.1662 | 0.6749 | 0.2667 | 0.1829 | 0.7426 | 0.2935 | 0.1762 | 0.7155 | 0.2827 | 0.1673 | 0.6795 | 0.2685 | +| 0.0451 | 7.0 | 63196 | 0.2858 | 0.7712 | 0.7248 | 0.7473 | 0.8531 | 0.8018 | 0.8267 | 0.8247 | 0.7750 | 0.7991 | 0.7809 | 0.7339 | 0.7567 | 0.1760 | 0.7924 | 0.2880 | 0.2017 | 0.9083 | 0.3301 | 0.1891 | 0.8514 | 0.3094 | 0.1761 | 0.7931 | 0.2882 | 0.2606 | 0.9002 | 0.4042 | 0.2656 | 0.9174 | 0.4119 | 0.2661 | 0.9192 | 0.4127 | 0.2633 | 0.9094 | 0.4083 | 0.1289 | 0.6874 | 0.2171 | 0.1368 | 0.7292 | 0.2303 | 0.1386 | 0.7393 | 0.2335 | 0.1342 | 0.7158 | 0.2261 | 0.2049 | 0.7600 | 0.3227 | 0.2435 | 0.9033 | 0.3835 | 0.2269 | 0.8418 | 0.3575 | 0.2060 | 0.7644 | 0.3246 | 0.2619 | 0.9091 | 0.4066 | 0.2650 | 0.9199 | 0.4114 | 0.2654 | 0.9214 | 0.4121 | 0.2637 | 0.9154 | 0.4094 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1779 | 0.8873 | 0.2964 | 0.1851 | 0.9232 | 0.3084 | 0.1816 | 0.9056 | 0.3025 | 0.1779 | 0.8876 | 0.2965 | 0.0465 | 0.5455 | 0.0858 | 0.0514 | 0.6024 | 0.0947 | 0.0492 | 0.5762 | 0.0906 | 0.0467 | 0.5477 | 0.0861 | 0.1318 | 0.4596 | 0.2049 | 0.1966 | 0.6856 | 0.3056 | 0.1666 | 0.5808 | 0.2589 | 0.1325 | 0.4621 | 0.2060 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1326 | 0.8151 | 0.2282 | 0.1351 | 0.8303 | 0.2324 | 0.1342 | 0.8246 | 0.2308 | 0.1330 | 0.8170 | 0.2287 | 0.0164 | 0.3457 | 0.0312 | 0.0179 | 0.3774 | 0.0341 | 0.0217 | 0.4595 | 0.0415 | 0.0206 | 0.4346 | 0.0393 | 0.1267 | 0.8061 | 0.2190 | 0.1418 | 0.9022 | 0.2451 | 0.1343 | 0.8545 | 0.2321 | 0.1267 | 0.8063 | 0.2190 | 0.1883 | 0.7182 | 0.2983 | 0.1999 | 0.7623 | 0.3167 | 0.1956 | 0.7461 | 0.3099 | 0.1890 | 0.7208 | 0.2994 | 0.2375 | 0.9152 | 0.3771 | 0.2439 | 0.9401 | 0.3873 | 0.2431 | 0.9368 | 0.3860 | 0.2390 | 0.9213 | 0.3796 | 0.1993 | 0.7531 | 0.3152 | 0.2186 | 0.8261 | 0.3458 | 0.2096 | 0.7919 | 0.3314 | 0.1995 | 0.7540 | 0.3155 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2187 | 0.8454 | 0.3475 | 0.2322 | 0.8976 | 0.3689 | 0.2272 | 0.8784 | 0.3610 | 0.2204 | 0.8520 | 0.3502 | 0.0981 | 0.5070 | 0.1644 | 0.0985 | 0.5088 | 0.1650 | 0.0985 | 0.5092 | 0.1651 | 0.0982 | 0.5072 | 0.1645 | 0.1747 | 0.5131 | 0.2607 | 0.2452 | 0.7201 | 0.3659 | 0.2117 | 0.6216 | 0.3158 | 0.1758 | 0.5162 | 0.2623 | 0.0531 | 0.7313 | 0.0990 | 0.0538 | 0.7415 | 0.1004 | 0.0562 | 0.7740 | 0.1048 | 0.0554 | 0.7632 | 0.1033 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1873 | 0.6669 | 0.2925 | 0.2377 | 0.8462 | 0.3711 | 0.2157 | 0.7678 | 0.3368 | 0.1885 | 0.6712 | 0.2944 | 0.1787 | 0.6723 | 0.2824 | 0.1927 | 0.7250 | 0.3045 | 0.1902 | 0.7155 | 0.3005 | 0.1817 | 0.6834 | 0.2871 | 0.2215 | 0.8369 | 0.3503 | 0.2360 | 0.8914 | 0.3731 | 0.2344 | 0.8857 | 0.3708 | 0.2263 | 0.8551 | 0.3579 | 0.0049 | 0.2828 | 0.0097 | 0.0051 | 0.2943 | 0.0101 | 0.0078 | 0.4505 | 0.0154 | 0.0075 | 0.4319 | 0.0148 | 0.0300 | 0.4362 | 0.0561 | 0.0312 | 0.4536 | 0.0583 | 0.0368 | 0.5358 | 0.0689 | 0.0356 | 0.5180 | 0.0666 | 0.2337 | 0.9033 | 0.3714 | 0.2405 | 0.9296 | 0.3821 | 0.2386 | 0.9224 | 0.3792 | 0.2352 | 0.9090 | 0.3737 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0001 | 0.2895 | 0.0002 | 0.0001 | 0.2105 | 0.0002 | 0.0274 | 0.3850 | 0.0512 | 0.0289 | 0.4057 | 0.0539 | 0.0335 | 0.4708 | 0.0626 | 0.0320 | 0.4500 | 0.0598 | 0.2597 | 0.8332 | 0.3960 | 0.2612 | 0.8379 | 0.3983 | 0.2640 | 0.8469 | 0.4026 | 0.2631 | 0.8439 | 0.4011 | 0.1110 | 0.3622 | 0.1699 | 0.1719 | 0.5611 | 0.2632 | 0.1428 | 0.4662 | 0.2187 | 0.1111 | 0.3626 | 0.1701 | 0.0079 | 0.3189 | 0.0154 | 0.0107 | 0.4315 | 0.0208 | 0.0094 | 0.3788 | 0.0183 | 0.0080 | 0.3225 | 0.0156 | 0.0510 | 0.5810 | 0.0938 | 0.0536 | 0.6112 | 0.0986 | 0.0579 | 0.6602 | 0.1065 | 0.0562 | 0.6399 | 0.1033 | 0.1518 | 0.8642 | 0.2582 | 0.1531 | 0.8716 | 0.2605 | 0.1567 | 0.8918 | 0.2665 | 0.1557 | 0.8862 | 0.2648 | 0.0985 | 0.7586 | 0.1744 | 0.1101 | 0.8477 | 0.1949 | 0.1055 | 0.8119 | 0.1867 | 0.0995 | 0.7658 | 0.1761 | 0.0867 | 0.7846 | 0.1561 | 0.0969 | 0.8771 | 0.1745 | 0.0921 | 0.8342 | 0.1659 | 0.0869 | 0.7872 | 0.1566 | 0.1600 | 0.6737 | 0.2586 | 0.1761 | 0.7414 | 0.2845 | 0.1698 | 0.7150 | 0.2744 | 0.1613 | 0.6791 | 0.2606 | +| 0.0419 | 8.0 | 72224 | 0.2998 | 0.7695 | 0.7257 | 0.7470 | 0.8526 | 0.8040 | 0.8275 | 0.8235 | 0.7766 | 0.7993 | 0.7792 | 0.7348 | 0.7563 | 0.1746 | 0.7897 | 0.2860 | 0.2009 | 0.9089 | 0.3291 | 0.1880 | 0.8504 | 0.3079 | 0.1747 | 0.7904 | 0.2862 | 0.2578 | 0.9032 | 0.4012 | 0.2632 | 0.9222 | 0.4096 | 0.2634 | 0.9227 | 0.4098 | 0.2603 | 0.9119 | 0.4050 | 0.1285 | 0.6885 | 0.2166 | 0.1362 | 0.7298 | 0.2296 | 0.1385 | 0.7420 | 0.2334 | 0.1341 | 0.7183 | 0.2260 | 0.2022 | 0.7529 | 0.3188 | 0.2420 | 0.9012 | 0.3815 | 0.2249 | 0.8373 | 0.3545 | 0.2033 | 0.7572 | 0.3206 | 0.2601 | 0.9119 | 0.4047 | 0.2634 | 0.9235 | 0.4099 | 0.2639 | 0.9254 | 0.4107 | 0.2621 | 0.9189 | 0.4078 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0000 | 0.0833 | 0.0000 | 0.0 | 0.0 | 0 | 0.1774 | 0.8887 | 0.2958 | 0.1844 | 0.9239 | 0.3075 | 0.1810 | 0.9066 | 0.3017 | 0.1775 | 0.8890 | 0.2959 | 0.0471 | 0.5541 | 0.0868 | 0.0520 | 0.6116 | 0.0958 | 0.0497 | 0.5849 | 0.0916 | 0.0473 | 0.5561 | 0.0871 | 0.1302 | 0.4523 | 0.2022 | 0.1954 | 0.6790 | 0.3035 | 0.1650 | 0.5733 | 0.2563 | 0.1307 | 0.4542 | 0.2030 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1316 | 0.8128 | 0.2265 | 0.1341 | 0.8279 | 0.2307 | 0.1333 | 0.8230 | 0.2294 | 0.1320 | 0.8155 | 0.2273 | 0.0161 | 0.3798 | 0.0310 | 0.0174 | 0.4092 | 0.0334 | 0.0207 | 0.4868 | 0.0397 | 0.0197 | 0.4634 | 0.0378 | 0.1270 | 0.8044 | 0.2194 | 0.1417 | 0.8973 | 0.2447 | 0.1345 | 0.8518 | 0.2323 | 0.1271 | 0.8049 | 0.2195 | 0.1880 | 0.7126 | 0.2976 | 0.2001 | 0.7584 | 0.3167 | 0.1960 | 0.7427 | 0.3101 | 0.1891 | 0.7167 | 0.2993 | 0.2358 | 0.9109 | 0.3746 | 0.2432 | 0.9393 | 0.3863 | 0.2419 | 0.9345 | 0.3843 | 0.2374 | 0.9172 | 0.3772 | 0.1997 | 0.7574 | 0.3161 | 0.2186 | 0.8290 | 0.3460 | 0.2098 | 0.7957 | 0.3321 | 0.2000 | 0.7583 | 0.3165 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2191 | 0.8439 | 0.3478 | 0.2325 | 0.8958 | 0.3692 | 0.2276 | 0.8770 | 0.3615 | 0.2208 | 0.8505 | 0.3506 | 0.1018 | 0.5100 | 0.1697 | 0.1020 | 0.5112 | 0.1701 | 0.1022 | 0.5122 | 0.1704 | 0.1019 | 0.5105 | 0.1698 | 0.1688 | 0.5132 | 0.2541 | 0.2392 | 0.7273 | 0.3601 | 0.2058 | 0.6256 | 0.3097 | 0.1699 | 0.5165 | 0.2557 | 0.0530 | 0.7419 | 0.0990 | 0.0538 | 0.7528 | 0.1005 | 0.0561 | 0.7852 | 0.1048 | 0.0554 | 0.7744 | 0.1033 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.1851 | 0.6617 | 0.2893 | 0.2368 | 0.8465 | 0.3701 | 0.2142 | 0.7658 | 0.3348 | 0.1865 | 0.6668 | 0.2915 | 0.1794 | 0.6691 | 0.2830 | 0.1933 | 0.7209 | 0.3049 | 0.1911 | 0.7126 | 0.3014 | 0.1825 | 0.6805 | 0.2878 | 0.2210 | 0.8415 | 0.3500 | 0.2347 | 0.8939 | 0.3718 | 0.2335 | 0.8892 | 0.3698 | 0.2257 | 0.8597 | 0.3576 | 0.0049 | 0.3148 | 0.0097 | 0.0050 | 0.3234 | 0.0099 | 0.0078 | 0.5 | 0.0154 | 0.0075 | 0.4801 | 0.0148 | 0.0305 | 0.4328 | 0.0569 | 0.0316 | 0.4487 | 0.0590 | 0.0380 | 0.5393 | 0.0709 | 0.0369 | 0.5246 | 0.0690 | 0.2325 | 0.9067 | 0.3700 | 0.2395 | 0.9341 | 0.3812 | 0.2374 | 0.9259 | 0.3779 | 0.2338 | 0.9119 | 0.3722 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0001 | 0.2222 | 0.0003 | 0.0001 | 0.1481 | 0.0002 | 0.0245 | 0.3989 | 0.0462 | 0.0263 | 0.4286 | 0.0496 | 0.0297 | 0.4827 | 0.0559 | 0.0281 | 0.4565 | 0.0529 | 0.2565 | 0.8452 | 0.3936 | 0.2580 | 0.8499 | 0.3958 | 0.2606 | 0.8587 | 0.3999 | 0.2598 | 0.8560 | 0.3986 | 0.1085 | 0.3502 | 0.1656 | 0.1712 | 0.5528 | 0.2615 | 0.1413 | 0.4561 | 0.2157 | 0.1086 | 0.3507 | 0.1659 | 0.0073 | 0.3192 | 0.0144 | 0.0099 | 0.4320 | 0.0194 | 0.0087 | 0.3780 | 0.0170 | 0.0074 | 0.3211 | 0.0144 | 0.0493 | 0.5953 | 0.0910 | 0.0522 | 0.6308 | 0.0965 | 0.0558 | 0.6739 | 0.1031 | 0.0541 | 0.6530 | 0.0999 | 0.1511 | 0.8658 | 0.2573 | 0.1526 | 0.8743 | 0.2598 | 0.1560 | 0.8938 | 0.2656 | 0.1550 | 0.8880 | 0.2639 | 0.0976 | 0.7745 | 0.1734 | 0.1085 | 0.8606 | 0.1927 | 0.1039 | 0.8241 | 0.1845 | 0.0983 | 0.7797 | 0.1746 | 0.0860 | 0.7858 | 0.1550 | 0.0961 | 0.8782 | 0.1732 | 0.0914 | 0.8354 | 0.1647 | 0.0863 | 0.7886 | 0.1555 | 0.1621 | 0.6807 | 0.2619 | 0.1779 | 0.7470 | 0.2874 | 0.1717 | 0.7210 | 0.2774 | 0.1634 | 0.6860 | 0.2639 | + + +### Framework versions + +- Transformers 4.40.2 +- Pytorch 2.3.1+cu121 +- Datasets 2.20.0 +- Tokenizers 0.19.1