--- library_name: transformers license: apache-2.0 base_model: aviola/detrDominoTest tags: - generated_from_trainer datasets: - temp_domino2 model-index: - name: detrDominoTest results: [] --- # detrDominoTest This model is a fine-tuned version of [aviola/detrDominoTest](https://huggingface.co/aviola/detrDominoTest) on the temp_domino2 dataset. It achieves the following results on the evaluation set: - Loss: 0.3136 - Map: 0.7908 - Map 50: 0.9713 - Map 75: 0.9581 - Map Small: 0.6149 - Map Medium: 0.8095 - Map Large: 0.95 - Mar 1: 0.5615 - Mar 10: 0.8371 - Mar 100: 0.8376 - Mar Small: 0.6273 - Mar Medium: 0.8528 - Mar Large: 0.95 - Map Pip-1: 0.797 - Mar 100 Pip-1: 0.8692 - Map Pip-10: 0.8296 - Mar 100 Pip-10: 0.8524 - Map Pip-11: 0.7895 - Mar 100 Pip-11: 0.8269 - Map Pip-12: 0.8135 - Mar 100 Pip-12: 0.8474 - Map Pip-2: 0.7938 - Mar 100 Pip-2: 0.83 - Map Pip-3: 0.7789 - Mar 100 Pip-3: 0.8333 - Map Pip-4: 0.801 - Mar 100 Pip-4: 0.8381 - Map Pip-5: 0.7845 - Mar 100 Pip-5: 0.8355 - Map Pip-6: 0.7327 - Mar 100 Pip-6: 0.7909 - Map Pip-7: 0.7779 - Mar 100 Pip-7: 0.8462 - Map Pip-8: 0.8338 - Mar 100 Pip-8: 0.8813 - Map Pip-9: 0.7574 - Mar 100 Pip-9: 0.8 ## 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: 5e-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: cosine - num_epochs: 100 ### Training results | Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Pip-1 | Mar 100 Pip-1 | Map Pip-10 | Mar 100 Pip-10 | Map Pip-11 | Mar 100 Pip-11 | Map Pip-12 | Mar 100 Pip-12 | Map Pip-2 | Mar 100 Pip-2 | Map Pip-3 | Mar 100 Pip-3 | Map Pip-4 | Mar 100 Pip-4 | Map Pip-5 | Mar 100 Pip-5 | Map Pip-6 | Mar 100 Pip-6 | Map Pip-7 | Mar 100 Pip-7 | Map Pip-8 | Mar 100 Pip-8 | Map Pip-9 | Mar 100 Pip-9 | |:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:---------:|:-------------:|:----------:|:--------------:|:----------:|:--------------:|:----------:|:--------------:|:---------:|:-------------:|:---------:|:-------------:|:---------:|:-------------:|:---------:|:-------------:|:---------:|:-------------:|:---------:|:-------------:|:---------:|:-------------:|:---------:|:-------------:| | No log | 1.0 | 39 | 0.4086 | 0.7494 | 0.9586 | 0.883 | 0.5264 | 0.7715 | 0.925 | 0.5396 | 0.8059 | 0.8062 | 0.5803 | 0.8233 | 0.925 | 0.6853 | 0.7923 | 0.8197 | 0.8571 | 0.7888 | 0.8115 | 0.78 | 0.8474 | 0.7892 | 0.825 | 0.7475 | 0.8 | 0.7902 | 0.8238 | 0.6953 | 0.7806 | 0.6734 | 0.7455 | 0.7488 | 0.8 | 0.7553 | 0.825 | 0.719 | 0.7667 | | No log | 2.0 | 78 | 0.4398 | 0.7303 | 0.9558 | 0.8876 | 0.5189 | 0.7541 | 0.875 | 0.5364 | 0.797 | 0.797 | 0.5712 | 0.8146 | 0.875 | 0.6884 | 0.8077 | 0.8035 | 0.8286 | 0.7775 | 0.8192 | 0.7594 | 0.8211 | 0.7395 | 0.795 | 0.7041 | 0.8 | 0.7599 | 0.8 | 0.6961 | 0.7903 | 0.638 | 0.7318 | 0.7091 | 0.7808 | 0.8321 | 0.85 | 0.6566 | 0.74 | | No log | 3.0 | 117 | 0.3891 | 0.7563 | 0.9668 | 0.9071 | 0.6001 | 0.7768 | 0.925 | 0.5421 | 0.8065 | 0.8065 | 0.6333 | 0.82 | 0.925 | 0.6916 | 0.8 | 0.8326 | 0.8571 | 0.724 | 0.7731 | 0.7828 | 0.8211 | 0.7551 | 0.805 | 0.7874 | 0.8333 | 0.7771 | 0.8048 | 0.7521 | 0.8097 | 0.7029 | 0.7682 | 0.7971 | 0.8346 | 0.8 | 0.8313 | 0.6728 | 0.74 | | No log | 4.0 | 156 | 0.3920 | 0.7571 | 0.9671 | 0.9197 | 0.5805 | 0.7794 | 0.85 | 0.535 | 0.81 | 0.81 | 0.6424 | 0.8231 | 0.85 | 0.6551 | 0.7769 | 0.7894 | 0.8143 | 0.789 | 0.8192 | 0.7833 | 0.8211 | 0.7652 | 0.805 | 0.7778 | 0.84 | 0.76 | 0.8 | 0.7054 | 0.7871 | 0.7292 | 0.7682 | 0.7999 | 0.85 | 0.7832 | 0.8313 | 0.7481 | 0.8067 | | No log | 5.0 | 195 | 0.3804 | 0.7573 | 0.9748 | 0.9235 | 0.5858 | 0.7784 | 0.9 | 0.5325 | 0.8065 | 0.8065 | 0.6258 | 0.8215 | 0.9 | 0.7083 | 0.8077 | 0.8055 | 0.8333 | 0.7766 | 0.8038 | 0.7604 | 0.7947 | 0.7772 | 0.81 | 0.7802 | 0.84 | 0.7853 | 0.8143 | 0.7282 | 0.8 | 0.7086 | 0.7636 | 0.7643 | 0.8192 | 0.7814 | 0.8313 | 0.7117 | 0.76 | | No log | 6.0 | 234 | 0.4067 | 0.7493 | 0.9659 | 0.9222 | 0.5752 | 0.7677 | 0.9 | 0.5341 | 0.804 | 0.8052 | 0.653 | 0.8152 | 0.9 | 0.6676 | 0.8 | 0.7979 | 0.8286 | 0.7935 | 0.8231 | 0.7781 | 0.8158 | 0.7592 | 0.805 | 0.7486 | 0.8333 | 0.7792 | 0.8095 | 0.7304 | 0.8097 | 0.6672 | 0.7455 | 0.7734 | 0.8192 | 0.7633 | 0.8062 | 0.7334 | 0.7667 | | No log | 7.0 | 273 | 0.3890 | 0.7533 | 0.9692 | 0.9269 | 0.5879 | 0.7735 | 0.875 | 0.5401 | 0.8052 | 0.8078 | 0.6561 | 0.819 | 0.875 | 0.6642 | 0.8 | 0.8357 | 0.8619 | 0.7763 | 0.8115 | 0.8237 | 0.8526 | 0.7495 | 0.795 | 0.7448 | 0.82 | 0.778 | 0.8095 | 0.727 | 0.7871 | 0.653 | 0.7318 | 0.7737 | 0.8192 | 0.8072 | 0.8313 | 0.7061 | 0.7733 | | No log | 8.0 | 312 | 0.3687 | 0.7692 | 0.9718 | 0.9154 | 0.5939 | 0.7906 | 0.9 | 0.549 | 0.8201 | 0.8201 | 0.6561 | 0.8343 | 0.9 | 0.6964 | 0.7846 | 0.8183 | 0.8381 | 0.8118 | 0.8269 | 0.8009 | 0.8421 | 0.766 | 0.815 | 0.7976 | 0.8533 | 0.8282 | 0.8619 | 0.7294 | 0.7903 | 0.698 | 0.7727 | 0.7759 | 0.8192 | 0.7849 | 0.8375 | 0.723 | 0.8 | | No log | 9.0 | 351 | 0.4000 | 0.7461 | 0.9641 | 0.9164 | 0.5861 | 0.77 | 0.9 | 0.5314 | 0.8014 | 0.8018 | 0.6364 | 0.8159 | 0.9 | 0.6185 | 0.7615 | 0.7994 | 0.8333 | 0.7843 | 0.8154 | 0.7912 | 0.8316 | 0.6897 | 0.74 | 0.7777 | 0.84 | 0.7649 | 0.8143 | 0.7344 | 0.7935 | 0.661 | 0.7364 | 0.7571 | 0.8115 | 0.7943 | 0.8313 | 0.7802 | 0.8133 | | No log | 10.0 | 390 | 0.4003 | 0.7418 | 0.9715 | 0.9241 | 0.5005 | 0.7645 | 0.85 | 0.5263 | 0.7988 | 0.7988 | 0.6076 | 0.813 | 0.85 | 0.6762 | 0.8077 | 0.8015 | 0.8286 | 0.766 | 0.8154 | 0.7382 | 0.7842 | 0.7265 | 0.77 | 0.741 | 0.8267 | 0.7981 | 0.819 | 0.7099 | 0.7774 | 0.7072 | 0.7682 | 0.7226 | 0.8077 | 0.756 | 0.7937 | 0.7582 | 0.7867 | | No log | 11.0 | 429 | 0.4343 | 0.7278 | 0.9504 | 0.8934 | 0.6015 | 0.7461 | 0.875 | 0.5309 | 0.7877 | 0.788 | 0.65 | 0.7972 | 0.875 | 0.6908 | 0.7923 | 0.7867 | 0.819 | 0.741 | 0.7885 | 0.712 | 0.7474 | 0.7424 | 0.805 | 0.7489 | 0.8067 | 0.7966 | 0.819 | 0.6999 | 0.7677 | 0.6796 | 0.7591 | 0.6966 | 0.7731 | 0.7951 | 0.8188 | 0.6441 | 0.76 | | No log | 12.0 | 468 | 0.4207 | 0.7058 | 0.9712 | 0.8855 | 0.528 | 0.7247 | 0.925 | 0.5124 | 0.7645 | 0.7653 | 0.5394 | 0.7795 | 0.925 | 0.6456 | 0.7615 | 0.7939 | 0.8143 | 0.7284 | 0.7769 | 0.7006 | 0.7579 | 0.6906 | 0.745 | 0.7687 | 0.82 | 0.7289 | 0.7762 | 0.7171 | 0.7645 | 0.6514 | 0.7091 | 0.7036 | 0.7731 | 0.7893 | 0.825 | 0.5519 | 0.66 | | 0.4556 | 13.0 | 507 | 0.3848 | 0.7542 | 0.9543 | 0.9174 | 0.5697 | 0.7753 | 0.825 | 0.5471 | 0.8194 | 0.8194 | 0.6091 | 0.8347 | 0.95 | 0.7158 | 0.8385 | 0.7857 | 0.8238 | 0.7732 | 0.8115 | 0.7283 | 0.7789 | 0.6986 | 0.79 | 0.7696 | 0.8533 | 0.7937 | 0.8333 | 0.7815 | 0.8355 | 0.7016 | 0.7636 | 0.7741 | 0.8346 | 0.8186 | 0.8562 | 0.7097 | 0.8133 | | 0.4556 | 14.0 | 546 | 0.3788 | 0.7564 | 0.9639 | 0.9114 | 0.528 | 0.7798 | 0.9 | 0.5355 | 0.8092 | 0.8098 | 0.5894 | 0.8265 | 0.9 | 0.7087 | 0.8462 | 0.783 | 0.7952 | 0.7956 | 0.8192 | 0.765 | 0.8263 | 0.7398 | 0.815 | 0.801 | 0.8333 | 0.822 | 0.8429 | 0.7442 | 0.7968 | 0.7055 | 0.7455 | 0.7568 | 0.8192 | 0.7705 | 0.825 | 0.6851 | 0.7533 | | 0.4556 | 15.0 | 585 | 0.3864 | 0.7493 | 0.9708 | 0.9155 | 0.5894 | 0.7698 | 0.9 | 0.5311 | 0.8016 | 0.8039 | 0.6515 | 0.8155 | 0.9 | 0.7445 | 0.8308 | 0.7578 | 0.8 | 0.7567 | 0.7923 | 0.7447 | 0.8053 | 0.7533 | 0.82 | 0.7944 | 0.8267 | 0.7894 | 0.8333 | 0.7446 | 0.7968 | 0.6701 | 0.7364 | 0.7601 | 0.8346 | 0.7962 | 0.8313 | 0.6802 | 0.74 | | 0.4556 | 16.0 | 624 | 0.3978 | 0.7494 | 0.9643 | 0.9028 | 0.5679 | 0.7722 | 0.8 | 0.5315 | 0.8059 | 0.807 | 0.65 | 0.8167 | 0.925 | 0.6628 | 0.7923 | 0.7946 | 0.8238 | 0.7425 | 0.7731 | 0.7564 | 0.8105 | 0.6742 | 0.79 | 0.7939 | 0.84 | 0.7946 | 0.8286 | 0.7787 | 0.8258 | 0.6832 | 0.7545 | 0.785 | 0.8269 | 0.8096 | 0.8313 | 0.7176 | 0.7867 | | 0.4556 | 17.0 | 663 | 0.3586 | 0.774 | 0.972 | 0.9484 | 0.5333 | 0.7936 | 0.9 | 0.5465 | 0.8202 | 0.8218 | 0.6333 | 0.8336 | 0.9 | 0.6905 | 0.8 | 0.8125 | 0.8429 | 0.7762 | 0.8077 | 0.7558 | 0.8053 | 0.7875 | 0.825 | 0.8098 | 0.84 | 0.7806 | 0.8143 | 0.7822 | 0.8323 | 0.7143 | 0.7727 | 0.8054 | 0.8577 | 0.8154 | 0.85 | 0.7584 | 0.8133 | | 0.4556 | 18.0 | 702 | 0.4016 | 0.7422 | 0.9625 | 0.9194 | 0.5425 | 0.7602 | 0.875 | 0.5352 | 0.7976 | 0.7989 | 0.5697 | 0.8152 | 0.875 | 0.6883 | 0.8 | 0.748 | 0.7857 | 0.7869 | 0.8115 | 0.715 | 0.7579 | 0.7613 | 0.785 | 0.7816 | 0.8267 | 0.8047 | 0.8381 | 0.7296 | 0.8097 | 0.6597 | 0.7591 | 0.7387 | 0.8077 | 0.796 | 0.825 | 0.6962 | 0.78 | | 0.4556 | 19.0 | 741 | 0.3587 | 0.7662 | 0.9689 | 0.9284 | 0.5361 | 0.7903 | 0.9 | 0.5472 | 0.8164 | 0.8164 | 0.5727 | 0.8358 | 0.9 | 0.7908 | 0.8308 | 0.801 | 0.8286 | 0.7698 | 0.8077 | 0.7767 | 0.8158 | 0.779 | 0.81 | 0.7464 | 0.82 | 0.7827 | 0.819 | 0.7604 | 0.8097 | 0.6759 | 0.7545 | 0.7798 | 0.8385 | 0.8405 | 0.8687 | 0.6915 | 0.7933 | | 0.4556 | 20.0 | 780 | 0.3623 | 0.7673 | 0.9687 | 0.9318 | 0.5526 | 0.7903 | 0.925 | 0.5458 | 0.818 | 0.818 | 0.5606 | 0.8386 | 0.925 | 0.7878 | 0.8462 | 0.7625 | 0.8095 | 0.7718 | 0.8115 | 0.7881 | 0.8211 | 0.7591 | 0.79 | 0.7861 | 0.8467 | 0.8456 | 0.8571 | 0.7401 | 0.8129 | 0.6694 | 0.7682 | 0.7805 | 0.8462 | 0.7726 | 0.8062 | 0.7435 | 0.8 | | 0.4556 | 21.0 | 819 | 0.3721 | 0.7648 | 0.9718 | 0.9209 | 0.5704 | 0.7854 | 0.925 | 0.5419 | 0.8144 | 0.8144 | 0.6106 | 0.8276 | 0.925 | 0.7772 | 0.8462 | 0.7865 | 0.819 | 0.7673 | 0.8 | 0.8316 | 0.8474 | 0.7853 | 0.83 | 0.7934 | 0.84 | 0.795 | 0.8238 | 0.7218 | 0.7806 | 0.6495 | 0.7318 | 0.7303 | 0.8038 | 0.8252 | 0.85 | 0.7141 | 0.8 | | 0.4556 | 22.0 | 858 | 0.3991 | 0.7393 | 0.9697 | 0.8982 | 0.5729 | 0.7572 | 0.8875 | 0.5325 | 0.7952 | 0.7952 | 0.6212 | 0.8077 | 0.925 | 0.7318 | 0.8231 | 0.762 | 0.7905 | 0.7615 | 0.7962 | 0.7321 | 0.7789 | 0.7914 | 0.82 | 0.751 | 0.8067 | 0.7375 | 0.781 | 0.7201 | 0.7968 | 0.7162 | 0.7773 | 0.7266 | 0.8077 | 0.8118 | 0.8313 | 0.6296 | 0.7333 | | 0.4556 | 23.0 | 897 | 0.3739 | 0.7447 | 0.9654 | 0.91 | 0.5794 | 0.7641 | 0.9 | 0.5425 | 0.8047 | 0.805 | 0.6242 | 0.82 | 0.9 | 0.7101 | 0.8462 | 0.7833 | 0.819 | 0.7581 | 0.7962 | 0.7623 | 0.8105 | 0.7887 | 0.83 | 0.7612 | 0.82 | 0.7944 | 0.8143 | 0.7818 | 0.8258 | 0.6431 | 0.7227 | 0.7466 | 0.8308 | 0.8039 | 0.825 | 0.6032 | 0.72 | | 0.4556 | 24.0 | 936 | 0.4022 | 0.7404 | 0.9698 | 0.9094 | 0.5958 | 0.7589 | 0.9 | 0.5342 | 0.7928 | 0.7945 | 0.6379 | 0.8061 | 0.9 | 0.701 | 0.7846 | 0.767 | 0.7905 | 0.7433 | 0.7808 | 0.7518 | 0.7947 | 0.7567 | 0.795 | 0.7557 | 0.8133 | 0.7746 | 0.8143 | 0.7465 | 0.8097 | 0.6518 | 0.7182 | 0.7309 | 0.8115 | 0.8384 | 0.875 | 0.6671 | 0.7467 | | 0.4556 | 25.0 | 975 | 0.3708 | 0.7572 | 0.9712 | 0.9337 | 0.6116 | 0.7741 | 0.925 | 0.5393 | 0.8048 | 0.8051 | 0.6242 | 0.8198 | 0.925 | 0.7527 | 0.8385 | 0.8035 | 0.8238 | 0.7676 | 0.7962 | 0.7583 | 0.8 | 0.7649 | 0.79 | 0.7506 | 0.8333 | 0.7937 | 0.819 | 0.7781 | 0.8129 | 0.6712 | 0.7318 | 0.7812 | 0.8385 | 0.783 | 0.8375 | 0.6813 | 0.74 | | 0.4249 | 26.0 | 1014 | 0.3605 | 0.7629 | 0.9727 | 0.9182 | 0.547 | 0.7854 | 0.925 | 0.5393 | 0.8151 | 0.8151 | 0.6015 | 0.8308 | 0.925 | 0.7483 | 0.8385 | 0.7993 | 0.8238 | 0.7711 | 0.8077 | 0.7844 | 0.8263 | 0.7509 | 0.8 | 0.7832 | 0.84 | 0.7911 | 0.8238 | 0.755 | 0.8194 | 0.7174 | 0.7864 | 0.7695 | 0.8385 | 0.8165 | 0.8438 | 0.6682 | 0.7333 | | 0.4249 | 27.0 | 1053 | 0.3681 | 0.7407 | 0.9732 | 0.9159 | 0.5177 | 0.7634 | 0.925 | 0.5341 | 0.8039 | 0.8039 | 0.5576 | 0.8206 | 0.925 | 0.7128 | 0.8077 | 0.8023 | 0.8333 | 0.7697 | 0.8115 | 0.7603 | 0.8105 | 0.754 | 0.8 | 0.7028 | 0.8067 | 0.743 | 0.8095 | 0.7498 | 0.8258 | 0.7002 | 0.7682 | 0.7224 | 0.7962 | 0.7995 | 0.8375 | 0.6721 | 0.74 | | 0.4249 | 28.0 | 1092 | 0.3550 | 0.763 | 0.9693 | 0.9376 | 0.5696 | 0.7854 | 0.925 | 0.5467 | 0.813 | 0.813 | 0.6152 | 0.8282 | 0.925 | 0.6927 | 0.8 | 0.7653 | 0.8 | 0.7861 | 0.8269 | 0.8279 | 0.8474 | 0.7394 | 0.785 | 0.7768 | 0.8333 | 0.7867 | 0.8143 | 0.7773 | 0.8355 | 0.6953 | 0.7545 | 0.7752 | 0.8346 | 0.7962 | 0.8313 | 0.7365 | 0.7933 | | 0.4249 | 29.0 | 1131 | 0.3778 | 0.745 | 0.9676 | 0.8914 | 0.5383 | 0.7665 | 0.95 | 0.5369 | 0.7984 | 0.7984 | 0.5667 | 0.8145 | 0.95 | 0.6715 | 0.8 | 0.8009 | 0.8238 | 0.7862 | 0.8192 | 0.7365 | 0.7947 | 0.7565 | 0.79 | 0.8034 | 0.8533 | 0.7053 | 0.7619 | 0.7355 | 0.7968 | 0.6682 | 0.7227 | 0.778 | 0.8346 | 0.8216 | 0.85 | 0.6763 | 0.7333 | | 0.4249 | 30.0 | 1170 | 0.3507 | 0.7606 | 0.9624 | 0.9239 | 0.607 | 0.7777 | 0.975 | 0.5497 | 0.8157 | 0.816 | 0.6273 | 0.8316 | 0.975 | 0.6687 | 0.8 | 0.7764 | 0.8143 | 0.8155 | 0.8385 | 0.7913 | 0.8211 | 0.7645 | 0.805 | 0.7818 | 0.8533 | 0.78 | 0.8095 | 0.7663 | 0.8355 | 0.6978 | 0.75 | 0.7592 | 0.8308 | 0.8338 | 0.8813 | 0.6912 | 0.7533 | | 0.4249 | 31.0 | 1209 | 0.3480 | 0.7623 | 0.9643 | 0.918 | 0.5998 | 0.7799 | 0.95 | 0.5432 | 0.8186 | 0.8186 | 0.6167 | 0.8344 | 0.95 | 0.7157 | 0.8308 | 0.8036 | 0.8476 | 0.8324 | 0.85 | 0.7938 | 0.8211 | 0.7625 | 0.8 | 0.7596 | 0.8533 | 0.7444 | 0.7952 | 0.7625 | 0.8258 | 0.6921 | 0.75 | 0.7779 | 0.8385 | 0.8041 | 0.8438 | 0.6992 | 0.7667 | | 0.4249 | 32.0 | 1248 | 0.3712 | 0.7603 | 0.9704 | 0.9165 | 0.5393 | 0.7811 | 0.95 | 0.5388 | 0.8174 | 0.8174 | 0.6045 | 0.8326 | 0.95 | 0.6794 | 0.8154 | 0.8008 | 0.8143 | 0.7842 | 0.8115 | 0.7594 | 0.8053 | 0.7927 | 0.85 | 0.7373 | 0.82 | 0.7852 | 0.819 | 0.7639 | 0.829 | 0.7251 | 0.7818 | 0.7425 | 0.8192 | 0.8057 | 0.8562 | 0.7479 | 0.7867 | | 0.4249 | 33.0 | 1287 | 0.3459 | 0.7653 | 0.9725 | 0.9319 | 0.5985 | 0.7806 | 0.95 | 0.5423 | 0.8195 | 0.8198 | 0.6364 | 0.8324 | 0.95 | 0.6932 | 0.8231 | 0.7976 | 0.8143 | 0.7912 | 0.8231 | 0.7936 | 0.8263 | 0.7867 | 0.825 | 0.785 | 0.8533 | 0.7996 | 0.819 | 0.7423 | 0.8161 | 0.7131 | 0.7727 | 0.735 | 0.8346 | 0.8147 | 0.8562 | 0.7316 | 0.7733 | | 0.4249 | 34.0 | 1326 | 0.3423 | 0.7679 | 0.9667 | 0.9314 | 0.5609 | 0.7848 | 0.9 | 0.5372 | 0.826 | 0.8266 | 0.6576 | 0.8399 | 0.9 | 0.6761 | 0.8231 | 0.8191 | 0.8476 | 0.8002 | 0.8346 | 0.7758 | 0.8211 | 0.7812 | 0.815 | 0.7586 | 0.84 | 0.8027 | 0.8286 | 0.7568 | 0.829 | 0.7121 | 0.7773 | 0.7639 | 0.8538 | 0.8196 | 0.8562 | 0.7486 | 0.7933 | | 0.4249 | 35.0 | 1365 | 0.3705 | 0.7516 | 0.9656 | 0.9069 | 0.4988 | 0.7725 | 0.925 | 0.5402 | 0.8074 | 0.8074 | 0.5652 | 0.8249 | 0.925 | 0.6247 | 0.8154 | 0.8221 | 0.8476 | 0.7809 | 0.8077 | 0.7653 | 0.7947 | 0.8007 | 0.825 | 0.7652 | 0.8133 | 0.7572 | 0.8 | 0.7365 | 0.8 | 0.7089 | 0.7818 | 0.7708 | 0.8308 | 0.7898 | 0.8188 | 0.6976 | 0.7533 | | 0.4249 | 36.0 | 1404 | 0.3463 | 0.7776 | 0.9666 | 0.9339 | 0.5749 | 0.7937 | 0.9 | 0.5528 | 0.8308 | 0.8308 | 0.6379 | 0.8433 | 0.9 | 0.7419 | 0.8308 | 0.8353 | 0.8619 | 0.7998 | 0.8346 | 0.8054 | 0.8368 | 0.818 | 0.84 | 0.7585 | 0.8333 | 0.7495 | 0.8048 | 0.7697 | 0.8355 | 0.7168 | 0.7909 | 0.7464 | 0.8308 | 0.8261 | 0.85 | 0.7633 | 0.82 | | 0.4249 | 37.0 | 1443 | 0.3389 | 0.7784 | 0.9634 | 0.9457 | 0.5908 | 0.7946 | 0.925 | 0.5573 | 0.8351 | 0.8351 | 0.6636 | 0.8489 | 0.925 | 0.7033 | 0.8308 | 0.8347 | 0.8571 | 0.7775 | 0.8231 | 0.752 | 0.8053 | 0.8211 | 0.87 | 0.7967 | 0.8533 | 0.7875 | 0.8143 | 0.781 | 0.8387 | 0.7192 | 0.7864 | 0.781 | 0.8538 | 0.8435 | 0.8813 | 0.7436 | 0.8067 | | 0.4249 | 38.0 | 1482 | 0.3464 | 0.7645 | 0.9657 | 0.9296 | 0.543 | 0.7794 | 0.9375 | 0.5428 | 0.8149 | 0.8149 | 0.6364 | 0.8245 | 0.95 | 0.6675 | 0.7923 | 0.8037 | 0.8238 | 0.7835 | 0.8115 | 0.781 | 0.8105 | 0.8212 | 0.845 | 0.7467 | 0.8133 | 0.794 | 0.8286 | 0.7517 | 0.8065 | 0.6863 | 0.7636 | 0.769 | 0.8346 | 0.8445 | 0.8687 | 0.7245 | 0.78 | | 0.3898 | 39.0 | 1521 | 0.3424 | 0.7677 | 0.9686 | 0.9312 | 0.597 | 0.7843 | 0.95 | 0.552 | 0.8233 | 0.8246 | 0.6364 | 0.8372 | 0.95 | 0.6722 | 0.8 | 0.7868 | 0.8238 | 0.7847 | 0.8115 | 0.7983 | 0.8316 | 0.8014 | 0.84 | 0.7752 | 0.8467 | 0.7929 | 0.8286 | 0.7499 | 0.8097 | 0.6878 | 0.7636 | 0.788 | 0.8577 | 0.8247 | 0.8687 | 0.7502 | 0.8133 | | 0.3898 | 40.0 | 1560 | 0.3560 | 0.76 | 0.9703 | 0.9115 | 0.5719 | 0.7778 | 0.925 | 0.545 | 0.809 | 0.8093 | 0.603 | 0.825 | 0.925 | 0.7175 | 0.8154 | 0.8049 | 0.8238 | 0.7839 | 0.8038 | 0.7745 | 0.8263 | 0.794 | 0.825 | 0.7623 | 0.82 | 0.7809 | 0.819 | 0.7276 | 0.7903 | 0.6584 | 0.7409 | 0.7633 | 0.8231 | 0.8223 | 0.85 | 0.73 | 0.7733 | | 0.3898 | 41.0 | 1599 | 0.3547 | 0.7661 | 0.9681 | 0.9265 | 0.5627 | 0.7827 | 0.9 | 0.549 | 0.8169 | 0.8175 | 0.6061 | 0.8336 | 0.9 | 0.6768 | 0.8077 | 0.7866 | 0.8095 | 0.7939 | 0.8154 | 0.836 | 0.8737 | 0.7529 | 0.785 | 0.7625 | 0.8067 | 0.7936 | 0.8286 | 0.7682 | 0.8258 | 0.7012 | 0.7773 | 0.7923 | 0.8423 | 0.7923 | 0.8375 | 0.7377 | 0.8 | | 0.3898 | 42.0 | 1638 | 0.3385 | 0.7675 | 0.9653 | 0.9243 | 0.5693 | 0.7853 | 0.975 | 0.5505 | 0.8201 | 0.8201 | 0.6136 | 0.8349 | 0.975 | 0.7315 | 0.8538 | 0.8125 | 0.8429 | 0.7951 | 0.8231 | 0.7601 | 0.8211 | 0.774 | 0.805 | 0.7919 | 0.86 | 0.7859 | 0.8048 | 0.7477 | 0.8032 | 0.6915 | 0.75 | 0.8038 | 0.8538 | 0.7966 | 0.85 | 0.7187 | 0.7733 | | 0.3898 | 43.0 | 1677 | 0.3601 | 0.7672 | 0.9725 | 0.9278 | 0.5899 | 0.7835 | 0.9 | 0.5452 | 0.8188 | 0.8188 | 0.6515 | 0.8312 | 0.9 | 0.7438 | 0.8385 | 0.7778 | 0.8143 | 0.7867 | 0.8038 | 0.8156 | 0.8421 | 0.8043 | 0.835 | 0.748 | 0.8133 | 0.7813 | 0.8238 | 0.7268 | 0.8097 | 0.7059 | 0.7818 | 0.7744 | 0.8346 | 0.8188 | 0.8687 | 0.7229 | 0.76 | | 0.3898 | 44.0 | 1716 | 0.3404 | 0.7731 | 0.9699 | 0.9335 | 0.621 | 0.7897 | 0.95 | 0.5515 | 0.8232 | 0.8249 | 0.6424 | 0.8377 | 0.95 | 0.7211 | 0.8077 | 0.81 | 0.8524 | 0.8087 | 0.8385 | 0.8157 | 0.8526 | 0.7728 | 0.845 | 0.7401 | 0.8067 | 0.7833 | 0.8286 | 0.7712 | 0.8323 | 0.7114 | 0.75 | 0.7784 | 0.8423 | 0.8054 | 0.8562 | 0.7586 | 0.7867 | | 0.3898 | 45.0 | 1755 | 0.3496 | 0.7633 | 0.9715 | 0.9303 | 0.575 | 0.7829 | 0.95 | 0.5444 | 0.8134 | 0.8134 | 0.6 | 0.8309 | 0.95 | 0.7144 | 0.7846 | 0.7998 | 0.8333 | 0.7713 | 0.8038 | 0.7555 | 0.8158 | 0.7874 | 0.84 | 0.7477 | 0.8267 | 0.779 | 0.8095 | 0.7818 | 0.829 | 0.6996 | 0.7636 | 0.7687 | 0.8308 | 0.815 | 0.8375 | 0.7392 | 0.7867 | | 0.3898 | 46.0 | 1794 | 0.3465 | 0.7754 | 0.9693 | 0.9326 | 0.5969 | 0.7951 | 0.95 | 0.556 | 0.8267 | 0.8292 | 0.6409 | 0.8451 | 0.95 | 0.6813 | 0.8077 | 0.8052 | 0.8429 | 0.7987 | 0.8269 | 0.787 | 0.8368 | 0.8061 | 0.845 | 0.7692 | 0.8333 | 0.7792 | 0.819 | 0.7767 | 0.8355 | 0.7396 | 0.7773 | 0.7746 | 0.85 | 0.8147 | 0.8562 | 0.7723 | 0.82 | | 0.3898 | 47.0 | 1833 | 0.3380 | 0.7723 | 0.9753 | 0.9423 | 0.5954 | 0.7893 | 0.95 | 0.5568 | 0.8235 | 0.8235 | 0.6212 | 0.8386 | 0.95 | 0.7194 | 0.8077 | 0.8378 | 0.8619 | 0.7844 | 0.8154 | 0.7485 | 0.8 | 0.8029 | 0.85 | 0.78 | 0.8333 | 0.8238 | 0.8524 | 0.7707 | 0.8258 | 0.6744 | 0.7545 | 0.7754 | 0.8385 | 0.8219 | 0.8625 | 0.7292 | 0.78 | | 0.3898 | 48.0 | 1872 | 0.3506 | 0.7712 | 0.9636 | 0.9253 | 0.6274 | 0.7867 | 0.975 | 0.5506 | 0.821 | 0.821 | 0.6545 | 0.8339 | 0.975 | 0.6802 | 0.7923 | 0.7805 | 0.819 | 0.7971 | 0.8231 | 0.7803 | 0.8211 | 0.8156 | 0.84 | 0.7365 | 0.8067 | 0.8132 | 0.8524 | 0.7843 | 0.829 | 0.7309 | 0.7864 | 0.7892 | 0.8385 | 0.804 | 0.8438 | 0.7424 | 0.8 | | 0.3898 | 49.0 | 1911 | 0.3530 | 0.7707 | 0.9705 | 0.9475 | 0.5979 | 0.7877 | 0.975 | 0.5477 | 0.8236 | 0.8236 | 0.6364 | 0.8374 | 0.975 | 0.7422 | 0.8385 | 0.8069 | 0.8381 | 0.772 | 0.7923 | 0.7839 | 0.8158 | 0.796 | 0.845 | 0.7704 | 0.82 | 0.8116 | 0.8524 | 0.7857 | 0.8581 | 0.6996 | 0.75 | 0.7582 | 0.8231 | 0.8027 | 0.8438 | 0.7196 | 0.8067 | | 0.3898 | 50.0 | 1950 | 0.3520 | 0.7775 | 0.9737 | 0.9367 | 0.5852 | 0.7958 | 0.925 | 0.5503 | 0.8231 | 0.8231 | 0.6273 | 0.8381 | 0.925 | 0.7325 | 0.8231 | 0.8195 | 0.8429 | 0.7968 | 0.8346 | 0.8139 | 0.8474 | 0.7863 | 0.825 | 0.7871 | 0.8133 | 0.7994 | 0.8286 | 0.7621 | 0.8129 | 0.69 | 0.75 | 0.7716 | 0.8423 | 0.8135 | 0.8375 | 0.7572 | 0.82 | | 0.3898 | 51.0 | 1989 | 0.3274 | 0.7823 | 0.9783 | 0.9406 | 0.5879 | 0.7998 | 0.9 | 0.5534 | 0.8291 | 0.8291 | 0.6197 | 0.8454 | 0.9 | 0.7132 | 0.7846 | 0.8154 | 0.8333 | 0.8117 | 0.8385 | 0.828 | 0.8684 | 0.7949 | 0.835 | 0.7811 | 0.82 | 0.7882 | 0.8333 | 0.7757 | 0.8323 | 0.7099 | 0.7727 | 0.7737 | 0.8423 | 0.83 | 0.8625 | 0.7656 | 0.8267 | | 0.3629 | 52.0 | 2028 | 0.3309 | 0.7797 | 0.9733 | 0.9405 | 0.5927 | 0.8001 | 0.9 | 0.548 | 0.832 | 0.8326 | 0.6303 | 0.8475 | 0.9 | 0.6711 | 0.8077 | 0.8103 | 0.8381 | 0.789 | 0.8192 | 0.8255 | 0.8684 | 0.8167 | 0.85 | 0.7807 | 0.8333 | 0.7789 | 0.8286 | 0.7716 | 0.8323 | 0.7122 | 0.7636 | 0.7952 | 0.8731 | 0.8241 | 0.85 | 0.7812 | 0.8267 | | 0.3629 | 53.0 | 2067 | 0.3443 | 0.7804 | 0.9717 | 0.9431 | 0.5971 | 0.797 | 0.9 | 0.553 | 0.8278 | 0.8282 | 0.6227 | 0.8446 | 0.9 | 0.7225 | 0.7846 | 0.8043 | 0.8333 | 0.8217 | 0.8385 | 0.7893 | 0.8632 | 0.7859 | 0.825 | 0.8105 | 0.84 | 0.7802 | 0.8286 | 0.7574 | 0.8194 | 0.6957 | 0.7545 | 0.7683 | 0.85 | 0.8637 | 0.8875 | 0.7656 | 0.8133 | | 0.3629 | 54.0 | 2106 | 0.3335 | 0.7828 | 0.973 | 0.9416 | 0.5706 | 0.8021 | 0.875 | 0.5505 | 0.8286 | 0.829 | 0.6152 | 0.8465 | 0.875 | 0.7221 | 0.8231 | 0.7893 | 0.8238 | 0.7756 | 0.8038 | 0.8226 | 0.8579 | 0.8001 | 0.84 | 0.8059 | 0.86 | 0.7847 | 0.8095 | 0.7665 | 0.8226 | 0.705 | 0.7591 | 0.8323 | 0.8731 | 0.8426 | 0.875 | 0.7464 | 0.8 | | 0.3629 | 55.0 | 2145 | 0.3493 | 0.7672 | 0.9729 | 0.942 | 0.5923 | 0.7834 | 0.925 | 0.5432 | 0.8129 | 0.8132 | 0.6379 | 0.8256 | 0.925 | 0.7429 | 0.8385 | 0.7762 | 0.8095 | 0.7784 | 0.8 | 0.8102 | 0.8421 | 0.7791 | 0.825 | 0.7689 | 0.8133 | 0.7819 | 0.8095 | 0.7467 | 0.8 | 0.71 | 0.7636 | 0.7609 | 0.8269 | 0.8235 | 0.85 | 0.7278 | 0.78 | | 0.3629 | 56.0 | 2184 | 0.3208 | 0.7887 | 0.9768 | 0.9411 | 0.5985 | 0.805 | 0.9 | 0.5561 | 0.8382 | 0.8382 | 0.6455 | 0.8526 | 0.9 | 0.7387 | 0.8462 | 0.8149 | 0.8429 | 0.8024 | 0.8385 | 0.8193 | 0.8579 | 0.8008 | 0.835 | 0.7988 | 0.8467 | 0.7837 | 0.8286 | 0.7921 | 0.8258 | 0.7161 | 0.7773 | 0.7934 | 0.8654 | 0.8484 | 0.8938 | 0.7558 | 0.8 | | 0.3629 | 57.0 | 2223 | 0.3289 | 0.7883 | 0.9754 | 0.9473 | 0.606 | 0.8051 | 0.925 | 0.5592 | 0.8347 | 0.8347 | 0.6545 | 0.8487 | 0.925 | 0.7252 | 0.8308 | 0.7897 | 0.8238 | 0.7808 | 0.8077 | 0.8138 | 0.8368 | 0.8359 | 0.875 | 0.8032 | 0.86 | 0.784 | 0.8286 | 0.7722 | 0.8194 | 0.74 | 0.7955 | 0.7795 | 0.85 | 0.8495 | 0.8625 | 0.7852 | 0.8267 | | 0.3629 | 58.0 | 2262 | 0.3505 | 0.7673 | 0.9724 | 0.9346 | 0.5989 | 0.7838 | 0.925 | 0.5488 | 0.8161 | 0.8173 | 0.6394 | 0.831 | 0.925 | 0.6971 | 0.8 | 0.8022 | 0.8238 | 0.7707 | 0.8 | 0.8047 | 0.8421 | 0.8212 | 0.87 | 0.7727 | 0.82 | 0.7657 | 0.8095 | 0.7415 | 0.8161 | 0.7125 | 0.7636 | 0.7833 | 0.8462 | 0.8196 | 0.85 | 0.7157 | 0.7667 | | 0.3629 | 59.0 | 2301 | 0.3269 | 0.7842 | 0.9748 | 0.9384 | 0.5736 | 0.8014 | 0.925 | 0.5592 | 0.8312 | 0.8321 | 0.6318 | 0.847 | 0.925 | 0.7142 | 0.8154 | 0.8322 | 0.8571 | 0.792 | 0.8231 | 0.8284 | 0.8579 | 0.8033 | 0.85 | 0.7845 | 0.8267 | 0.79 | 0.8286 | 0.7782 | 0.8387 | 0.7178 | 0.7773 | 0.7697 | 0.8423 | 0.8601 | 0.8813 | 0.7401 | 0.7867 | | 0.3629 | 60.0 | 2340 | 0.3251 | 0.7898 | 0.9737 | 0.9378 | 0.568 | 0.8095 | 0.9 | 0.5588 | 0.8337 | 0.8352 | 0.6227 | 0.8522 | 0.9 | 0.7622 | 0.8538 | 0.8198 | 0.8619 | 0.811 | 0.8346 | 0.8201 | 0.8421 | 0.7959 | 0.845 | 0.7869 | 0.8267 | 0.7953 | 0.8238 | 0.7774 | 0.8419 | 0.7293 | 0.7727 | 0.7639 | 0.8385 | 0.8482 | 0.875 | 0.768 | 0.8067 | | 0.3629 | 61.0 | 2379 | 0.3307 | 0.774 | 0.9685 | 0.9339 | 0.5712 | 0.7911 | 0.95 | 0.5585 | 0.8274 | 0.8285 | 0.6167 | 0.8432 | 0.95 | 0.7214 | 0.8231 | 0.8255 | 0.8571 | 0.7975 | 0.8269 | 0.7895 | 0.8316 | 0.7995 | 0.845 | 0.7908 | 0.86 | 0.7678 | 0.8095 | 0.7814 | 0.8387 | 0.7007 | 0.7636 | 0.749 | 0.8385 | 0.8502 | 0.8813 | 0.7147 | 0.7667 | | 0.3629 | 62.0 | 2418 | 0.3248 | 0.7829 | 0.9722 | 0.9499 | 0.5782 | 0.8028 | 0.925 | 0.5593 | 0.831 | 0.8316 | 0.6167 | 0.848 | 0.925 | 0.7286 | 0.8308 | 0.8206 | 0.8571 | 0.8021 | 0.8269 | 0.7915 | 0.8368 | 0.8112 | 0.855 | 0.7879 | 0.8333 | 0.8011 | 0.8238 | 0.7773 | 0.8323 | 0.7089 | 0.7727 | 0.7509 | 0.8346 | 0.8465 | 0.8625 | 0.7681 | 0.8133 | | 0.3629 | 63.0 | 2457 | 0.3186 | 0.7852 | 0.977 | 0.9501 | 0.5749 | 0.8046 | 0.95 | 0.5557 | 0.828 | 0.8293 | 0.6136 | 0.8443 | 0.95 | 0.7464 | 0.8077 | 0.8115 | 0.8524 | 0.8066 | 0.8308 | 0.8374 | 0.8789 | 0.8119 | 0.85 | 0.7832 | 0.82 | 0.7767 | 0.8238 | 0.7587 | 0.8129 | 0.723 | 0.7818 | 0.748 | 0.8308 | 0.842 | 0.8625 | 0.7771 | 0.8 | | 0.3629 | 64.0 | 2496 | 0.3236 | 0.7923 | 0.9775 | 0.9596 | 0.5788 | 0.8112 | 0.925 | 0.5584 | 0.8366 | 0.8371 | 0.6227 | 0.8526 | 0.925 | 0.7835 | 0.8462 | 0.8179 | 0.8524 | 0.7939 | 0.8231 | 0.8376 | 0.8684 | 0.7783 | 0.825 | 0.7741 | 0.8133 | 0.7903 | 0.8333 | 0.7835 | 0.8419 | 0.7435 | 0.8 | 0.7691 | 0.8462 | 0.8395 | 0.8687 | 0.7969 | 0.8267 | | 0.3316 | 65.0 | 2535 | 0.3328 | 0.7746 | 0.9781 | 0.9429 | 0.5682 | 0.7928 | 0.95 | 0.5512 | 0.8249 | 0.8254 | 0.603 | 0.8413 | 0.95 | 0.7587 | 0.8385 | 0.8081 | 0.8429 | 0.7846 | 0.8115 | 0.7887 | 0.8316 | 0.7904 | 0.84 | 0.7864 | 0.8333 | 0.7752 | 0.819 | 0.7688 | 0.8387 | 0.7007 | 0.7636 | 0.7429 | 0.8231 | 0.8341 | 0.8625 | 0.7565 | 0.8 | | 0.3316 | 66.0 | 2574 | 0.3182 | 0.7807 | 0.976 | 0.9431 | 0.5868 | 0.7996 | 0.95 | 0.5538 | 0.83 | 0.8305 | 0.6152 | 0.8455 | 0.95 | 0.7748 | 0.8538 | 0.8011 | 0.8381 | 0.7767 | 0.8038 | 0.7822 | 0.8211 | 0.8202 | 0.855 | 0.7921 | 0.8333 | 0.7716 | 0.819 | 0.7825 | 0.8452 | 0.7152 | 0.7818 | 0.7511 | 0.8462 | 0.8495 | 0.875 | 0.7517 | 0.7933 | | 0.3316 | 67.0 | 2613 | 0.3350 | 0.7813 | 0.9752 | 0.949 | 0.5907 | 0.7983 | 0.9 | 0.5535 | 0.8283 | 0.8302 | 0.6348 | 0.8447 | 0.9 | 0.7368 | 0.8077 | 0.8159 | 0.8571 | 0.7849 | 0.8231 | 0.8053 | 0.8526 | 0.7961 | 0.835 | 0.7958 | 0.84 | 0.7909 | 0.8286 | 0.7689 | 0.8355 | 0.7247 | 0.7727 | 0.7597 | 0.8346 | 0.8531 | 0.875 | 0.7429 | 0.8 | | 0.3316 | 68.0 | 2652 | 0.3234 | 0.7904 | 0.9719 | 0.9514 | 0.5863 | 0.8077 | 0.825 | 0.5543 | 0.8371 | 0.8376 | 0.647 | 0.8499 | 0.95 | 0.7147 | 0.8308 | 0.8376 | 0.8667 | 0.7884 | 0.8231 | 0.8335 | 0.8579 | 0.8048 | 0.85 | 0.8057 | 0.84 | 0.779 | 0.8143 | 0.7856 | 0.8484 | 0.7203 | 0.7773 | 0.7763 | 0.8538 | 0.8436 | 0.8687 | 0.7959 | 0.82 | | 0.3316 | 69.0 | 2691 | 0.3313 | 0.7799 | 0.9656 | 0.9514 | 0.5955 | 0.7967 | 0.925 | 0.5593 | 0.8303 | 0.8322 | 0.6303 | 0.8466 | 0.925 | 0.7542 | 0.8308 | 0.8297 | 0.8619 | 0.8002 | 0.8192 | 0.7977 | 0.8368 | 0.7938 | 0.835 | 0.7742 | 0.8333 | 0.7929 | 0.8286 | 0.7679 | 0.8355 | 0.7187 | 0.7773 | 0.7793 | 0.8538 | 0.8474 | 0.8813 | 0.7023 | 0.7933 | | 0.3316 | 70.0 | 2730 | 0.3316 | 0.7829 | 0.9661 | 0.9564 | 0.5847 | 0.8022 | 0.925 | 0.5574 | 0.8306 | 0.8311 | 0.6197 | 0.8463 | 0.925 | 0.7691 | 0.8462 | 0.8184 | 0.8476 | 0.778 | 0.8038 | 0.821 | 0.8474 | 0.7674 | 0.82 | 0.7699 | 0.8133 | 0.79 | 0.8238 | 0.778 | 0.8452 | 0.7259 | 0.7818 | 0.7718 | 0.85 | 0.8501 | 0.8813 | 0.7546 | 0.8133 | | 0.3316 | 71.0 | 2769 | 0.3223 | 0.7925 | 0.9742 | 0.9588 | 0.5932 | 0.8103 | 0.925 | 0.56 | 0.8342 | 0.8351 | 0.6318 | 0.8502 | 0.925 | 0.7705 | 0.8462 | 0.8125 | 0.8429 | 0.7881 | 0.8115 | 0.822 | 0.8579 | 0.7889 | 0.83 | 0.7944 | 0.82 | 0.8056 | 0.8333 | 0.7917 | 0.8484 | 0.7253 | 0.7727 | 0.7771 | 0.85 | 0.8515 | 0.8813 | 0.7825 | 0.8267 | | 0.3316 | 72.0 | 2808 | 0.3222 | 0.7877 | 0.9764 | 0.9535 | 0.5964 | 0.8046 | 0.95 | 0.5565 | 0.8325 | 0.8325 | 0.6455 | 0.8448 | 0.95 | 0.7749 | 0.8692 | 0.8147 | 0.8429 | 0.7821 | 0.8038 | 0.8412 | 0.8684 | 0.7794 | 0.815 | 0.7854 | 0.8133 | 0.7902 | 0.8333 | 0.785 | 0.8355 | 0.7273 | 0.7909 | 0.7766 | 0.8423 | 0.8372 | 0.8687 | 0.7588 | 0.8067 | | 0.3316 | 73.0 | 2847 | 0.3129 | 0.7851 | 0.9772 | 0.9537 | 0.6075 | 0.8021 | 0.95 | 0.5597 | 0.8305 | 0.8315 | 0.6439 | 0.8441 | 0.95 | 0.7913 | 0.8769 | 0.8129 | 0.8429 | 0.7858 | 0.8 | 0.8187 | 0.8526 | 0.7836 | 0.83 | 0.7763 | 0.8133 | 0.8195 | 0.8429 | 0.7812 | 0.8355 | 0.7073 | 0.7773 | 0.7711 | 0.8308 | 0.819 | 0.8687 | 0.7541 | 0.8067 | | 0.3316 | 74.0 | 2886 | 0.3208 | 0.7828 | 0.9759 | 0.9497 | 0.5878 | 0.8005 | 0.975 | 0.5537 | 0.8258 | 0.8258 | 0.6258 | 0.8384 | 0.975 | 0.7852 | 0.8462 | 0.8216 | 0.8476 | 0.757 | 0.7846 | 0.812 | 0.8421 | 0.8116 | 0.84 | 0.786 | 0.8267 | 0.794 | 0.8286 | 0.7666 | 0.8226 | 0.6984 | 0.7636 | 0.7743 | 0.8385 | 0.834 | 0.8687 | 0.7525 | 0.8 | | 0.3316 | 75.0 | 2925 | 0.3148 | 0.786 | 0.976 | 0.955 | 0.6036 | 0.8033 | 0.95 | 0.5562 | 0.8326 | 0.8326 | 0.6273 | 0.8466 | 0.95 | 0.785 | 0.8615 | 0.8287 | 0.8571 | 0.7703 | 0.7962 | 0.8026 | 0.8421 | 0.8016 | 0.845 | 0.7919 | 0.8333 | 0.7845 | 0.819 | 0.7664 | 0.8323 | 0.7024 | 0.7773 | 0.7789 | 0.8385 | 0.84 | 0.8687 | 0.7797 | 0.82 | | 0.3316 | 76.0 | 2964 | 0.3219 | 0.7819 | 0.9775 | 0.9561 | 0.6125 | 0.7987 | 0.95 | 0.555 | 0.8266 | 0.8266 | 0.6227 | 0.8411 | 0.95 | 0.7824 | 0.8462 | 0.8251 | 0.8524 | 0.7715 | 0.8 | 0.8096 | 0.8526 | 0.7873 | 0.825 | 0.7697 | 0.8 | 0.7951 | 0.8286 | 0.7693 | 0.8258 | 0.7187 | 0.7864 | 0.7783 | 0.8462 | 0.8226 | 0.8625 | 0.7533 | 0.7933 | | 0.3038 | 77.0 | 3003 | 0.3207 | 0.7884 | 0.9767 | 0.9581 | 0.6202 | 0.8059 | 0.95 | 0.5588 | 0.8334 | 0.8334 | 0.6318 | 0.8483 | 0.95 | 0.7748 | 0.8385 | 0.8317 | 0.8619 | 0.7759 | 0.8038 | 0.8077 | 0.8526 | 0.7885 | 0.83 | 0.8042 | 0.8333 | 0.8032 | 0.8429 | 0.7826 | 0.8355 | 0.7194 | 0.7864 | 0.7895 | 0.8538 | 0.8262 | 0.8625 | 0.7574 | 0.8 | | 0.3038 | 78.0 | 3042 | 0.3163 | 0.7867 | 0.9729 | 0.9538 | 0.6125 | 0.8042 | 0.95 | 0.5572 | 0.8329 | 0.8329 | 0.6273 | 0.8474 | 0.95 | 0.7811 | 0.8462 | 0.819 | 0.8476 | 0.7696 | 0.8 | 0.8194 | 0.8579 | 0.7752 | 0.82 | 0.7992 | 0.84 | 0.8119 | 0.8429 | 0.7868 | 0.8419 | 0.7221 | 0.7864 | 0.7845 | 0.85 | 0.8202 | 0.8625 | 0.7521 | 0.8 | | 0.3038 | 79.0 | 3081 | 0.3166 | 0.7882 | 0.9773 | 0.9475 | 0.6015 | 0.8065 | 0.95 | 0.5593 | 0.8338 | 0.8343 | 0.6258 | 0.8493 | 0.95 | 0.7792 | 0.8538 | 0.8227 | 0.8476 | 0.7688 | 0.7962 | 0.8119 | 0.8526 | 0.8029 | 0.84 | 0.7835 | 0.8333 | 0.8016 | 0.8381 | 0.7772 | 0.8355 | 0.7445 | 0.8 | 0.7792 | 0.8462 | 0.8273 | 0.8687 | 0.7591 | 0.8 | | 0.3038 | 80.0 | 3120 | 0.3185 | 0.7902 | 0.9715 | 0.9543 | 0.6186 | 0.8082 | 0.825 | 0.5586 | 0.8352 | 0.8359 | 0.6348 | 0.8506 | 0.95 | 0.7689 | 0.8615 | 0.8381 | 0.8619 | 0.7868 | 0.8154 | 0.8157 | 0.8526 | 0.7941 | 0.83 | 0.7999 | 0.84 | 0.8085 | 0.8476 | 0.7674 | 0.8194 | 0.7475 | 0.7909 | 0.776 | 0.8423 | 0.8223 | 0.8687 | 0.7569 | 0.8 | | 0.3038 | 81.0 | 3159 | 0.3024 | 0.7956 | 0.9736 | 0.9607 | 0.6125 | 0.8135 | 0.95 | 0.5619 | 0.8389 | 0.8389 | 0.6303 | 0.8546 | 0.95 | 0.8234 | 0.8846 | 0.8237 | 0.8571 | 0.7997 | 0.8269 | 0.812 | 0.8474 | 0.7857 | 0.82 | 0.788 | 0.8333 | 0.796 | 0.8333 | 0.7807 | 0.8355 | 0.7526 | 0.8 | 0.7718 | 0.8462 | 0.8425 | 0.8687 | 0.7713 | 0.8133 | | 0.3038 | 82.0 | 3198 | 0.3096 | 0.7928 | 0.9732 | 0.9534 | 0.6141 | 0.8113 | 0.95 | 0.5628 | 0.839 | 0.839 | 0.6288 | 0.8543 | 0.95 | 0.8262 | 0.8769 | 0.8237 | 0.8619 | 0.7995 | 0.8269 | 0.8074 | 0.8474 | 0.781 | 0.825 | 0.7817 | 0.8267 | 0.7981 | 0.8333 | 0.7696 | 0.8323 | 0.7314 | 0.7955 | 0.7714 | 0.8462 | 0.8475 | 0.8687 | 0.7761 | 0.8267 | | 0.3038 | 83.0 | 3237 | 0.3088 | 0.7916 | 0.9715 | 0.9586 | 0.6212 | 0.8094 | 0.95 | 0.5628 | 0.8368 | 0.837 | 0.6348 | 0.8516 | 0.95 | 0.7837 | 0.8615 | 0.8184 | 0.8524 | 0.8019 | 0.8308 | 0.822 | 0.8579 | 0.7774 | 0.815 | 0.7794 | 0.82 | 0.8005 | 0.8333 | 0.774 | 0.829 | 0.7456 | 0.8 | 0.7784 | 0.85 | 0.8416 | 0.8813 | 0.776 | 0.8133 | | 0.3038 | 84.0 | 3276 | 0.3182 | 0.7867 | 0.9703 | 0.9504 | 0.6252 | 0.8049 | 0.825 | 0.5561 | 0.8344 | 0.8344 | 0.6379 | 0.8487 | 0.95 | 0.7751 | 0.8538 | 0.8284 | 0.8571 | 0.7921 | 0.8231 | 0.8153 | 0.8474 | 0.7724 | 0.81 | 0.7798 | 0.8267 | 0.7873 | 0.8286 | 0.7831 | 0.8355 | 0.7337 | 0.7955 | 0.7817 | 0.8538 | 0.8401 | 0.8813 | 0.7509 | 0.8 | | 0.3038 | 85.0 | 3315 | 0.3143 | 0.7873 | 0.9697 | 0.9563 | 0.6067 | 0.8056 | 0.825 | 0.5544 | 0.834 | 0.834 | 0.6273 | 0.8484 | 0.95 | 0.7704 | 0.8538 | 0.833 | 0.8571 | 0.7871 | 0.8192 | 0.8159 | 0.8474 | 0.7664 | 0.805 | 0.7819 | 0.84 | 0.7896 | 0.8286 | 0.786 | 0.8387 | 0.7382 | 0.7864 | 0.78 | 0.85 | 0.8358 | 0.875 | 0.7635 | 0.8067 | | 0.3038 | 86.0 | 3354 | 0.3164 | 0.7893 | 0.9703 | 0.9567 | 0.6248 | 0.8075 | 0.825 | 0.5559 | 0.8358 | 0.8358 | 0.6364 | 0.8502 | 0.95 | 0.7664 | 0.8538 | 0.8327 | 0.8571 | 0.7877 | 0.8192 | 0.8098 | 0.8526 | 0.78 | 0.815 | 0.792 | 0.84 | 0.8024 | 0.8381 | 0.7869 | 0.8387 | 0.7432 | 0.7955 | 0.7761 | 0.8385 | 0.8458 | 0.8875 | 0.7485 | 0.7933 | | 0.3038 | 87.0 | 3393 | 0.3126 | 0.7875 | 0.9718 | 0.9585 | 0.6089 | 0.8049 | 0.95 | 0.5602 | 0.833 | 0.833 | 0.6182 | 0.848 | 0.95 | 0.7893 | 0.8538 | 0.8343 | 0.8571 | 0.7801 | 0.8115 | 0.8255 | 0.8579 | 0.7856 | 0.82 | 0.7663 | 0.8267 | 0.7901 | 0.8333 | 0.7831 | 0.8323 | 0.7155 | 0.7818 | 0.782 | 0.8462 | 0.8402 | 0.875 | 0.7574 | 0.8 | | 0.3038 | 88.0 | 3432 | 0.3113 | 0.7885 | 0.9719 | 0.9588 | 0.6048 | 0.807 | 0.95 | 0.5597 | 0.8333 | 0.8333 | 0.6152 | 0.8488 | 0.95 | 0.7846 | 0.8615 | 0.8343 | 0.8571 | 0.783 | 0.8115 | 0.8215 | 0.8579 | 0.7761 | 0.815 | 0.7719 | 0.82 | 0.7945 | 0.8381 | 0.7785 | 0.829 | 0.7314 | 0.7909 | 0.786 | 0.85 | 0.8379 | 0.8687 | 0.7625 | 0.8 | | 0.3038 | 89.0 | 3471 | 0.3110 | 0.7865 | 0.9729 | 0.953 | 0.5957 | 0.8055 | 0.95 | 0.5597 | 0.8325 | 0.8325 | 0.6061 | 0.8487 | 0.95 | 0.789 | 0.8538 | 0.8354 | 0.8571 | 0.7845 | 0.8154 | 0.8115 | 0.8526 | 0.7849 | 0.815 | 0.7717 | 0.8333 | 0.788 | 0.8381 | 0.7775 | 0.8258 | 0.7203 | 0.7818 | 0.7753 | 0.8423 | 0.8423 | 0.875 | 0.7574 | 0.8 | | 0.295 | 90.0 | 3510 | 0.3194 | 0.785 | 0.9692 | 0.9496 | 0.5871 | 0.8051 | 0.95 | 0.5591 | 0.834 | 0.8346 | 0.6091 | 0.8509 | 0.95 | 0.7653 | 0.8615 | 0.8308 | 0.8524 | 0.781 | 0.8115 | 0.8081 | 0.8474 | 0.7837 | 0.815 | 0.7718 | 0.8333 | 0.7965 | 0.8381 | 0.7827 | 0.8355 | 0.7272 | 0.7864 | 0.7786 | 0.8462 | 0.8369 | 0.8875 | 0.7574 | 0.8 | | 0.295 | 91.0 | 3549 | 0.3137 | 0.7881 | 0.9708 | 0.951 | 0.6008 | 0.8077 | 0.95 | 0.5609 | 0.8353 | 0.8358 | 0.6136 | 0.8519 | 0.95 | 0.7923 | 0.8692 | 0.8238 | 0.8571 | 0.787 | 0.8231 | 0.8136 | 0.8474 | 0.7938 | 0.83 | 0.7717 | 0.8267 | 0.7876 | 0.8333 | 0.7859 | 0.8355 | 0.7285 | 0.7864 | 0.7788 | 0.8462 | 0.8367 | 0.875 | 0.7574 | 0.8 | | 0.295 | 92.0 | 3588 | 0.3122 | 0.7922 | 0.9715 | 0.9583 | 0.6157 | 0.8114 | 0.95 | 0.5619 | 0.8369 | 0.8378 | 0.6273 | 0.853 | 0.95 | 0.7923 | 0.8692 | 0.8332 | 0.8571 | 0.7868 | 0.8192 | 0.8156 | 0.8474 | 0.7893 | 0.83 | 0.7789 | 0.8333 | 0.8048 | 0.8429 | 0.7908 | 0.8387 | 0.7373 | 0.7909 | 0.787 | 0.85 | 0.8335 | 0.875 | 0.7574 | 0.8 | | 0.295 | 93.0 | 3627 | 0.3153 | 0.7881 | 0.9712 | 0.9581 | 0.6149 | 0.8064 | 0.95 | 0.5599 | 0.8344 | 0.8354 | 0.6273 | 0.8502 | 0.95 | 0.7852 | 0.8615 | 0.8352 | 0.8571 | 0.7787 | 0.8192 | 0.8136 | 0.8474 | 0.7809 | 0.82 | 0.779 | 0.8333 | 0.8068 | 0.8429 | 0.7805 | 0.8355 | 0.7293 | 0.7864 | 0.7772 | 0.8462 | 0.8335 | 0.875 | 0.7574 | 0.8 | | 0.295 | 94.0 | 3666 | 0.3149 | 0.7878 | 0.9715 | 0.9518 | 0.6078 | 0.8065 | 0.95 | 0.559 | 0.8343 | 0.8353 | 0.6227 | 0.8505 | 0.95 | 0.7852 | 0.8615 | 0.8382 | 0.8571 | 0.787 | 0.8192 | 0.8136 | 0.8474 | 0.7808 | 0.82 | 0.7824 | 0.84 | 0.7861 | 0.8286 | 0.7816 | 0.8355 | 0.7291 | 0.7864 | 0.7779 | 0.8462 | 0.8338 | 0.8813 | 0.7574 | 0.8 | | 0.295 | 95.0 | 3705 | 0.3137 | 0.7878 | 0.9713 | 0.9582 | 0.6142 | 0.8057 | 0.95 | 0.56 | 0.8347 | 0.8352 | 0.6273 | 0.8501 | 0.95 | 0.7826 | 0.8615 | 0.8306 | 0.8524 | 0.7861 | 0.8192 | 0.8135 | 0.8474 | 0.7793 | 0.815 | 0.7822 | 0.84 | 0.7939 | 0.8333 | 0.7825 | 0.8355 | 0.7323 | 0.7909 | 0.7785 | 0.8462 | 0.8344 | 0.8813 | 0.7574 | 0.8 | | 0.295 | 96.0 | 3744 | 0.3139 | 0.7887 | 0.9714 | 0.9583 | 0.6149 | 0.8067 | 0.95 | 0.5604 | 0.835 | 0.8355 | 0.6273 | 0.8503 | 0.95 | 0.7826 | 0.8615 | 0.8306 | 0.8524 | 0.7874 | 0.8192 | 0.8135 | 0.8474 | 0.7831 | 0.82 | 0.7802 | 0.8333 | 0.801 | 0.8381 | 0.7844 | 0.8355 | 0.7324 | 0.7909 | 0.7776 | 0.8462 | 0.8343 | 0.8813 | 0.7574 | 0.8 | | 0.295 | 97.0 | 3783 | 0.3132 | 0.7918 | 0.9714 | 0.9583 | 0.6149 | 0.8104 | 0.95 | 0.5619 | 0.837 | 0.8375 | 0.6273 | 0.8528 | 0.95 | 0.797 | 0.8692 | 0.8296 | 0.8524 | 0.7851 | 0.8192 | 0.8135 | 0.8474 | 0.7885 | 0.825 | 0.7802 | 0.8333 | 0.808 | 0.8429 | 0.7898 | 0.8387 | 0.7327 | 0.7909 | 0.7859 | 0.85 | 0.8344 | 0.8813 | 0.7574 | 0.8 | | 0.295 | 98.0 | 3822 | 0.3137 | 0.7904 | 0.9713 | 0.9581 | 0.6149 | 0.809 | 0.95 | 0.5614 | 0.8366 | 0.8371 | 0.6273 | 0.8523 | 0.95 | 0.797 | 0.8692 | 0.8207 | 0.8476 | 0.7895 | 0.8269 | 0.8135 | 0.8474 | 0.7885 | 0.825 | 0.7802 | 0.8333 | 0.801 | 0.8381 | 0.7845 | 0.8355 | 0.7327 | 0.7909 | 0.7859 | 0.85 | 0.8338 | 0.8813 | 0.7574 | 0.8 | | 0.295 | 99.0 | 3861 | 0.3136 | 0.7908 | 0.9713 | 0.9581 | 0.6149 | 0.8095 | 0.95 | 0.5615 | 0.8371 | 0.8376 | 0.6273 | 0.8528 | 0.95 | 0.797 | 0.8692 | 0.8296 | 0.8524 | 0.7895 | 0.8269 | 0.8135 | 0.8474 | 0.7938 | 0.83 | 0.7789 | 0.8333 | 0.801 | 0.8381 | 0.7846 | 0.8355 | 0.7327 | 0.7909 | 0.7779 | 0.8462 | 0.8338 | 0.8813 | 0.7574 | 0.8 | | 0.295 | 100.0 | 3900 | 0.3136 | 0.7908 | 0.9713 | 0.9581 | 0.6149 | 0.8095 | 0.95 | 0.5615 | 0.8371 | 0.8376 | 0.6273 | 0.8528 | 0.95 | 0.797 | 0.8692 | 0.8296 | 0.8524 | 0.7895 | 0.8269 | 0.8135 | 0.8474 | 0.7938 | 0.83 | 0.7789 | 0.8333 | 0.801 | 0.8381 | 0.7845 | 0.8355 | 0.7327 | 0.7909 | 0.7779 | 0.8462 | 0.8338 | 0.8813 | 0.7574 | 0.8 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu121 - Datasets 2.21.0 - Tokenizers 0.19.1