--- license: apache-2.0 base_model: nasa-impact/nasa-smd-ibm-st tags: - generated_from_trainer metrics: - accuracy model-index: - name: checkpoints results: [] --- # checkpoints This model is a fine-tuned version of [nasa-impact/nasa-smd-ibm-st](https://huggingface.co/nasa-impact/nasa-smd-ibm-st) on the None dataset. It achieves the following results on the evaluation set: - Accuracy: 0.7638 - Loss: 1.5411 - Overall/weighted Precision: 0.7852 - Overall/weighted Recall: 0.7638 - Overall/weighted F1: 0.7550 - Class Agriculture/precision: 1.0 - Class Agriculture/recall: 1.0 - Class Agriculture/f1: 1.0 - Class Air quality/precision: 0.7353 - Class Air quality/recall: 0.9615 - Class Air quality/f1: 0.8333 - Class Cryospheric climate indicators/precision: 1.0 - Class Cryospheric climate indicators/recall: 0.5 - Class Cryospheric climate indicators/f1: 0.6667 - Class Droughts/precision: 1.0 - Class Droughts/recall: 1.0 - Class Droughts/f1: 1.0 - Class Earthquakes/precision: 1.0 - Class Earthquakes/recall: 1.0 - Class Earthquakes/f1: 1.0 - Class Ecosystem species/precision: 0.8571 - Class Ecosystem species/recall: 0.75 - Class Ecosystem species/f1: 0.8 - Class Ecosystems/precision: 0.0 - Class Ecosystems/recall: 0.0 - Class Ecosystems/f1: 0.0 - Class Energy production/use/precision: 0.5 - Class Energy production/use/recall: 0.8333 - Class Energy production/use/f1: 0.625 - Class Extreme weather/precision: 1.0 - Class Extreme weather/recall: 0.0 - Class Extreme weather/f1: 0.0 - Class Floods/precision: 0.7143 - Class Floods/recall: 0.625 - Class Floods/f1: 0.6667 - Class Greenhouse gases/precision: 0.75 - Class Greenhouse gases/recall: 0.75 - Class Greenhouse gases/f1: 0.75 - Class Heat/precision: 1.0 - Class Heat/recall: 1.0 - Class Heat/f1: 1.0 - Class Land use and cover change/precision: 1.0 - Class Land use and cover change/recall: 0.8333 - Class Land use and cover change/f1: 0.9091 - Class Landslides/precision: 1.0 - Class Landslides/recall: 0.5 - Class Landslides/f1: 0.6667 - Class Public health/precision: 0.5 - Class Public health/recall: 0.2 - Class Public health/f1: 0.2857 - Class Severe storms/precision: 0.8846 - Class Severe storms/recall: 0.6970 - Class Severe storms/f1: 0.7797 - Class Sun-earth interactions/precision: 0.6667 - Class Sun-earth interactions/recall: 0.9091 - Class Sun-earth interactions/f1: 0.7692 - Class Teleconnections/precision: 0.6667 - Class Teleconnections/recall: 0.6667 - Class Teleconnections/f1: 0.6667 ## 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 - gradient_accumulation_steps: 4 - total_train_batch_size: 32 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_steps: 500 - num_epochs: 50 - mixed_precision_training: Native AMP ### Training results | Training Loss | Epoch | Step | Accuracy | Validation Loss | Overall/weighted Precision | Overall/weighted Recall | Overall/weighted F1 | Class Agriculture/precision | Class Agriculture/recall | Class Agriculture/f1 | Class Air quality/precision | Class Air quality/recall | Class Air quality/f1 | Class Cryospheric climate indicators/precision | Class Cryospheric climate indicators/recall | Class Cryospheric climate indicators/f1 | Class Droughts/precision | Class Droughts/recall | Class Droughts/f1 | Class Earthquakes/precision | Class Earthquakes/recall | Class Earthquakes/f1 | Class Ecosystem species/precision | Class Ecosystem species/recall | Class Ecosystem species/f1 | Class Ecosystems/precision | Class Ecosystems/recall | Class Ecosystems/f1 | Class Energy production/use/precision | Class Energy production/use/recall | Class Energy production/use/f1 | Class Extreme weather/precision | Class Extreme weather/recall | Class Extreme weather/f1 | Class Floods/precision | Class Floods/recall | Class Floods/f1 | Class Greenhouse gases/precision | Class Greenhouse gases/recall | Class Greenhouse gases/f1 | Class Heat/precision | Class Heat/recall | Class Heat/f1 | Class Land use and cover change/precision | Class Land use and cover change/recall | Class Land use and cover change/f1 | Class Landslides/precision | Class Landslides/recall | Class Landslides/f1 | Class Public health/precision | Class Public health/recall | Class Public health/f1 | Class Severe storms/precision | Class Severe storms/recall | Class Severe storms/f1 | Class Sun-earth interactions/precision | Class Sun-earth interactions/recall | Class Sun-earth interactions/f1 | Class Teleconnections/precision | Class Teleconnections/recall | Class Teleconnections/f1 | Class Temperature indicators/precision | Class Temperature indicators/recall | Class Temperature indicators/f1 | Class Validation/precision | Class Validation/recall | Class Validation/f1 | 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| 3.1406 | 1.0 | 16 | 0.0394 | 3.1124 | 0.4552 | 0.0394 | 0.0386 | 1.0 | 0.0 | 0.0 | 0.1852 | 0.1923 | 0.1887 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | | 3.0537 | 2.0 | 32 | 0.2283 | 3.0004 | 0.6297 | 0.2283 | 0.1095 | 1.0 | 0.0 | 0.0 | 0.2364 | 1.0 | 0.3824 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.1765 | 0.0909 | 0.12 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | | 2.9687 | 3.0 | 48 | 0.2598 | 2.8615 | 0.6629 | 0.2598 | 0.1463 | 1.0 | 0.0 | 0.0 | 0.2524 | 1.0 | 0.4031 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.2917 | 0.2121 | 0.2456 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | | 2.8048 | 4.0 | 64 | 0.3386 | 2.7160 | 0.7309 | 0.3386 | 0.2307 | 1.0 | 0.0 | 0.0 | 0.6154 | 0.6154 | 0.6154 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.2673 | 0.8182 | 0.4030 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | | 2.648 | 5.0 | 80 | 0.3543 | 2.5922 | 0.7767 | 0.3543 | 0.2422 | 1.0 | 0.0 | 0.0 | 0.8125 | 0.5 | 0.6190 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.2883 | 0.9697 | 0.4444 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | | 2.5962 | 6.0 | 96 | 0.4094 | 2.4682 | 0.7659 | 0.4094 | 0.2808 | 1.0 | 0.0 | 0.0 | 0.7333 | 0.8462 | 0.7857 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.3093 | 0.9091 | 0.4615 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | | 2.4469 | 7.0 | 112 | 0.4567 | 2.3043 | 0.7519 | 0.4567 | 0.3314 | 1.0 | 0.0 | 0.0 | 0.7273 | 0.9231 | 0.8136 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.6667 | 0.5 | 0.5714 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.3409 | 0.9091 | 0.4959 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | | 2.2864 | 8.0 | 128 | 0.4646 | 2.1731 | 0.7098 | 0.4646 | 0.3522 | 1.0 | 0.0 | 0.0 | 0.7308 | 0.7308 | 0.7308 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.5455 | 0.75 | 0.6316 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.3721 | 0.9697 | 0.5378 | 0.5 | 0.1818 | 0.2667 | 1.0 | 0.0 | 0.0 | | 2.1206 | 9.0 | 144 | 0.4724 | 2.0128 | 0.6130 | 0.4724 | 0.3504 | 1.0 | 0.0 | 0.0 | 0.6410 | 0.9615 | 0.7692 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.4286 | 0.75 | 0.5455 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.4242 | 0.8485 | 0.5657 | 0.25 | 0.0909 | 0.1333 | 1.0 | 0.0 | 0.0 | | 1.9305 | 10.0 | 160 | 0.5197 | 1.9053 | 0.6989 | 0.5197 | 0.4283 | 1.0 | 0.0 | 0.0 | 0.5814 | 0.9615 | 0.7246 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.5455 | 0.75 | 0.6316 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.1818 | 0.5 | 0.2667 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.6047 | 0.7879 | 0.6842 | 0.625 | 0.4545 | 0.5263 | 1.0 | 0.0 | 0.0 | | 1.7898 | 11.0 | 176 | 0.5433 | 1.8109 | 0.7189 | 0.5433 | 0.4629 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.7692 | 0.7407 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.6667 | 0.75 | 0.7059 | 1.0 | 0.0 | 0.0 | 1.0 | 0.1667 | 0.2857 | 1.0 | 0.0 | 0.0 | 0.2222 | 0.5 | 0.3077 | 1.0 | 0.25 | 0.4 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.5079 | 0.9697 | 0.6667 | 0.7143 | 0.4545 | 0.5556 | 1.0 | 0.0 | 0.0 | | 1.617 | 12.0 | 192 | 0.5906 | 1.6647 | 0.6963 | 0.5906 | 0.5056 | 1.0 | 0.0 | 0.0 | 0.6857 | 0.9231 | 0.7869 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.6 | 0.75 | 0.6667 | 1.0 | 0.0 | 0.0 | 0.4 | 0.3333 | 0.3636 | 1.0 | 0.0 | 0.0 | 0.3125 | 0.625 | 0.4167 | 0.6 | 0.75 | 0.6667 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.625 | 0.9091 | 0.7407 | 0.625 | 0.4545 | 0.5263 | 1.0 | 0.0 | 0.0 | | 1.5522 | 13.0 | 208 | 0.6457 | 1.5814 | 0.7342 | 0.6457 | 0.5885 | 1.0 | 0.0 | 0.0 | 0.7667 | 0.8846 | 0.8214 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.6667 | 0.75 | 0.7059 | 1.0 | 0.0 | 0.0 | 0.6 | 0.5 | 0.5455 | 1.0 | 0.0 | 0.0 | 0.3889 | 0.875 | 0.5385 | 0.6 | 0.75 | 0.6667 | 1.0 | 0.5 | 0.6667 | 1.0 | 0.5 | 0.6667 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.6444 | 0.8788 | 0.7436 | 0.6 | 0.5455 | 0.5714 | 1.0 | 0.0 | 0.0 | | 1.2854 | 14.0 | 224 | 0.6850 | 1.5131 | 0.75 | 0.6850 | 0.6423 | 1.0 | 0.0 | 0.0 | 0.75 | 0.9231 | 0.8276 | 1.0 | 0.0 | 0.0 | 1.0 | 0.5 | 0.6667 | 1.0 | 0.5 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 0.0 | 0.0 | 0.4444 | 0.6667 | 0.5333 | 1.0 | 0.0 | 0.0 | 0.5 | 0.75 | 0.6 | 0.75 | 0.75 | 0.75 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.5 | 0.6667 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.6591 | 0.8788 | 0.7532 | 0.6667 | 0.5455 | 0.6 | 1.0 | 0.3333 | 0.5 | | 1.0978 | 15.0 | 240 | 0.6457 | 1.5437 | 0.7022 | 0.6457 | 0.6167 | 1.0 | 0.5 | 0.6667 | 0.625 | 0.9615 | 0.7576 | 1.0 | 0.0 | 0.0 | 1.0 | 0.5 | 0.6667 | 1.0 | 0.5 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 0.0 | 0.0 | 0.3571 | 0.8333 | 0.5 | 1.0 | 0.0 | 0.0 | 0.5 | 0.75 | 0.6 | 0.75 | 0.75 | 0.75 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7727 | 0.5152 | 0.6182 | 0.5714 | 0.7273 | 0.64 | 1.0 | 0.3333 | 0.5 | | 0.9678 | 16.0 | 256 | 0.7087 | 1.4044 | 0.7224 | 0.7087 | 0.6717 | 1.0 | 0.0 | 0.0 | 0.7576 | 0.9615 | 0.8475 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.5 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 0.0 | 0.0 | 0.4 | 0.6667 | 0.5 | 1.0 | 0.0 | 0.0 | 0.6667 | 0.75 | 0.7059 | 0.6 | 0.75 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6842 | 0.7879 | 0.7324 | 0.6667 | 0.5455 | 0.6 | 1.0 | 0.6667 | 0.8 | | 0.8537 | 17.0 | 272 | 0.7165 | 1.2877 | 0.7335 | 0.7165 | 0.6897 | 1.0 | 0.5 | 0.6667 | 0.8 | 0.9231 | 0.8571 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.6667 | 0.75 | 0.7059 | 1.0 | 0.0 | 0.0 | 0.4167 | 0.8333 | 0.5556 | 1.0 | 0.0 | 0.0 | 0.625 | 0.625 | 0.625 | 1.0 | 0.75 | 0.8571 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7027 | 0.7879 | 0.7429 | 0.6667 | 0.5455 | 0.6 | 0.6667 | 0.6667 | 0.6667 | | 0.7613 | 18.0 | 288 | 0.6850 | 1.4655 | 0.7191 | 0.6850 | 0.6611 | 1.0 | 0.5 | 0.6667 | 0.6579 | 0.9615 | 0.7812 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.75 | 0.75 | 0.75 | 1.0 | 0.0 | 0.0 | 0.4286 | 1.0 | 0.6 | 1.0 | 0.0 | 0.0 | 0.6667 | 0.75 | 0.7059 | 1.0 | 0.75 | 0.8571 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7391 | 0.5152 | 0.6071 | 0.5385 | 0.6364 | 0.5833 | 1.0 | 0.6667 | 0.8 | | 0.6178 | 19.0 | 304 | 0.6772 | 1.3744 | 0.7279 | 0.6772 | 0.6639 | 1.0 | 1.0 | 1.0 | 0.6944 | 0.9615 | 0.8065 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 1.0 | 0.0 | 0.0 | 0.3571 | 0.8333 | 0.5 | 1.0 | 0.0 | 0.0 | 0.625 | 0.625 | 0.625 | 0.75 | 0.75 | 0.75 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.0 | 0.0 | 0.1667 | 0.2 | 0.1818 | 0.7619 | 0.4848 | 0.5926 | 0.5833 | 0.6364 | 0.6087 | 0.6667 | 0.6667 | 0.6667 | | 0.4605 | 20.0 | 320 | 0.6929 | 1.2936 | 0.7312 | 0.6929 | 0.6957 | 1.0 | 0.5 | 0.6667 | 0.8214 | 0.8846 | 0.8519 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.75 | 0.75 | 0.75 | 0.0 | 0.0 | 0.0 | 0.4167 | 0.8333 | 0.5556 | 0.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.8333 | 0.8333 | 1.0 | 0.0 | 0.0 | 0.125 | 0.2 | 0.1538 | 0.7778 | 0.6364 | 0.7 | 0.6364 | 0.6364 | 0.6364 | 0.6667 | 0.6667 | 0.6667 | | 0.4273 | 21.0 | 336 | 0.7165 | 1.2655 | 0.7452 | 0.7165 | 0.7070 | 1.0 | 0.5 | 0.6667 | 0.7812 | 0.9615 | 0.8621 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.75 | 0.75 | 0.75 | 1.0 | 0.0 | 0.0 | 0.3571 | 0.8333 | 0.5 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.3333 | 0.2 | 0.25 | 0.7333 | 0.6667 | 0.6984 | 0.6 | 0.5455 | 0.5714 | 0.6667 | 0.6667 | 0.6667 | | 0.302 | 22.0 | 352 | 0.7087 | 1.2790 | 0.7382 | 0.7087 | 0.6971 | 1.0 | 0.5 | 0.6667 | 0.7812 | 0.9615 | 0.8621 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.75 | 0.75 | 0.75 | 0.0 | 0.0 | 0.0 | 0.3846 | 0.8333 | 0.5263 | 1.0 | 0.0 | 0.0 | 0.625 | 0.625 | 0.625 | 0.75 | 0.75 | 0.75 | 0.8 | 1.0 | 0.8889 | 0.8333 | 0.8333 | 0.8333 | 1.0 | 0.0 | 0.0 | 0.3333 | 0.2 | 0.25 | 0.8333 | 0.6061 | 0.7018 | 0.6154 | 0.7273 | 0.6667 | 0.6667 | 0.6667 | 0.6667 | | 0.2865 | 23.0 | 368 | 0.6693 | 1.5167 | 0.7204 | 0.6693 | 0.6597 | 1.0 | 1.0 | 1.0 | 0.6757 | 0.9615 | 0.7937 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.3846 | 0.8333 | 0.5263 | 1.0 | 0.0 | 0.0 | 0.6 | 0.375 | 0.4615 | 0.75 | 0.75 | 0.75 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.8333 | 0.8333 | 1.0 | 0.5 | 0.6667 | 0.1429 | 0.2 | 0.1667 | 0.8235 | 0.4242 | 0.56 | 0.6429 | 0.8182 | 0.72 | 0.6667 | 0.6667 | 0.6667 | | 0.2288 | 24.0 | 384 | 0.7638 | 1.2337 | 0.7999 | 0.7638 | 0.7536 | 1.0 | 1.0 | 1.0 | 0.8889 | 0.9231 | 0.9057 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 1.0 | 0.0 | 0.0 | 0.3846 | 0.8333 | 0.5263 | 1.0 | 0.0 | 0.0 | 0.8 | 0.5 | 0.6154 | 0.75 | 0.75 | 0.75 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.25 | 0.2 | 0.2222 | 0.7778 | 0.8485 | 0.8116 | 0.7273 | 0.7273 | 0.7273 | 0.6667 | 0.6667 | 0.6667 | | 0.1807 | 25.0 | 400 | 0.7165 | 1.3253 | 0.7740 | 0.7165 | 0.7102 | 1.0 | 1.0 | 1.0 | 0.8519 | 0.8846 | 0.8679 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4615 | 1.0 | 0.6316 | 1.0 | 0.0 | 0.0 | 1.0 | 0.25 | 0.4 | 1.0 | 0.75 | 0.8571 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.8333 | 0.8333 | 1.0 | 0.0 | 0.0 | 0.125 | 0.2 | 0.1538 | 0.7667 | 0.6970 | 0.7302 | 0.6 | 0.8182 | 0.6923 | 0.6667 | 0.6667 | 0.6667 | | 0.1737 | 26.0 | 416 | 0.7244 | 1.3375 | 0.7712 | 0.7244 | 0.7275 | 1.0 | 1.0 | 1.0 | 0.8889 | 0.9231 | 0.9057 | 1.0 | 0.5 | 0.6667 | 0.6667 | 1.0 | 0.8 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.3846 | 0.8333 | 0.5263 | 0.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 0.8 | 1.0 | 0.8889 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.3333 | 0.4 | 0.3636 | 0.8571 | 0.5455 | 0.6667 | 0.5882 | 0.9091 | 0.7143 | 0.6667 | 0.6667 | 0.6667 | | 0.13 | 27.0 | 432 | 0.7402 | 1.3142 | 0.7612 | 0.7402 | 0.7396 | 1.0 | 1.0 | 1.0 | 0.8929 | 0.9615 | 0.9259 | 0.5 | 0.5 | 0.5 | 0.6667 | 1.0 | 0.8 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3846 | 0.8333 | 0.5263 | 0.0 | 0.0 | 0.0 | 0.6667 | 0.5 | 0.5714 | 1.0 | 0.75 | 0.8571 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.8333 | 0.8333 | 1.0 | 0.5 | 0.6667 | 0.3333 | 0.2 | 0.25 | 0.8148 | 0.6667 | 0.7333 | 0.6429 | 0.8182 | 0.72 | 0.6667 | 0.6667 | 0.6667 | | 0.1519 | 28.0 | 448 | 0.7165 | 1.4634 | 0.7384 | 0.7165 | 0.7093 | 1.0 | 1.0 | 1.0 | 0.8065 | 0.9615 | 0.8772 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.5 | 0.5 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.4286 | 1.0 | 0.6 | 1.0 | 0.0 | 0.0 | 0.625 | 0.625 | 0.625 | 1.0 | 0.75 | 0.8571 | 0.6667 | 1.0 | 0.8 | 0.8333 | 0.8333 | 0.8333 | 1.0 | 0.5 | 0.6667 | 0.4 | 0.4 | 0.4 | 0.7692 | 0.6061 | 0.6780 | 0.6667 | 0.5455 | 0.6 | 0.6667 | 0.6667 | 0.6667 | | 0.1043 | 29.0 | 464 | 0.7244 | 1.4874 | 0.7502 | 0.7244 | 0.7163 | 1.0 | 1.0 | 1.0 | 0.8462 | 0.8462 | 0.8462 | 1.0 | 0.5 | 0.6667 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 1.0 | 0.6667 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.625 | 0.625 | 0.625 | 1.0 | 0.75 | 0.8571 | 1.0 | 1.0 | 1.0 | 0.75 | 1.0 | 0.8571 | 1.0 | 0.0 | 0.0 | 0.3333 | 0.2 | 0.25 | 0.75 | 0.7273 | 0.7385 | 0.6364 | 0.6364 | 0.6364 | 0.5 | 0.6667 | 0.5714 | | 0.0972 | 30.0 | 480 | 0.6929 | 1.5371 | 0.7265 | 0.6929 | 0.6867 | 1.0 | 1.0 | 1.0 | 0.8 | 0.9231 | 0.8571 | 1.0 | 0.5 | 0.6667 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4167 | 0.8333 | 0.5556 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.6 | 0.375 | 0.4615 | 1.0 | 0.75 | 0.8571 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.0 | 0.0 | 0.3333 | 0.2 | 0.25 | 0.6774 | 0.6364 | 0.6562 | 0.5714 | 0.7273 | 0.64 | 0.6667 | 0.6667 | 0.6667 | | 0.0825 | 31.0 | 496 | 0.7087 | 1.4315 | 0.7633 | 0.7087 | 0.7148 | 1.0 | 1.0 | 1.0 | 0.88 | 0.8462 | 0.8627 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.5 | 0.5 | 1.0 | 1.0 | 1.0 | 1.0 | 0.75 | 0.8571 | 0.0 | 0.0 | 0.0 | 0.4615 | 1.0 | 0.6316 | 0.25 | 1.0 | 0.4 | 0.625 | 0.625 | 0.625 | 1.0 | 0.75 | 0.8571 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.4 | 0.4444 | 0.7826 | 0.5455 | 0.6429 | 0.4737 | 0.8182 | 0.6 | 0.5 | 0.6667 | 0.5714 | | 0.0865 | 32.0 | 512 | 0.7717 | 1.2886 | 0.8122 | 0.7717 | 0.7736 | 1.0 | 1.0 | 1.0 | 0.8621 | 0.9615 | 0.9091 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.4286 | 1.0 | 0.6 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.8333 | 0.625 | 0.7143 | 1.0 | 0.75 | 0.8571 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.3333 | 0.2 | 0.25 | 0.8519 | 0.6970 | 0.7667 | 0.7143 | 0.9091 | 0.8 | 0.6667 | 0.6667 | 0.6667 | | 0.0641 | 33.0 | 528 | 0.7559 | 1.2647 | 0.7782 | 0.7559 | 0.7540 | 1.0 | 1.0 | 1.0 | 0.8276 | 0.9231 | 0.8727 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.75 | 0.75 | 0.75 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 1.0 | 0.6667 | 1.0 | 0.0 | 0.0 | 0.8333 | 0.625 | 0.7143 | 1.0 | 0.75 | 0.8571 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.8333 | 0.8333 | 1.0 | 0.5 | 0.6667 | 0.0 | 1.0 | 0.0 | 0.25 | 0.2 | 0.2222 | 0.8 | 0.7273 | 0.7619 | 0.7273 | 0.7273 | 0.7273 | 0.6667 | 0.6667 | 0.6667 | | 0.1061 | 34.0 | 544 | 0.7480 | 1.3183 | 0.7724 | 0.7480 | 0.7472 | 1.0 | 1.0 | 1.0 | 0.8621 | 0.9615 | 0.9091 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.4167 | 0.8333 | 0.5556 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.3333 | 0.2 | 0.25 | 0.7931 | 0.6970 | 0.7419 | 0.6154 | 0.7273 | 0.6667 | 0.6667 | 0.6667 | 0.6667 | | 0.0443 | 35.0 | 560 | 0.7559 | 1.4594 | 0.7591 | 0.7559 | 0.7440 | 1.0 | 1.0 | 1.0 | 0.8065 | 0.9615 | 0.8772 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 0.8333 | 0.625 | 1.0 | 0.0 | 0.0 | 0.8 | 0.5 | 0.6154 | 0.75 | 0.75 | 0.75 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.3333 | 0.2 | 0.25 | 0.7429 | 0.7879 | 0.7647 | 0.6364 | 0.6364 | 0.6364 | 0.6667 | 0.6667 | 0.6667 | | 0.0421 | 36.0 | 576 | 0.7638 | 1.3533 | 0.7928 | 0.7638 | 0.7615 | 1.0 | 1.0 | 1.0 | 0.8276 | 0.9231 | 0.8727 | 1.0 | 0.5 | 0.6667 | 0.6667 | 1.0 | 0.8 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.4545 | 0.8333 | 0.5882 | 1.0 | 0.0 | 0.0 | 0.8333 | 0.625 | 0.7143 | 0.75 | 0.75 | 0.75 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.4 | 0.4 | 0.4 | 0.8462 | 0.6667 | 0.7458 | 0.7143 | 0.9091 | 0.8 | 0.6 | 1.0 | 0.75 | | 0.0776 | 37.0 | 592 | 0.7087 | 1.7317 | 0.7647 | 0.7087 | 0.6981 | 1.0 | 1.0 | 1.0 | 0.6579 | 0.9615 | 0.7812 | 1.0 | 0.5 | 0.6667 | 0.6667 | 1.0 | 0.8 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.375 | 1.0 | 0.5455 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.3333 | 0.2 | 0.25 | 0.8889 | 0.4848 | 0.6275 | 0.7143 | 0.9091 | 0.8 | 0.6667 | 0.6667 | 0.6667 | | 0.0695 | 38.0 | 608 | 0.7480 | 1.4943 | 0.7762 | 0.7480 | 0.7402 | 1.0 | 1.0 | 1.0 | 0.7143 | 0.9615 | 0.8197 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.4545 | 0.8333 | 0.5882 | 1.0 | 0.0 | 0.0 | 0.8333 | 0.625 | 0.7143 | 0.75 | 0.75 | 0.75 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.2 | 0.2857 | 0.8462 | 0.6667 | 0.7458 | 0.6667 | 0.9091 | 0.7692 | 0.6667 | 0.6667 | 0.6667 | | 0.031 | 39.0 | 624 | 0.7638 | 1.5499 | 0.7857 | 0.7638 | 0.7534 | 1.0 | 1.0 | 1.0 | 0.6757 | 0.9615 | 0.7937 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 0.8333 | 0.625 | 1.0 | 0.0 | 0.0 | 0.8333 | 0.625 | 0.7143 | 0.75 | 0.75 | 0.75 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.2 | 0.2857 | 0.8889 | 0.7273 | 0.8 | 0.7143 | 0.9091 | 0.8 | 0.6667 | 0.6667 | 0.6667 | | 0.0251 | 40.0 | 640 | 0.7717 | 1.4722 | 0.7866 | 0.7717 | 0.7604 | 1.0 | 1.0 | 1.0 | 0.7143 | 0.9615 | 0.8197 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 0.8333 | 0.625 | 1.0 | 0.0 | 0.0 | 0.8333 | 0.625 | 0.7143 | 0.75 | 0.75 | 0.75 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.2 | 0.2857 | 0.8621 | 0.7576 | 0.8065 | 0.7143 | 0.9091 | 0.8 | 0.6667 | 0.6667 | 0.6667 | | 0.0282 | 41.0 | 656 | 0.7717 | 1.4853 | 0.7871 | 0.7717 | 0.7608 | 1.0 | 1.0 | 1.0 | 0.7143 | 0.9615 | 0.8197 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 0.8333 | 0.625 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.2 | 0.2857 | 0.8929 | 0.7576 | 0.8197 | 0.7143 | 0.9091 | 0.8 | 0.6667 | 0.6667 | 0.6667 | | 0.027 | 42.0 | 672 | 0.7717 | 1.5022 | 0.7871 | 0.7717 | 0.7608 | 1.0 | 1.0 | 1.0 | 0.7143 | 0.9615 | 0.8197 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 0.8333 | 0.625 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.2 | 0.2857 | 0.8929 | 0.7576 | 0.8197 | 0.7143 | 0.9091 | 0.8 | 0.6667 | 0.6667 | 0.6667 | | 0.0233 | 43.0 | 688 | 0.7717 | 1.5133 | 0.7871 | 0.7717 | 0.7608 | 1.0 | 1.0 | 1.0 | 0.7143 | 0.9615 | 0.8197 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 0.8333 | 0.625 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.2 | 0.2857 | 0.8929 | 0.7576 | 0.8197 | 0.7143 | 0.9091 | 0.8 | 0.6667 | 0.6667 | 0.6667 | | 0.0226 | 44.0 | 704 | 0.7717 | 1.5252 | 0.7917 | 0.7717 | 0.7616 | 1.0 | 1.0 | 1.0 | 0.6944 | 0.9615 | 0.8065 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 0.8333 | 0.625 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.2 | 0.2857 | 0.9259 | 0.7576 | 0.8333 | 0.7143 | 0.9091 | 0.8 | 0.6667 | 0.6667 | 0.6667 | | 0.0223 | 45.0 | 720 | 0.7559 | 1.5301 | 0.7860 | 0.7559 | 0.7485 | 1.0 | 1.0 | 1.0 | 0.6944 | 0.9615 | 0.8065 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 0.8333 | 0.625 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.2 | 0.2857 | 0.92 | 0.6970 | 0.7931 | 0.6667 | 0.9091 | 0.7692 | 0.6667 | 0.6667 | 0.6667 | | 0.0234 | 46.0 | 736 | 0.7559 | 1.5387 | 0.7809 | 0.7559 | 0.7477 | 1.0 | 1.0 | 1.0 | 0.7143 | 0.9615 | 0.8197 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 0.8333 | 0.625 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.2 | 0.2857 | 0.8846 | 0.6970 | 0.7797 | 0.6667 | 0.9091 | 0.7692 | 0.6667 | 0.6667 | 0.6667 | | 0.0233 | 47.0 | 752 | 0.7638 | 1.5359 | 0.7852 | 0.7638 | 0.7550 | 1.0 | 1.0 | 1.0 | 0.7353 | 0.9615 | 0.8333 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 0.8333 | 0.625 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.2 | 0.2857 | 0.8846 | 0.6970 | 0.7797 | 0.6667 | 0.9091 | 0.7692 | 0.6667 | 0.6667 | 0.6667 | | 0.0206 | 48.0 | 768 | 0.7559 | 1.5362 | 0.7809 | 0.7559 | 0.7477 | 1.0 | 1.0 | 1.0 | 0.7143 | 0.9615 | 0.8197 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 0.8333 | 0.625 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 0.75 | 0.8571 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.2 | 0.2857 | 0.8846 | 0.6970 | 0.7797 | 0.6667 | 0.9091 | 0.7692 | 0.6667 | 0.6667 | 0.6667 | | 0.0223 | 49.0 | 784 | 0.7638 | 1.5396 | 0.7852 | 0.7638 | 0.7550 | 1.0 | 1.0 | 1.0 | 0.7353 | 0.9615 | 0.8333 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 0.8333 | 0.625 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.2 | 0.2857 | 0.8846 | 0.6970 | 0.7797 | 0.6667 | 0.9091 | 0.7692 | 0.6667 | 0.6667 | 0.6667 | | 0.0201 | 50.0 | 800 | 0.7638 | 1.5411 | 0.7852 | 0.7638 | 0.7550 | 1.0 | 1.0 | 1.0 | 0.7353 | 0.9615 | 0.8333 | 1.0 | 0.5 | 0.6667 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8571 | 0.75 | 0.8 | 0.0 | 0.0 | 0.0 | 0.5 | 0.8333 | 0.625 | 1.0 | 0.0 | 0.0 | 0.7143 | 0.625 | 0.6667 | 0.75 | 0.75 | 0.75 | 1.0 | 1.0 | 1.0 | 1.0 | 0.8333 | 0.9091 | 1.0 | 0.5 | 0.6667 | 0.5 | 0.2 | 0.2857 | 0.8846 | 0.6970 | 0.7797 | 0.6667 | 0.9091 | 0.7692 | 0.6667 | 0.6667 | 0.6667 | ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2