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---
license: apache-2.0
base_model: nasa-impact/nasa-smd-ibm-st
tags:
- generated_from_trainer
metrics:
- accuracy
model-index:
- name: checkpoints
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# 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 |
|:-------------:|:-----:|:----:|:--------:|:---------------:|:--------------------------:|:-----------------------:|:-------------------:|:---------------------------:|:------------------------:|:--------------------:|:---------------------------:|:------------------------:|:--------------------:|:----------------------------------------------:|:-------------------------------------------:|:---------------------------------------:|:------------------------:|:---------------------:|:-----------------:|:---------------------------:|:------------------------:|:--------------------:|:---------------------------------:|:------------------------------:|:--------------------------:|:--------------------------:|:-----------------------:|:-------------------:|:-------------------------------------:|:----------------------------------:|:------------------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:----------------------:|:-------------------:|:---------------:|:--------------------------------:|:-----------------------------:|:-------------------------:|:--------------------:|:-----------------:|:-------------:|:-----------------------------------------:|:--------------------------------------:|:----------------------------------:|:--------------------------:|:-----------------------:|:-------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:--------------------------------------:|:-----------------------------------:|:-------------------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:--------------------------------------:|:-----------------------------------:|:-------------------------------:|:--------------------------:|:-----------------------:|:-------------------:|
| 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