transformers pytorch segformer vision image-segmentation generated_from_trainer base_model:nvidia/mit-b0 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/mit-b0
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b0-finetuned-segments-sidewalk-2
  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. -->

# segformer-b0-finetuned-segments-sidewalk-2

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5030
- Mean Iou: 0.3338
- Mean Accuracy: 0.4003
- Overall Accuracy: 0.8621
- Accuracy Unlabeled: nan
- Accuracy Flat-road: 0.8504
- Accuracy Flat-sidewalk: 0.9481
- Accuracy Flat-crosswalk: 0.6649
- Accuracy Flat-cyclinglane: 0.8739
- Accuracy Flat-parkingdriveway: 0.6017
- Accuracy Flat-railtrack: nan
- Accuracy Flat-curb: 0.5652
- Accuracy Human-person: 0.8056
- Accuracy Human-rider: 0.0
- Accuracy Vehicle-car: 0.9321
- Accuracy Vehicle-truck: 0.0
- Accuracy Vehicle-bus: 0.0
- Accuracy Vehicle-tramtrain: nan
- Accuracy Vehicle-motorcycle: 0.0
- Accuracy Vehicle-bicycle: 0.6484
- Accuracy Vehicle-caravan: 0.0
- Accuracy Vehicle-cartrailer: 0.0
- Accuracy Construction-building: 0.9052
- Accuracy Construction-door: 0.0
- Accuracy Construction-wall: 0.5216
- Accuracy Construction-fenceguardrail: 0.5440
- Accuracy Construction-bridge: 0.0
- Accuracy Construction-tunnel: nan
- Accuracy Construction-stairs: 0.0
- Accuracy Object-pole: 0.3397
- Accuracy Object-trafficsign: 0.0
- Accuracy Object-trafficlight: 0.0
- Accuracy Nature-vegetation: 0.9282
- Accuracy Nature-terrain: 0.9021
- Accuracy Sky: 0.9671
- Accuracy Void-ground: 0.0
- Accuracy Void-dynamic: 0.0021
- Accuracy Void-static: 0.4099
- Accuracy Void-unclear: 0.0
- Iou Unlabeled: nan
- Iou Flat-road: 0.7271
- Iou Flat-sidewalk: 0.8940
- Iou Flat-crosswalk: 0.5845
- Iou Flat-cyclinglane: 0.7074
- Iou Flat-parkingdriveway: 0.4377
- Iou Flat-railtrack: nan
- Iou Flat-curb: 0.4698
- Iou Human-person: 0.5492
- Iou Human-rider: 0.0
- Iou Vehicle-car: 0.8218
- Iou Vehicle-truck: 0.0
- Iou Vehicle-bus: 0.0
- Iou Vehicle-tramtrain: nan
- Iou Vehicle-motorcycle: 0.0
- Iou Vehicle-bicycle: 0.4926
- Iou Vehicle-caravan: 0.0
- Iou Vehicle-cartrailer: 0.0
- Iou Construction-building: 0.7177
- Iou Construction-door: 0.0
- Iou Construction-wall: 0.3855
- Iou Construction-fenceguardrail: 0.4617
- Iou Construction-bridge: 0.0
- Iou Construction-tunnel: nan
- Iou Construction-stairs: 0.0
- Iou Object-pole: 0.2627
- Iou Object-trafficsign: 0.0
- Iou Object-trafficlight: 0.0
- Iou Nature-vegetation: 0.8451
- Iou Nature-terrain: 0.7540
- Iou Sky: 0.9238
- Iou Void-ground: 0.0
- Iou Void-dynamic: 0.0021
- Iou Void-static: 0.3099
- Iou Void-unclear: 0.0

## 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: 0.0001
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Flat-crosswalk | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-curb | Accuracy Human-person | Accuracy Human-rider | Accuracy Vehicle-car | Accuracy Vehicle-truck | Accuracy Vehicle-bus | Accuracy Vehicle-tramtrain | Accuracy Vehicle-motorcycle | Accuracy Vehicle-bicycle | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-wall | Accuracy Construction-fenceguardrail | Accuracy Construction-bridge | Accuracy Construction-tunnel | Accuracy Construction-stairs | Accuracy Object-pole | Accuracy Object-trafficsign | Accuracy Object-trafficlight | Accuracy Nature-vegetation | Accuracy Nature-terrain | Accuracy Sky | Accuracy Void-ground | Accuracy Void-dynamic | Accuracy Void-static | Accuracy Void-unclear | Iou Unlabeled | Iou Flat-road | Iou Flat-sidewalk | Iou Flat-crosswalk | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-curb | Iou Human-person | Iou Human-rider | Iou Vehicle-car | Iou Vehicle-truck | Iou Vehicle-bus | Iou Vehicle-tramtrain | Iou Vehicle-motorcycle | Iou Vehicle-bicycle | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Construction-building | Iou Construction-door | Iou Construction-wall | Iou Construction-fenceguardrail | Iou Construction-bridge | Iou Construction-tunnel | Iou Construction-stairs | Iou Object-pole | Iou Object-trafficsign | Iou Object-trafficlight | Iou Nature-vegetation | Iou Nature-terrain | Iou Sky | Iou Void-ground | Iou Void-dynamic | Iou Void-static | Iou Void-unclear |
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| 2.7613        | 0.05  | 20   | 3.0868          | 0.0602   | 0.1106        | 0.5474           | nan                | 0.0259             | 0.9212                 | 0.0                     | 0.0658                    | 0.0072                        | nan                     | 0.0002             | 0.0                   | 0.0                  | 0.0218               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0010                   | 0.0                      | 0.0                         | 0.7944                         | 0.0                        | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9543                     | 0.0010                  | 0.6321       | 0.0                  | 0.0                   | 0.0051               | 0.0                   | 0.0           | 0.0252        | 0.6044            | 0.0                | 0.0576               | 0.0066                   | 0.0                | 0.0002        | 0.0              | 0.0             | 0.0214          | 0.0               | 0.0             | 0.0                   | 0.0                    | 0.0009              | 0.0                 | 0.0                    | 0.3473                    | 0.0                   | 0.0                   | 0.0                             | 0.0                     | 0.0                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.4757                | 0.0010             | 0.5628  | 0.0             | 0.0              | 0.0042          | 0.0              |
| 2.7305        | 0.1   | 40   | 2.3324          | 0.0797   | 0.1332        | 0.5917           | nan                | 0.3431             | 0.8926                 | 0.0                     | 0.0039                    | 0.0002                        | nan                     | 0.0001             | 0.0                   | 0.0                  | 0.2748               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8567                         | 0.0                        | 0.0003                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9383                     | 0.0402                  | 0.7798       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.2348        | 0.6981            | 0.0                | 0.0039               | 0.0002                   | 0.0                | 0.0001        | 0.0              | 0.0             | 0.2395          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.3681                    | 0.0                   | 0.0003                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.5245                | 0.0354             | 0.4452  | 0.0             | 0.0              | 0.0             | 0.0              |
| 2.0568        | 0.15  | 60   | 1.8469          | 0.1094   | 0.1570        | 0.6532           | nan                | 0.5455             | 0.9454                 | 0.0                     | 0.0019                    | 0.0003                        | nan                     | 0.0006             | 0.0                   | 0.0                  | 0.6624               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8557                         | 0.0                        | 0.0005                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9423                     | 0.0176                  | 0.8932       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.3961        | 0.6954            | 0.0                | 0.0019               | 0.0003                   | nan                | 0.0006        | 0.0              | 0.0             | 0.4714          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.4564                    | 0.0                   | 0.0005                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.5929                | 0.0172             | 0.7595  | 0.0             | 0.0              | 0.0             | 0.0              |
| 2.1332        | 0.2   | 80   | 1.6618          | 0.1131   | 0.1645        | 0.6598           | nan                | 0.7639             | 0.8862                 | 0.0                     | 0.0041                    | 0.0000                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.6589               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9147                         | 0.0                        | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9016                     | 0.0497                  | 0.9209       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4089        | 0.7503            | 0.0                | 0.0041               | 0.0000                   | nan                | 0.0           | 0.0              | 0.0             | 0.4850          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.4606                    | 0.0                   | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.5990                | 0.0477             | 0.7493  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.7443        | 0.25  | 100  | 1.5016          | 0.1240   | 0.1751        | 0.6852           | nan                | 0.7320             | 0.9302                 | 0.0                     | 0.0026                    | 0.0000                        | nan                     | 0.0000             | 0.0                   | 0.0                  | 0.7995               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8267                         | 0.0                        | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9411                     | 0.2347                  | 0.9602       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4378        | 0.7466            | 0.0                | 0.0026               | 0.0000                   | nan                | 0.0000        | 0.0              | 0.0             | 0.5670          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5272                    | 0.0                   | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6193                | 0.2130             | 0.7320  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.5469        | 0.3   | 120  | 1.4622          | 0.1251   | 0.1759        | 0.6853           | nan                | 0.7861             | 0.9086                 | 0.0                     | 0.0132                    | 0.0001                        | nan                     | 0.0000             | 0.0                   | 0.0                  | 0.8150               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9092                         | 0.0                        | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9155                     | 0.2250                  | 0.8810       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4372        | 0.7649            | 0.0                | 0.0132               | 0.0001                   | nan                | 0.0000        | 0.0              | 0.0             | 0.5459          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5111                    | 0.0                   | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6301                | 0.2084             | 0.7685  | 0.0             | 0.0              | 0.0             | 0.0              |
| 2.391         | 0.35  | 140  | 1.3546          | 0.1284   | 0.1752        | 0.6877           | nan                | 0.7597             | 0.9316                 | 0.0                     | 0.0980                    | 0.0001                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.6860               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9039                         | 0.0                        | 0.0004                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.8969                     | 0.2199                  | 0.9348       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4500        | 0.7415            | 0.0                | 0.0963               | 0.0001                   | nan                | 0.0           | 0.0              | 0.0             | 0.5604          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.4857                    | 0.0                   | 0.0004                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6485                | 0.2129             | 0.7852  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.3373        | 0.4   | 160  | 1.2827          | 0.1323   | 0.1749        | 0.6949           | nan                | 0.7233             | 0.9491                 | 0.0                     | 0.0861                    | 0.0002                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.5863               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9085                         | 0.0                        | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9354                     | 0.3539                  | 0.8788       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4679        | 0.7402            | 0.0                | 0.0855               | 0.0002                   | nan                | 0.0           | 0.0              | 0.0             | 0.5275          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.4963                    | 0.0                   | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.6405                | 0.3330             | 0.8102  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.814         | 0.45  | 180  | 1.2086          | 0.1544   | 0.2041        | 0.7313           | nan                | 0.7627             | 0.9523                 | 0.0                     | 0.2621                    | 0.0019                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.9054               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8242                         | 0.0                        | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.8895                     | 0.7793                  | 0.9496       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4967        | 0.7517            | 0.0                | 0.2536               | 0.0019                   | nan                | 0.0           | 0.0              | 0.0             | 0.5732          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5687                    | 0.0                   | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7275                | 0.6120             | 0.8004  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.0337        | 0.5   | 200  | 1.1426          | 0.1558   | 0.2040        | 0.7258           | nan                | 0.8122             | 0.9030                 | 0.0                     | 0.4009                    | 0.0007                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.8114               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8964                         | 0.0                        | 0.0001                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9169                     | 0.6577                  | 0.9259       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4576        | 0.7806            | 0.0                | 0.3591               | 0.0007                   | nan                | 0.0           | 0.0              | 0.0             | 0.6186          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5287                    | 0.0                   | 0.0001                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7077                | 0.5754             | 0.8004  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.9412        | 0.55  | 220  | 1.1058          | 0.1591   | 0.2085        | 0.7343           | nan                | 0.8523             | 0.9132                 | 0.0                     | 0.3235                    | 0.0025                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.8658               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8340                         | 0.0                        | 0.0                        | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9034                     | 0.8514                  | 0.9175       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4732        | 0.7812            | 0.0                | 0.3108               | 0.0025                   | nan                | 0.0           | 0.0              | 0.0             | 0.6343          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5731                    | 0.0                   | 0.0                   | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7056                | 0.6467             | 0.8055  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.153         | 0.6   | 240  | 1.0892          | 0.1624   | 0.2075        | 0.7370           | nan                | 0.6938             | 0.9608                 | 0.0                     | 0.4141                    | 0.0014                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.8492               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8864                         | 0.0                        | 0.0006                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.8867                     | 0.8333                  | 0.9066       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4919        | 0.7415            | 0.0                | 0.3653               | 0.0014                   | nan                | 0.0           | 0.0              | 0.0             | 0.6615          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5507                    | 0.0                   | 0.0006                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7452                | 0.6554             | 0.8214  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.563         | 0.65  | 260  | 1.0588          | 0.1641   | 0.2147        | 0.7424           | nan                | 0.7806             | 0.9269                 | 0.0                     | 0.5151                    | 0.0068                        | nan                     | 0.0000             | 0.0                   | 0.0                  | 0.8568               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8709                         | 0.0                        | 0.0006                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.8876                     | 0.8832                  | 0.9268       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4749        | 0.7966            | 0.0                | 0.3921               | 0.0068                   | nan                | 0.0000        | 0.0              | 0.0             | 0.6588          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5605                    | 0.0                   | 0.0006                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7293                | 0.6449             | 0.8232  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.9941        | 0.7   | 280  | 1.0610          | 0.1630   | 0.2093        | 0.7392           | nan                | 0.7278             | 0.9517                 | 0.0                     | 0.3672                    | 0.0082                        | nan                     | 0.0                | 0.0                   | 0.0                  | 0.8699               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8867                         | 0.0                        | 0.0008                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.8936                     | 0.8495                  | 0.9318       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4707        | 0.7604            | 0.0                | 0.3468               | 0.0081                   | nan                | 0.0           | 0.0              | 0.0             | 0.6728          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5594                    | 0.0                   | 0.0008                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7455                | 0.6600             | 0.8277  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.3406        | 0.75  | 300  | 1.0624          | 0.1657   | 0.2100        | 0.7426           | nan                | 0.6512             | 0.9705                 | 0.0                     | 0.4415                    | 0.0445                        | nan                     | 0.0001             | 0.0                   | 0.0                  | 0.8883               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9094                         | 0.0                        | 0.0022                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9107                     | 0.8010                  | 0.8917       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4941        | 0.7481            | 0.0                | 0.3908               | 0.0414                   | nan                | 0.0001        | 0.0              | 0.0             | 0.6783          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5749                    | 0.0                   | 0.0022                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7400                | 0.6269             | 0.8404  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.7236        | 0.8   | 320  | 1.0300          | 0.1636   | 0.2079        | 0.7422           | nan                | 0.7688             | 0.9544                 | 0.0                     | 0.3767                    | 0.0281                        | nan                     | 0.0004             | 0.0                   | 0.0                  | 0.8168               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9440                         | 0.0                        | 0.0003                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.8761                     | 0.8169                  | 0.8611       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5043        | 0.7757            | 0.0                | 0.3555               | 0.0272                   | nan                | 0.0004        | 0.0              | 0.0             | 0.6533          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5372                    | 0.0                   | 0.0003                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7411                | 0.6492             | 0.8271  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.1755        | 0.85  | 340  | 0.9857          | 0.1685   | 0.2153        | 0.7522           | nan                | 0.8118             | 0.9416                 | 0.0                     | 0.4490                    | 0.0403                        | nan                     | 0.0009             | 0.0                   | 0.0                  | 0.8770               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8443                         | 0.0                        | 0.0005                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9363                     | 0.8292                  | 0.9430       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.4974        | 0.8030            | 0.0                | 0.4005               | 0.0389                   | nan                | 0.0009        | 0.0              | 0.0             | 0.6780          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5794                    | 0.0                   | 0.0005                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7206                | 0.6654             | 0.8393  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.8277        | 0.9   | 360  | 0.9503          | 0.1700   | 0.2169        | 0.7553           | nan                | 0.8139             | 0.9419                 | 0.0                     | 0.4585                    | 0.0487                        | nan                     | 0.0160             | 0.0                   | 0.0                  | 0.8913               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9150                         | 0.0                        | 0.0017                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.9121                     | 0.8460                  | 0.8773       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5102        | 0.8072            | 0.0                | 0.4119               | 0.0462                   | nan                | 0.0158        | 0.0              | 0.0             | 0.6549          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5647                    | 0.0                   | 0.0017                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7548                | 0.6667             | 0.8349  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.0964        | 0.95  | 380  | 0.9795          | 0.1673   | 0.2180        | 0.7480           | nan                | 0.7389             | 0.9635                 | 0.0                     | 0.5082                    | 0.0363                        | nan                     | 0.0384             | 0.0                   | 0.0                  | 0.9231               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8434                         | 0.0                        | 0.0004                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0                  | 0.0                         | 0.0                          | 0.8410                     | 0.9071                  | 0.9566       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5140        | 0.7745            | 0.0                | 0.4370               | 0.0351                   | nan                | 0.0375        | 0.0              | 0.0             | 0.6404          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5966                    | 0.0                   | 0.0004                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0             | 0.0                    | 0.0                     | 0.7123                | 0.6021             | 0.8360  | 0.0             | 0.0              | 0.0             | 0.0              |
| 1.0782        | 1.0   | 400  | 0.9498          | 0.1701   | 0.2207        | 0.7541           | nan                | 0.8392             | 0.9310                 | 0.0                     | 0.3950                    | 0.0668                        | nan                     | 0.0462             | 0.0                   | 0.0                  | 0.9183               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9110                         | 0.0                        | 0.0107                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0001               | 0.0                         | 0.0                          | 0.8825                     | 0.8926                  | 0.9477       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5075        | 0.8096            | 0.0                | 0.3669               | 0.0617                   | nan                | 0.0447        | 0.0              | 0.0             | 0.6404          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5702                    | 0.0                   | 0.0105                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0001          | 0.0                    | 0.0                     | 0.7646                | 0.6548             | 0.8433  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.7965        | 1.05  | 420  | 0.9255          | 0.1777   | 0.2218        | 0.7587           | nan                | 0.7880             | 0.9475                 | 0.0                     | 0.4400                    | 0.1968                        | nan                     | 0.0562             | 0.0                   | 0.0                  | 0.8233               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9296                         | 0.0                        | 0.0237                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0002               | 0.0                         | 0.0                          | 0.9219                     | 0.8168                  | 0.9317       | 0.0                  | 0.0                   | 0.0000               | 0.0                   | nan           | 0.5343        | 0.7958            | 0.0                | 0.4042               | 0.1576                   | nan                | 0.0541        | 0.0              | 0.0             | 0.6891          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5549                    | 0.0                   | 0.0233                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0002          | 0.0                    | 0.0                     | 0.7537                | 0.6747             | 0.8671  | 0.0             | 0.0              | 0.0000          | 0.0              |
| 0.922         | 1.1   | 440  | 0.9388          | 0.1807   | 0.2291        | 0.7606           | nan                | 0.7224             | 0.9679                 | 0.0                     | 0.5214                    | 0.1530                        | nan                     | 0.1999             | 0.0                   | 0.0                  | 0.9419               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8134                         | 0.0                        | 0.0352                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0038               | 0.0                         | 0.0                          | 0.8962                     | 0.8985                  | 0.9484       | 0.0                  | 0.0                   | 0.0001               | 0.0                   | nan           | 0.5477        | 0.7810            | 0.0                | 0.4555               | 0.1328                   | nan                | 0.1722        | 0.0              | 0.0             | 0.6491          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5896                    | 0.0                   | 0.0345                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0038          | 0.0                    | 0.0                     | 0.7285                | 0.6468             | 0.8595  | 0.0             | 0.0              | 0.0001          | 0.0              |
| 0.9597        | 1.15  | 460  | 0.8921          | 0.1871   | 0.2313        | 0.7680           | nan                | 0.7668             | 0.9610                 | 0.0                     | 0.4708                    | 0.1648                        | nan                     | 0.2614             | 0.0                   | 0.0                  | 0.8462               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9209                         | 0.0                        | 0.0645                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0045               | 0.0                         | 0.0                          | 0.9073                     | 0.8795                  | 0.9236       | 0.0                  | 0.0                   | 0.0001               | 0.0                   | nan           | 0.5479        | 0.8007            | 0.0                | 0.4173               | 0.1351                   | nan                | 0.2222        | 0.0              | 0.0             | 0.7046          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5693                    | 0.0                   | 0.0614                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0045          | 0.0                    | 0.0                     | 0.7710                | 0.6959             | 0.8697  | 0.0             | 0.0              | 0.0001          | 0.0              |
| 1.1612        | 1.2   | 480  | 0.9016          | 0.1862   | 0.2395        | 0.7663           | nan                | 0.7936             | 0.9174                 | 0.0                     | 0.6213                    | 0.2689                        | nan                     | 0.2730             | 0.0                   | 0.0                  | 0.9463               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8782                         | 0.0                        | 0.0370                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0025               | 0.0                         | 0.0                          | 0.9261                     | 0.8113                  | 0.9482       | 0.0                  | 0.0                   | 0.0                  | 0.0                   | nan           | 0.5339        | 0.8229            | 0.0                | 0.4730               | 0.1925                   | nan                | 0.2165        | 0.0              | 0.0             | 0.6488          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5951                    | 0.0                   | 0.0361                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0025          | 0.0                    | 0.0                     | 0.7526                | 0.6664             | 0.8309  | 0.0             | 0.0              | 0.0             | 0.0              |
| 0.7232        | 1.25  | 500  | 0.9214          | 0.1865   | 0.2339        | 0.7585           | nan                | 0.7850             | 0.9326                 | 0.0                     | 0.5147                    | 0.2372                        | nan                     | 0.2890             | 0.0                   | 0.0                  | 0.7751               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9176                         | 0.0                        | 0.0962                     | 0.0                                  | 0.0                          | nan                          | 0.0                          | 0.0034               | 0.0                         | 0.0                          | 0.8765                     | 0.8715                  | 0.9516       | 0.0                  | 0.0                   | 0.0003               | 0.0                   | nan           | 0.5020        | 0.8084            | 0.0                | 0.4293               | 0.1808                   | nan                | 0.2329        | 0.0              | 0.0             | 0.6994          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5538                    | 0.0                   | 0.0881                | 0.0                             | 0.0                     | nan                     | 0.0                     | 0.0034          | 0.0                    | 0.0                     | 0.7671                | 0.6708             | 0.8440  | 0.0             | 0.0              | 0.0003          | 0.0              |
| 0.9287        | 1.3   | 520  | 0.8607          | 0.1905   | 0.2370        | 0.7733           | nan                | 0.7871             | 0.9598                 | 0.0                     | 0.4933                    | 0.1617                        | nan                     | 0.3361             | 0.0054                | 0.0                  | 0.9345               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8610                         | 0.0                        | 0.0878                     | 0.0011                               | 0.0                          | nan                          | 0.0                          | 0.0016               | 0.0                         | 0.0                          | 0.9270                     | 0.8367                  | 0.9516       | 0.0                  | 0.0                   | 0.0010               | 0.0                   | nan           | 0.5464        | 0.8032            | 0.0                | 0.4403               | 0.1437                   | nan                | 0.2679        | 0.0054           | 0.0             | 0.6850          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6180                    | 0.0                   | 0.0846                | 0.0011                          | 0.0                     | nan                     | 0.0                     | 0.0016          | 0.0                    | 0.0                     | 0.7645                | 0.6727             | 0.8715  | 0.0             | 0.0              | 0.0010          | 0.0              |
| 0.8755        | 1.35  | 540  | 0.8452          | 0.1917   | 0.2400        | 0.7741           | nan                | 0.8167             | 0.9424                 | 0.0                     | 0.4580                    | 0.1835                        | nan                     | 0.3927             | 0.0                   | 0.0                  | 0.9323               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9247                         | 0.0                        | 0.0795                     | 0.0004                               | 0.0                          | nan                          | 0.0                          | 0.0126               | 0.0                         | 0.0                          | 0.9129                     | 0.8513                  | 0.9330       | 0.0                  | 0.0                   | 0.0000               | 0.0                   | nan           | 0.5535        | 0.8188            | 0.0                | 0.4175               | 0.1566                   | nan                | 0.2816        | 0.0              | 0.0             | 0.6914          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5890                    | 0.0                   | 0.0746                | 0.0004                          | 0.0                     | nan                     | 0.0                     | 0.0125          | 0.0                    | 0.0                     | 0.7838                | 0.6826             | 0.8807  | 0.0             | 0.0              | 0.0000          | 0.0              |
| 0.8307        | 1.4   | 560  | 0.8736          | 0.1969   | 0.2477        | 0.7701           | nan                | 0.7960             | 0.9159                 | 0.0                     | 0.6137                    | 0.2820                        | nan                     | 0.3605             | 0.0040                | 0.0                  | 0.8882               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8205                         | 0.0                        | 0.2042                     | 0.0001                               | 0.0                          | nan                          | 0.0                          | 0.0220               | 0.0                         | 0.0                          | 0.9564                     | 0.8577                  | 0.9562       | 0.0                  | 0.0                   | 0.0000               | 0.0                   | nan           | 0.5390        | 0.8248            | 0.0                | 0.4989               | 0.2211                   | nan                | 0.2697        | 0.0040           | 0.0             | 0.7151          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5995                    | 0.0                   | 0.1784                | 0.0001                          | 0.0                     | nan                     | 0.0                     | 0.0212          | 0.0                    | 0.0                     | 0.7036                | 0.6576             | 0.8718  | 0.0             | 0.0              | 0.0000          | 0.0              |
| 1.402         | 1.45  | 580  | 0.8555          | 0.2004   | 0.2485        | 0.7757           | nan                | 0.7734             | 0.9472                 | 0.0                     | 0.4870                    | 0.2816                        | nan                     | 0.3762             | 0.0425                | 0.0                  | 0.9116               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8756                         | 0.0                        | 0.2250                     | 0.0000                               | 0.0                          | nan                          | 0.0                          | 0.0300               | 0.0                         | 0.0                          | 0.9312                     | 0.8609                  | 0.9604       | 0.0                  | 0.0                   | 0.0007               | 0.0                   | nan           | 0.5412        | 0.8108            | 0.0                | 0.4282               | 0.2203                   | nan                | 0.2856        | 0.0420           | 0.0             | 0.7089          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6075                    | 0.0                   | 0.2018                | 0.0000                          | 0.0                     | nan                     | 0.0                     | 0.0293          | 0.0                    | 0.0                     | 0.7660                | 0.7043             | 0.8656  | 0.0             | 0.0              | 0.0007          | 0.0              |
| 0.5225        | 1.5   | 600  | 0.8549          | 0.2030   | 0.2554        | 0.7784           | nan                | 0.7819             | 0.9345                 | 0.0                     | 0.4747                    | 0.3873                        | nan                     | 0.3925             | 0.0002                | 0.0                  | 0.9286               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8833                         | 0.0                        | 0.3271                     | 0.0003                               | 0.0                          | nan                          | 0.0                          | 0.0200               | 0.0                         | 0.0                          | 0.9233                     | 0.9065                  | 0.9578       | 0.0                  | 0.0                   | 0.0003               | 0.0                   | nan           | 0.5434        | 0.8284            | 0.0                | 0.4261               | 0.2718                   | nan                | 0.2857        | 0.0002           | 0.0             | 0.7220          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6086                    | 0.0                   | 0.2643                | 0.0003                          | 0.0                     | nan                     | 0.0                     | 0.0198          | 0.0                    | 0.0                     | 0.7647                | 0.6761             | 0.8826  | 0.0             | 0.0              | 0.0003          | 0.0              |
| 0.7842        | 1.55  | 620  | 0.8270          | 0.1988   | 0.2451        | 0.7764           | nan                | 0.8065             | 0.9410                 | 0.0                     | 0.5719                    | 0.2699                        | nan                     | 0.3081             | 0.0169                | 0.0                  | 0.8046               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9212                         | 0.0                        | 0.2539                     | 0.0001                               | 0.0                          | nan                          | 0.0                          | 0.0069               | 0.0                         | 0.0                          | 0.9267                     | 0.8239                  | 0.9468       | 0.0                  | 0.0                   | 0.0006               | 0.0                   | nan           | 0.5430        | 0.8323            | 0.0                | 0.4582               | 0.2285                   | nan                | 0.2238        | 0.0169           | 0.0             | 0.7203          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5823                    | 0.0                   | 0.2200                | 0.0001                          | 0.0                     | nan                     | 0.0                     | 0.0069          | 0.0                    | 0.0                     | 0.7733                | 0.6741             | 0.8818  | 0.0             | 0.0              | 0.0006          | 0.0              |
| 1.2838        | 1.6   | 640  | 0.8154          | 0.1961   | 0.2442        | 0.7791           | nan                | 0.8285             | 0.9424                 | 0.0                     | 0.4945                    | 0.3133                        | nan                     | 0.3188             | 0.0029                | 0.0                  | 0.9346               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8954                         | 0.0                        | 0.1359                     | 0.0007                               | 0.0                          | nan                          | 0.0                          | 0.0097               | 0.0                         | 0.0                          | 0.9375                     | 0.8022                  | 0.9531       | 0.0                  | 0.0                   | 0.0007               | 0.0                   | nan           | 0.5634        | 0.8325            | 0.0                | 0.4374               | 0.2407                   | nan                | 0.2670        | 0.0029           | 0.0             | 0.6776          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5964                    | 0.0                   | 0.1276                | 0.0007                          | 0.0                     | nan                     | 0.0                     | 0.0096          | 0.0                    | 0.0                     | 0.7607                | 0.6941             | 0.8684  | 0.0             | 0.0              | 0.0007          | 0.0              |
| 0.5899        | 1.65  | 660  | 0.7866          | 0.2102   | 0.2614        | 0.7878           | nan                | 0.8118             | 0.9516                 | 0.0                     | 0.5615                    | 0.3453                        | nan                     | 0.4403             | 0.0394                | 0.0                  | 0.9261               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8854                         | 0.0                        | 0.4125                     | 0.0026                               | 0.0                          | nan                          | 0.0                          | 0.0156               | 0.0                         | 0.0                          | 0.8996                     | 0.8460                  | 0.9625       | 0.0                  | 0.0                   | 0.0028               | 0.0                   | nan           | 0.5686        | 0.8279            | 0.0                | 0.4973               | 0.2537                   | nan                | 0.3117        | 0.0392           | 0.0             | 0.7022          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6196                    | 0.0                   | 0.2871                | 0.0026                          | 0.0                     | nan                     | 0.0                     | 0.0155          | 0.0                    | 0.0                     | 0.8039                | 0.7211             | 0.8638  | 0.0             | 0.0              | 0.0026          | 0.0              |
| 0.3365        | 1.7   | 680  | 0.7968          | 0.2035   | 0.2514        | 0.7783           | nan                | 0.8256             | 0.9462                 | 0.0                     | 0.4814                    | 0.2454                        | nan                     | 0.3610             | 0.0391                | 0.0                  | 0.8841               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9000                         | 0.0                        | 0.3938                     | 0.0005                               | 0.0                          | nan                          | 0.0                          | 0.0202               | 0.0                         | 0.0                          | 0.9049                     | 0.8311                  | 0.9584       | 0.0                  | 0.0                   | 0.0005               | 0.0                   | nan           | 0.5482        | 0.8148            | 0.0                | 0.4367               | 0.2035                   | nan                | 0.2775        | 0.0389           | 0.0             | 0.7375          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5966                    | 0.0                   | 0.2763                | 0.0005                          | 0.0                     | nan                     | 0.0                     | 0.0199          | 0.0                    | 0.0                     | 0.7964                | 0.6989             | 0.8619  | 0.0             | 0.0              | 0.0005          | 0.0              |
| 0.8643        | 1.75  | 700  | 0.8389          | 0.2030   | 0.2565        | 0.7685           | nan                | 0.6074             | 0.9702                 | 0.0                     | 0.6285                    | 0.2132                        | nan                     | 0.4179             | 0.0942                | 0.0                  | 0.8898               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8600                         | 0.0                        | 0.4551                     | 0.0006                               | 0.0                          | nan                          | 0.0                          | 0.0525               | 0.0                         | 0.0                          | 0.8914                     | 0.8952                  | 0.9680       | 0.0                  | 0.0                   | 0.0060               | 0.0                   | nan           | 0.5010        | 0.7981            | 0.0                | 0.4048               | 0.1829                   | nan                | 0.3156        | 0.0928           | 0.0             | 0.7511          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5995                    | 0.0                   | 0.2861                | 0.0006                          | 0.0                     | nan                     | 0.0                     | 0.0508          | 0.0                    | 0.0                     | 0.7834                | 0.6712             | 0.8493  | 0.0             | 0.0              | 0.0058          | 0.0              |
| 0.6571        | 1.8   | 720  | 0.8190          | 0.2006   | 0.2499        | 0.7779           | nan                | 0.8853             | 0.9355                 | 0.0                     | 0.5150                    | 0.1614                        | nan                     | 0.2138             | 0.0436                | 0.0                  | 0.9182               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8259                         | 0.0                        | 0.3797                     | 0.0009                               | 0.0                          | nan                          | 0.0                          | 0.0864               | 0.0                         | 0.0                          | 0.9185                     | 0.8900                  | 0.9619       | 0.0                  | 0.0                   | 0.0100               | 0.0                   | nan           | 0.5303        | 0.8389            | 0.0                | 0.4602               | 0.1470                   | nan                | 0.1917        | 0.0433           | 0.0             | 0.7166          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6156                    | 0.0                   | 0.2741                | 0.0009                          | 0.0                     | nan                     | 0.0                     | 0.0811          | 0.0                    | 0.0                     | 0.7654                | 0.6754             | 0.8694  | 0.0             | 0.0              | 0.0098          | 0.0              |
| 0.5954        | 1.85  | 740  | 0.8031          | 0.1996   | 0.2487        | 0.7804           | nan                | 0.8086             | 0.9397                 | 0.0                     | 0.4842                    | 0.3210                        | nan                     | 0.4392             | 0.0001                | 0.0                  | 0.9424               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9317                         | 0.0                        | 0.0724                     | 0.0008                               | 0.0                          | nan                          | 0.0                          | 0.0456               | 0.0                         | 0.0                          | 0.9138                     | 0.8667                  | 0.9368       | 0.0                  | 0.0                   | 0.0078               | 0.0                   | nan           | 0.5686        | 0.8255            | 0.0                | 0.4335               | 0.2459                   | nan                | 0.3208        | 0.0001           | 0.0             | 0.7003          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.5781                    | 0.0                   | 0.0661                | 0.0008                          | 0.0                     | nan                     | 0.0                     | 0.0433          | 0.0                    | 0.0                     | 0.7948                | 0.7174             | 0.8842  | 0.0             | 0.0              | 0.0076          | 0.0              |
| 0.9125        | 1.9   | 760  | 0.8012          | 0.2102   | 0.2593        | 0.7829           | nan                | 0.8647             | 0.9201                 | 0.0                     | 0.5287                    | 0.4671                        | nan                     | 0.3677             | 0.0158                | 0.0                  | 0.8576               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9063                         | 0.0                        | 0.2083                     | 0.0194                               | 0.0                          | nan                          | 0.0                          | 0.1107               | 0.0                         | 0.0                          | 0.9331                     | 0.7981                  | 0.9669       | 0.0                  | 0.0                   | 0.0752               | 0.0                   | nan           | 0.5650        | 0.8365            | 0.0                | 0.4572               | 0.2745                   | nan                | 0.2991        | 0.0158           | 0.0             | 0.7351          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6018                    | 0.0                   | 0.1772                | 0.0194                          | 0.0                     | nan                     | 0.0                     | 0.0985          | 0.0                    | 0.0                     | 0.7915                | 0.7035             | 0.8749  | 0.0             | 0.0              | 0.0655          | 0.0              |
| 0.6386        | 1.95  | 780  | 0.7901          | 0.2072   | 0.2609        | 0.7804           | nan                | 0.7345             | 0.9524                 | 0.0                     | 0.5187                    | 0.3809                        | nan                     | 0.4065             | 0.0009                | 0.0                  | 0.9506               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8772                         | 0.0                        | 0.3611                     | 0.0108                               | 0.0                          | nan                          | 0.0                          | 0.0780               | 0.0                         | 0.0                          | 0.8944                     | 0.9249                  | 0.9548       | 0.0                  | 0.0                   | 0.0425               | 0.0                   | nan           | 0.5520        | 0.8184            | 0.0                | 0.4449               | 0.2717                   | nan                | 0.3105        | 0.0009           | 0.0             | 0.6957          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6343                    | 0.0                   | 0.2740                | 0.0108                          | 0.0                     | nan                     | 0.0                     | 0.0724          | 0.0                    | 0.0                     | 0.7695                | 0.6606             | 0.8697  | 0.0             | 0.0              | 0.0388          | 0.0              |
| 0.3176        | 2.0   | 800  | 0.7634          | 0.2183   | 0.2676        | 0.7910           | nan                | 0.8532             | 0.9308                 | 0.0                     | 0.6330                    | 0.2618                        | nan                     | 0.3674             | 0.1974                | 0.0                  | 0.9196               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8899                         | 0.0                        | 0.2984                     | 0.0118                               | 0.0                          | nan                          | 0.0                          | 0.0899               | 0.0                         | 0.0                          | 0.9253                     | 0.9016                  | 0.9591       | 0.0                  | 0.0                   | 0.0575               | 0.0                   | nan           | 0.5576        | 0.8435            | 0.0                | 0.5225               | 0.2100                   | nan                | 0.3028        | 0.1901           | 0.0             | 0.7342          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6270                    | 0.0                   | 0.2481                | 0.0117                          | 0.0                     | nan                     | 0.0                     | 0.0821          | 0.0                    | 0.0                     | 0.7903                | 0.7089             | 0.8835  | 0.0             | 0.0              | 0.0536          | 0.0              |
| 0.7566        | 2.05  | 820  | 0.7654          | 0.2206   | 0.2716        | 0.7893           | nan                | 0.7937             | 0.9466                 | 0.0                     | 0.5917                    | 0.3145                        | nan                     | 0.4509             | 0.4391                | 0.0                  | 0.9226               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9171                         | 0.0                        | 0.1885                     | 0.0015                               | 0.0                          | nan                          | 0.0                          | 0.0714               | 0.0                         | 0.0                          | 0.9195                     | 0.8734                  | 0.9564       | 0.0                  | 0.0                   | 0.0337               | 0.0                   | nan           | 0.5744        | 0.8346            | 0.0                | 0.4831               | 0.2478                   | nan                | 0.3384        | 0.3780           | 0.0             | 0.7203          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6003                    | 0.0                   | 0.1549                | 0.0015                          | 0.0                     | nan                     | 0.0                     | 0.0681          | 0.0                    | 0.0                     | 0.7959                | 0.7238             | 0.8849  | 0.0             | 0.0              | 0.0328          | 0.0              |
| 0.6973        | 2.1   | 840  | 0.7914          | 0.2307   | 0.2962        | 0.7853           | nan                | 0.8625             | 0.9106                 | 0.0                     | 0.5789                    | 0.4898                        | nan                     | 0.4095             | 0.6680                | 0.0                  | 0.9001               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0076                   | 0.0                      | 0.0                         | 0.8451                         | 0.0                        | 0.4735                     | 0.0092                               | 0.0                          | nan                          | 0.0                          | 0.1260               | 0.0                         | 0.0                          | 0.8844                     | 0.9244                  | 0.9642       | 0.0                  | 0.0                   | 0.1273               | 0.0                   | nan           | 0.5754        | 0.8320            | 0.0                | 0.4924               | 0.2650                   | nan                | 0.3076        | 0.4208           | 0.0             | 0.7530          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0076              | 0.0                 | 0.0                    | 0.6574                    | 0.0                   | 0.2890                | 0.0092                          | 0.0                     | nan                     | 0.0                     | 0.1148          | 0.0                    | 0.0                     | 0.7836                | 0.6669             | 0.8648  | 0.0             | 0.0              | 0.1111          | 0.0              |
| 0.6372        | 2.15  | 860  | 0.7352          | 0.2278   | 0.2783        | 0.7952           | nan                | 0.8073             | 0.9560                 | 0.0                     | 0.5443                    | 0.3967                        | nan                     | 0.4493             | 0.4180                | 0.0                  | 0.9145               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9200                         | 0.0                        | 0.4095                     | 0.0434                               | 0.0                          | nan                          | 0.0                          | 0.0880               | 0.0                         | 0.0                          | 0.9358                     | 0.7749                  | 0.9506       | 0.0                  | 0.0                   | 0.0207               | 0.0                   | nan           | 0.6060        | 0.8353            | 0.0                | 0.4929               | 0.2740                   | nan                | 0.3301        | 0.3471           | 0.0             | 0.7383          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6297                    | 0.0                   | 0.2989                | 0.0426                          | 0.0                     | nan                     | 0.0                     | 0.0825          | 0.0                    | 0.0                     | 0.7804                | 0.6953             | 0.8882  | 0.0             | 0.0              | 0.0200          | 0.0              |
| 0.4261        | 2.2   | 880  | 0.7658          | 0.2249   | 0.2814        | 0.7863           | nan                | 0.8467             | 0.9297                 | 0.0                     | 0.5260                    | 0.4671                        | nan                     | 0.3961             | 0.5450                | 0.0                  | 0.8252               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0003                   | 0.0                      | 0.0                         | 0.9310                         | 0.0                        | 0.3836                     | 0.0140                               | 0.0                          | nan                          | 0.0                          | 0.0839               | 0.0                         | 0.0                          | 0.8837                     | 0.9131                  | 0.9430       | 0.0                  | 0.0                   | 0.0364               | 0.0                   | nan           | 0.5704        | 0.8411            | 0.0                | 0.4678               | 0.2774                   | nan                | 0.3140        | 0.3858           | 0.0             | 0.7268          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0003              | 0.0                 | 0.0                    | 0.6142                    | 0.0                   | 0.2781                | 0.0140                          | 0.0                     | nan                     | 0.0                     | 0.0787          | 0.0                    | 0.0                     | 0.7873                | 0.6885             | 0.8935  | 0.0             | 0.0              | 0.0345          | 0.0              |
| 0.8689        | 2.25  | 900  | 0.7387          | 0.2327   | 0.2937        | 0.7955           | nan                | 0.8181             | 0.9439                 | 0.0                     | 0.6526                    | 0.4306                        | nan                     | 0.4216             | 0.7438                | 0.0                  | 0.9072               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0000                   | 0.0                      | 0.0                         | 0.8277                         | 0.0                        | 0.3589                     | 0.0379                               | 0.0                          | nan                          | 0.0                          | 0.1510               | 0.0                         | 0.0                          | 0.9514                     | 0.8186                  | 0.9763       | 0.0                  | 0.0                   | 0.0641               | 0.0                   | nan           | 0.6028        | 0.8464            | 0.0                | 0.5317               | 0.2707                   | nan                | 0.3384        | 0.4162           | 0.0             | 0.7211          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0000              | 0.0                 | 0.0                    | 0.6261                    | 0.0                   | 0.3004                | 0.0377                          | 0.0                     | nan                     | 0.0                     | 0.1316          | 0.0                    | 0.0                     | 0.7583                | 0.7095             | 0.8614  | 0.0             | 0.0              | 0.0601          | 0.0              |
| 0.5214        | 2.3   | 920  | 0.7337          | 0.2243   | 0.2753        | 0.7977           | nan                | 0.8933             | 0.9406                 | 0.0                     | 0.5067                    | 0.2624                        | nan                     | 0.4666             | 0.2798                | 0.0                  | 0.9468               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9058                         | 0.0                        | 0.4086                     | 0.0139                               | 0.0                          | nan                          | 0.0                          | 0.1140               | 0.0                         | 0.0                          | 0.9218                     | 0.8674                  | 0.9611       | 0.0                  | 0.0                   | 0.0439               | 0.0                   | nan           | 0.5863        | 0.8514            | 0.0                | 0.4646               | 0.2249                   | nan                | 0.3358        | 0.2535           | 0.0             | 0.7001          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6470                    | 0.0                   | 0.2953                | 0.0139                          | 0.0                     | nan                     | 0.0                     | 0.1031          | 0.0                    | 0.0                     | 0.8052                | 0.7375             | 0.8945  | 0.0             | 0.0              | 0.0403          | 0.0              |
| 0.5208        | 2.35  | 940  | 0.7267          | 0.2328   | 0.2877        | 0.7944           | nan                | 0.8149             | 0.9260                 | 0.0                     | 0.6306                    | 0.5415                        | nan                     | 0.4704             | 0.3438                | 0.0                  | 0.8691               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9233                         | 0.0                        | 0.3991                     | 0.0276                               | 0.0                          | nan                          | 0.0                          | 0.1909               | 0.0                         | 0.0                          | 0.9505                     | 0.7492                  | 0.9305       | 0.0                  | 0.0                   | 0.1518               | 0.0                   | nan           | 0.6006        | 0.8577            | 0.0                | 0.5069               | 0.3083                   | nan                | 0.3449        | 0.2962           | 0.0             | 0.7478          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6286                    | 0.0                   | 0.2942                | 0.0275                          | 0.0                     | nan                     | 0.0                     | 0.1547          | 0.0                    | 0.0                     | 0.7654                | 0.6693             | 0.8903  | 0.0             | 0.0              | 0.1255          | 0.0              |
| 0.4238        | 2.4   | 960  | 0.7309          | 0.2366   | 0.2926        | 0.8005           | nan                | 0.7982             | 0.9567                 | 0.0                     | 0.6051                    | 0.4682                        | nan                     | 0.3919             | 0.3990                | 0.0                  | 0.9027               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8916                         | 0.0                        | 0.5417                     | 0.0353                               | 0.0                          | nan                          | 0.0                          | 0.1755               | 0.0                         | 0.0                          | 0.9047                     | 0.8810                  | 0.9623       | 0.0                  | 0.0                   | 0.1564               | 0.0                   | nan           | 0.5918        | 0.8473            | 0.0                | 0.5152               | 0.3068                   | nan                | 0.3195        | 0.3256           | 0.0             | 0.7681          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6564                    | 0.0                   | 0.3014                | 0.0351                          | 0.0                     | nan                     | 0.0                     | 0.1468          | 0.0                    | 0.0                     | 0.8048                | 0.6933             | 0.8908  | 0.0             | 0.0              | 0.1322          | 0.0              |
| 0.8412        | 2.45  | 980  | 0.7161          | 0.2377   | 0.2973        | 0.8011           | nan                | 0.7932             | 0.9429                 | 0.0                     | 0.6902                    | 0.4637                        | nan                     | 0.4717             | 0.4468                | 0.0                  | 0.9455               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8412                         | 0.0                        | 0.4509                     | 0.0503                               | 0.0                          | nan                          | 0.0                          | 0.2405               | 0.0                         | 0.0                          | 0.9278                     | 0.9010                  | 0.9642       | 0.0                  | 0.0                   | 0.0868               | 0.0                   | nan           | 0.6052        | 0.8543            | 0.0                | 0.5610               | 0.3038                   | nan                | 0.3439        | 0.3773           | 0.0             | 0.7258          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6534                    | 0.0                   | 0.2925                | 0.0500                          | 0.0                     | nan                     | 0.0                     | 0.1878          | 0.0                    | 0.0                     | 0.7845                | 0.6631             | 0.8865  | 0.0             | 0.0              | 0.0812          | 0.0              |
| 0.5655        | 2.5   | 1000 | 0.7348          | 0.2298   | 0.2781        | 0.7957           | nan                | 0.7909             | 0.9648                 | 0.0                     | 0.5791                    | 0.3012                        | nan                     | 0.3884             | 0.3717                | 0.0                  | 0.8679               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0022                   | 0.0                      | 0.0                         | 0.9401                         | 0.0                        | 0.4082                     | 0.0555                               | 0.0                          | nan                          | 0.0                          | 0.1984               | 0.0                         | 0.0                          | 0.9071                     | 0.8846                  | 0.9387       | 0.0                  | 0.0                   | 0.0223               | 0.0                   | nan           | 0.5959        | 0.8299            | 0.0                | 0.4782               | 0.2517                   | nan                | 0.3231        | 0.3125           | 0.0             | 0.7599          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0022              | 0.0                 | 0.0                    | 0.6033                    | 0.0                   | 0.3076                | 0.0551                          | 0.0                     | nan                     | 0.0                     | 0.1594          | 0.0                    | 0.0                     | 0.8094                | 0.7249             | 0.8907  | 0.0             | 0.0              | 0.0214          | 0.0              |
| 0.7384        | 2.55  | 1020 | 0.7513          | 0.2378   | 0.2971        | 0.7978           | nan                | 0.8575             | 0.9361                 | 0.0                     | 0.6079                    | 0.3507                        | nan                     | 0.4339             | 0.6078                | 0.0                  | 0.9337               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.8237                         | 0.0                        | 0.4384                     | 0.0862                               | 0.0                          | nan                          | 0.0                          | 0.2071               | 0.0                         | 0.0                          | 0.9175                     | 0.9434                  | 0.9726       | 0.0                  | 0.0                   | 0.0933               | 0.0                   | nan           | 0.5855        | 0.8541            | 0.0                | 0.5126               | 0.2705                   | nan                | 0.3202        | 0.4578           | 0.0             | 0.7333          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6607                    | 0.0                   | 0.3288                | 0.0849                          | 0.0                     | nan                     | 0.0                     | 0.1632          | 0.0                    | 0.0                     | 0.7833                | 0.6521             | 0.8803  | 0.0             | 0.0              | 0.0829          | 0.0              |
| 0.4505        | 2.6   | 1040 | 0.6991          | 0.2419   | 0.2946        | 0.8065           | nan                | 0.8519             | 0.9496                 | 0.0                     | 0.5998                    | 0.4032                        | nan                     | 0.4200             | 0.6174                | 0.0                  | 0.9215               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0                      | 0.0                      | 0.0                         | 0.9099                         | 0.0                        | 0.3669                     | 0.0730                               | 0.0                          | nan                          | 0.0                          | 0.1828               | 0.0                         | 0.0                          | 0.9343                     | 0.8852                  | 0.9646       | 0.0                  | 0.0                   | 0.0513               | 0.0                   | nan           | 0.6016        | 0.8521            | 0.0                | 0.5216               | 0.3007                   | nan                | 0.3368        | 0.4736           | 0.0             | 0.7485          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0                 | 0.0                 | 0.0                    | 0.6427                    | 0.0                   | 0.3000                | 0.0723                          | 0.0                     | nan                     | 0.0                     | 0.1543          | 0.0                    | 0.0                     | 0.8127                | 0.7390             | 0.8936  | 0.0             | 0.0              | 0.0483          | 0.0              |
| 0.7751        | 2.65  | 1060 | 0.7158          | 0.2396   | 0.2928        | 0.8054           | nan                | 0.8765             | 0.9437                 | 0.0                     | 0.6421                    | 0.3645                        | nan                     | 0.4043             | 0.6175                | 0.0                  | 0.9243               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0024                   | 0.0                      | 0.0                         | 0.9442                         | 0.0                        | 0.3364                     | 0.1020                               | 0.0                          | nan                          | 0.0                          | 0.1617               | 0.0                         | 0.0                          | 0.9067                     | 0.8818                  | 0.9277       | 0.0                  | 0.0                   | 0.0419               | 0.0                   | nan           | 0.6212        | 0.8522            | 0.0                | 0.5525               | 0.2856                   | nan                | 0.3304        | 0.4588           | 0.0             | 0.7393          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0024              | 0.0                 | 0.0                    | 0.6193                    | 0.0                   | 0.2679                | 0.0991                          | 0.0                     | nan                     | 0.0                     | 0.1385          | 0.0                    | 0.0                     | 0.8139                | 0.7229             | 0.8831  | 0.0             | 0.0              | 0.0398          | 0.0              |
| 0.4084        | 2.7   | 1080 | 0.6969          | 0.2433   | 0.3003        | 0.8033           | nan                | 0.8009             | 0.9641                 | 0.0                     | 0.5948                    | 0.3905                        | nan                     | 0.4429             | 0.6324                | 0.0                  | 0.9354               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.0101                   | 0.0                      | 0.0                         | 0.8741                         | 0.0                        | 0.5220                     | 0.1051                               | 0.0                          | nan                          | 0.0                          | 0.2007               | 0.0                         | 0.0                          | 0.9009                     | 0.9270                  | 0.9541       | 0.0                  | 0.0                   | 0.0537               | 0.0                   | nan           | 0.5990        | 0.8424            | 0.0                | 0.5236               | 0.3057                   | nan                | 0.3572        | 0.4822           | 0.0             | 0.7521          | 0.0               | 0.0             | nan                   | 0.0                    | 0.0101              | 0.0                 | 0.0                    | 0.6622                    | 0.0                   | 0.3172                | 0.1017                          | 0.0                     | nan                     | 0.0                     | 0.1682          | 0.0                    | 0.0                     | 0.7988                | 0.6714             | 0.9002  | 0.0             | 0.0              | 0.0507          | 0.0              |
| 0.6027        | 2.75  | 1100 | 0.6949          | 0.2479   | 0.3082        | 0.8075           | nan                | 0.8341             | 0.9419                 | 0.0                     | 0.7221                    | 0.4349                        | nan                     | 0.3905             | 0.7062                | 0.0                  | 0.9355               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.1095                   | 0.0                      | 0.0                         | 0.8850                         | 0.0                        | 0.4048                     | 0.0685                               | 0.0                          | nan                          | 0.0                          | 0.2423               | 0.0                         | 0.0                          | 0.9251                     | 0.9030                  | 0.9563       | 0.0                  | 0.0                   | 0.0951               | 0.0                   | nan           | 0.6012        | 0.8556            | 0.0                | 0.5713               | 0.3019                   | nan                | 0.3308        | 0.4444           | 0.0             | 0.7463          | 0.0               | 0.0             | nan                   | 0.0                    | 0.1083              | 0.0                 | 0.0                    | 0.6535                    | 0.0                   | 0.3044                | 0.0681                          | 0.0                     | nan                     | 0.0                     | 0.1889          | 0.0                    | 0.0                     | 0.8088                | 0.7173             | 0.8951  | 0.0             | 0.0              | 0.0886          | 0.0              |
| 0.5604        | 2.8   | 1120 | 0.7088          | 0.2384   | 0.2963        | 0.7983           | nan                | 0.8958             | 0.9221                 | 0.0                     | 0.5037                    | 0.4195                        | nan                     | 0.4886             | 0.5263                | 0.0                  | 0.9226               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.1092                   | 0.0                      | 0.0                         | 0.8839                         | 0.0                        | 0.4980                     | 0.0297                               | 0.0                          | nan                          | 0.0                          | 0.1528               | 0.0                         | 0.0                          | 0.9296                     | 0.8950                  | 0.9724       | 0.0                  | 0.0                   | 0.0360               | 0.0                   | nan           | 0.5899        | 0.8513            | 0.0                | 0.4599               | 0.2847                   | nan                | 0.3662        | 0.4326           | 0.0             | 0.7445          | 0.0               | 0.0             | nan                   | 0.0                    | 0.1072              | 0.0                 | 0.0                    | 0.6486                    | 0.0                   | 0.3068                | 0.0295                          | 0.0                     | nan                     | 0.0                     | 0.1338          | 0.0                    | 0.0                     | 0.8115                | 0.7191             | 0.8717  | 0.0             | 0.0              | 0.0341          | 0.0              |
| 0.6021        | 2.85  | 1140 | 0.6871          | 0.2497   | 0.3123        | 0.8053           | nan                | 0.7812             | 0.9488                 | 0.0                     | 0.7286                    | 0.3579                        | nan                     | 0.4775             | 0.6876                | 0.0                  | 0.9340               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.1364                   | 0.0                      | 0.0                         | 0.8634                         | 0.0                        | 0.5531                     | 0.0875                               | 0.0                          | nan                          | 0.0                          | 0.2299               | 0.0                         | 0.0                          | 0.9258                     | 0.9185                  | 0.9539       | 0.0                  | 0.0                   | 0.0967               | 0.0                   | nan           | 0.5935        | 0.8525            | 0.0                | 0.5174               | 0.2828                   | nan                | 0.3536        | 0.4797           | 0.0             | 0.7435          | 0.0               | 0.0             | nan                   | 0.0                    | 0.1352              | 0.0                 | 0.0                    | 0.6754                    | 0.0                   | 0.3267                | 0.0843                          | 0.0                     | nan                     | 0.0                     | 0.1784          | 0.0                    | 0.0                     | 0.8146                | 0.7146             | 0.9011  | 0.0             | 0.0              | 0.0874          | 0.0              |
| 0.427         | 2.9   | 1160 | 0.7337          | 0.2496   | 0.3085        | 0.7957           | nan                | 0.9120             | 0.9019                 | 0.0                     | 0.4910                    | 0.4695                        | nan                     | 0.4441             | 0.6778                | 0.0                  | 0.9200               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.1586                   | 0.0                      | 0.0                         | 0.9047                         | 0.0                        | 0.3808                     | 0.2318                               | 0.0                          | nan                          | 0.0                          | 0.1995               | 0.0                         | 0.0                          | 0.9200                     | 0.9107                  | 0.9638       | 0.0                  | 0.0                   | 0.0759               | 0.0                   | nan           | 0.5600        | 0.8412            | 0.0                | 0.4545               | 0.3161                   | nan                | 0.3302        | 0.4772           | 0.0             | 0.7585          | 0.0               | 0.0             | nan                   | 0.0                    | 0.1567              | 0.0                 | 0.0                    | 0.6592                    | 0.0                   | 0.3040                | 0.2019                          | 0.0                     | nan                     | 0.0                     | 0.1619          | 0.0                    | 0.0                     | 0.8138                | 0.7326             | 0.8995  | 0.0             | 0.0              | 0.0710          | 0.0              |
| 1.467         | 2.95  | 1180 | 0.6791          | 0.2566   | 0.3129        | 0.8080           | nan                | 0.8072             | 0.9673                 | 0.0001                  | 0.5832                    | 0.3502                        | nan                     | 0.4367             | 0.6963                | 0.0                  | 0.8874               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.2178                   | 0.0                      | 0.0                         | 0.8914                         | 0.0                        | 0.4549                     | 0.2335                               | 0.0                          | nan                          | 0.0                          | 0.2155               | 0.0                         | 0.0                          | 0.9217                     | 0.9134                  | 0.9644       | 0.0                  | 0.0                   | 0.1576               | 0.0                   | nan           | 0.6291        | 0.8331            | 0.0001             | 0.4854               | 0.3024                   | nan                | 0.3449        | 0.4463           | 0.0             | 0.7793          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2148              | 0.0                 | 0.0                    | 0.6656                    | 0.0                   | 0.3146                | 0.1972                          | 0.0                     | nan                     | 0.0                     | 0.1721          | 0.0                    | 0.0                     | 0.8086                | 0.7202             | 0.9045  | 0.0             | 0.0              | 0.1367          | 0.0              |
| 0.4948        | 3.0   | 1200 | 0.6475          | 0.2541   | 0.3129        | 0.8104           | nan                | 0.8970             | 0.9315                 | 0.0                     | 0.6339                    | 0.3953                        | nan                     | 0.4469             | 0.6895                | 0.0                  | 0.9462               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.1653                   | 0.0                      | 0.0                         | 0.8717                         | 0.0                        | 0.4766                     | 0.1571                               | 0.0                          | nan                          | 0.0                          | 0.1673               | 0.0                         | 0.0                          | 0.9343                     | 0.9133                  | 0.9589       | 0.0                  | 0.0                   | 0.1163               | 0.0                   | nan           | 0.6070        | 0.8543            | 0.0                | 0.5599               | 0.3012                   | nan                | 0.3574        | 0.4398           | 0.0             | 0.7469          | 0.0               | 0.0             | nan                   | 0.0                    | 0.1636              | 0.0                 | 0.0                    | 0.6808                    | 0.0                   | 0.3457                | 0.1457                          | 0.0                     | nan                     | 0.0                     | 0.1441          | 0.0                    | 0.0                     | 0.8059                | 0.7196             | 0.9021  | 0.0             | 0.0              | 0.1026          | 0.0              |
| 0.6043        | 3.05  | 1220 | 0.6707          | 0.2560   | 0.3153        | 0.8068           | nan                | 0.8157             | 0.9502                 | 0.0                     | 0.5979                    | 0.3755                        | nan                     | 0.5489             | 0.6437                | 0.0                  | 0.9352               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.2218                   | 0.0                      | 0.0                         | 0.9093                         | 0.0                        | 0.5134                     | 0.1391                               | 0.0                          | nan                          | 0.0                          | 0.1843               | 0.0                         | 0.0                          | 0.8991                     | 0.9095                  | 0.9738       | 0.0                  | 0.0                   | 0.1578               | 0.0                   | nan           | 0.6025        | 0.8431            | 0.0                | 0.5091               | 0.2977                   | nan                | 0.3828        | 0.4757           | 0.0             | 0.7477          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2134              | 0.0                 | 0.0                    | 0.6698                    | 0.0                   | 0.3313                | 0.1336                          | 0.0                     | nan                     | 0.0                     | 0.1552          | 0.0                    | 0.0                     | 0.8189                | 0.7327             | 0.8895  | 0.0             | 0.0              | 0.1315          | 0.0              |
| 0.4598        | 3.1   | 1240 | 0.6892          | 0.2581   | 0.3140        | 0.7997           | nan                | 0.8928             | 0.8943                 | 0.0                     | 0.6877                    | 0.5196                        | nan                     | 0.3936             | 0.5410                | 0.0                  | 0.8889               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3065                   | 0.0                      | 0.0                         | 0.9306                         | 0.0                        | 0.3944                     | 0.2426                               | 0.0                          | nan                          | 0.0                          | 0.2158               | 0.0                         | 0.0                          | 0.9185                     | 0.8739                  | 0.9643       | 0.0                  | 0.0                   | 0.0704               | 0.0                   | nan           | 0.5899        | 0.8331            | 0.0                | 0.5820               | 0.2897                   | nan                | 0.3400        | 0.4383           | 0.0             | 0.7739          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2903              | 0.0                 | 0.0                    | 0.6351                    | 0.0                   | 0.3052                | 0.2211                          | 0.0                     | nan                     | 0.0                     | 0.1768          | 0.0                    | 0.0                     | 0.8174                | 0.7421             | 0.9022  | 0.0             | 0.0              | 0.0655          | 0.0              |
| 0.4447        | 3.15  | 1260 | 0.6843          | 0.2626   | 0.3244        | 0.8032           | nan                | 0.8615             | 0.9225                 | 0.0                     | 0.5512                    | 0.5469                        | nan                     | 0.5238             | 0.5965                | 0.0                  | 0.8869               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3305                   | 0.0                      | 0.0                         | 0.9182                         | 0.0                        | 0.5815                     | 0.1706                               | 0.0                          | nan                          | 0.0                          | 0.2166               | 0.0                         | 0.0                          | 0.8888                     | 0.9081                  | 0.9617       | 0.0                  | 0.0                   | 0.1920               | 0.0                   | nan           | 0.6126        | 0.8447            | 0.0                | 0.4871               | 0.3121                   | nan                | 0.3896        | 0.4787           | 0.0             | 0.7852          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3121              | 0.0                 | 0.0                    | 0.6589                    | 0.0                   | 0.3191                | 0.1535                          | 0.0                     | nan                     | 0.0                     | 0.1769          | 0.0                    | 0.0                     | 0.8168                | 0.7239             | 0.9055  | 0.0             | 0.0              | 0.1629          | 0.0              |
| 0.8554        | 3.2   | 1280 | 0.6761          | 0.2609   | 0.3188        | 0.8083           | nan                | 0.8374             | 0.9397                 | 0.0                     | 0.6792                    | 0.3960                        | nan                     | 0.5186             | 0.6371                | 0.0                  | 0.9253               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3085                   | 0.0                      | 0.0                         | 0.9172                         | 0.0                        | 0.5093                     | 0.1481                               | 0.0                          | nan                          | 0.0                          | 0.2061               | 0.0                         | 0.0                          | 0.8966                     | 0.9092                  | 0.9593       | 0.0                  | 0.0                   | 0.0944               | 0.0                   | nan           | 0.5952        | 0.8498            | 0.0                | 0.5433               | 0.3114                   | nan                | 0.3752        | 0.5019           | 0.0             | 0.7593          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2916              | 0.0                 | 0.0                    | 0.6579                    | 0.0                   | 0.3461                | 0.1429                          | 0.0                     | nan                     | 0.0                     | 0.1732          | 0.0                    | 0.0                     | 0.8204                | 0.7312             | 0.9018  | 0.0             | 0.0              | 0.0876          | 0.0              |
| 0.4684        | 3.25  | 1300 | 0.6606          | 0.2643   | 0.3290        | 0.8075           | nan                | 0.7621             | 0.9520                 | 0.0004                  | 0.6344                    | 0.6092                        | nan                     | 0.4210             | 0.7337                | 0.0                  | 0.9321               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4412                   | 0.0                      | 0.0                         | 0.9121                         | 0.0                        | 0.5063                     | 0.1623                               | 0.0                          | nan                          | 0.0                          | 0.2298               | 0.0                         | 0.0                          | 0.9060                     | 0.9127                  | 0.9675       | 0.0                  | 0.0                   | 0.1163               | 0.0                   | nan           | 0.6038        | 0.8498            | 0.0004             | 0.5122               | 0.3250                   | nan                | 0.3498        | 0.4887           | 0.0             | 0.7759          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3899              | 0.0                 | 0.0                    | 0.6623                    | 0.0                   | 0.3472                | 0.1517                          | 0.0                     | nan                     | 0.0                     | 0.1860          | 0.0                    | 0.0                     | 0.8249                | 0.7217             | 0.9004  | 0.0             | 0.0              | 0.1035          | 0.0              |
| 0.5551        | 3.3   | 1320 | 0.6564          | 0.2613   | 0.3219        | 0.8121           | nan                | 0.8541             | 0.9352                 | 0.0001                  | 0.7145                    | 0.4218                        | nan                     | 0.4867             | 0.7040                | 0.0                  | 0.9204               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3058                   | 0.0                      | 0.0                         | 0.8780                         | 0.0                        | 0.5158                     | 0.1345                               | 0.0                          | nan                          | 0.0                          | 0.1888               | 0.0                         | 0.0                          | 0.9291                     | 0.9253                  | 0.9637       | 0.0                  | 0.0                   | 0.1007               | 0.0                   | nan           | 0.6243        | 0.8634            | 0.0001             | 0.5626               | 0.3277                   | nan                | 0.3676        | 0.5269           | 0.0             | 0.7680          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2910              | 0.0                 | 0.0                    | 0.6705                    | 0.0                   | 0.3331                | 0.1305                          | 0.0                     | nan                     | 0.0                     | 0.1595          | 0.0                    | 0.0                     | 0.7965                | 0.6849             | 0.9013  | 0.0             | 0.0              | 0.0916          | 0.0              |
| 0.3733        | 3.35  | 1340 | 0.6680          | 0.2592   | 0.3144        | 0.8097           | nan                | 0.8646             | 0.9534                 | 0.0                     | 0.5535                    | 0.3296                        | nan                     | 0.4921             | 0.6983                | 0.0                  | 0.9406               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.2946                   | 0.0                      | 0.0                         | 0.9210                         | 0.0                        | 0.4653                     | 0.1622                               | 0.0                          | nan                          | 0.0                          | 0.2004               | 0.0                         | 0.0                          | 0.9082                     | 0.9002                  | 0.9570       | 0.0                  | 0.0                   | 0.1055               | 0.0                   | nan           | 0.5946        | 0.8547            | 0.0                | 0.5013               | 0.2790                   | nan                | 0.3738        | 0.5169           | 0.0             | 0.7603          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2786              | 0.0                 | 0.0                    | 0.6693                    | 0.0                   | 0.3418                | 0.1571                          | 0.0                     | nan                     | 0.0                     | 0.1683          | 0.0                    | 0.0                     | 0.8147                | 0.7277             | 0.9023  | 0.0             | 0.0              | 0.0961          | 0.0              |
| 0.9523        | 3.4   | 1360 | 0.6612          | 0.2647   | 0.3279        | 0.8094           | nan                | 0.7985             | 0.9595                 | 0.0008                  | 0.5197                    | 0.5052                        | nan                     | 0.5551             | 0.7424                | 0.0                  | 0.9382               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3255                   | 0.0                      | 0.0                         | 0.8777                         | 0.0                        | 0.5568                     | 0.1699                               | 0.0                          | nan                          | 0.0                          | 0.2358               | 0.0                         | 0.0                          | 0.9243                     | 0.8726                  | 0.9651       | 0.0                  | 0.0                   | 0.2192               | 0.0                   | nan           | 0.6007        | 0.8438            | 0.0008             | 0.4760               | 0.3616                   | nan                | 0.3910        | 0.4673           | 0.0             | 0.7748          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3058              | 0.0                 | 0.0                    | 0.6938                    | 0.0                   | 0.3369                | 0.1571                          | 0.0                     | nan                     | 0.0                     | 0.1923          | 0.0                    | 0.0                     | 0.8153                | 0.7065             | 0.9017  | 0.0             | 0.0              | 0.1798          | 0.0              |
| 0.2759        | 3.45  | 1380 | 0.6389          | 0.2682   | 0.3309        | 0.8103           | nan                | 0.7294             | 0.9500                 | 0.0018                  | 0.7360                    | 0.6108                        | nan                     | 0.5313             | 0.7121                | 0.0                  | 0.9158               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3389                   | 0.0                      | 0.0                         | 0.9052                         | 0.0                        | 0.4796                     | 0.1449                               | 0.0                          | nan                          | 0.0                          | 0.2493               | 0.0                         | 0.0                          | 0.9246                     | 0.8808                  | 0.9614       | 0.0                  | 0.0                   | 0.1859               | 0.0                   | nan           | 0.5762        | 0.8552            | 0.0018             | 0.5199               | 0.3725                   | nan                | 0.4012        | 0.5055           | 0.0             | 0.7905          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3213              | 0.0                 | 0.0                    | 0.6739                    | 0.0                   | 0.3270                | 0.1398                          | 0.0                     | nan                     | 0.0                     | 0.1977          | 0.0                    | 0.0                     | 0.8205                | 0.7447             | 0.9027  | 0.0             | 0.0              | 0.1632          | 0.0              |
| 0.5138        | 3.5   | 1400 | 0.6407          | 0.2674   | 0.3283        | 0.8110           | nan                | 0.8591             | 0.9298                 | 0.0050                  | 0.6663                    | 0.4472                        | nan                     | 0.4690             | 0.7420                | 0.0                  | 0.9120               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3200                   | 0.0                      | 0.0                         | 0.8964                         | 0.0                        | 0.4909                     | 0.1656                               | 0.0                          | nan                          | 0.0                          | 0.2765               | 0.0                         | 0.0                          | 0.9273                     | 0.9084                  | 0.9551       | 0.0                  | 0.0                   | 0.2066               | 0.0                   | nan           | 0.5913        | 0.8464            | 0.0050             | 0.5573               | 0.3489                   | nan                | 0.3679        | 0.4653           | 0.0             | 0.7927          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3077              | 0.0                 | 0.0                    | 0.6810                    | 0.0                   | 0.3369                | 0.1564                          | 0.0                     | nan                     | 0.0                     | 0.2116          | 0.0                    | 0.0                     | 0.8193                | 0.7135             | 0.9055  | 0.0             | 0.0              | 0.1832          | 0.0              |
| 0.511         | 3.55  | 1420 | 0.6657          | 0.2620   | 0.3263        | 0.8078           | nan                | 0.8603             | 0.9122                 | 0.0041                  | 0.6877                    | 0.5644                        | nan                     | 0.4254             | 0.7158                | 0.0                  | 0.9445               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.2016                   | 0.0                      | 0.0                         | 0.8632                         | 0.0                        | 0.5811                     | 0.1696                               | 0.0                          | nan                          | 0.0                          | 0.2271               | 0.0                         | 0.0                          | 0.9443                     | 0.8776                  | 0.9504       | 0.0                  | 0.0                   | 0.1869               | 0.0                   | nan           | 0.5901        | 0.8572            | 0.0041             | 0.5759               | 0.3356                   | nan                | 0.3561        | 0.5105           | 0.0             | 0.7540          | 0.0               | 0.0             | nan                   | 0.0                    | 0.1967              | 0.0                 | 0.0                    | 0.6959                    | 0.0                   | 0.3337                | 0.1587                          | 0.0                     | nan                     | 0.0                     | 0.1884          | 0.0                    | 0.0                     | 0.8096                | 0.6874             | 0.9083  | 0.0             | 0.0              | 0.1591          | 0.0              |
| 0.5465        | 3.6   | 1440 | 0.6670          | 0.2567   | 0.3131        | 0.8072           | nan                | 0.8742             | 0.9221                 | 0.0044                  | 0.6417                    | 0.4449                        | nan                     | 0.4785             | 0.6379                | 0.0                  | 0.9160               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.2040                   | 0.0                      | 0.0                         | 0.9454                         | 0.0                        | 0.4412                     | 0.1302                               | 0.0                          | nan                          | 0.0                          | 0.1910               | 0.0                         | 0.0                          | 0.9072                     | 0.9156                  | 0.9591       | 0.0                  | 0.0                   | 0.0926               | 0.0                   | nan           | 0.5866        | 0.8550            | 0.0044             | 0.5503               | 0.3312                   | nan                | 0.3873        | 0.4994           | 0.0             | 0.7611          | 0.0               | 0.0             | nan                   | 0.0                    | 0.1998              | 0.0                 | 0.0                    | 0.6437                    | 0.0                   | 0.3050                | 0.1274                          | 0.0                     | nan                     | 0.0                     | 0.1612          | 0.0                    | 0.0                     | 0.8213                | 0.7303             | 0.9064  | 0.0             | 0.0              | 0.0877          | 0.0              |
| 0.7715        | 3.65  | 1460 | 0.6173          | 0.2737   | 0.3374        | 0.8162           | nan                | 0.8676             | 0.9270                 | 0.0168                  | 0.7102                    | 0.5839                        | nan                     | 0.4582             | 0.7432                | 0.0                  | 0.9277               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3844                   | 0.0                      | 0.0                         | 0.8948                         | 0.0                        | 0.5458                     | 0.1776                               | 0.0                          | nan                          | 0.0                          | 0.2791               | 0.0                         | 0.0                          | 0.9208                     | 0.8757                  | 0.9749       | 0.0                  | 0.0                   | 0.1730               | 0.0                   | nan           | 0.5879        | 0.8679            | 0.0167             | 0.6301               | 0.3471                   | nan                | 0.3642        | 0.4961           | 0.0             | 0.7790          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3500              | 0.0                 | 0.0                    | 0.6835                    | 0.0                   | 0.3404                | 0.1657                          | 0.0                     | nan                     | 0.0                     | 0.2200          | 0.0                    | 0.0                     | 0.8279                | 0.7596             | 0.8942  | 0.0             | 0.0              | 0.1531          | 0.0              |
| 0.7065        | 3.7   | 1480 | 0.5998          | 0.2853   | 0.3453        | 0.8286           | nan                | 0.7538             | 0.9517                 | 0.2818                  | 0.8644                    | 0.5783                        | nan                     | 0.5715             | 0.7038                | 0.0                  | 0.9136               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3720                   | 0.0                      | 0.0                         | 0.9097                         | 0.0                        | 0.4817                     | 0.1914                               | 0.0                          | nan                          | 0.0                          | 0.2495               | 0.0                         | 0.0                          | 0.9363                     | 0.8578                  | 0.9695       | 0.0                  | 0.0                   | 0.1182               | 0.0                   | nan           | 0.6257        | 0.8724            | 0.2761             | 0.6601               | 0.3861                   | nan                | 0.3855        | 0.5232           | 0.0             | 0.7831          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3411              | 0.0                 | 0.0                    | 0.6675                    | 0.0                   | 0.3472                | 0.1844                          | 0.0                     | nan                     | 0.0                     | 0.2035          | 0.0                    | 0.0                     | 0.8145                | 0.7587             | 0.9034  | 0.0             | 0.0              | 0.1109          | 0.0              |
| 0.2569        | 3.75  | 1500 | 0.6145          | 0.2786   | 0.3424        | 0.8239           | nan                | 0.8278             | 0.9394                 | 0.1052                  | 0.8458                    | 0.5420                        | nan                     | 0.4832             | 0.7527                | 0.0                  | 0.9215               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3995                   | 0.0                      | 0.0                         | 0.9075                         | 0.0                        | 0.4897                     | 0.2011                               | 0.0                          | nan                          | 0.0                          | 0.2399               | 0.0                         | 0.0                          | 0.9034                     | 0.9299                  | 0.9610       | 0.0                  | 0.0                   | 0.1657               | 0.0                   | nan           | 0.6148        | 0.8737            | 0.1052             | 0.6503               | 0.3872                   | nan                | 0.3676        | 0.4860           | 0.0             | 0.7827          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3607              | 0.0                 | 0.0                    | 0.6765                    | 0.0                   | 0.3603                | 0.1899                          | 0.0                     | nan                     | 0.0                     | 0.1923          | 0.0                    | 0.0                     | 0.8189                | 0.7189             | 0.9042  | 0.0             | 0.0              | 0.1459          | 0.0              |
| 0.4115        | 3.8   | 1520 | 0.5884          | 0.2819   | 0.3460        | 0.8296           | nan                | 0.8087             | 0.9485                 | 0.1128                  | 0.8786                    | 0.5479                        | nan                     | 0.4899             | 0.7350                | 0.0                  | 0.9285               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3790                   | 0.0                      | 0.0                         | 0.8919                         | 0.0                        | 0.6044                     | 0.2065                               | 0.0                          | nan                          | 0.0                          | 0.2434               | 0.0                         | 0.0                          | 0.9280                     | 0.8974                  | 0.9625       | 0.0                  | 0.0                   | 0.1631               | 0.0                   | nan           | 0.6310        | 0.8814            | 0.1128             | 0.6625               | 0.4050                   | nan                | 0.3724        | 0.5007           | 0.0             | 0.7736          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3508              | 0.0                 | 0.0                    | 0.6879                    | 0.0                   | 0.3570                | 0.1842                          | 0.0                     | nan                     | 0.0                     | 0.1980          | 0.0                    | 0.0                     | 0.8244                | 0.7464             | 0.9061  | 0.0             | 0.0              | 0.1439          | 0.0              |
| 0.4283        | 3.85  | 1540 | 0.5846          | 0.2858   | 0.3435        | 0.8317           | nan                | 0.8047             | 0.9570                 | 0.3339                  | 0.7484                    | 0.5613                        | nan                     | 0.5463             | 0.6730                | 0.0                  | 0.9375               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.2810                   | 0.0                      | 0.0                         | 0.9304                         | 0.0                        | 0.4821                     | 0.1922                               | 0.0                          | nan                          | 0.0                          | 0.2742               | 0.0                         | 0.0                          | 0.9031                     | 0.8917                  | 0.9685       | 0.0                  | 0.0                   | 0.1628               | 0.0                   | nan           | 0.6640        | 0.8629            | 0.3326             | 0.6167               | 0.4016                   | nan                | 0.4112        | 0.4918           | 0.0             | 0.7682          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2691              | 0.0                 | 0.0                    | 0.6648                    | 0.0                   | 0.3391                | 0.1823                          | 0.0                     | nan                     | 0.0                     | 0.2147          | 0.0                    | 0.0                     | 0.8308                | 0.7606             | 0.9095  | 0.0             | 0.0              | 0.1402          | 0.0              |
| 1.2293        | 3.9   | 1560 | 0.5655          | 0.2862   | 0.3444        | 0.8307           | nan                | 0.8930             | 0.9441                 | 0.0980                  | 0.7981                    | 0.4731                        | nan                     | 0.4821             | 0.7490                | 0.0                  | 0.9003               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4094                   | 0.0                      | 0.0                         | 0.8911                         | 0.0                        | 0.4557                     | 0.2125                               | 0.0                          | nan                          | 0.0                          | 0.3735               | 0.0                         | 0.0                          | 0.9501                     | 0.8356                  | 0.9734       | 0.0                  | 0.0                   | 0.2380               | 0.0                   | nan           | 0.6520        | 0.8734            | 0.0977             | 0.6700               | 0.3840                   | nan                | 0.3923        | 0.4878           | 0.0             | 0.8019          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3876              | 0.0                 | 0.0                    | 0.6759                    | 0.0                   | 0.3397                | 0.1994                          | 0.0                     | nan                     | 0.0                     | 0.2524          | 0.0                    | 0.0                     | 0.8100                | 0.7343             | 0.9069  | 0.0             | 0.0              | 0.2081          | 0.0              |
| 0.551         | 3.95  | 1580 | 0.5840          | 0.2746   | 0.3351        | 0.8279           | nan                | 0.8951             | 0.9488                 | 0.0918                  | 0.7733                    | 0.4412                        | nan                     | 0.4940             | 0.7607                | 0.0                  | 0.9474               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.2989                   | 0.0                      | 0.0                         | 0.9079                         | 0.0                        | 0.3421                     | 0.2720                               | 0.0                          | nan                          | 0.0                          | 0.2512               | 0.0                         | 0.0                          | 0.8946                     | 0.9348                  | 0.9657       | 0.0                  | 0.0                   | 0.1694               | 0.0                   | nan           | 0.6506        | 0.8781            | 0.0916             | 0.6825               | 0.3515                   | nan                | 0.3937        | 0.4535           | 0.0             | 0.7536          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2914              | 0.0                 | 0.0                    | 0.6783                    | 0.0                   | 0.2943                | 0.2325                          | 0.0                     | nan                     | 0.0                     | 0.1999          | 0.0                    | 0.0                     | 0.8190                | 0.6868             | 0.9100  | 0.0             | 0.0              | 0.1450          | 0.0              |
| 0.5974        | 4.0   | 1600 | 0.5798          | 0.2811   | 0.3436        | 0.8290           | nan                | 0.8757             | 0.9483                 | 0.0435                  | 0.8546                    | 0.4860                        | nan                     | 0.3770             | 0.7800                | 0.0                  | 0.9186               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4403                   | 0.0                      | 0.0                         | 0.8583                         | 0.0                        | 0.4272                     | 0.4097                               | 0.0                          | nan                          | 0.0                          | 0.2627               | 0.0                         | 0.0                          | 0.9422                     | 0.8878                  | 0.9663       | 0.0                  | 0.0                   | 0.1747               | 0.0                   | nan           | 0.6478        | 0.8755            | 0.0434             | 0.7003               | 0.3740                   | nan                | 0.3254        | 0.4481           | 0.0             | 0.7903          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4180              | 0.0                 | 0.0                    | 0.6837                    | 0.0                   | 0.3085                | 0.2761                          | 0.0                     | nan                     | 0.0                     | 0.2069          | 0.0                    | 0.0                     | 0.8195                | 0.7304             | 0.9142  | 0.0             | 0.0              | 0.1506          | 0.0              |
| 0.6838        | 4.05  | 1620 | 0.5720          | 0.2897   | 0.3477        | 0.8361           | nan                | 0.8162             | 0.9585                 | 0.4193                  | 0.7652                    | 0.4378                        | nan                     | 0.5470             | 0.7513                | 0.0                  | 0.9386               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.2966                   | 0.0                      | 0.0                         | 0.9111                         | 0.0                        | 0.5052                     | 0.2637                               | 0.0                          | nan                          | 0.0                          | 0.2369               | 0.0                         | 0.0                          | 0.9216                     | 0.9073                  | 0.9678       | 0.0                  | 0.0                   | 0.1353               | 0.0                   | nan           | 0.6712        | 0.8629            | 0.4166             | 0.6664               | 0.3313                   | nan                | 0.4150        | 0.4917           | 0.0             | 0.7564          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2839              | 0.0                 | 0.0                    | 0.6897                    | 0.0                   | 0.3708                | 0.2397                          | 0.0                     | nan                     | 0.0                     | 0.1945          | 0.0                    | 0.0                     | 0.8295                | 0.7321             | 0.9097  | 0.0             | 0.0              | 0.1190          | 0.0              |
| 0.249         | 4.1   | 1640 | 0.5752          | 0.2890   | 0.3477        | 0.8331           | nan                | 0.8699             | 0.9562                 | 0.2723                  | 0.6850                    | 0.4823                        | nan                     | 0.4803             | 0.7654                | 0.0                  | 0.9243               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3359                   | 0.0                      | 0.0                         | 0.9115                         | 0.0                        | 0.4675                     | 0.3045                               | 0.0                          | nan                          | 0.0                          | 0.2403               | 0.0                         | 0.0                          | 0.9081                     | 0.9098                  | 0.9665       | 0.0                  | 0.0                   | 0.2982               | 0.0                   | nan           | 0.6679        | 0.8657            | 0.2715             | 0.6086               | 0.3427                   | nan                | 0.4042        | 0.4793           | 0.0             | 0.7827          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3204              | 0.0                 | 0.0                    | 0.6944                    | 0.0                   | 0.3710                | 0.2664                          | 0.0                     | nan                     | 0.0                     | 0.1948          | 0.0                    | 0.0                     | 0.8306                | 0.7223             | 0.9116  | 0.0             | 0.0              | 0.2256          | 0.0              |
| 0.3792        | 4.15  | 1660 | 0.5946          | 0.2777   | 0.3363        | 0.8240           | nan                | 0.8625             | 0.9373                 | 0.0506                  | 0.7383                    | 0.5229                        | nan                     | 0.5175             | 0.7418                | 0.0                  | 0.9228               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3341                   | 0.0                      | 0.0                         | 0.9048                         | 0.0                        | 0.4666                     | 0.2446                               | 0.0                          | nan                          | 0.0                          | 0.1873               | 0.0                         | 0.0                          | 0.9388                     | 0.8941                  | 0.9618       | 0.0                  | 0.0                   | 0.1981               | 0.0                   | nan           | 0.6262        | 0.8718            | 0.0505             | 0.6408               | 0.3294                   | nan                | 0.4035        | 0.5152           | 0.0             | 0.7783          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3093              | 0.0                 | 0.0                    | 0.6794                    | 0.0                   | 0.3817                | 0.2246                          | 0.0                     | nan                     | 0.0                     | 0.1628          | 0.0                    | 0.0                     | 0.8176                | 0.7375             | 0.9122  | 0.0             | 0.0              | 0.1676          | 0.0              |
| 0.4183        | 4.2   | 1680 | 0.6212          | 0.2785   | 0.3376        | 0.8232           | nan                | 0.8498             | 0.9561                 | 0.0200                  | 0.6881                    | 0.3660                        | nan                     | 0.5542             | 0.7594                | 0.0                  | 0.9256               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3792                   | 0.0                      | 0.0                         | 0.9184                         | 0.0                        | 0.5085                     | 0.2863                               | 0.0                          | nan                          | 0.0                          | 0.2577               | 0.0                         | 0.0                          | 0.9151                     | 0.9032                  | 0.9591       | 0.0                  | 0.0                   | 0.2177               | 0.0                   | nan           | 0.6273        | 0.8604            | 0.0200             | 0.6005               | 0.3124                   | nan                | 0.4123        | 0.4977           | 0.0             | 0.7862          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3542              | 0.0                 | 0.0                    | 0.6779                    | 0.0                   | 0.3742                | 0.2459                          | 0.0                     | nan                     | 0.0                     | 0.2049          | 0.0                    | 0.0                     | 0.8302                | 0.7404             | 0.9142  | 0.0             | 0.0              | 0.1762          | 0.0              |
| 0.2699        | 4.25  | 1700 | 0.5899          | 0.2822   | 0.3440        | 0.8267           | nan                | 0.8552             | 0.9474                 | 0.0274                  | 0.7366                    | 0.5422                        | nan                     | 0.4857             | 0.7785                | 0.0                  | 0.9296               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4462                   | 0.0                      | 0.0                         | 0.9134                         | 0.0                        | 0.4919                     | 0.2642                               | 0.0                          | nan                          | 0.0                          | 0.2801               | 0.0                         | 0.0                          | 0.9266                     | 0.8999                  | 0.9634       | 0.0                  | 0.0                   | 0.1752               | 0.0                   | nan           | 0.6366        | 0.8708            | 0.0274             | 0.6422               | 0.3777                   | nan                | 0.3961        | 0.4915           | 0.0             | 0.7847          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4050              | 0.0                 | 0.0                    | 0.6745                    | 0.0                   | 0.3621                | 0.2391                          | 0.0                     | nan                     | 0.0                     | 0.2136          | 0.0                    | 0.0                     | 0.8287                | 0.7351             | 0.9128  | 0.0             | 0.0              | 0.1489          | 0.0              |
| 0.3989        | 4.3   | 1720 | 0.6231          | 0.2841   | 0.3468        | 0.8223           | nan                | 0.8792             | 0.9530                 | 0.0161                  | 0.5854                    | 0.5658                        | nan                     | 0.4450             | 0.7600                | 0.0                  | 0.9184               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4922                   | 0.0                      | 0.0                         | 0.8668                         | 0.0                        | 0.5987                     | 0.3056                               | 0.0                          | nan                          | 0.0                          | 0.2943               | 0.0                         | 0.0                          | 0.9190                     | 0.9046                  | 0.9662       | 0.0                  | 0.0                   | 0.2798               | 0.0                   | nan           | 0.6260        | 0.8591            | 0.0161             | 0.5481               | 0.4005                   | nan                | 0.3765        | 0.4868           | 0.0             | 0.8046          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4483              | 0.0                 | 0.0                    | 0.7014                    | 0.0                   | 0.3641                | 0.2546                          | 0.0                     | nan                     | 0.0                     | 0.2204          | 0.0                    | 0.0                     | 0.8204                | 0.7416             | 0.9131  | 0.0             | 0.0              | 0.2263          | 0.0              |
| 0.4176        | 4.35  | 1740 | 0.6305          | 0.2813   | 0.3433        | 0.8213           | nan                | 0.8866             | 0.9441                 | 0.0586                  | 0.5899                    | 0.5263                        | nan                     | 0.4457             | 0.7762                | 0.0                  | 0.9337               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3808                   | 0.0                      | 0.0                         | 0.8942                         | 0.0                        | 0.5550                     | 0.3426                               | 0.0                          | nan                          | 0.0                          | 0.2724               | 0.0                         | 0.0                          | 0.9101                     | 0.9081                  | 0.9592       | 0.0                  | 0.0                   | 0.2577               | 0.0                   | nan           | 0.6137        | 0.8609            | 0.0586             | 0.5374               | 0.3811                   | nan                | 0.3753        | 0.4899           | 0.0             | 0.7856          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3419              | 0.0                 | 0.0                    | 0.6951                    | 0.0                   | 0.3900                | 0.2916                          | 0.0                     | nan                     | 0.0                     | 0.2118          | 0.0                    | 0.0                     | 0.8240                | 0.7356             | 0.9129  | 0.0             | 0.0              | 0.2139          | 0.0              |
| 0.665         | 4.4   | 1760 | 0.5933          | 0.2891   | 0.3511        | 0.8278           | nan                | 0.7736             | 0.9516                 | 0.2287                  | 0.7554                    | 0.5664                        | nan                     | 0.5432             | 0.7323                | 0.0                  | 0.9141               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3558                   | 0.0                      | 0.0                         | 0.9120                         | 0.0                        | 0.5390                     | 0.3023                               | 0.0                          | nan                          | 0.0                          | 0.2489               | 0.0                         | 0.0                          | 0.9245                     | 0.8939                  | 0.9611       | 0.0                  | 0.0                   | 0.2811               | 0.0                   | nan           | 0.6395        | 0.8645            | 0.2281             | 0.5482               | 0.3688                   | nan                | 0.4263        | 0.5084           | 0.0             | 0.7994          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3267              | 0.0                 | 0.0                    | 0.6862                    | 0.0                   | 0.3662                | 0.2701                          | 0.0                     | nan                     | 0.0                     | 0.1997          | 0.0                    | 0.0                     | 0.8291                | 0.7602             | 0.9106  | 0.0             | 0.0              | 0.2306          | 0.0              |
| 0.874         | 4.45  | 1780 | 0.5883          | 0.2880   | 0.3505        | 0.8274           | nan                | 0.8497             | 0.9478                 | 0.0476                  | 0.7267                    | 0.4998                        | nan                     | 0.5323             | 0.7796                | 0.0                  | 0.9107               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4468                   | 0.0                      | 0.0                         | 0.8911                         | 0.0                        | 0.5308                     | 0.3893                               | 0.0                          | nan                          | 0.0                          | 0.2478               | 0.0                         | 0.0                          | 0.9309                     | 0.8921                  | 0.9707       | 0.0                  | 0.0                   | 0.2717               | 0.0                   | nan           | 0.6304        | 0.8654            | 0.0470             | 0.6103               | 0.3452                   | nan                | 0.4215        | 0.4955           | 0.0             | 0.7995          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3911              | 0.0                 | 0.0                    | 0.6997                    | 0.0                   | 0.3881                | 0.3311                          | 0.0                     | nan                     | 0.0                     | 0.1970          | 0.0                    | 0.0                     | 0.8274                | 0.7533             | 0.9060  | 0.0             | 0.0              | 0.2183          | 0.0              |
| 0.7538        | 4.5   | 1800 | 0.5811          | 0.2881   | 0.3498        | 0.8302           | nan                | 0.8316             | 0.9579                 | 0.1509                  | 0.6903                    | 0.5482                        | nan                     | 0.5237             | 0.7837                | 0.0                  | 0.9128               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4372                   | 0.0                      | 0.0                         | 0.9149                         | 0.0                        | 0.5377                     | 0.1952                               | 0.0                          | nan                          | 0.0                          | 0.2565               | 0.0                         | 0.0                          | 0.9232                     | 0.8963                  | 0.9629       | 0.0                  | 0.0                   | 0.3200               | 0.0                   | nan           | 0.6422        | 0.8669            | 0.1507             | 0.5779               | 0.3704                   | nan                | 0.4299        | 0.4537           | 0.0             | 0.8106          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4011              | 0.0                 | 0.0                    | 0.6868                    | 0.0                   | 0.3957                | 0.1857                          | 0.0                     | nan                     | 0.0                     | 0.2034          | 0.0                    | 0.0                     | 0.8319                | 0.7533             | 0.9122  | 0.0             | 0.0              | 0.2589          | 0.0              |
| 0.6365        | 4.55  | 1820 | 0.5876          | 0.2955   | 0.3636        | 0.8301           | nan                | 0.8343             | 0.9461                 | 0.1927                  | 0.7764                    | 0.4975                        | nan                     | 0.4979             | 0.7919                | 0.0                  | 0.9231               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5684                   | 0.0                      | 0.0                         | 0.8520                         | 0.0                        | 0.5700                     | 0.3431                               | 0.0                          | nan                          | 0.0                          | 0.3030               | 0.0                         | 0.0                          | 0.9248                     | 0.9176                  | 0.9722       | 0.0                  | 0.0                   | 0.3618               | 0.0                   | nan           | 0.6433        | 0.8655            | 0.1852             | 0.5979               | 0.3792                   | nan                | 0.4052        | 0.4986           | 0.0             | 0.8025          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4528              | 0.0                 | 0.0                    | 0.7038                    | 0.0                   | 0.3865                | 0.2838                          | 0.0                     | nan                     | 0.0                     | 0.2196          | 0.0                    | 0.0                     | 0.8245                | 0.7282             | 0.9092  | 0.0             | 0.0              | 0.2760          | 0.0              |
| 0.428         | 4.6   | 1840 | 0.5977          | 0.2939   | 0.3567        | 0.8298           | nan                | 0.7673             | 0.9436                 | 0.3886                  | 0.7394                    | 0.6442                        | nan                     | 0.4835             | 0.7331                | 0.0                  | 0.9532               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3945                   | 0.0                      | 0.0                         | 0.9011                         | 0.0                        | 0.4807                     | 0.2633                               | 0.0                          | nan                          | 0.0                          | 0.2596               | 0.0                         | 0.0                          | 0.9343                     | 0.8962                  | 0.9621       | 0.0                  | 0.0                   | 0.3116               | 0.0                   | nan           | 0.6477        | 0.8661            | 0.3730             | 0.5415               | 0.4030                   | nan                | 0.3969        | 0.5352           | 0.0             | 0.7716          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3449              | 0.0                 | 0.0                    | 0.6973                    | 0.0                   | 0.3898                | 0.2379                          | 0.0                     | nan                     | 0.0                     | 0.2056          | 0.0                    | 0.0                     | 0.8194                | 0.7117             | 0.9136  | 0.0             | 0.0              | 0.2567          | 0.0              |
| 0.6182        | 4.65  | 1860 | 0.5867          | 0.3038   | 0.3678        | 0.8324           | nan                | 0.8254             | 0.9389                 | 0.4681                  | 0.7267                    | 0.5169                        | nan                     | 0.5150             | 0.7768                | 0.0                  | 0.8874               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5958                   | 0.0                      | 0.0                         | 0.8997                         | 0.0                        | 0.4930                     | 0.3416                               | 0.0                          | nan                          | 0.0                          | 0.2805               | 0.0                         | 0.0                          | 0.9209                     | 0.9070                  | 0.9717       | 0.0                  | 0.0                   | 0.3368               | 0.0                   | nan           | 0.6537        | 0.8564            | 0.4020             | 0.5827               | 0.4089                   | nan                | 0.4127        | 0.5067           | 0.0             | 0.8066          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4905              | 0.0                 | 0.0                    | 0.6892                    | 0.0                   | 0.3875                | 0.2863                          | 0.0                     | nan                     | 0.0                     | 0.2175          | 0.0                    | 0.0                     | 0.8256                | 0.7127             | 0.9033  | 0.0             | 0.0              | 0.2755          | 0.0              |
| 0.3454        | 4.7   | 1880 | 0.5938          | 0.2944   | 0.3538        | 0.8346           | nan                | 0.8415             | 0.9487                 | 0.2709                  | 0.7772                    | 0.4819                        | nan                     | 0.5045             | 0.7767                | 0.0                  | 0.9380               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3981                   | 0.0                      | 0.0                         | 0.9300                         | 0.0                        | 0.4494                     | 0.2627                               | 0.0                          | nan                          | 0.0                          | 0.2903               | 0.0                         | 0.0                          | 0.9146                     | 0.9041                  | 0.9630       | 0.0                  | 0.0                   | 0.3156               | 0.0                   | nan           | 0.6584        | 0.8708            | 0.2652             | 0.6088               | 0.3816                   | nan                | 0.4122        | 0.5299           | 0.0             | 0.7921          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3576              | 0.0                 | 0.0                    | 0.6763                    | 0.0                   | 0.3656                | 0.2484                          | 0.0                     | nan                     | 0.0                     | 0.2235          | 0.0                    | 0.0                     | 0.8323                | 0.7407             | 0.9094  | 0.0             | 0.0              | 0.2549          | 0.0              |
| 0.2997        | 4.75  | 1900 | 0.5960          | 0.2984   | 0.3632        | 0.8292           | nan                | 0.8630             | 0.9258                 | 0.2607                  | 0.8035                    | 0.5357                        | nan                     | 0.4565             | 0.7725                | 0.0                  | 0.9385               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5276                   | 0.0                      | 0.0                         | 0.8711                         | 0.0                        | 0.5219                     | 0.3040                               | 0.0                          | nan                          | 0.0                          | 0.2698               | 0.0                         | 0.0                          | 0.9126                     | 0.9310                  | 0.9595       | 0.0                  | 0.0                   | 0.4058               | 0.0                   | nan           | 0.6364        | 0.8556            | 0.2459             | 0.6304               | 0.4054                   | nan                | 0.3895        | 0.5403           | 0.0             | 0.8012          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4315              | 0.0                 | 0.0                    | 0.7040                    | 0.0                   | 0.3764                | 0.2688                          | 0.0                     | nan                     | 0.0                     | 0.2119          | 0.0                    | 0.0                     | 0.8219                | 0.7169             | 0.9138  | 0.0             | 0.0              | 0.3018          | 0.0              |
| 0.4208        | 4.8   | 1920 | 0.5733          | 0.3001   | 0.3602        | 0.8363           | nan                | 0.8515             | 0.9458                 | 0.2674                  | 0.7616                    | 0.5101                        | nan                     | 0.5824             | 0.7751                | 0.0                  | 0.9234               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4475                   | 0.0                      | 0.0                         | 0.8996                         | 0.0                        | 0.5099                     | 0.2579                               | 0.0                          | nan                          | 0.0                          | 0.2709               | 0.0                         | 0.0                          | 0.9328                     | 0.8720                  | 0.9686       | 0.0                  | 0.0                   | 0.3913               | 0.0                   | nan           | 0.6507        | 0.8693            | 0.2508             | 0.6614               | 0.3964                   | nan                | 0.4241        | 0.5249           | 0.0             | 0.8013          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3989              | 0.0                 | 0.0                    | 0.6884                    | 0.0                   | 0.3615                | 0.2463                          | 0.0                     | nan                     | 0.0                     | 0.2200          | 0.0                    | 0.0                     | 0.8282                | 0.7565             | 0.9110  | 0.0             | 0.0              | 0.3131          | 0.0              |
| 0.8041        | 4.85  | 1940 | 0.5805          | 0.3067   | 0.3649        | 0.8395           | nan                | 0.7677             | 0.9671                 | 0.5468                  | 0.7375                    | 0.5220                        | nan                     | 0.5240             | 0.7851                | 0.0                  | 0.9276               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4776                   | 0.0                      | 0.0                         | 0.9261                         | 0.0                        | 0.5061                     | 0.3278                               | 0.0                          | nan                          | 0.0                          | 0.2665               | 0.0                         | 0.0                          | 0.9185                     | 0.8835                  | 0.9623       | 0.0                  | 0.0                   | 0.2645               | 0.0                   | nan           | 0.6759        | 0.8542            | 0.5203             | 0.6358               | 0.3904                   | nan                | 0.4115        | 0.5321           | 0.0             | 0.7932          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4043              | 0.0                 | 0.0                    | 0.6673                    | 0.0                   | 0.3778                | 0.2885                          | 0.0                     | nan                     | 0.0                     | 0.2168          | 0.0                    | 0.0                     | 0.8373                | 0.7651             | 0.9132  | 0.0             | 0.0              | 0.2238          | 0.0              |
| 0.6315        | 4.9   | 1960 | 0.5730          | 0.3018   | 0.3667        | 0.8345           | nan                | 0.8376             | 0.9518                 | 0.2453                  | 0.7895                    | 0.5459                        | nan                     | 0.4480             | 0.7837                | 0.0                  | 0.9079               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5551                   | 0.0                      | 0.0                         | 0.8532                         | 0.0                        | 0.5561                     | 0.3127                               | 0.0                          | nan                          | 0.0                          | 0.3208               | 0.0                         | 0.0                          | 0.9208                     | 0.9234                  | 0.9751       | 0.0                  | 0.0                   | 0.4399               | 0.0                   | nan           | 0.6488        | 0.8649            | 0.2422             | 0.6620               | 0.4140                   | nan                | 0.3623        | 0.5323           | 0.0             | 0.8041          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4737              | 0.0                 | 0.0                    | 0.7008                    | 0.0                   | 0.3608                | 0.2749                          | 0.0                     | nan                     | 0.0                     | 0.2361          | 0.0                    | 0.0                     | 0.8293                | 0.7342             | 0.9013  | 0.0             | 0.0              | 0.3137          | 0.0              |
| 0.6156        | 4.95  | 1980 | 0.5638          | 0.2939   | 0.3542        | 0.8367           | nan                | 0.8313             | 0.9381                 | 0.2337                  | 0.8851                    | 0.5886                        | nan                     | 0.4909             | 0.6870                | 0.0                  | 0.9371               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.3126                   | 0.0                      | 0.0                         | 0.8979                         | 0.0                        | 0.5187                     | 0.2581                               | 0.0                          | nan                          | 0.0                          | 0.2609               | 0.0                         | 0.0                          | 0.9295                     | 0.9152                  | 0.9585       | 0.0                  | 0.0                   | 0.3372               | 0.0                   | nan           | 0.6575        | 0.8819            | 0.2305             | 0.6751               | 0.4178                   | nan                | 0.3900        | 0.5455           | 0.0             | 0.7890          | 0.0               | 0.0             | nan                   | 0.0                    | 0.2931              | 0.0                 | 0.0                    | 0.6887                    | 0.0                   | 0.3486                | 0.2441                          | 0.0                     | nan                     | 0.0                     | 0.2119          | 0.0                    | 0.0                     | 0.8245                | 0.7210             | 0.9113  | 0.0             | 0.0              | 0.2804          | 0.0              |
| 0.5439        | 5.0   | 2000 | 0.5363          | 0.3043   | 0.3607        | 0.8446           | nan                | 0.8489             | 0.9601                 | 0.3915                  | 0.8429                    | 0.4637                        | nan                     | 0.5036             | 0.7628                | 0.0                  | 0.9421               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4124                   | 0.0                      | 0.0                         | 0.8932                         | 0.0                        | 0.4898                     | 0.2474                               | 0.0                          | nan                          | 0.0                          | 0.3144               | 0.0                         | 0.0                          | 0.9374                     | 0.8650                  | 0.9533       | 0.0                  | 0.0                   | 0.3542               | 0.0                   | nan           | 0.6865        | 0.8770            | 0.3754             | 0.6982               | 0.3798                   | nan                | 0.4104        | 0.5451           | 0.0             | 0.7973          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3767              | 0.0                 | 0.0                    | 0.6985                    | 0.0                   | 0.3503                | 0.2380                          | 0.0                     | nan                     | 0.0                     | 0.2374          | 0.0                    | 0.0                     | 0.8229                | 0.7416             | 0.9096  | 0.0             | 0.0              | 0.2874          | 0.0              |
| 0.2921        | 5.05  | 2020 | 0.5513          | 0.3002   | 0.3627        | 0.8356           | nan                | 0.8919             | 0.9336                 | 0.3205                  | 0.7263                    | 0.5076                        | nan                     | 0.5175             | 0.7830                | 0.0                  | 0.9229               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4495                   | 0.0                      | 0.0                         | 0.8970                         | 0.0                        | 0.5529                     | 0.3204                               | 0.0                          | nan                          | 0.0                          | 0.3129               | 0.0                         | 0.0                          | 0.9272                     | 0.8924                  | 0.9596       | 0.0                  | 0.0                   | 0.3283               | 0.0                   | nan           | 0.6479        | 0.8734            | 0.2885             | 0.6299               | 0.3873                   | nan                | 0.4185        | 0.4954           | 0.0             | 0.8109          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4097              | 0.0                 | 0.0                    | 0.7016                    | 0.0                   | 0.3614                | 0.2927                          | 0.0                     | nan                     | 0.0                     | 0.2387          | 0.0                    | 0.0                     | 0.8317                | 0.7451             | 0.9106  | 0.0             | 0.0              | 0.2624          | 0.0              |
| 0.6915        | 5.1   | 2040 | 0.5531          | 0.3059   | 0.3681        | 0.8421           | nan                | 0.8269             | 0.9601                 | 0.3997                  | 0.7719                    | 0.5937                        | nan                     | 0.4974             | 0.7539                | 0.0                  | 0.9546               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4575                   | 0.0                      | 0.0                         | 0.8561                         | 0.0                        | 0.5497                     | 0.3381                               | 0.0                          | nan                          | 0.0                          | 0.3103               | 0.0                         | 0.0                          | 0.9221                     | 0.9117                  | 0.9663       | 0.0                  | 0.0                   | 0.3413               | 0.0                   | nan           | 0.6779        | 0.8745            | 0.3852             | 0.6487               | 0.4223                   | nan                | 0.3950        | 0.5335           | 0.0             | 0.7866          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4007              | 0.0                 | 0.0                    | 0.7027                    | 0.0                   | 0.3747                | 0.2875                          | 0.0                     | nan                     | 0.0                     | 0.2379          | 0.0                    | 0.0                     | 0.8301                | 0.7435             | 0.9128  | 0.0             | 0.0              | 0.2695          | 0.0              |
| 0.7205        | 5.15  | 2060 | 0.5381          | 0.3135   | 0.3766        | 0.8472           | nan                | 0.8097             | 0.9537                 | 0.5707                  | 0.8599                    | 0.5940                        | nan                     | 0.5006             | 0.7718                | 0.0                  | 0.9312               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5611                   | 0.0                      | 0.0                         | 0.9039                         | 0.0                        | 0.5247                     | 0.3268                               | 0.0                          | nan                          | 0.0                          | 0.2895               | 0.0                         | 0.0                          | 0.9074                     | 0.9293                  | 0.9620       | 0.0                  | 0.0                   | 0.2790               | 0.0                   | nan           | 0.6989        | 0.8818            | 0.5452             | 0.6729               | 0.4109                   | nan                | 0.4148        | 0.5520           | 0.0             | 0.8063          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4606              | 0.0                 | 0.0                    | 0.6878                    | 0.0                   | 0.3673                | 0.2911                          | 0.0                     | nan                     | 0.0                     | 0.2290          | 0.0                    | 0.0                     | 0.8296                | 0.7196             | 0.9150  | 0.0             | 0.0              | 0.2348          | 0.0              |
| 0.4198        | 5.2   | 2080 | 0.5377          | 0.3126   | 0.3768        | 0.8472           | nan                | 0.8799             | 0.9260                 | 0.5648                  | 0.8756                    | 0.5908                        | nan                     | 0.4769             | 0.7933                | 0.0                  | 0.9342               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5268                   | 0.0                      | 0.0                         | 0.9198                         | 0.0                        | 0.4895                     | 0.3641                               | 0.0                          | nan                          | 0.0                          | 0.3008               | 0.0                         | 0.0                          | 0.9240                     | 0.8852                  | 0.9608       | 0.0                  | 0.0                   | 0.2697               | 0.0                   | nan           | 0.6976        | 0.8803            | 0.4799             | 0.7336               | 0.3944                   | nan                | 0.3937        | 0.5160           | 0.0             | 0.7916          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4277              | 0.0                 | 0.0                    | 0.6859                    | 0.0                   | 0.3814                | 0.3481                          | 0.0                     | nan                     | 0.0                     | 0.2368          | 0.0                    | 0.0                     | 0.8322                | 0.7488             | 0.9139  | 0.0             | 0.0              | 0.2285          | 0.0              |
| 0.4787        | 5.25  | 2100 | 0.5828          | 0.3083   | 0.3727        | 0.8373           | nan                | 0.7520             | 0.9649                 | 0.5734                  | 0.7829                    | 0.4978                        | nan                     | 0.4095             | 0.7795                | 0.0                  | 0.9292               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6352                   | 0.0                      | 0.0                         | 0.8823                         | 0.0                        | 0.5275                     | 0.3475                               | 0.0                          | nan                          | 0.0                          | 0.3115               | 0.0                         | 0.0                          | 0.9224                     | 0.9128                  | 0.9610       | 0.0                  | 0.0                   | 0.3652               | 0.0                   | nan           | 0.6632        | 0.8537            | 0.5448             | 0.5818               | 0.3850                   | nan                | 0.3510        | 0.4944           | 0.0             | 0.8117          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4951              | 0.0                 | 0.0                    | 0.7070                    | 0.0                   | 0.3702                | 0.3153                          | 0.0                     | nan                     | 0.0                     | 0.2366          | 0.0                    | 0.0                     | 0.8296                | 0.7229             | 0.9149  | 0.0             | 0.0              | 0.2808          | 0.0              |
| 0.6091        | 5.3   | 2120 | 0.5420          | 0.3145   | 0.3785        | 0.8476           | nan                | 0.8530             | 0.9484                 | 0.5382                  | 0.7625                    | 0.6436                        | nan                     | 0.4914             | 0.7768                | 0.0                  | 0.9399               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5746                   | 0.0                      | 0.0                         | 0.8907                         | 0.0                        | 0.5608                     | 0.3487                               | 0.0                          | nan                          | 0.0                          | 0.2801               | 0.0                         | 0.0                          | 0.9265                     | 0.8854                  | 0.9686       | 0.0                  | 0.0                   | 0.3441               | 0.0                   | nan           | 0.7087        | 0.8764            | 0.5017             | 0.6457               | 0.4296                   | nan                | 0.3970        | 0.5348           | 0.0             | 0.8046          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4684              | 0.0                 | 0.0                    | 0.7002                    | 0.0                   | 0.3703                | 0.3112                          | 0.0                     | nan                     | 0.0                     | 0.2265          | 0.0                    | 0.0                     | 0.8362                | 0.7549             | 0.9130  | 0.0             | 0.0              | 0.2711          | 0.0              |
| 0.5754        | 5.35  | 2140 | 0.5511          | 0.3153   | 0.3794        | 0.8454           | nan                | 0.8401             | 0.9574                 | 0.5039                  | 0.7375                    | 0.4996                        | nan                     | 0.5354             | 0.7639                | 0.0                  | 0.9352               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5871                   | 0.0                      | 0.0                         | 0.8810                         | 0.0                        | 0.5443                     | 0.4794                               | 0.0                          | nan                          | 0.0                          | 0.3352               | 0.0                         | 0.0                          | 0.9209                     | 0.8936                  | 0.9660       | 0.0                  | 0.0                   | 0.3804               | 0.0                   | nan           | 0.6997        | 0.8685            | 0.4590             | 0.6263               | 0.3956                   | nan                | 0.4287        | 0.5474           | 0.0             | 0.8090          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4664              | 0.0                 | 0.0                    | 0.7062                    | 0.0                   | 0.3688                | 0.3695                          | 0.0                     | nan                     | 0.0                     | 0.2489          | 0.0                    | 0.0                     | 0.8395                | 0.7409             | 0.9139  | 0.0             | 0.0              | 0.2870          | 0.0              |
| 0.2469        | 5.4   | 2160 | 0.5532          | 0.3118   | 0.3772        | 0.8454           | nan                | 0.8764             | 0.9408                 | 0.4215                  | 0.7855                    | 0.5509                        | nan                     | 0.5446             | 0.7970                | 0.0                  | 0.9419               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5908                   | 0.0                      | 0.0                         | 0.9139                         | 0.0                        | 0.4847                     | 0.3551                               | 0.0                          | nan                          | 0.0                          | 0.3086               | 0.0                         | 0.0                          | 0.9145                     | 0.9024                  | 0.9654       | 0.0                  | 0.0                   | 0.4003               | 0.0                   | nan           | 0.6953        | 0.8762            | 0.3819             | 0.6548               | 0.4135                   | nan                | 0.4283        | 0.5433           | 0.0             | 0.7982          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4336              | 0.0                 | 0.0                    | 0.6991                    | 0.0                   | 0.3734                | 0.3291                          | 0.0                     | nan                     | 0.0                     | 0.2382          | 0.0                    | 0.0                     | 0.8383                | 0.7469             | 0.9140  | 0.0             | 0.0              | 0.3013          | 0.0              |
| 0.545         | 5.45  | 2180 | 0.5622          | 0.3072   | 0.3687        | 0.8429           | nan                | 0.8509             | 0.9421                 | 0.4680                  | 0.7772                    | 0.6208                        | nan                     | 0.5111             | 0.7643                | 0.0                  | 0.9449               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4878                   | 0.0                      | 0.0                         | 0.8891                         | 0.0                        | 0.5112                     | 0.2509                               | 0.0                          | nan                          | 0.0                          | 0.2772               | 0.0                         | 0.0                          | 0.9421                     | 0.8669                  | 0.9659       | 0.0                  | 0.0                   | 0.3605               | 0.0                   | nan           | 0.6890        | 0.8763            | 0.4355             | 0.6387               | 0.4306                   | nan                | 0.4138        | 0.5533           | 0.0             | 0.7941          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4101              | 0.0                 | 0.0                    | 0.7011                    | 0.0                   | 0.3593                | 0.2397                          | 0.0                     | nan                     | 0.0                     | 0.2255          | 0.0                    | 0.0                     | 0.8231                | 0.7285             | 0.9177  | 0.0             | 0.0              | 0.2862          | 0.0              |
| 0.3423        | 5.5   | 2200 | 0.5471          | 0.3175   | 0.3802        | 0.8469           | nan                | 0.8365             | 0.9467                 | 0.6776                  | 0.7153                    | 0.6631                        | nan                     | 0.5239             | 0.7117                | 0.0                  | 0.9037               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5642                   | 0.0                      | 0.0                         | 0.8848                         | 0.0                        | 0.5269                     | 0.3369                               | 0.0                          | nan                          | 0.0                          | 0.3197               | 0.0                         | 0.0                          | 0.9215                     | 0.9258                  | 0.9730       | 0.0                  | 0.0                   | 0.3564               | 0.0                   | nan           | 0.7046        | 0.8745            | 0.5882             | 0.6158               | 0.4507                   | nan                | 0.4169        | 0.5472           | 0.0             | 0.8069          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4715              | 0.0                 | 0.0                    | 0.6967                    | 0.0                   | 0.3690                | 0.3015                          | 0.0                     | nan                     | 0.0                     | 0.2462          | 0.0                    | 0.0                     | 0.8329                | 0.7243             | 0.9152  | 0.0             | 0.0              | 0.2809          | 0.0              |
| 0.7796        | 5.55  | 2220 | 0.5268          | 0.3224   | 0.3854        | 0.8541           | nan                | 0.8531             | 0.9534                 | 0.6563                  | 0.7505                    | 0.6015                        | nan                     | 0.5452             | 0.7764                | 0.0                  | 0.9288               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5783                   | 0.0                      | 0.0                         | 0.8999                         | 0.0                        | 0.5193                     | 0.3708                               | 0.0                          | nan                          | 0.0                          | 0.2862               | 0.0                         | 0.0                          | 0.9254                     | 0.9106                  | 0.9599       | 0.0                  | 0.0                   | 0.4322               | 0.0                   | nan           | 0.7120        | 0.8872            | 0.5593             | 0.6643               | 0.4447                   | nan                | 0.4383        | 0.5378           | 0.0             | 0.8055          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4818              | 0.0                 | 0.0                    | 0.7070                    | 0.0                   | 0.3758                | 0.3226                          | 0.0                     | nan                     | 0.0                     | 0.2317          | 0.0                    | 0.0                     | 0.8357                | 0.7484             | 0.9188  | 0.0             | 0.0              | 0.3241          | 0.0              |
| 0.8624        | 5.6   | 2240 | 0.5248          | 0.3180   | 0.3785        | 0.8528           | nan                | 0.8320             | 0.9601                 | 0.6255                  | 0.8090                    | 0.4824                        | nan                     | 0.5484             | 0.7757                | 0.0                  | 0.9345               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5070                   | 0.0                      | 0.0                         | 0.9071                         | 0.0                        | 0.5118                     | 0.3312                               | 0.0                          | nan                          | 0.0                          | 0.2944               | 0.0                         | 0.0                          | 0.9293                     | 0.8889                  | 0.9652       | 0.0                  | 0.0                   | 0.4317               | 0.0                   | nan           | 0.7181        | 0.8796            | 0.5577             | 0.6749               | 0.3941                   | nan                | 0.4310        | 0.5292           | 0.0             | 0.8059          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4327              | 0.0                 | 0.0                    | 0.7014                    | 0.0                   | 0.3739                | 0.2955                          | 0.0                     | nan                     | 0.0                     | 0.2360          | 0.0                    | 0.0                     | 0.8366                | 0.7497             | 0.9179  | 0.0             | 0.0              | 0.3229          | 0.0              |
| 0.3634        | 5.65  | 2260 | 0.5443          | 0.3181   | 0.3860        | 0.8476           | nan                | 0.8487             | 0.9378                 | 0.5755                  | 0.8258                    | 0.5930                        | nan                     | 0.5538             | 0.7832                | 0.0                  | 0.9092               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5944                   | 0.0                      | 0.0                         | 0.8991                         | 0.0                        | 0.5306                     | 0.3346                               | 0.0                          | nan                          | 0.0                          | 0.3345               | 0.0                         | 0.0                          | 0.9031                     | 0.9433                  | 0.9729       | 0.0                  | 0.0                   | 0.4254               | 0.0                   | nan           | 0.7033        | 0.8801            | 0.5258             | 0.6909               | 0.4090                   | nan                | 0.4385        | 0.5209           | 0.0             | 0.8065          | 0.0               | 0.0             | nan                   | 0.0                    | 0.5022              | 0.0                 | 0.0                    | 0.7033                    | 0.0                   | 0.3846                | 0.2970                          | 0.0                     | nan                     | 0.0                     | 0.2471          | 0.0                    | 0.0                     | 0.8329                | 0.6923             | 0.9140  | 0.0             | 0.0              | 0.3141          | 0.0              |
| 0.2797        | 5.7   | 2280 | 0.5302          | 0.3168   | 0.3824        | 0.8480           | nan                | 0.8648             | 0.9472                 | 0.5428                  | 0.7831                    | 0.5424                        | nan                     | 0.5445             | 0.7821                | 0.0                  | 0.9294               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5781                   | 0.0                      | 0.0                         | 0.8791                         | 0.0                        | 0.5827                     | 0.3386                               | 0.0                          | nan                          | 0.0                          | 0.3245               | 0.0                         | 0.0                          | 0.9229                     | 0.8789                  | 0.9672       | 0.0                  | 0.0                   | 0.4456               | 0.0                   | nan           | 0.6900        | 0.8757            | 0.4866             | 0.6787               | 0.4070                   | nan                | 0.4411        | 0.5126           | 0.0             | 0.8095          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4671              | 0.0                 | 0.0                    | 0.7098                    | 0.0                   | 0.3615                | 0.2937                          | 0.0                     | nan                     | 0.0                     | 0.2476          | 0.0                    | 0.0                     | 0.8402                | 0.7565             | 0.9152  | 0.0             | 0.0              | 0.3266          | 0.0              |
| 0.1797        | 5.75  | 2300 | 0.5317          | 0.3147   | 0.3782        | 0.8495           | nan                | 0.8203             | 0.9477                 | 0.6078                  | 0.8220                    | 0.5707                        | nan                     | 0.5383             | 0.7828                | 0.0                  | 0.9457               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4343                   | 0.0                      | 0.0                         | 0.9009                         | 0.0                        | 0.5141                     | 0.3573                               | 0.0                          | nan                          | 0.0                          | 0.3075               | 0.0                         | 0.0                          | 0.9256                     | 0.9098                  | 0.9741       | 0.0                  | 0.0                   | 0.3658               | 0.0                   | nan           | 0.7032        | 0.8810            | 0.5656             | 0.6403               | 0.3933                   | nan                | 0.4407        | 0.5354           | 0.0             | 0.7925          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3746              | 0.0                 | 0.0                    | 0.7050                    | 0.0                   | 0.3889                | 0.3190                          | 0.0                     | nan                     | 0.0                     | 0.2347          | 0.0                    | 0.0                     | 0.8383                | 0.7423             | 0.9113  | 0.0             | 0.0              | 0.2881          | 0.0              |
| 0.5644        | 5.8   | 2320 | 0.5369          | 0.3148   | 0.3757        | 0.8484           | nan                | 0.8616             | 0.9474                 | 0.5526                  | 0.7460                    | 0.5805                        | nan                     | 0.5501             | 0.7767                | 0.0                  | 0.9128               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4465                   | 0.0                      | 0.0                         | 0.9165                         | 0.0                        | 0.4971                     | 0.3640                               | 0.0                          | nan                          | 0.0                          | 0.3087               | 0.0                         | 0.0                          | 0.9138                     | 0.9208                  | 0.9670       | 0.0                  | 0.0                   | 0.3858               | 0.0                   | nan           | 0.6989        | 0.8795            | 0.5158             | 0.6561               | 0.4035                   | nan                | 0.4404        | 0.5207           | 0.0             | 0.8134          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3941              | 0.0                 | 0.0                    | 0.6938                    | 0.0                   | 0.3978                | 0.3258                          | 0.0                     | nan                     | 0.0                     | 0.2369          | 0.0                    | 0.0                     | 0.8342                | 0.7337             | 0.9174  | 0.0             | 0.0              | 0.2961          | 0.0              |
| 0.1964        | 5.85  | 2340 | 0.5327          | 0.3195   | 0.3838        | 0.8509           | nan                | 0.8527             | 0.9508                 | 0.5990                  | 0.7380                    | 0.5984                        | nan                     | 0.5913             | 0.8077                | 0.0                  | 0.9177               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5340                   | 0.0                      | 0.0                         | 0.9099                         | 0.0                        | 0.4833                     | 0.3553                               | 0.0                          | nan                          | 0.0                          | 0.3509               | 0.0                         | 0.0                          | 0.9191                     | 0.8964                  | 0.9711       | 0.0                  | 0.0                   | 0.4218               | 0.0                   | nan           | 0.7038        | 0.8797            | 0.5531             | 0.6504               | 0.4121                   | nan                | 0.4448        | 0.5074           | 0.0             | 0.8132          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4467              | 0.0                 | 0.0                    | 0.6989                    | 0.0                   | 0.3945                | 0.3201                          | 0.0                     | nan                     | 0.0                     | 0.2557          | 0.0                    | 0.0                     | 0.8404                | 0.7640             | 0.9165  | 0.0             | 0.0              | 0.3041          | 0.0              |
| 0.4384        | 5.9   | 2360 | 0.5454          | 0.3192   | 0.3832        | 0.8485           | nan                | 0.8127             | 0.9515                 | 0.6528                  | 0.7309                    | 0.6527                        | nan                     | 0.5201             | 0.7885                | 0.0                  | 0.9358               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5321                   | 0.0                      | 0.0                         | 0.9071                         | 0.0                        | 0.5287                     | 0.3836                               | 0.0                          | nan                          | 0.0                          | 0.3681               | 0.0                         | 0.0                          | 0.9195                     | 0.9241                  | 0.9605       | 0.0                  | 0.0                   | 0.3093               | 0.0                   | nan           | 0.7050        | 0.8719            | 0.6001             | 0.6246               | 0.4093                   | nan                | 0.4295        | 0.5411           | 0.0             | 0.8038          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4301              | 0.0                 | 0.0                    | 0.6993                    | 0.0                   | 0.4022                | 0.3414                          | 0.0                     | nan                     | 0.0                     | 0.2727          | 0.0                    | 0.0                     | 0.8357                | 0.7466             | 0.9182  | 0.0             | 0.0              | 0.2643          | 0.0              |
| 0.5521        | 5.95  | 2380 | 0.5450          | 0.3181   | 0.3853        | 0.8482           | nan                | 0.8560             | 0.9507                 | 0.5660                  | 0.7590                    | 0.5323                        | nan                     | 0.5214             | 0.8004                | 0.0                  | 0.9221               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5502                   | 0.0                      | 0.0                         | 0.8802                         | 0.0                        | 0.5828                     | 0.4796                               | 0.0                          | nan                          | 0.0                          | 0.3853               | 0.0                         | 0.0                          | 0.9075                     | 0.9352                  | 0.9629       | 0.0                  | 0.0                   | 0.3514               | 0.0                   | nan           | 0.7086        | 0.8744            | 0.5299             | 0.6538               | 0.4051                   | nan                | 0.4307        | 0.5390           | 0.0             | 0.8216          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4232              | 0.0                 | 0.0                    | 0.7072                    | 0.0                   | 0.3742                | 0.3703                          | 0.0                     | nan                     | 0.0                     | 0.2754          | 0.0                    | 0.0                     | 0.8361                | 0.7043             | 0.9204  | 0.0             | 0.0              | 0.2857          | 0.0              |
| 0.2178        | 6.0   | 2400 | 0.5370          | 0.3149   | 0.3783        | 0.8498           | nan                | 0.8785             | 0.9415                 | 0.4410                  | 0.8533                    | 0.4924                        | nan                     | 0.4942             | 0.8034                | 0.0                  | 0.9354               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4936                   | 0.0                      | 0.0                         | 0.9003                         | 0.0                        | 0.5008                     | 0.4520                               | 0.0                          | nan                          | 0.0                          | 0.3458               | 0.0                         | 0.0                          | 0.9286                     | 0.9177                  | 0.9687       | 0.0                  | 0.0                   | 0.3810               | 0.0                   | nan           | 0.6900        | 0.8846            | 0.4233             | 0.7104               | 0.3852                   | nan                | 0.4016        | 0.5307           | 0.0             | 0.8110          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3953              | 0.0                 | 0.0                    | 0.7077                    | 0.0                   | 0.3784                | 0.4031                          | 0.0                     | nan                     | 0.0                     | 0.2577          | 0.0                    | 0.0                     | 0.8387                | 0.7205             | 0.9180  | 0.0             | 0.0              | 0.3059          | 0.0              |
| 0.693         | 6.05  | 2420 | 0.5791          | 0.3063   | 0.3753        | 0.8345           | nan                | 0.8797             | 0.9091                 | 0.2829                  | 0.8128                    | 0.6815                        | nan                     | 0.4859             | 0.7957                | 0.0                  | 0.9210               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4950                   | 0.0                      | 0.0                         | 0.8916                         | 0.0                        | 0.5606                     | 0.4030                               | 0.0                          | nan                          | 0.0                          | 0.3335               | 0.0                         | 0.0                          | 0.9176                     | 0.9259                  | 0.9662       | 0.0                  | 0.0                   | 0.3711               | 0.0                   | nan           | 0.6464        | 0.8590            | 0.2698             | 0.6943               | 0.3936                   | nan                | 0.4060        | 0.5075           | 0.0             | 0.8139          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4059              | 0.0                 | 0.0                    | 0.7098                    | 0.0                   | 0.3766                | 0.3572                          | 0.0                     | nan                     | 0.0                     | 0.2580          | 0.0                    | 0.0                     | 0.8384                | 0.7247             | 0.9193  | 0.0             | 0.0              | 0.3145          | 0.0              |
| 0.8485        | 6.1   | 2440 | 0.5579          | 0.3103   | 0.3758        | 0.8417           | nan                | 0.8633             | 0.9372                 | 0.4062                  | 0.7335                    | 0.5853                        | nan                     | 0.6005             | 0.8006                | 0.0                  | 0.9257               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5042                   | 0.0                      | 0.0                         | 0.9127                         | 0.0                        | 0.5564                     | 0.3637                               | 0.0                          | nan                          | 0.0                          | 0.3339               | 0.0                         | 0.0                          | 0.9185                     | 0.8852                  | 0.9717       | 0.0                  | 0.0                   | 0.3523               | 0.0                   | nan           | 0.6720        | 0.8662            | 0.3832             | 0.6457               | 0.4099                   | nan                | 0.4451        | 0.5260           | 0.0             | 0.8081          | 0.0               | 0.0             | nan                   | 0.0                    | 0.3937              | 0.0                 | 0.0                    | 0.7020                    | 0.0                   | 0.3679                | 0.3316                          | 0.0                     | nan                     | 0.0                     | 0.2573          | 0.0                    | 0.0                     | 0.8432                | 0.7600             | 0.9154  | 0.0             | 0.0              | 0.2918          | 0.0              |
| 0.3458        | 6.15  | 2460 | 0.5232          | 0.3241   | 0.3894        | 0.8529           | nan                | 0.8564             | 0.9437                 | 0.6726                  | 0.7498                    | 0.5351                        | nan                     | 0.5987             | 0.7840                | 0.0                  | 0.9274               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5838                   | 0.0                      | 0.0                         | 0.9022                         | 0.0                        | 0.4921                     | 0.4499                               | 0.0                          | nan                          | 0.0                          | 0.3085               | 0.0                         | 0.0                          | 0.9290                     | 0.9013                  | 0.9691       | 0.0                  | 0.0001                | 0.4685               | 0.0                   | nan           | 0.7172        | 0.8811            | 0.5821             | 0.6364               | 0.3984                   | nan                | 0.4409        | 0.5658           | 0.0             | 0.8120          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4450              | 0.0                 | 0.0                    | 0.7107                    | 0.0                   | 0.3794                | 0.4009                          | 0.0                     | nan                     | 0.0                     | 0.2392          | 0.0                    | 0.0                     | 0.8401                | 0.7502             | 0.9196  | 0.0             | 0.0001           | 0.3291          | 0.0              |
| 0.4566        | 6.2   | 2480 | 0.5509          | 0.3181   | 0.3811        | 0.8464           | nan                | 0.8121             | 0.9532                 | 0.6799                  | 0.7389                    | 0.5701                        | nan                     | 0.5020             | 0.7729                | 0.0                  | 0.9238               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5868                   | 0.0                      | 0.0                         | 0.9196                         | 0.0                        | 0.5326                     | 0.3936                               | 0.0                          | nan                          | 0.0                          | 0.2654               | 0.0                         | 0.0                          | 0.9039                     | 0.9235                  | 0.9650       | 0.0                  | 0.0                   | 0.3722               | 0.0                   | nan           | 0.7056        | 0.8703            | 0.5975             | 0.5844               | 0.4077                   | nan                | 0.4199        | 0.5680           | 0.0             | 0.8115          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4602              | 0.0                 | 0.0                    | 0.6966                    | 0.0                   | 0.3985                | 0.3464                          | 0.0                     | nan                     | 0.0                     | 0.2207          | 0.0                    | 0.0                     | 0.8364                | 0.7264             | 0.9188  | 0.0             | 0.0              | 0.2930          | 0.0              |
| 0.4565        | 6.25  | 2500 | 0.5394          | 0.3208   | 0.3869        | 0.8481           | nan                | 0.8448             | 0.9382                 | 0.5453                  | 0.8180                    | 0.6267                        | nan                     | 0.5155             | 0.7826                | 0.0                  | 0.9294               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6249                   | 0.0                      | 0.0                         | 0.8760                         | 0.0                        | 0.5397                     | 0.4171                               | 0.0                          | nan                          | 0.0                          | 0.3241               | 0.0                         | 0.0                          | 0.9337                     | 0.9028                  | 0.9707       | 0.0                  | 0.0000                | 0.4034               | 0.0                   | nan           | 0.6966        | 0.8782            | 0.4975             | 0.6630               | 0.4067                   | nan                | 0.4345        | 0.5484           | 0.0             | 0.8074          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4861              | 0.0                 | 0.0                    | 0.7078                    | 0.0                   | 0.3875                | 0.3807                          | 0.0                     | nan                     | 0.0                     | 0.2506          | 0.0                    | 0.0                     | 0.8248                | 0.7358             | 0.9169  | 0.0             | 0.0000           | 0.3224          | 0.0              |
| 1.1005        | 6.3   | 2520 | 0.5402          | 0.3231   | 0.3854        | 0.8507           | nan                | 0.8377             | 0.9519                 | 0.5976                  | 0.7748                    | 0.5888                        | nan                     | 0.5128             | 0.7740                | 0.0                  | 0.9352               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6054                   | 0.0                      | 0.0                         | 0.9112                         | 0.0                        | 0.5292                     | 0.5233                               | 0.0                          | nan                          | 0.0                          | 0.3278               | 0.0                         | 0.0                          | 0.9288                     | 0.8547                  | 0.9659       | 0.0                  | 0.0001                | 0.3279               | 0.0                   | nan           | 0.7126        | 0.8744            | 0.5529             | 0.6383               | 0.4099                   | nan                | 0.4374        | 0.5552           | 0.0             | 0.8120          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4640              | 0.0                 | 0.0                    | 0.6983                    | 0.0                   | 0.3791                | 0.4527                          | 0.0                     | nan                     | 0.0                     | 0.2566          | 0.0                    | 0.0                     | 0.8349                | 0.7391             | 0.9170  | 0.0             | 0.0001           | 0.2828          | 0.0              |
| 0.2207        | 6.35  | 2540 | 0.5332          | 0.3244   | 0.3869        | 0.8532           | nan                | 0.8412             | 0.9548                 | 0.6991                  | 0.7256                    | 0.5815                        | nan                     | 0.5547             | 0.7929                | 0.0                  | 0.9370               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6367                   | 0.0                      | 0.0                         | 0.9161                         | 0.0                        | 0.4979                     | 0.4871                               | 0.0                          | nan                          | 0.0                          | 0.3373               | 0.0                         | 0.0                          | 0.9296                     | 0.8773                  | 0.9615       | 0.0                  | 0.0001                | 0.2629               | 0.0                   | nan           | 0.7273        | 0.8751            | 0.6248             | 0.6242               | 0.4075                   | nan                | 0.4579        | 0.5366           | 0.0             | 0.8074          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4858              | 0.0                 | 0.0                    | 0.6955                    | 0.0                   | 0.3922                | 0.4361                          | 0.0                     | nan                     | 0.0                     | 0.2535          | 0.0                    | 0.0                     | 0.8378                | 0.7510             | 0.9193  | 0.0             | 0.0001           | 0.2242          | 0.0              |
| 1.2242        | 6.4   | 2560 | 0.5335          | 0.3245   | 0.3913        | 0.8505           | nan                | 0.8537             | 0.9532                 | 0.6924                  | 0.7466                    | 0.5349                        | nan                     | 0.4987             | 0.7862                | 0.0                  | 0.9260               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6608                   | 0.0                      | 0.0                         | 0.8481                         | 0.0                        | 0.5421                     | 0.4431                               | 0.0                          | nan                          | 0.0                          | 0.3381               | 0.0                         | 0.0                          | 0.9166                     | 0.9321                  | 0.9683       | 0.0                  | 0.0003                | 0.4884               | 0.0                   | nan           | 0.7269        | 0.8751            | 0.6249             | 0.6294               | 0.3980                   | nan                | 0.4335        | 0.5333           | 0.0             | 0.8227          | 0.0               | 0.0             | nan                   | 0.0                    | 0.5177              | 0.0                 | 0.0                    | 0.7083                    | 0.0                   | 0.3668                | 0.3896                          | 0.0                     | nan                     | 0.0                     | 0.2504          | 0.0                    | 0.0                     | 0.8253                | 0.6903             | 0.9196  | 0.0             | 0.0003           | 0.3486          | 0.0              |
| 0.2624        | 6.45  | 2580 | 0.5302          | 0.3234   | 0.3906        | 0.8527           | nan                | 0.8538             | 0.9315                 | 0.7346                  | 0.8716                    | 0.5670                        | nan                     | 0.5070             | 0.7985                | 0.0                  | 0.9226               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6132                   | 0.0                      | 0.0                         | 0.9140                         | 0.0                        | 0.5071                     | 0.3684                               | 0.0                          | nan                          | 0.0                          | 0.3089               | 0.0                         | 0.0                          | 0.9179                     | 0.9104                  | 0.9678       | 0.0                  | 0.0001                | 0.4131               | 0.0                   | nan           | 0.7205        | 0.8820            | 0.5964             | 0.6873               | 0.4037                   | nan                | 0.4274        | 0.5024           | 0.0             | 0.8115          | 0.0               | 0.0             | nan                   | 0.0                    | 0.5276              | 0.0                 | 0.0                    | 0.7006                    | 0.0                   | 0.3769                | 0.3526                          | 0.0                     | nan                     | 0.0                     | 0.2427          | 0.0                    | 0.0                     | 0.8361                | 0.7219             | 0.9181  | 0.0             | 0.0001           | 0.3168          | 0.0              |
| 0.4379        | 6.5   | 2600 | 0.5405          | 0.3193   | 0.3822        | 0.8500           | nan                | 0.8573             | 0.9431                 | 0.6131                  | 0.8102                    | 0.5854                        | nan                     | 0.4968             | 0.7775                | 0.0                  | 0.9328               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5723                   | 0.0                      | 0.0                         | 0.8892                         | 0.0                        | 0.5663                     | 0.3600                               | 0.0                          | nan                          | 0.0                          | 0.2899               | 0.0                         | 0.0                          | 0.9267                     | 0.8993                  | 0.9682       | 0.0                  | 0.0003                | 0.3594               | 0.0                   | nan           | 0.6997        | 0.8745            | 0.5621             | 0.6754               | 0.4188                   | nan                | 0.4259        | 0.5253           | 0.0             | 0.8013          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4813              | 0.0                 | 0.0                    | 0.7090                    | 0.0                   | 0.3746                | 0.3283                          | 0.0                     | nan                     | 0.0                     | 0.2321          | 0.0                    | 0.0                     | 0.8350                | 0.7449             | 0.9198  | 0.0             | 0.0003           | 0.2913          | 0.0              |
| 0.2589        | 6.55  | 2620 | 0.5678          | 0.3200   | 0.3886        | 0.8441           | nan                | 0.8670             | 0.9070                 | 0.6453                  | 0.8242                    | 0.6664                        | nan                     | 0.5432             | 0.7791                | 0.0                  | 0.9383               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5403                   | 0.0                      | 0.0                         | 0.8899                         | 0.0                        | 0.5376                     | 0.4021                               | 0.0                          | nan                          | 0.0                          | 0.2898               | 0.0                         | 0.0                          | 0.9267                     | 0.8920                  | 0.9668       | 0.0                  | 0.0008                | 0.4309               | 0.0                   | nan           | 0.6796        | 0.8593            | 0.5299             | 0.6899               | 0.4220                   | nan                | 0.4350        | 0.5322           | 0.0             | 0.8019          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4486              | 0.0                 | 0.0                    | 0.7123                    | 0.0                   | 0.3834                | 0.3552                          | 0.0                     | nan                     | 0.0                     | 0.2334          | 0.0                    | 0.0                     | 0.8377                | 0.7571             | 0.9205  | 0.0             | 0.0008           | 0.3199          | 0.0              |
| 0.4476        | 6.6   | 2640 | 0.5511          | 0.3248   | 0.3915        | 0.8485           | nan                | 0.8430             | 0.9293                 | 0.6094                  | 0.8363                    | 0.5725                        | nan                     | 0.5780             | 0.7830                | 0.0                  | 0.9105               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6046                   | 0.0                      | 0.0                         | 0.8959                         | 0.0                        | 0.4993                     | 0.5181                               | 0.0                          | nan                          | 0.0                          | 0.3014               | 0.0                         | 0.0                          | 0.9269                     | 0.8975                  | 0.9717       | 0.0                  | 0.0012                | 0.4586               | 0.0                   | nan           | 0.6932        | 0.8658            | 0.5129             | 0.6819               | 0.4108                   | nan                | 0.4579        | 0.5251           | 0.0             | 0.8236          | 0.0               | 0.0             | nan                   | 0.0                    | 0.5008              | 0.0                 | 0.0                    | 0.7077                    | 0.0                   | 0.3803                | 0.4360                          | 0.0                     | nan                     | 0.0                     | 0.2388          | 0.0                    | 0.0                     | 0.8394                | 0.7477             | 0.9191  | 0.0             | 0.0012           | 0.3257          | 0.0              |
| 0.4216        | 6.65  | 2660 | 0.5520          | 0.3202   | 0.3835        | 0.8466           | nan                | 0.8152             | 0.9464                 | 0.5677                  | 0.8015                    | 0.4941                        | nan                     | 0.5367             | 0.7741                | 0.0                  | 0.9261               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5530                   | 0.0                      | 0.0                         | 0.9116                         | 0.0                        | 0.5077                     | 0.5682                               | 0.0                          | nan                          | 0.0                          | 0.3005               | 0.0                         | 0.0                          | 0.9176                     | 0.9153                  | 0.9709       | 0.0                  | 0.0005                | 0.3826               | 0.0                   | nan           | 0.6866        | 0.8668            | 0.5373             | 0.6149               | 0.3831                   | nan                | 0.4369        | 0.5380           | 0.0             | 0.8101          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4630              | 0.0                 | 0.0                    | 0.7074                    | 0.0                   | 0.3914                | 0.4575                          | 0.0                     | nan                     | 0.0                     | 0.2377          | 0.0                    | 0.0                     | 0.8421                | 0.7353             | 0.9190  | 0.0             | 0.0005           | 0.2992          | 0.0              |
| 0.2667        | 6.7   | 2680 | 0.5308          | 0.3214   | 0.3867        | 0.8521           | nan                | 0.8435             | 0.9454                 | 0.6781                  | 0.7700                    | 0.6056                        | nan                     | 0.5283             | 0.7824                | 0.0                  | 0.9389               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5513                   | 0.0                      | 0.0                         | 0.8908                         | 0.0                        | 0.5275                     | 0.4716                               | 0.0                          | nan                          | 0.0                          | 0.3125               | 0.0                         | 0.0                          | 0.9272                     | 0.9143                  | 0.9652       | 0.0                  | 0.0                   | 0.3344               | 0.0                   | nan           | 0.7211        | 0.8762            | 0.5885             | 0.6435               | 0.4032                   | nan                | 0.4438        | 0.5282           | 0.0             | 0.7975          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4443              | 0.0                 | 0.0                    | 0.7156                    | 0.0                   | 0.3868                | 0.4004                          | 0.0                     | nan                     | 0.0                     | 0.2438          | 0.0                    | 0.0                     | 0.8385                | 0.7427             | 0.9201  | 0.0             | 0.0              | 0.2699          | 0.0              |
| 2.0493        | 6.75  | 2700 | 0.5243          | 0.3272   | 0.3910        | 0.8543           | nan                | 0.8100             | 0.9585                 | 0.7106                  | 0.7883                    | 0.5286                        | nan                     | 0.5681             | 0.7830                | 0.0                  | 0.9304               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5762                   | 0.0                      | 0.0                         | 0.9028                         | 0.0                        | 0.5058                     | 0.4973                               | 0.0                          | nan                          | 0.0                          | 0.3626               | 0.0                         | 0.0                          | 0.9212                     | 0.9028                  | 0.9696       | 0.0                  | 0.0                   | 0.4046               | 0.0                   | nan           | 0.7197        | 0.8704            | 0.6290             | 0.6364               | 0.3928                   | nan                | 0.4592        | 0.5169           | 0.0             | 0.8173          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4675              | 0.0                 | 0.0                    | 0.7170                    | 0.0                   | 0.3970                | 0.4319                          | 0.0                     | nan                     | 0.0                     | 0.2671          | 0.0                    | 0.0                     | 0.8423                | 0.7513             | 0.9168  | 0.0             | 0.0              | 0.3095          | 0.0              |
| 0.4642        | 6.8   | 2720 | 0.5212          | 0.3244   | 0.3917        | 0.8530           | nan                | 0.8441             | 0.9378                 | 0.7164                  | 0.8075                    | 0.5656                        | nan                     | 0.5566             | 0.7890                | 0.0                  | 0.9303               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5987                   | 0.0                      | 0.0                         | 0.8988                         | 0.0                        | 0.5575                     | 0.5170                               | 0.0                          | nan                          | 0.0                          | 0.2980               | 0.0                         | 0.0                          | 0.9296                     | 0.9007                  | 0.9708       | 0.0                  | 0.0001                | 0.3246               | 0.0                   | nan           | 0.7339        | 0.8754            | 0.5626             | 0.6723               | 0.3832                   | nan                | 0.4541        | 0.5324           | 0.0             | 0.8093          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4808              | 0.0                 | 0.0                    | 0.7115                    | 0.0                   | 0.3955                | 0.4459                          | 0.0                     | nan                     | 0.0                     | 0.2388          | 0.0                    | 0.0                     | 0.8385                | 0.7419             | 0.9139  | 0.0             | 0.0001           | 0.2662          | 0.0              |
| 0.2145        | 6.85  | 2740 | 0.5132          | 0.3248   | 0.3895        | 0.8544           | nan                | 0.8595             | 0.9436                 | 0.6879                  | 0.7470                    | 0.5924                        | nan                     | 0.5879             | 0.7901                | 0.0                  | 0.9341               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5284                   | 0.0                      | 0.0                         | 0.9070                         | 0.0                        | 0.5211                     | 0.5201                               | 0.0                          | nan                          | 0.0                          | 0.2974               | 0.0                         | 0.0                          | 0.9166                     | 0.9240                  | 0.9679       | 0.0                  | 0.0001                | 0.3484               | 0.0                   | nan           | 0.7255        | 0.8773            | 0.5858             | 0.6587               | 0.4155                   | nan                | 0.4663        | 0.5406           | 0.0             | 0.8077          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4265              | 0.0                 | 0.0                    | 0.7141                    | 0.0                   | 0.4020                | 0.4501                          | 0.0                     | nan                     | 0.0                     | 0.2356          | 0.0                    | 0.0                     | 0.8391                | 0.7354             | 0.9177  | 0.0             | 0.0001           | 0.2722          | 0.0              |
| 0.4063        | 6.9   | 2760 | 0.5361          | 0.3220   | 0.3895        | 0.8509           | nan                | 0.8555             | 0.9436                 | 0.6271                  | 0.8035                    | 0.5409                        | nan                     | 0.5472             | 0.8135                | 0.0                  | 0.9235               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5415                   | 0.0                      | 0.0                         | 0.9100                         | 0.0                        | 0.5083                     | 0.5264                               | 0.0                          | nan                          | 0.0                          | 0.3230               | 0.0                         | 0.0                          | 0.8940                     | 0.9304                  | 0.9706       | 0.0                  | 0.0                   | 0.4140               | 0.0                   | nan           | 0.7077        | 0.8750            | 0.5618             | 0.6543               | 0.4048                   | nan                | 0.4524        | 0.4875           | 0.0             | 0.8146          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4539              | 0.0                 | 0.0                    | 0.7119                    | 0.0                   | 0.3884                | 0.4398                          | 0.0                     | nan                     | 0.0                     | 0.2468          | 0.0                    | 0.0                     | 0.8366                | 0.7279             | 0.9167  | 0.0             | 0.0              | 0.3033          | 0.0              |
| 0.6925        | 6.95  | 2780 | 0.5236          | 0.3233   | 0.3878        | 0.8550           | nan                | 0.8471             | 0.9432                 | 0.6304                  | 0.8584                    | 0.5937                        | nan                     | 0.5270             | 0.8061                | 0.0                  | 0.9344               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4979                   | 0.0                      | 0.0                         | 0.8939                         | 0.0                        | 0.4934                     | 0.4571                               | 0.0                          | nan                          | 0.0                          | 0.3266               | 0.0                         | 0.0                          | 0.9315                     | 0.9025                  | 0.9746       | 0.0                  | 0.0001                | 0.4051               | 0.0                   | nan           | 0.7087        | 0.8838            | 0.5668             | 0.6939               | 0.4079                   | nan                | 0.4448        | 0.5120           | 0.0             | 0.8064          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4197              | 0.0                 | 0.0                    | 0.7144                    | 0.0                   | 0.3861                | 0.4241                          | 0.0                     | nan                     | 0.0                     | 0.2499          | 0.0                    | 0.0                     | 0.8380                | 0.7564             | 0.9138  | 0.0             | 0.0001           | 0.2968          | 0.0              |
| 0.7474        | 7.0   | 2800 | 0.5119          | 0.3259   | 0.3937        | 0.8576           | nan                | 0.8171             | 0.9455                 | 0.6966                  | 0.8827                    | 0.6395                        | nan                     | 0.5605             | 0.8110                | 0.0                  | 0.9223               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5373                   | 0.0                      | 0.0                         | 0.9162                         | 0.0                        | 0.5301                     | 0.5053                               | 0.0                          | nan                          | 0.0                          | 0.2899               | 0.0                         | 0.0                          | 0.9258                     | 0.8950                  | 0.9630       | 0.0                  | 0.0005                | 0.3655               | 0.0                   | nan           | 0.7282        | 0.8929            | 0.6199             | 0.7045               | 0.4120                   | nan                | 0.4593        | 0.5145           | 0.0             | 0.8057          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4281              | 0.0                 | 0.0                    | 0.7023                    | 0.0                   | 0.3796                | 0.4522                          | 0.0                     | nan                     | 0.0                     | 0.2335          | 0.0                    | 0.0                     | 0.8398                | 0.7333             | 0.9178  | 0.0             | 0.0005           | 0.2798          | 0.0              |
| 0.2227        | 7.05  | 2820 | 0.5167          | 0.3240   | 0.3871        | 0.8554           | nan                | 0.8269             | 0.9594                 | 0.6970                  | 0.8035                    | 0.5477                        | nan                     | 0.5662             | 0.7892                | 0.0                  | 0.9209               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5777                   | 0.0                      | 0.0                         | 0.9020                         | 0.0                        | 0.5823                     | 0.4074                               | 0.0                          | nan                          | 0.0                          | 0.2947               | 0.0                         | 0.0                          | 0.9254                     | 0.8947                  | 0.9592       | 0.0                  | 0.0000                | 0.3469               | 0.0                   | nan           | 0.7257        | 0.8808            | 0.6422             | 0.6481               | 0.4210                   | nan                | 0.4616        | 0.5472           | 0.0             | 0.8107          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4423              | 0.0                 | 0.0                    | 0.7088                    | 0.0                   | 0.3690                | 0.3700                          | 0.0                     | nan                     | 0.0                     | 0.2359          | 0.0                    | 0.0                     | 0.8384                | 0.7525             | 0.9187  | 0.0             | 0.0000           | 0.2717          | 0.0              |
| 0.3415        | 7.1   | 2840 | 0.5241          | 0.3283   | 0.3938        | 0.8563           | nan                | 0.8127             | 0.9570                 | 0.7036                  | 0.8446                    | 0.5570                        | nan                     | 0.5501             | 0.7909                | 0.0                  | 0.9260               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6164                   | 0.0                      | 0.0                         | 0.8988                         | 0.0                        | 0.5719                     | 0.4452                               | 0.0                          | nan                          | 0.0                          | 0.3547               | 0.0                         | 0.0                          | 0.9189                     | 0.9031                  | 0.9719       | 0.0                  | 0.0001                | 0.3854               | 0.0                   | nan           | 0.7200        | 0.8819            | 0.6477             | 0.6370               | 0.4242                   | nan                | 0.4560        | 0.5521           | 0.0             | 0.8160          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4728              | 0.0                 | 0.0                    | 0.7117                    | 0.0                   | 0.3814                | 0.3944                          | 0.0                     | nan                     | 0.0                     | 0.2617          | 0.0                    | 0.0                     | 0.8449                | 0.7572             | 0.9200  | 0.0             | 0.0001           | 0.2967          | 0.0              |
| 0.4736        | 7.15  | 2860 | 0.5160          | 0.3287   | 0.3950        | 0.8590           | nan                | 0.8511             | 0.9539                 | 0.6646                  | 0.8362                    | 0.5849                        | nan                     | 0.5757             | 0.8075                | 0.0                  | 0.9453               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6334                   | 0.0                      | 0.0                         | 0.9038                         | 0.0                        | 0.5061                     | 0.5039                               | 0.0                          | nan                          | 0.0                          | 0.3276               | 0.0                         | 0.0                          | 0.9063                     | 0.9206                  | 0.9736       | 0.0                  | 0.0000                | 0.3493               | 0.0                   | nan           | 0.7299        | 0.8868            | 0.6173             | 0.6905               | 0.4347                   | nan                | 0.4683        | 0.5539           | 0.0             | 0.7985          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4454              | 0.0                 | 0.0                    | 0.7058                    | 0.0                   | 0.3812                | 0.4355                          | 0.0                     | nan                     | 0.0                     | 0.2514          | 0.0                    | 0.0                     | 0.8417                | 0.7517             | 0.9181  | 0.0             | 0.0000           | 0.2785          | 0.0              |
| 0.347         | 7.2   | 2880 | 0.5354          | 0.3252   | 0.3927        | 0.8523           | nan                | 0.8353             | 0.9435                 | 0.6053                  | 0.8082                    | 0.5620                        | nan                     | 0.6266             | 0.8110                | 0.0                  | 0.9323               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6617                   | 0.0                      | 0.0                         | 0.8917                         | 0.0                        | 0.5513                     | 0.4797                               | 0.0                          | nan                          | 0.0                          | 0.3006               | 0.0                         | 0.0                          | 0.9282                     | 0.9131                  | 0.9694       | 0.0                  | 0.0001                | 0.3544               | 0.0                   | nan           | 0.7076        | 0.8722            | 0.5651             | 0.6826               | 0.4080                   | nan                | 0.4754        | 0.5298           | 0.0             | 0.8070          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4846              | 0.0                 | 0.0                    | 0.7106                    | 0.0                   | 0.3840                | 0.4302                          | 0.0                     | nan                     | 0.0                     | 0.2382          | 0.0                    | 0.0                     | 0.8379                | 0.7471             | 0.9190  | 0.0             | 0.0001           | 0.2811          | 0.0              |
| 0.2296        | 7.25  | 2900 | 0.5279          | 0.3262   | 0.3922        | 0.8520           | nan                | 0.8701             | 0.9329                 | 0.5918                  | 0.7744                    | 0.6423                        | nan                     | 0.6022             | 0.7969                | 0.0                  | 0.9303               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5805                   | 0.0                      | 0.0                         | 0.9008                         | 0.0                        | 0.5388                     | 0.5496                               | 0.0                          | nan                          | 0.0                          | 0.3169               | 0.0                         | 0.0                          | 0.9257                     | 0.8912                  | 0.9632       | 0.0                  | 0.0018                | 0.3488               | 0.0                   | nan           | 0.7114        | 0.8755            | 0.5482             | 0.6829               | 0.3919                   | nan                | 0.4739        | 0.5488           | 0.0             | 0.8056          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4649              | 0.0                 | 0.0                    | 0.7086                    | 0.0                   | 0.3834                | 0.4688                          | 0.0                     | nan                     | 0.0                     | 0.2468          | 0.0                    | 0.0                     | 0.8435                | 0.7628             | 0.9202  | 0.0             | 0.0018           | 0.2739          | 0.0              |
| 0.189         | 7.3   | 2920 | 0.5241          | 0.3251   | 0.3903        | 0.8545           | nan                | 0.8401             | 0.9559                 | 0.6265                  | 0.7828                    | 0.5646                        | nan                     | 0.5545             | 0.7936                | 0.0                  | 0.9468               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5930                   | 0.0                      | 0.0                         | 0.8959                         | 0.0                        | 0.4996                     | 0.5261                               | 0.0                          | nan                          | 0.0                          | 0.3586               | 0.0                         | 0.0                          | 0.9177                     | 0.9049                  | 0.9675       | 0.0                  | 0.0005                | 0.3710               | 0.0                   | nan           | 0.7174        | 0.8779            | 0.5908             | 0.6313               | 0.4113                   | nan                | 0.4620        | 0.5478           | 0.0             | 0.7993          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4325              | 0.0                 | 0.0                    | 0.7175                    | 0.0                   | 0.3764                | 0.4438                          | 0.0                     | nan                     | 0.0                     | 0.2637          | 0.0                    | 0.0                     | 0.8444                | 0.7602             | 0.9194  | 0.0             | 0.0005           | 0.2833          | 0.0              |
| 0.3063        | 7.35  | 2940 | 0.5280          | 0.3257   | 0.3915        | 0.8530           | nan                | 0.8172             | 0.9564                 | 0.6314                  | 0.7968                    | 0.5760                        | nan                     | 0.5438             | 0.7952                | 0.0                  | 0.9382               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6095                   | 0.0                      | 0.0                         | 0.9192                         | 0.0                        | 0.4968                     | 0.5883                               | 0.0                          | nan                          | 0.0                          | 0.3393               | 0.0                         | 0.0                          | 0.9083                     | 0.8960                  | 0.9601       | 0.0                  | 0.0021                | 0.3636               | 0.0                   | nan           | 0.7141        | 0.8763            | 0.5948             | 0.6221               | 0.4073                   | nan                | 0.4574        | 0.5614           | 0.0             | 0.7996          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4361              | 0.0                 | 0.0                    | 0.7076                    | 0.0                   | 0.3852                | 0.4651                          | 0.0                     | nan                     | 0.0                     | 0.2595          | 0.0                    | 0.0                     | 0.8459                | 0.7626             | 0.9188  | 0.0             | 0.0021           | 0.2797          | 0.0              |
| 0.4401        | 7.4   | 2960 | 0.5136          | 0.3256   | 0.3934        | 0.8532           | nan                | 0.8283             | 0.9465                 | 0.6558                  | 0.8274                    | 0.5652                        | nan                     | 0.5747             | 0.7982                | 0.0                  | 0.9396               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6431                   | 0.0                      | 0.0                         | 0.8997                         | 0.0                        | 0.5158                     | 0.5259                               | 0.0                          | nan                          | 0.0                          | 0.3297               | 0.0                         | 0.0                          | 0.9196                     | 0.9034                  | 0.9632       | 0.0                  | 0.0007                | 0.3586               | 0.0                   | nan           | 0.7106        | 0.8763            | 0.5888             | 0.6457               | 0.4056                   | nan                | 0.4671        | 0.5508           | 0.0             | 0.8027          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4563              | 0.0                 | 0.0                    | 0.7169                    | 0.0                   | 0.3820                | 0.4387                          | 0.0                     | nan                     | 0.0                     | 0.2550          | 0.0                    | 0.0                     | 0.8431                | 0.7574             | 0.9200  | 0.0             | 0.0007           | 0.2762          | 0.0              |
| 0.2574        | 7.45  | 2980 | 0.5224          | 0.3258   | 0.3901        | 0.8546           | nan                | 0.8373             | 0.9480                 | 0.6458                  | 0.7745                    | 0.6382                        | nan                     | 0.5915             | 0.7857                | 0.0                  | 0.9350               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6127                   | 0.0                      | 0.0                         | 0.9178                         | 0.0                        | 0.5356                     | 0.4685                               | 0.0                          | nan                          | 0.0                          | 0.3218               | 0.0                         | 0.0                          | 0.9262                     | 0.8958                  | 0.9611       | 0.0                  | 0.0010                | 0.2979               | 0.0                   | nan           | 0.7300        | 0.8777            | 0.5962             | 0.6540               | 0.4238                   | nan                | 0.4664        | 0.5638           | 0.0             | 0.8005          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4611              | 0.0                 | 0.0                    | 0.7044                    | 0.0                   | 0.3746                | 0.4136                          | 0.0                     | nan                     | 0.0                     | 0.2538          | 0.0                    | 0.0                     | 0.8418                | 0.7699             | 0.9205  | 0.0             | 0.0010           | 0.2461          | 0.0              |
| 0.2011        | 7.5   | 3000 | 0.5178          | 0.3308   | 0.3992        | 0.8559           | nan                | 0.8220             | 0.9522                 | 0.6833                  | 0.7676                    | 0.6534                        | nan                     | 0.5776             | 0.8089                | 0.0                  | 0.9246               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6553                   | 0.0                      | 0.0                         | 0.8986                         | 0.0                        | 0.5169                     | 0.5191                               | 0.0                          | nan                          | 0.0                          | 0.3743               | 0.0                         | 0.0                          | 0.9302                     | 0.8792                  | 0.9684       | 0.0                  | 0.0018                | 0.4401               | 0.0                   | nan           | 0.7254        | 0.8769            | 0.6213             | 0.6373               | 0.4316                   | nan                | 0.4623        | 0.5464           | 0.0             | 0.8182          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4765              | 0.0                 | 0.0                    | 0.7167                    | 0.0                   | 0.3780                | 0.4383                          | 0.0                     | nan                     | 0.0                     | 0.2716          | 0.0                    | 0.0                     | 0.8439                | 0.7637             | 0.9201  | 0.0             | 0.0018           | 0.3246          | 0.0              |
| 0.4648        | 7.55  | 3020 | 0.5195          | 0.3262   | 0.3936        | 0.8554           | nan                | 0.8115             | 0.9435                 | 0.7026                  | 0.8761                    | 0.6243                        | nan                     | 0.5565             | 0.7928                | 0.0                  | 0.9452               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5088                   | 0.0                      | 0.0                         | 0.8747                         | 0.0                        | 0.5096                     | 0.4780                               | 0.0                          | nan                          | 0.0                          | 0.3481               | 0.0                         | 0.0                          | 0.9374                     | 0.8897                  | 0.9764       | 0.0                  | 0.0023                | 0.4253               | 0.0                   | nan           | 0.7098        | 0.8858            | 0.6181             | 0.6691               | 0.4295                   | nan                | 0.4501        | 0.5528           | 0.0             | 0.7976          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4049              | 0.0                 | 0.0                    | 0.7163                    | 0.0                   | 0.3796                | 0.4216                          | 0.0                     | nan                     | 0.0                     | 0.2585          | 0.0                    | 0.0                     | 0.8373                | 0.7494             | 0.9152  | 0.0             | 0.0023           | 0.3131          | 0.0              |
| 0.6733        | 7.6   | 3040 | 0.5130          | 0.3307   | 0.3902        | 0.8596           | nan                | 0.8054             | 0.9600                 | 0.7130                  | 0.8504                    | 0.6160                        | nan                     | 0.5544             | 0.7568                | 0.0                  | 0.9275               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.4902                   | 0.0                      | 0.0                         | 0.9133                         | 0.0                        | 0.4835                     | 0.5441                               | 0.0                          | nan                          | 0.0                          | 0.3624               | 0.0                         | 0.0                          | 0.9317                     | 0.8806                  | 0.9719       | 0.0                  | 0.0039                | 0.3302               | 0.0                   | nan           | 0.7229        | 0.8837            | 0.6434             | 0.6942               | 0.4353                   | nan                | 0.4568        | 0.5679           | 0.0             | 0.8081          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4138              | 0.0                 | 0.0                    | 0.7045                    | 0.0                   | 0.3893                | 0.4581                          | 0.0                     | nan                     | 0.0                     | 0.2711          | 0.0                    | 0.0                     | 0.8414                | 0.7573             | 0.9195  | 0.0             | 0.0039           | 0.2798          | 0.0              |
| 0.2566        | 7.65  | 3060 | 0.5087          | 0.3276   | 0.3876        | 0.8587           | nan                | 0.8311             | 0.9608                 | 0.6606                  | 0.8304                    | 0.6021                        | nan                     | 0.5327             | 0.7922                | 0.0                  | 0.9352               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5187                   | 0.0                      | 0.0                         | 0.9157                         | 0.0                        | 0.4867                     | 0.4866                               | 0.0                          | nan                          | 0.0                          | 0.3294               | 0.0                         | 0.0                          | 0.9225                     | 0.8916                  | 0.9686       | 0.0                  | 0.0031                | 0.3488               | 0.0                   | nan           | 0.7297        | 0.8809            | 0.6097             | 0.7022               | 0.4208                   | nan                | 0.4496        | 0.5500           | 0.0             | 0.8094          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4300              | 0.0                 | 0.0                    | 0.7030                    | 0.0                   | 0.3713                | 0.4261                          | 0.0                     | nan                     | 0.0                     | 0.2575          | 0.0                    | 0.0                     | 0.8462                | 0.7652             | 0.9212  | 0.0             | 0.0031           | 0.2813          | 0.0              |
| 0.2088        | 7.7   | 3080 | 0.5238          | 0.3238   | 0.3869        | 0.8548           | nan                | 0.8322             | 0.9579                 | 0.6290                  | 0.7927                    | 0.5920                        | nan                     | 0.5397             | 0.7963                | 0.0                  | 0.9421               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5256                   | 0.0                      | 0.0                         | 0.9012                         | 0.0                        | 0.5071                     | 0.4444                               | 0.0                          | nan                          | 0.0                          | 0.3433               | 0.0                         | 0.0                          | 0.9164                     | 0.9145                  | 0.9737       | 0.0                  | 0.0023                | 0.3833               | 0.0                   | nan           | 0.7222        | 0.8791            | 0.5979             | 0.6441               | 0.4227                   | nan                | 0.4483        | 0.5460           | 0.0             | 0.8087          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4303              | 0.0                 | 0.0                    | 0.7140                    | 0.0                   | 0.3595                | 0.3930                          | 0.0                     | nan                     | 0.0                     | 0.2586          | 0.0                    | 0.0                     | 0.8449                | 0.7559             | 0.9188  | 0.0             | 0.0023           | 0.2902          | 0.0              |
| 0.1203        | 7.75  | 3100 | 0.5278          | 0.3280   | 0.3930        | 0.8549           | nan                | 0.8378             | 0.9572                 | 0.6342                  | 0.7416                    | 0.5747                        | nan                     | 0.5537             | 0.7924                | 0.0                  | 0.9377               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5714                   | 0.0                      | 0.0                         | 0.8854                         | 0.0                        | 0.5095                     | 0.5284                               | 0.0                          | nan                          | 0.0                          | 0.3688               | 0.0                         | 0.0                          | 0.9216                     | 0.9220                  | 0.9685       | 0.0                  | 0.0019                | 0.4759               | 0.0                   | nan           | 0.7197        | 0.8786            | 0.5989             | 0.6394               | 0.4054                   | nan                | 0.4526        | 0.5422           | 0.0             | 0.8168          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4628              | 0.0                 | 0.0                    | 0.7213                    | 0.0                   | 0.3766                | 0.4463                          | 0.0                     | nan                     | 0.0                     | 0.2680          | 0.0                    | 0.0                     | 0.8407                | 0.7366             | 0.9225  | 0.0             | 0.0019           | 0.3372          | 0.0              |
| 0.2608        | 7.8   | 3120 | 0.5191          | 0.3313   | 0.3980        | 0.8577           | nan                | 0.8447             | 0.9526                 | 0.6915                  | 0.7644                    | 0.5950                        | nan                     | 0.5725             | 0.7977                | 0.0                  | 0.9276               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5619                   | 0.0                      | 0.0                         | 0.9001                         | 0.0                        | 0.5401                     | 0.5980                               | 0.0                          | nan                          | 0.0                          | 0.3398               | 0.0                         | 0.0                          | 0.9123                     | 0.9128                  | 0.9658       | 0.0                  | 0.0022                | 0.4603               | 0.0                   | nan           | 0.7286        | 0.8847            | 0.6295             | 0.6659               | 0.4097                   | nan                | 0.4630        | 0.5567           | 0.0             | 0.8174          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4509              | 0.0                 | 0.0                    | 0.7122                    | 0.0                   | 0.3852                | 0.4659                          | 0.0                     | nan                     | 0.0                     | 0.2580          | 0.0                    | 0.0                     | 0.8456                | 0.7429             | 0.9224  | 0.0             | 0.0022           | 0.3285          | 0.0              |
| 0.3279        | 7.85  | 3140 | 0.5182          | 0.3261   | 0.3895        | 0.8565           | nan                | 0.8754             | 0.9377                 | 0.6520                  | 0.8463                    | 0.5450                        | nan                     | 0.5787             | 0.7919                | 0.0                  | 0.9364               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5406                   | 0.0                      | 0.0                         | 0.9177                         | 0.0                        | 0.5215                     | 0.5099                               | 0.0                          | nan                          | 0.0                          | 0.2969               | 0.0                         | 0.0                          | 0.9198                     | 0.8986                  | 0.9676       | 0.0                  | 0.0001                | 0.3388               | 0.0                   | nan           | 0.7174        | 0.8834            | 0.5716             | 0.7226               | 0.4151                   | nan                | 0.4551        | 0.5589           | 0.0             | 0.8080          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4297              | 0.0                 | 0.0                    | 0.7005                    | 0.0                   | 0.3859                | 0.4316                          | 0.0                     | nan                     | 0.0                     | 0.2398          | 0.0                    | 0.0                     | 0.8447                | 0.7470             | 0.9211  | 0.0             | 0.0001           | 0.2770          | 0.0              |
| 0.2844        | 7.9   | 3160 | 0.5194          | 0.3272   | 0.3959        | 0.8549           | nan                | 0.8743             | 0.9315                 | 0.6626                  | 0.8240                    | 0.5496                        | nan                     | 0.5966             | 0.8137                | 0.0                  | 0.9480               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5595                   | 0.0                      | 0.0                         | 0.8893                         | 0.0                        | 0.4858                     | 0.5255                               | 0.0                          | nan                          | 0.0                          | 0.3356               | 0.0                         | 0.0                          | 0.9204                     | 0.9207                  | 0.9667       | 0.0                  | 0.0005                | 0.4695               | 0.0                   | nan           | 0.7090        | 0.8792            | 0.5714             | 0.7119               | 0.4155                   | nan                | 0.4590        | 0.5253           | 0.0             | 0.8040          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4325              | 0.0                 | 0.0                    | 0.7181                    | 0.0                   | 0.3852                | 0.4540                          | 0.0                     | nan                     | 0.0                     | 0.2547          | 0.0                    | 0.0                     | 0.8413                | 0.7367             | 0.9219  | 0.0             | 0.0005           | 0.3230          | 0.0              |
| 0.5684        | 7.95  | 3180 | 0.5121          | 0.3279   | 0.3940        | 0.8571           | nan                | 0.8553             | 0.9454                 | 0.6462                  | 0.8029                    | 0.5836                        | nan                     | 0.6038             | 0.8031                | 0.0                  | 0.9351               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5309                   | 0.0                      | 0.0                         | 0.9101                         | 0.0                        | 0.5188                     | 0.5292                               | 0.0                          | nan                          | 0.0                          | 0.3222               | 0.0                         | 0.0                          | 0.9133                     | 0.9162                  | 0.9660       | 0.0                  | 0.0011                | 0.4312               | 0.0                   | nan           | 0.7184        | 0.8856            | 0.5949             | 0.6847               | 0.4205                   | nan                | 0.4709        | 0.5246           | 0.0             | 0.8107          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4381              | 0.0                 | 0.0                    | 0.7130                    | 0.0                   | 0.3845                | 0.4484                          | 0.0                     | nan                     | 0.0                     | 0.2497          | 0.0                    | 0.0                     | 0.8455                | 0.7377             | 0.9229  | 0.0             | 0.0011           | 0.3132          | 0.0              |
| 0.7347        | 8.0   | 3200 | 0.5145          | 0.3260   | 0.3921        | 0.8563           | nan                | 0.8746             | 0.9391                 | 0.5956                  | 0.8231                    | 0.6081                        | nan                     | 0.5561             | 0.8013                | 0.0                  | 0.9391               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5224                   | 0.0                      | 0.0                         | 0.8860                         | 0.0                        | 0.5383                     | 0.5408                               | 0.0                          | nan                          | 0.0                          | 0.3237               | 0.0                         | 0.0                          | 0.9283                     | 0.9091                  | 0.9736       | 0.0                  | 0.0007                | 0.3944               | 0.0                   | nan           | 0.7101        | 0.8844            | 0.5352             | 0.6994               | 0.4319                   | nan                | 0.4593        | 0.5131           | 0.0             | 0.8117          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4332              | 0.0                 | 0.0                    | 0.7186                    | 0.0                   | 0.3869                | 0.4568                          | 0.0                     | nan                     | 0.0                     | 0.2494          | 0.0                    | 0.0                     | 0.8433                | 0.7502             | 0.9195  | 0.0             | 0.0007           | 0.3026          | 0.0              |
| 0.3951        | 8.05  | 3220 | 0.5248          | 0.3246   | 0.3880        | 0.8550           | nan                | 0.8594             | 0.9496                 | 0.5535                  | 0.7891                    | 0.6590                        | nan                     | 0.5476             | 0.7888                | 0.0                  | 0.9251               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5069                   | 0.0                      | 0.0                         | 0.9076                         | 0.0                        | 0.5464                     | 0.5248                               | 0.0                          | nan                          | 0.0                          | 0.3052               | 0.0                         | 0.0                          | 0.9143                     | 0.9065                  | 0.9703       | 0.0                  | 0.0012                | 0.3728               | 0.0                   | nan           | 0.7090        | 0.8867            | 0.5243             | 0.6704               | 0.4243                   | nan                | 0.4555        | 0.5451           | 0.0             | 0.8167          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4199              | 0.0                 | 0.0                    | 0.7082                    | 0.0                   | 0.3905                | 0.4450                          | 0.0                     | nan                     | 0.0                     | 0.2448          | 0.0                    | 0.0                     | 0.8456                | 0.7577             | 0.9217  | 0.0             | 0.0012           | 0.2947          | 0.0              |
| 0.5386        | 8.1   | 3240 | 0.5081          | 0.3291   | 0.3942        | 0.8591           | nan                | 0.8490             | 0.9513                 | 0.6513                  | 0.8080                    | 0.6438                        | nan                     | 0.5491             | 0.7938                | 0.0                  | 0.9309               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5074                   | 0.0                      | 0.0                         | 0.8825                         | 0.0                        | 0.5664                     | 0.5281                               | 0.0                          | nan                          | 0.0                          | 0.2941               | 0.0                         | 0.0                          | 0.9284                     | 0.9051                  | 0.9709       | 0.0                  | 0.0011                | 0.4580               | 0.0                   | nan           | 0.7213        | 0.8898            | 0.5996             | 0.6775               | 0.4415                   | nan                | 0.4572        | 0.5347           | 0.0             | 0.8190          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4199              | 0.0                 | 0.0                    | 0.7183                    | 0.0                   | 0.3909                | 0.4520                          | 0.0                     | nan                     | 0.0                     | 0.2348          | 0.0                    | 0.0                     | 0.8411                | 0.7533             | 0.9219  | 0.0             | 0.0011           | 0.3276          | 0.0              |
| 0.3427        | 8.15  | 3260 | 0.5050          | 0.3335   | 0.4012        | 0.8620           | nan                | 0.8688             | 0.9426                 | 0.6687                  | 0.8717                    | 0.6235                        | nan                     | 0.5698             | 0.7984                | 0.0                  | 0.9317               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6125                   | 0.0                      | 0.0                         | 0.9027                         | 0.0                        | 0.4949                     | 0.6004                               | 0.0                          | nan                          | 0.0                          | 0.3038               | 0.0                         | 0.0                          | 0.9206                     | 0.8923                  | 0.9688       | 0.0                  | 0.0005                | 0.4644               | 0.0                   | nan           | 0.7267        | 0.8940            | 0.5718             | 0.7306               | 0.4407                   | nan                | 0.4602        | 0.5414           | 0.0             | 0.8186          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4707              | 0.0                 | 0.0                    | 0.7159                    | 0.0                   | 0.3832                | 0.4837                          | 0.0                     | nan                     | 0.0                     | 0.2414          | 0.0                    | 0.0                     | 0.8461                | 0.7605             | 0.9218  | 0.0             | 0.0005           | 0.3304          | 0.0              |
| 0.2192        | 8.2   | 3280 | 0.5025          | 0.3340   | 0.4031        | 0.8612           | nan                | 0.8296             | 0.9587                 | 0.7066                  | 0.8294                    | 0.6055                        | nan                     | 0.5831             | 0.7952                | 0.0                  | 0.9406               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6312                   | 0.0                      | 0.0                         | 0.8687                         | 0.0                        | 0.5282                     | 0.5888                               | 0.0                          | nan                          | 0.0                          | 0.3280               | 0.0                         | 0.0                          | 0.9213                     | 0.9002                  | 0.9686       | 0.0                  | 0.0008                | 0.5121               | 0.0                   | nan           | 0.7292        | 0.8884            | 0.6255             | 0.6936               | 0.4344                   | nan                | 0.4738        | 0.5272           | 0.0             | 0.8197          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4721              | 0.0                 | 0.0                    | 0.7198                    | 0.0                   | 0.3785                | 0.4816                          | 0.0                     | nan                     | 0.0                     | 0.2525          | 0.0                    | 0.0                     | 0.8455                | 0.7536             | 0.9231  | 0.0             | 0.0008           | 0.3333          | 0.0              |
| 0.3164        | 8.25  | 3300 | 0.5091          | 0.3307   | 0.3985        | 0.8604           | nan                | 0.8461             | 0.9477                 | 0.6770                  | 0.8525                    | 0.6419                        | nan                     | 0.5858             | 0.7839                | 0.0                  | 0.9440               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5681                   | 0.0                      | 0.0                         | 0.8881                         | 0.0                        | 0.5760                     | 0.5712                               | 0.0                          | nan                          | 0.0                          | 0.3126               | 0.0                         | 0.0                          | 0.9178                     | 0.9070                  | 0.9681       | 0.0                  | 0.0005                | 0.3644               | 0.0                   | nan           | 0.7243        | 0.8934            | 0.6073             | 0.7121               | 0.4389                   | nan                | 0.4767        | 0.5487           | 0.0             | 0.8049          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4354              | 0.0                 | 0.0                    | 0.7152                    | 0.0                   | 0.3806                | 0.4662                          | 0.0                     | nan                     | 0.0                     | 0.2490          | 0.0                    | 0.0                     | 0.8447                | 0.7497             | 0.9230  | 0.0             | 0.0005           | 0.2810          | 0.0              |
| 0.2422        | 8.3   | 3320 | 0.5094          | 0.3316   | 0.3961        | 0.8599           | nan                | 0.8480             | 0.9497                 | 0.6642                  | 0.8462                    | 0.6084                        | nan                     | 0.5776             | 0.7764                | 0.0                  | 0.9300               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5956                   | 0.0                      | 0.0                         | 0.9112                         | 0.0                        | 0.5116                     | 0.5757                               | 0.0                          | nan                          | 0.0                          | 0.3272               | 0.0                         | 0.0                          | 0.9128                     | 0.9199                  | 0.9645       | 0.0                  | 0.0019                | 0.3596               | 0.0                   | nan           | 0.7241        | 0.8913            | 0.6014             | 0.7076               | 0.4395                   | nan                | 0.4733        | 0.5570           | 0.0             | 0.8116          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4733              | 0.0                 | 0.0                    | 0.7093                    | 0.0                   | 0.3819                | 0.4721                          | 0.0                     | nan                     | 0.0                     | 0.2543          | 0.0                    | 0.0                     | 0.8430                | 0.7359             | 0.9237  | 0.0             | 0.0019           | 0.2781          | 0.0              |
| 0.2059        | 8.35  | 3340 | 0.5124          | 0.3326   | 0.3965        | 0.8604           | nan                | 0.8287             | 0.9558                 | 0.6835                  | 0.8190                    | 0.6446                        | nan                     | 0.5971             | 0.7732                | 0.0                  | 0.9365               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6057                   | 0.0                      | 0.0                         | 0.9197                         | 0.0                        | 0.4854                     | 0.5597                               | 0.0                          | nan                          | 0.0                          | 0.3477               | 0.0                         | 0.0                          | 0.9155                     | 0.8993                  | 0.9699       | 0.0                  | 0.0015                | 0.3481               | 0.0                   | nan           | 0.7275        | 0.8898            | 0.6147             | 0.6876               | 0.4473                   | nan                | 0.4771        | 0.5542           | 0.0             | 0.8068          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4774              | 0.0                 | 0.0                    | 0.7029                    | 0.0                   | 0.3809                | 0.4761                          | 0.0                     | nan                     | 0.0                     | 0.2639          | 0.0                    | 0.0                     | 0.8460                | 0.7606             | 0.9217  | 0.0             | 0.0015           | 0.2737          | 0.0              |
| 0.4715        | 8.4   | 3360 | 0.5091          | 0.3339   | 0.3972        | 0.8612           | nan                | 0.8532             | 0.9494                 | 0.6418                  | 0.8538                    | 0.6039                        | nan                     | 0.5897             | 0.7764                | 0.0                  | 0.9130               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6347                   | 0.0                      | 0.0                         | 0.9133                         | 0.0                        | 0.5009                     | 0.5310                               | 0.0                          | nan                          | 0.0                          | 0.3487               | 0.0                         | 0.0                          | 0.9243                     | 0.9135                  | 0.9684       | 0.0                  | 0.0017                | 0.3969               | 0.0                   | nan           | 0.7272        | 0.8913            | 0.5862             | 0.7102               | 0.4465                   | nan                | 0.4771        | 0.5522           | 0.0             | 0.8247          | 0.0               | 0.0             | nan                   | 0.0                    | 0.5041              | 0.0                 | 0.0                    | 0.7088                    | 0.0                   | 0.3843                | 0.4682                          | 0.0                     | nan                     | 0.0                     | 0.2631          | 0.0                    | 0.0                     | 0.8433                | 0.7376             | 0.9225  | 0.0             | 0.0017           | 0.3030          | 0.0              |
| 0.2273        | 8.45  | 3380 | 0.5109          | 0.3334   | 0.4002        | 0.8615           | nan                | 0.8355             | 0.9516                 | 0.6732                  | 0.8607                    | 0.6210                        | nan                     | 0.5978             | 0.7895                | 0.0                  | 0.9370               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6041                   | 0.0                      | 0.0                         | 0.9008                         | 0.0                        | 0.5054                     | 0.5390                               | 0.0                          | nan                          | 0.0                          | 0.3700               | 0.0                         | 0.0                          | 0.9185                     | 0.9118                  | 0.9698       | 0.0                  | 0.0012                | 0.4207               | 0.0                   | nan           | 0.7336        | 0.8916            | 0.6046             | 0.6914               | 0.4461                   | nan                | 0.4815        | 0.5473           | 0.0             | 0.8142          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4724              | 0.0                 | 0.0                    | 0.7169                    | 0.0                   | 0.3771                | 0.4684                          | 0.0                     | nan                     | 0.0                     | 0.2700          | 0.0                    | 0.0                     | 0.8462                | 0.7461             | 0.9227  | 0.0             | 0.0012           | 0.3040          | 0.0              |
| 0.3574        | 8.5   | 3400 | 0.5104          | 0.3305   | 0.3953        | 0.8597           | nan                | 0.8398             | 0.9561                 | 0.6710                  | 0.8069                    | 0.6259                        | nan                     | 0.5775             | 0.7799                | 0.0                  | 0.9375               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.5869                   | 0.0                      | 0.0                         | 0.9042                         | 0.0                        | 0.5103                     | 0.4920                               | 0.0                          | nan                          | 0.0                          | 0.3655               | 0.0                         | 0.0                          | 0.9175                     | 0.9066                  | 0.9688       | 0.0                  | 0.0008                | 0.4070               | 0.0                   | nan           | 0.7310        | 0.8859            | 0.6094             | 0.6723               | 0.4474                   | nan                | 0.4730        | 0.5506           | 0.0             | 0.8140          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4517              | 0.0                 | 0.0                    | 0.7165                    | 0.0                   | 0.3690                | 0.4300                          | 0.0                     | nan                     | 0.0                     | 0.2697          | 0.0                    | 0.0                     | 0.8465                | 0.7569             | 0.9229  | 0.0             | 0.0008           | 0.2983          | 0.0              |
| 0.3476        | 8.55  | 3420 | 0.4991          | 0.3328   | 0.3988        | 0.8620           | nan                | 0.8457             | 0.9567                 | 0.6882                  | 0.8295                    | 0.6244                        | nan                     | 0.5629             | 0.7814                | 0.0                  | 0.9270               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6536                   | 0.0                      | 0.0                         | 0.8941                         | 0.0                        | 0.5220                     | 0.5063                               | 0.0                          | nan                          | 0.0                          | 0.3468               | 0.0                         | 0.0                          | 0.9271                     | 0.8998                  | 0.9683       | 0.0                  | 0.0003                | 0.4289               | 0.0                   | nan           | 0.7348        | 0.8910            | 0.6148             | 0.7020               | 0.4386                   | nan                | 0.4674        | 0.5530           | 0.0             | 0.8255          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4658              | 0.0                 | 0.0                    | 0.7186                    | 0.0                   | 0.3678                | 0.4341                          | 0.0                     | nan                     | 0.0                     | 0.2642          | 0.0                    | 0.0                     | 0.8434                | 0.7590             | 0.9232  | 0.0             | 0.0003           | 0.3144          | 0.0              |
| 0.3728        | 8.6   | 3440 | 0.5029          | 0.3331   | 0.3994        | 0.8618           | nan                | 0.8387             | 0.9484                 | 0.7098                  | 0.8829                    | 0.6024                        | nan                     | 0.5643             | 0.7591                | 0.0                  | 0.9298               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6295                   | 0.0                      | 0.0                         | 0.9002                         | 0.0                        | 0.5154                     | 0.5666                               | 0.0                          | nan                          | 0.0                          | 0.3372               | 0.0                         | 0.0                          | 0.9267                     | 0.9077                  | 0.9673       | 0.0                  | 0.0015                | 0.3931               | 0.0                   | nan           | 0.7372        | 0.8923            | 0.5936             | 0.7159               | 0.4306                   | nan                | 0.4657        | 0.5657           | 0.0             | 0.8217          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4689              | 0.0                 | 0.0                    | 0.7171                    | 0.0                   | 0.3759                | 0.4701                          | 0.0                     | nan                     | 0.0                     | 0.2607          | 0.0                    | 0.0                     | 0.8440                | 0.7472             | 0.9236  | 0.0             | 0.0015           | 0.2945          | 0.0              |
| 0.3215        | 8.65  | 3460 | 0.5001          | 0.3317   | 0.3966        | 0.8617           | nan                | 0.8409             | 0.9522                 | 0.6916                  | 0.8789                    | 0.6052                        | nan                     | 0.5472             | 0.7743                | 0.0                  | 0.9375               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6106                   | 0.0                      | 0.0                         | 0.9060                         | 0.0                        | 0.5107                     | 0.5587                               | 0.0                          | nan                          | 0.0                          | 0.3397               | 0.0                         | 0.0                          | 0.9219                     | 0.9049                  | 0.9687       | 0.0                  | 0.0009                | 0.3458               | 0.0                   | nan           | 0.7373        | 0.8924            | 0.6030             | 0.7149               | 0.4208                   | nan                | 0.4623        | 0.5638           | 0.0             | 0.8139          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4601              | 0.0                 | 0.0                    | 0.7135                    | 0.0                   | 0.3776                | 0.4696                          | 0.0                     | nan                     | 0.0                     | 0.2622          | 0.0                    | 0.0                     | 0.8446                | 0.7534             | 0.9230  | 0.0             | 0.0009           | 0.2691          | 0.0              |
| 0.4356        | 8.7   | 3480 | 0.5057          | 0.3301   | 0.3949        | 0.8606           | nan                | 0.8475             | 0.9565                 | 0.6858                  | 0.8473                    | 0.5677                        | nan                     | 0.5664             | 0.7822                | 0.0                  | 0.9409               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6240                   | 0.0                      | 0.0                         | 0.9065                         | 0.0                        | 0.5442                     | 0.5624                               | 0.0                          | nan                          | 0.0                          | 0.3118               | 0.0                         | 0.0                          | 0.9114                     | 0.9083                  | 0.9653       | 0.0                  | 0.0005                | 0.3137               | 0.0                   | nan           | 0.7341        | 0.8887            | 0.6047             | 0.7018               | 0.4274                   | nan                | 0.4696        | 0.5607           | 0.0             | 0.8099          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4581              | 0.0                 | 0.0                    | 0.7119                    | 0.0                   | 0.3788                | 0.4647                          | 0.0                     | nan                     | 0.0                     | 0.2515          | 0.0                    | 0.0                     | 0.8455                | 0.7520             | 0.9238  | 0.0             | 0.0005           | 0.2482          | 0.0              |
| 0.6613        | 8.75  | 3500 | 0.5102          | 0.3327   | 0.3972        | 0.8606           | nan                | 0.8291             | 0.9565                 | 0.7071                  | 0.8434                    | 0.6047                        | nan                     | 0.5574             | 0.7827                | 0.0                  | 0.9328               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6421                   | 0.0                      | 0.0                         | 0.8954                         | 0.0                        | 0.5175                     | 0.5439                               | 0.0                          | nan                          | 0.0                          | 0.3320               | 0.0                         | 0.0                          | 0.9286                     | 0.9025                  | 0.9656       | 0.0                  | 0.0009                | 0.3710               | 0.0                   | nan           | 0.7357        | 0.8859            | 0.6202             | 0.6805               | 0.4237                   | nan                | 0.4675        | 0.5528           | 0.0             | 0.8207          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4908              | 0.0                 | 0.0                    | 0.7162                    | 0.0                   | 0.3851                | 0.4645                          | 0.0                     | nan                     | 0.0                     | 0.2578          | 0.0                    | 0.0                     | 0.8449                | 0.7582             | 0.9246  | 0.0             | 0.0009           | 0.2829          | 0.0              |
| 0.2286        | 8.8   | 3520 | 0.5043          | 0.3332   | 0.4014        | 0.8612           | nan                | 0.8477             | 0.9511                 | 0.6811                  | 0.8473                    | 0.5966                        | nan                     | 0.5674             | 0.8045                | 0.0                  | 0.9322               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.7107                   | 0.0                      | 0.0                         | 0.8905                         | 0.0                        | 0.5294                     | 0.5589                               | 0.0                          | nan                          | 0.0                          | 0.3282               | 0.0                         | 0.0                          | 0.9295                     | 0.9030                  | 0.9731       | 0.0                  | 0.0003                | 0.3936               | 0.0                   | nan           | 0.7347        | 0.8896            | 0.6042             | 0.6983               | 0.4228                   | nan                | 0.4699        | 0.5478           | 0.0             | 0.8227          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4964              | 0.0                 | 0.0                    | 0.7171                    | 0.0                   | 0.3830                | 0.4736                          | 0.0                     | nan                     | 0.0                     | 0.2552          | 0.0                    | 0.0                     | 0.8441                | 0.7488             | 0.9203  | 0.0             | 0.0003           | 0.2991          | 0.0              |
| 0.5112        | 8.85  | 3540 | 0.5066          | 0.3330   | 0.4009        | 0.8607           | nan                | 0.8456             | 0.9551                 | 0.6827                  | 0.8328                    | 0.5947                        | nan                     | 0.5432             | 0.8081                | 0.0                  | 0.9257               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.7082                   | 0.0                      | 0.0                         | 0.8912                         | 0.0                        | 0.5458                     | 0.5710                               | 0.0                          | nan                          | 0.0                          | 0.3294               | 0.0                         | 0.0                          | 0.9227                     | 0.9104                  | 0.9731       | 0.0                  | 0.0007                | 0.3885               | 0.0                   | nan           | 0.7358        | 0.8884            | 0.6060             | 0.6924               | 0.4196                   | nan                | 0.4633        | 0.5515           | 0.0             | 0.8246          | 0.0               | 0.0             | nan                   | 0.0                    | 0.5041              | 0.0                 | 0.0                    | 0.7150                    | 0.0                   | 0.3862                | 0.4705                          | 0.0                     | nan                     | 0.0                     | 0.2566          | 0.0                    | 0.0                     | 0.8446                | 0.7494             | 0.9208  | 0.0             | 0.0007           | 0.2937          | 0.0              |
| 0.2001        | 8.9   | 3560 | 0.5062          | 0.3323   | 0.3985        | 0.8608           | nan                | 0.8616             | 0.9486                 | 0.6559                  | 0.8483                    | 0.5931                        | nan                     | 0.5557             | 0.8030                | 0.0                  | 0.9372               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6620                   | 0.0                      | 0.0                         | 0.9065                         | 0.0                        | 0.5201                     | 0.5532                               | 0.0                          | nan                          | 0.0                          | 0.3315               | 0.0                         | 0.0                          | 0.9194                     | 0.9065                  | 0.9742       | 0.0                  | 0.0011                | 0.3765               | 0.0                   | nan           | 0.7221        | 0.8908            | 0.5735             | 0.7319               | 0.4276                   | nan                | 0.4633        | 0.5559           | 0.0             | 0.8147          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4853              | 0.0                 | 0.0                    | 0.7133                    | 0.0                   | 0.3848                | 0.4727                          | 0.0                     | nan                     | 0.0                     | 0.2587          | 0.0                    | 0.0                     | 0.8458                | 0.7556             | 0.9197  | 0.0             | 0.0011           | 0.2856          | 0.0              |
| 0.4449        | 8.95  | 3580 | 0.5070          | 0.3339   | 0.4017        | 0.8621           | nan                | 0.8382             | 0.9518                 | 0.6850                  | 0.8674                    | 0.6389                        | nan                     | 0.5610             | 0.8051                | 0.0                  | 0.9349               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6780                   | 0.0                      | 0.0                         | 0.9031                         | 0.0                        | 0.5389                     | 0.5243                               | 0.0                          | nan                          | 0.0                          | 0.3420               | 0.0                         | 0.0                          | 0.9239                     | 0.8957                  | 0.9721       | 0.0                  | 0.0010                | 0.3909               | 0.0                   | nan           | 0.7346        | 0.8926            | 0.6133             | 0.7150               | 0.4256                   | nan                | 0.4659        | 0.5535           | 0.0             | 0.8186          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4980              | 0.0                 | 0.0                    | 0.7149                    | 0.0                   | 0.3800                | 0.4462                          | 0.0                     | nan                     | 0.0                     | 0.2630          | 0.0                    | 0.0                     | 0.8463                | 0.7667             | 0.9214  | 0.0             | 0.0010           | 0.2952          | 0.0              |
| 0.5528        | 9.0   | 3600 | 0.5069          | 0.3323   | 0.3980        | 0.8607           | nan                | 0.8544             | 0.9505                 | 0.6579                  | 0.8515                    | 0.6126                        | nan                     | 0.5407             | 0.7794                | 0.0                  | 0.9402               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6528                   | 0.0                      | 0.0                         | 0.8853                         | 0.0                        | 0.5449                     | 0.5210                               | 0.0                          | nan                          | 0.0                          | 0.3233               | 0.0                         | 0.0                          | 0.9271                     | 0.9107                  | 0.9678       | 0.0                  | 0.0025                | 0.4164               | 0.0                   | nan           | 0.7252        | 0.8907            | 0.6020             | 0.7089               | 0.4306                   | nan                | 0.4598        | 0.5602           | 0.0             | 0.8158          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4872              | 0.0                 | 0.0                    | 0.7213                    | 0.0                   | 0.3830                | 0.4383                          | 0.0                     | nan                     | 0.0                     | 0.2521          | 0.0                    | 0.0                     | 0.8432                | 0.7532             | 0.9231  | 0.0             | 0.0025           | 0.3053          | 0.0              |
| 0.2328        | 9.05  | 3620 | 0.5070          | 0.3334   | 0.3984        | 0.8620           | nan                | 0.8472             | 0.9541                 | 0.6656                  | 0.8739                    | 0.5919                        | nan                     | 0.5629             | 0.7770                | 0.0                  | 0.9416               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6339                   | 0.0                      | 0.0                         | 0.8930                         | 0.0                        | 0.5268                     | 0.5231                               | 0.0                          | nan                          | 0.0                          | 0.3440               | 0.0                         | 0.0                          | 0.9200                     | 0.9090                  | 0.9711       | 0.0                  | 0.0028                | 0.4117               | 0.0                   | nan           | 0.7263        | 0.8912            | 0.6041             | 0.7111               | 0.4369                   | nan                | 0.4712        | 0.5604           | 0.0             | 0.8146          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4792              | 0.0                 | 0.0                    | 0.7210                    | 0.0                   | 0.3851                | 0.4437                          | 0.0                     | nan                     | 0.0                     | 0.2611          | 0.0                    | 0.0                     | 0.8456                | 0.7568             | 0.9215  | 0.0             | 0.0028           | 0.3022          | 0.0              |
| 0.2324        | 9.1   | 3640 | 0.5062          | 0.3327   | 0.3976        | 0.8619           | nan                | 0.8482             | 0.9542                 | 0.6546                  | 0.8663                    | 0.6266                        | nan                     | 0.5457             | 0.7925                | 0.0                  | 0.9348               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6466                   | 0.0                      | 0.0                         | 0.9013                         | 0.0                        | 0.5276                     | 0.5083                               | 0.0                          | nan                          | 0.0                          | 0.3420               | 0.0                         | 0.0                          | 0.9210                     | 0.9122                  | 0.9683       | 0.0                  | 0.0020                | 0.3724               | 0.0                   | nan           | 0.7298        | 0.8916            | 0.5968             | 0.7104               | 0.4382                   | nan                | 0.4663        | 0.5614           | 0.0             | 0.8163          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4880              | 0.0                 | 0.0                    | 0.7187                    | 0.0                   | 0.3855                | 0.4376                          | 0.0                     | nan                     | 0.0                     | 0.2610          | 0.0                    | 0.0                     | 0.8454                | 0.7588             | 0.9236  | 0.0             | 0.0020           | 0.2836          | 0.0              |
| 0.3582        | 9.15  | 3660 | 0.5074          | 0.3317   | 0.3981        | 0.8616           | nan                | 0.8538             | 0.9512                 | 0.6518                  | 0.8663                    | 0.6249                        | nan                     | 0.5704             | 0.7998                | 0.0                  | 0.9389               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6558                   | 0.0                      | 0.0                         | 0.9009                         | 0.0                        | 0.5349                     | 0.4816                               | 0.0                          | nan                          | 0.0                          | 0.3398               | 0.0                         | 0.0                          | 0.9190                     | 0.9122                  | 0.9704       | 0.0                  | 0.0005                | 0.3682               | 0.0                   | nan           | 0.7275        | 0.8925            | 0.5900             | 0.7143               | 0.4460                   | nan                | 0.4727        | 0.5529           | 0.0             | 0.8144          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4836              | 0.0                 | 0.0                    | 0.7185                    | 0.0                   | 0.3814                | 0.4207                          | 0.0                     | nan                     | 0.0                     | 0.2602          | 0.0                    | 0.0                     | 0.8445                | 0.7577             | 0.9219  | 0.0             | 0.0005           | 0.2838          | 0.0              |
| 0.3549        | 9.2   | 3680 | 0.5050          | 0.3343   | 0.3997        | 0.8630           | nan                | 0.8323             | 0.9570                 | 0.6858                  | 0.8634                    | 0.6097                        | nan                     | 0.6074             | 0.7945                | 0.0                  | 0.9414               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6485                   | 0.0                      | 0.0                         | 0.9043                         | 0.0                        | 0.5285                     | 0.4922                               | 0.0                          | nan                          | 0.0                          | 0.3433               | 0.0                         | 0.0                          | 0.9199                     | 0.9101                  | 0.9687       | 0.0                  | 0.0006                | 0.3824               | 0.0                   | nan           | 0.7353        | 0.8903            | 0.6169             | 0.7155               | 0.4411                   | nan                | 0.4873        | 0.5549           | 0.0             | 0.8110          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4889              | 0.0                 | 0.0                    | 0.7173                    | 0.0                   | 0.3845                | 0.4338                          | 0.0                     | nan                     | 0.0                     | 0.2634          | 0.0                    | 0.0                     | 0.8453                | 0.7589             | 0.9233  | 0.0             | 0.0006           | 0.2943          | 0.0              |
| 0.2044        | 9.25  | 3700 | 0.5051          | 0.3350   | 0.3999        | 0.8626           | nan                | 0.8512             | 0.9529                 | 0.6664                  | 0.8516                    | 0.6323                        | nan                     | 0.5947             | 0.7924                | 0.0                  | 0.9321               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6447                   | 0.0                      | 0.0                         | 0.9161                         | 0.0                        | 0.5253                     | 0.5003                               | 0.0                          | nan                          | 0.0                          | 0.3555               | 0.0                         | 0.0                          | 0.9118                     | 0.9035                  | 0.9714       | 0.0                  | 0.0018                | 0.3936               | 0.0                   | nan           | 0.7291        | 0.8916            | 0.6054             | 0.7171               | 0.4488                   | nan                | 0.4850        | 0.5580           | 0.0             | 0.8164          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4939              | 0.0                 | 0.0                    | 0.7113                    | 0.0                   | 0.3838                | 0.4383                          | 0.0                     | nan                     | 0.0                     | 0.2700          | 0.0                    | 0.0                     | 0.8465                | 0.7658             | 0.9210  | 0.0             | 0.0018           | 0.3023          | 0.0              |
| 0.2446        | 9.3   | 3720 | 0.5030          | 0.3346   | 0.3997        | 0.8629           | nan                | 0.8521             | 0.9520                 | 0.6690                  | 0.8542                    | 0.6262                        | nan                     | 0.5859             | 0.7897                | 0.0                  | 0.9342               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6436                   | 0.0                      | 0.0                         | 0.8990                         | 0.0                        | 0.5412                     | 0.5025                               | 0.0                          | nan                          | 0.0                          | 0.3331               | 0.0                         | 0.0                          | 0.9239                     | 0.9075                  | 0.9699       | 0.0                  | 0.0012                | 0.4070               | 0.0                   | nan           | 0.7282        | 0.8928            | 0.5983             | 0.7268               | 0.4440                   | nan                | 0.4814        | 0.5570           | 0.0             | 0.8184          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4939              | 0.0                 | 0.0                    | 0.7192                    | 0.0                   | 0.3819                | 0.4334                          | 0.0                     | nan                     | 0.0                     | 0.2590          | 0.0                    | 0.0                     | 0.8449                | 0.7595             | 0.9226  | 0.0             | 0.0012           | 0.3090          | 0.0              |
| 0.4304        | 9.35  | 3740 | 0.5059          | 0.3341   | 0.4000        | 0.8626           | nan                | 0.8611             | 0.9480                 | 0.6555                  | 0.8566                    | 0.6283                        | nan                     | 0.5766             | 0.7884                | 0.0                  | 0.9345               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6515                   | 0.0                      | 0.0                         | 0.8963                         | 0.0                        | 0.5551                     | 0.5071                               | 0.0                          | nan                          | 0.0                          | 0.3245               | 0.0                         | 0.0                          | 0.9270                     | 0.9061                  | 0.9722       | 0.0                  | 0.0014                | 0.4101               | 0.0                   | nan           | 0.7255        | 0.8949            | 0.5879             | 0.7312               | 0.4432                   | nan                | 0.4746        | 0.5611           | 0.0             | 0.8188          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4915              | 0.0                 | 0.0                    | 0.7188                    | 0.0                   | 0.3833                | 0.4363                          | 0.0                     | nan                     | 0.0                     | 0.2542          | 0.0                    | 0.0                     | 0.8444                | 0.7557             | 0.9212  | 0.0             | 0.0014           | 0.3142          | 0.0              |
| 0.2588        | 9.4   | 3760 | 0.5021          | 0.3350   | 0.4017        | 0.8627           | nan                | 0.8472             | 0.9525                 | 0.6787                  | 0.8524                    | 0.6224                        | nan                     | 0.5635             | 0.7954                | 0.0                  | 0.9313               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6508                   | 0.0                      | 0.0                         | 0.8922                         | 0.0                        | 0.5305                     | 0.5289                               | 0.0                          | nan                          | 0.0                          | 0.3487               | 0.0                         | 0.0                          | 0.9250                     | 0.9146                  | 0.9706       | 0.0                  | 0.0025                | 0.4445               | 0.0                   | nan           | 0.7309        | 0.8934            | 0.6009             | 0.7138               | 0.4390                   | nan                | 0.4744        | 0.5574           | 0.0             | 0.8227          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4939              | 0.0                 | 0.0                    | 0.7219                    | 0.0                   | 0.3838                | 0.4494                          | 0.0                     | nan                     | 0.0                     | 0.2635          | 0.0                    | 0.0                     | 0.8446                | 0.7483             | 0.9229  | 0.0             | 0.0025           | 0.3225          | 0.0              |
| 0.2119        | 9.45  | 3780 | 0.5013          | 0.3353   | 0.4009        | 0.8628           | nan                | 0.8374             | 0.9551                 | 0.6953                  | 0.8547                    | 0.6074                        | nan                     | 0.5668             | 0.7922                | 0.0                  | 0.9278               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6525                   | 0.0                      | 0.0                         | 0.9062                         | 0.0                        | 0.5282                     | 0.5396                               | 0.0                          | nan                          | 0.0                          | 0.3521               | 0.0                         | 0.0                          | 0.9214                     | 0.9166                  | 0.9637       | 0.0                  | 0.0023                | 0.4071               | 0.0                   | nan           | 0.7349        | 0.8926            | 0.6146             | 0.7018               | 0.4347                   | nan                | 0.4748        | 0.5605           | 0.0             | 0.8233          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4956              | 0.0                 | 0.0                    | 0.7165                    | 0.0                   | 0.3907                | 0.4601                          | 0.0                     | nan                     | 0.0                     | 0.2663          | 0.0                    | 0.0                     | 0.8458                | 0.7437             | 0.9248  | 0.0             | 0.0023           | 0.3107          | 0.0              |
| 0.3602        | 9.5   | 3800 | 0.5001          | 0.3359   | 0.4029        | 0.8630           | nan                | 0.8477             | 0.9533                 | 0.6792                  | 0.8746                    | 0.6007                        | nan                     | 0.5703             | 0.7876                | 0.0                  | 0.9290               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6544                   | 0.0                      | 0.0                         | 0.8841                         | 0.0                        | 0.5509                     | 0.5496                               | 0.0                          | nan                          | 0.0                          | 0.3605               | 0.0                         | 0.0                          | 0.9223                     | 0.9088                  | 0.9716       | 0.0                  | 0.0042                | 0.4422               | 0.0                   | nan           | 0.7300        | 0.8939            | 0.6027             | 0.7141               | 0.4382                   | nan                | 0.4733        | 0.5647           | 0.0             | 0.8244          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4943              | 0.0                 | 0.0                    | 0.7215                    | 0.0                   | 0.3884                | 0.4546                          | 0.0                     | nan                     | 0.0                     | 0.2682          | 0.0                    | 0.0                     | 0.8459                | 0.7519             | 0.9223  | 0.0             | 0.0042           | 0.3211          | 0.0              |
| 0.3596        | 9.55  | 3820 | 0.5028          | 0.3356   | 0.4031        | 0.8627           | nan                | 0.8429             | 0.9501                 | 0.6709                  | 0.8786                    | 0.6145                        | nan                     | 0.5972             | 0.7853                | 0.0                  | 0.9249               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6541                   | 0.0                      | 0.0                         | 0.8860                         | 0.0                        | 0.5516                     | 0.5548                               | 0.0                          | nan                          | 0.0                          | 0.3424               | 0.0                         | 0.0                          | 0.9266                     | 0.9132                  | 0.9706       | 0.0                  | 0.0040                | 0.4269               | 0.0                   | nan           | 0.7313        | 0.8955            | 0.6033             | 0.7161               | 0.4375                   | nan                | 0.4782        | 0.5677           | 0.0             | 0.8254          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4954              | 0.0                 | 0.0                    | 0.7200                    | 0.0                   | 0.3870                | 0.4558                          | 0.0                     | nan                     | 0.0                     | 0.2607          | 0.0                    | 0.0                     | 0.8439                | 0.7446             | 0.9230  | 0.0             | 0.0040           | 0.3152          | 0.0              |
| 0.1618        | 9.6   | 3840 | 0.5027          | 0.3349   | 0.4009        | 0.8631           | nan                | 0.8443             | 0.9513                 | 0.6816                  | 0.8709                    | 0.6367                        | nan                     | 0.5743             | 0.7922                | 0.0                  | 0.9313               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6455                   | 0.0                      | 0.0                         | 0.9063                         | 0.0                        | 0.5386                     | 0.5307                               | 0.0                          | nan                          | 0.0                          | 0.3294               | 0.0                         | 0.0                          | 0.9198                     | 0.9116                  | 0.9678       | 0.0                  | 0.0024                | 0.3921               | 0.0                   | nan           | 0.7331        | 0.8958            | 0.6113             | 0.7142               | 0.4373                   | nan                | 0.4746        | 0.5649           | 0.0             | 0.8208          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4937              | 0.0                 | 0.0                    | 0.7160                    | 0.0                   | 0.3872                | 0.4513                          | 0.0                     | nan                     | 0.0                     | 0.2579          | 0.0                    | 0.0                     | 0.8466                | 0.7498             | 0.9237  | 0.0             | 0.0024           | 0.3011          | 0.0              |
| 0.3248        | 9.65  | 3860 | 0.5019          | 0.3351   | 0.4010        | 0.8630           | nan                | 0.8368             | 0.9550                 | 0.6750                  | 0.8657                    | 0.6173                        | nan                     | 0.5786             | 0.7971                | 0.0                  | 0.9302               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6513                   | 0.0                      | 0.0                         | 0.8936                         | 0.0                        | 0.5448                     | 0.5378                               | 0.0                          | nan                          | 0.0                          | 0.3320               | 0.0                         | 0.0                          | 0.9278                     | 0.9084                  | 0.9684       | 0.0                  | 0.0027                | 0.4099               | 0.0                   | nan           | 0.7329        | 0.8936            | 0.6129             | 0.7080               | 0.4386                   | nan                | 0.4756        | 0.5595           | 0.0             | 0.8233          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4967              | 0.0                 | 0.0                    | 0.7186                    | 0.0                   | 0.3875                | 0.4537                          | 0.0                     | nan                     | 0.0                     | 0.2580          | 0.0                    | 0.0                     | 0.8450                | 0.7491             | 0.9239  | 0.0             | 0.0027           | 0.3085          | 0.0              |
| 0.2453        | 9.7   | 3880 | 0.5017          | 0.3349   | 0.4020        | 0.8630           | nan                | 0.8353             | 0.9550                 | 0.6888                  | 0.8622                    | 0.6032                        | nan                     | 0.5871             | 0.8023                | 0.0                  | 0.9382               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6545                   | 0.0                      | 0.0                         | 0.8936                         | 0.0                        | 0.5229                     | 0.5678                               | 0.0                          | nan                          | 0.0                          | 0.3499               | 0.0                         | 0.0                          | 0.9268                     | 0.9034                  | 0.9737       | 0.0                  | 0.0015                | 0.3965               | 0.0                   | nan           | 0.7323        | 0.8927            | 0.6113             | 0.7031               | 0.4392                   | nan                | 0.4779        | 0.5499           | 0.0             | 0.8184          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4905              | 0.0                 | 0.0                    | 0.7189                    | 0.0                   | 0.3911                | 0.4690                          | 0.0                     | nan                     | 0.0                     | 0.2648          | 0.0                    | 0.0                     | 0.8455                | 0.7542             | 0.9207  | 0.0             | 0.0015           | 0.3022          | 0.0              |
| 0.1806        | 9.75  | 3900 | 0.5077          | 0.3345   | 0.4028        | 0.8622           | nan                | 0.8265             | 0.9536                 | 0.7033                  | 0.8593                    | 0.6410                        | nan                     | 0.5829             | 0.7988                | 0.0                  | 0.9422               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6510                   | 0.0                      | 0.0                         | 0.8951                         | 0.0                        | 0.5256                     | 0.5560                               | 0.0                          | nan                          | 0.0                          | 0.3534               | 0.0                         | 0.0                          | 0.9217                     | 0.9061                  | 0.9736       | 0.0                  | 0.0015                | 0.3939               | 0.0                   | nan           | 0.7322        | 0.8926            | 0.6123             | 0.7034               | 0.4338                   | nan                | 0.4765        | 0.5529           | 0.0             | 0.8139          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4896              | 0.0                 | 0.0                    | 0.7196                    | 0.0                   | 0.3880                | 0.4634                          | 0.0                     | nan                     | 0.0                     | 0.2663          | 0.0                    | 0.0                     | 0.8467                | 0.7571             | 0.9205  | 0.0             | 0.0015           | 0.2983          | 0.0              |
| 0.2304        | 9.8   | 3920 | 0.5031          | 0.3335   | 0.4006        | 0.8616           | nan                | 0.8446             | 0.9487                 | 0.6844                  | 0.8610                    | 0.6197                        | nan                     | 0.5669             | 0.8028                | 0.0                  | 0.9304               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6597                   | 0.0                      | 0.0                         | 0.8880                         | 0.0                        | 0.5229                     | 0.5268                               | 0.0                          | nan                          | 0.0                          | 0.3339               | 0.0                         | 0.0                          | 0.9337                     | 0.9111                  | 0.9712       | 0.0                  | 0.0014                | 0.4127               | 0.0                   | nan           | 0.7305        | 0.8928            | 0.5928             | 0.7114               | 0.4340                   | nan                | 0.4734        | 0.5523           | 0.0             | 0.8231          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4956              | 0.0                 | 0.0                    | 0.7204                    | 0.0                   | 0.3856                | 0.4507                          | 0.0                     | nan                     | 0.0                     | 0.2569          | 0.0                    | 0.0                     | 0.8405                | 0.7445             | 0.9219  | 0.0             | 0.0014           | 0.3094          | 0.0              |
| 0.4254        | 9.85  | 3940 | 0.5017          | 0.3347   | 0.4030        | 0.8621           | nan                | 0.8486             | 0.9453                 | 0.6676                  | 0.8672                    | 0.6292                        | nan                     | 0.5922             | 0.8086                | 0.0                  | 0.9359               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6462                   | 0.0                      | 0.0                         | 0.9005                         | 0.0                        | 0.5243                     | 0.5506                               | 0.0                          | nan                          | 0.0                          | 0.3475               | 0.0                         | 0.0                          | 0.9265                     | 0.9061                  | 0.9662       | 0.0                  | 0.0025                | 0.4269               | 0.0                   | nan           | 0.7284        | 0.8943            | 0.5861             | 0.7158               | 0.4345                   | nan                | 0.4780        | 0.5507           | 0.0             | 0.8202          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4933              | 0.0                 | 0.0                    | 0.7197                    | 0.0                   | 0.3851                | 0.4646                          | 0.0                     | nan                     | 0.0                     | 0.2649          | 0.0                    | 0.0                     | 0.8460                | 0.7536             | 0.9245  | 0.0             | 0.0025           | 0.3135          | 0.0              |
| 0.4458        | 9.9   | 3960 | 0.5053          | 0.3338   | 0.4010        | 0.8616           | nan                | 0.8520             | 0.9496                 | 0.6683                  | 0.8631                    | 0.5919                        | nan                     | 0.5839             | 0.7966                | 0.0                  | 0.9355               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6470                   | 0.0                      | 0.0                         | 0.9033                         | 0.0                        | 0.5407                     | 0.5456                               | 0.0                          | nan                          | 0.0                          | 0.3294               | 0.0                         | 0.0                          | 0.9143                     | 0.9126                  | 0.9700       | 0.0                  | 0.0035                | 0.4240               | 0.0                   | nan           | 0.7279        | 0.8924            | 0.5850             | 0.7144               | 0.4364                   | nan                | 0.4776        | 0.5567           | 0.0             | 0.8202          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4919              | 0.0                 | 0.0                    | 0.7181                    | 0.0                   | 0.3822                | 0.4567                          | 0.0                     | nan                     | 0.0                     | 0.2582          | 0.0                    | 0.0                     | 0.8475                | 0.7467             | 0.9226  | 0.0             | 0.0035           | 0.3100          | 0.0              |
| 0.4539        | 9.95  | 3980 | 0.5068          | 0.3324   | 0.3974        | 0.8612           | nan                | 0.8555             | 0.9476                 | 0.6411                  | 0.8650                    | 0.5977                        | nan                     | 0.5588             | 0.7964                | 0.0                  | 0.9328               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6389                   | 0.0                      | 0.0                         | 0.9109                         | 0.0                        | 0.5344                     | 0.5445                               | 0.0                          | nan                          | 0.0                          | 0.3130               | 0.0                         | 0.0                          | 0.9243                     | 0.9155                  | 0.9645       | 0.0                  | 0.0014                | 0.3780               | 0.0                   | nan           | 0.7247        | 0.8940            | 0.5799             | 0.7150               | 0.4343                   | nan                | 0.4683        | 0.5587           | 0.0             | 0.8182          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4902              | 0.0                 | 0.0                    | 0.7141                    | 0.0                   | 0.3868                | 0.4622                          | 0.0                     | nan                     | 0.0                     | 0.2504          | 0.0                    | 0.0                     | 0.8448                | 0.7385             | 0.9242  | 0.0             | 0.0014           | 0.2972          | 0.0              |
| 0.3016        | 10.0  | 4000 | 0.5030          | 0.3338   | 0.4003        | 0.8621           | nan                | 0.8504             | 0.9481                 | 0.6649                  | 0.8739                    | 0.6017                        | nan                     | 0.5652             | 0.8056                | 0.0                  | 0.9321               | 0.0                    | 0.0                  | nan                        | 0.0                         | 0.6484                   | 0.0                      | 0.0                         | 0.9052                         | 0.0                        | 0.5216                     | 0.5440                               | 0.0                          | nan                          | 0.0                          | 0.3397               | 0.0                         | 0.0                          | 0.9282                     | 0.9021                  | 0.9671       | 0.0                  | 0.0021                | 0.4099               | 0.0                   | nan           | 0.7271        | 0.8940            | 0.5845             | 0.7074               | 0.4377                   | nan                | 0.4698        | 0.5492           | 0.0             | 0.8218          | 0.0               | 0.0             | nan                   | 0.0                    | 0.4926              | 0.0                 | 0.0                    | 0.7177                    | 0.0                   | 0.3855                | 0.4617                          | 0.0                     | nan                     | 0.0                     | 0.2627          | 0.0                    | 0.0                     | 0.8451                | 0.7540             | 0.9238  | 0.0             | 0.0021           | 0.3099          | 0.0              |


### Framework versions

- Transformers 4.32.1
- Pytorch 2.2.0+cpu
- Datasets 2.17.0
- Tokenizers 0.13.3
