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---
library_name: transformers
license: apache-2.0
base_model: facebook/detr-resnet-50-dc5
tags:
- generated_from_trainer
model-index:
- name: detr-resnet-50-dc5-grasshopper-finetuned-maxsteps-10000-batchsize-2-ilham
  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. -->

# detr-resnet-50-dc5-grasshopper-finetuned-maxsteps-10000-batchsize-2-ilham

This model is a fine-tuned version of [facebook/detr-resnet-50-dc5](https://huggingface.co/facebook/detr-resnet-50-dc5) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 3.7495
- Map: 0.0001
- Map 50: 0.0002
- Map 75: 0.0001
- Map Small: 0.0001
- Map Medium: -1.0
- Map Large: -1.0
- Mar 1: 0.0
- Mar 10: 0.0019
- Mar 100: 0.0047
- Mar Small: 0.0047
- Mar Medium: -1.0
- Mar Large: -1.0
- Map Recilia dorsalis: 0.0
- Mar 100 Recilia dorsalis: 0.0042
- Map Nephotettix malayanus: 0.0003
- Mar 100 Nephotettix malayanus: 0.0074
- Map Sogatella furcifera: 0.0
- Mar 100 Sogatella furcifera: 0.0
- Map Nilaparvata lugens: 0.0
- Mar 100 Nilaparvata lugens: 0.0071

## 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: 1e-05
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- training_steps: 10000
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch    | Step  | Validation Loss | Map    | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1  | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Recilia dorsalis | Mar 100 Recilia dorsalis | Map Nephotettix malayanus | Mar 100 Nephotettix malayanus | Map Sogatella furcifera | Mar 100 Sogatella furcifera | Map Nilaparvata lugens | Mar 100 Nilaparvata lugens |
|:-------------:|:--------:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:--------------------:|:------------------------:|:-------------------------:|:-----------------------------:|:-----------------------:|:---------------------------:|:----------------------:|:--------------------------:|
| 7.8557        | 0.5952   | 50    | 6.5271          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0001  | 0.0001    | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0005                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 5.1482        | 1.1905   | 100   | 4.5178          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0017  | 0.0017    | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0068                      | 0.0                    | 0.0                        |
| 4.73          | 1.7857   | 150   | 4.3700          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0002 | 0.0036  | 0.0036    | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0009                        | 0.0                     | 0.0136                      | 0.0                    | 0.0                        |
| 4.2549        | 2.3810   | 200   | 4.3965          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.5438        | 2.9762   | 250   | 4.2896          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.19          | 3.5714   | 300   | 4.3528          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.2118        | 4.1667   | 350   | 4.2757          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.1294        | 4.7619   | 400   | 4.2314          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.9266        | 5.3571   | 450   | 4.2360          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.102         | 5.9524   | 500   | 4.1888          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.862         | 6.5476   | 550   | 4.1402          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.0277        | 7.1429   | 600   | 4.1432          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.1993        | 7.7381   | 650   | 4.1737          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0002 | 0.0002  | 0.0002    | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0001                    | 0.0009                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.873         | 8.3333   | 700   | 4.1959          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0001 | 0.0003  | 0.0003    | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0005                        | 0.0                     | 0.0                         | 0.0                    | 0.0006                     |
| 4.5011        | 8.9286   | 750   | 4.1311          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.0208        | 9.5238   | 800   | 4.1827          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.0261        | 10.1190  | 850   | 4.0846          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.8466        | 10.7143  | 900   | 4.1543          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.1287        | 11.3095  | 950   | 4.1680          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.9538        | 11.9048  | 1000  | 4.1849          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.6927        | 12.5     | 1050  | 4.0885          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.9334        | 13.0952  | 1100  | 4.1670          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.9389        | 13.6905  | 1150  | 4.2387          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.6675        | 14.2857  | 1200  | 4.1635          | 0.0    | 0.0004 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0001 | 0.0001 | 0.0001  | 0.0001    | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0002                    | 0.0005                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.3397        | 14.8810  | 1250  | 4.1893          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.1642        | 15.4762  | 1300  | 4.1441          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.6283        | 16.0714  | 1350  | 4.1287          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.2969        | 16.6667  | 1400  | 4.0819          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.9804        | 17.2619  | 1450  | 4.1292          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.971         | 17.8571  | 1500  | 4.0567          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0     | 0.0       | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.4007        | 18.4524  | 1550  | 4.0544          | 0.0002 | 0.0005 | 0.0    | 0.0002    | -1.0       | -1.0      | 0.0    | 0.0005 | 0.0005  | 0.0005    | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0008                    | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.2788        | 19.0476  | 1600  | 4.0556          | 0.0001 | 0.0002 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.001  | 0.001   | 0.001     | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0002                    | 0.0042                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.2513        | 19.6429  | 1650  | 4.0553          | 0.0002 | 0.0004 | 0.0    | 0.0002    | -1.0       | -1.0      | 0.0    | 0.0006 | 0.0006  | 0.0006    | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0007                    | 0.0023                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.6183        | 20.2381  | 1700  | 4.1075          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0006  | 0.0006    | -1.0       | -1.0      | 0.0                  | 0.0014                   | 0.0                       | 0.0009                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.2522        | 20.8333  | 1750  | 4.1207          | 0.0001 | 0.0004 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0002 | 0.0002 | 0.0006  | 0.0006    | -1.0       | -1.0      | 0.0                  | 0.0005                   | 0.0003                    | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.2156        | 21.4286  | 1800  | 4.0288          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0014  | 0.0014    | -1.0       | -1.0      | 0.0                  | 0.0005                   | 0.0                       | 0.0051                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.4063        | 22.0238  | 1850  | 4.0143          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0019  | 0.0019    | -1.0       | -1.0      | 0.0                  | 0.0014                   | 0.0                       | 0.006                         | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.5577        | 22.6190  | 1900  | 4.0514          | 0.0001 | 0.0002 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0006 | 0.0006  | 0.0006    | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0004                    | 0.0023                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.9326        | 23.2143  | 1950  | 4.0323          | 0.0    | 0.0003 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0001 | 0.0001  | 0.0001    | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0001                    | 0.0005                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.9504        | 23.8095  | 2000  | 3.9393          | 0.0001 | 0.0003 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0002 | 0.0016  | 0.0016    | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0003                    | 0.0051                        | 0.0                     | 0.0                         | 0.0                    | 0.0012                     |
| 4.6677        | 24.4048  | 2050  | 3.9693          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0005  | 0.0005    | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0014                        | 0.0                     | 0.0                         | 0.0                    | 0.0006                     |
| 3.7945        | 25.0     | 2100  | 3.9099          | 0.0002 | 0.0004 | 0.0004 | 0.0002    | -1.0       | -1.0      | 0.0    | 0.0007 | 0.0012  | 0.0012    | -1.0       | -1.0      | 0.0                  | 0.0005                   | 0.0008                    | 0.0042                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.6887        | 25.5952  | 2150  | 3.7940          | 0.0    | 0.0004 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0001 | 0.0024  | 0.0024    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0002                    | 0.0051                        | 0.0                     | 0.0                         | 0.0                    | 0.0012                     |
| 3.5835        | 26.1905  | 2200  | 3.8883          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0013  | 0.0013    | -1.0       | -1.0      | 0.0                  | 0.0019                   | 0.0                       | 0.0014                        | 0.0                     | 0.0                         | 0.0                    | 0.0018                     |
| 4.4304        | 26.7857  | 2250  | 3.8795          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0005 | 0.001   | 0.001     | -1.0       | -1.0      | 0.0                  | 0.0005                   | 0.0001                    | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0018                     |
| 4.4133        | 27.3810  | 2300  | 3.8778          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0005 | 0.0012  | 0.0012    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0002                    | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.0047        | 27.9762  | 2350  | 4.0399          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0001  | 0.0001    | -1.0       | -1.0      | 0.0                  | 0.0005                   | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.9441        | 28.5714  | 2400  | 3.9364          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0008  | 0.0008    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.7486        | 29.1667  | 2450  | 3.8319          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0007  | 0.0007    | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0006                     |
| 3.8208        | 29.7619  | 2500  | 3.8796          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0012  | 0.0012    | -1.0       | -1.0      | 0.0                  | 0.0042                   | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0006                     |
| 3.6209        | 30.3571  | 2550  | 3.9295          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.001   | 0.001     | -1.0       | -1.0      | 0.0                  | 0.0042                   | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.8594        | 30.9524  | 2600  | 3.8844          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0002 | 0.0013  | 0.0013    | -1.0       | -1.0      | 0.0001               | 0.0042                   | 0.0                       | 0.0009                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.2017        | 31.5476  | 2650  | 3.8853          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0017  | 0.0017    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0035                     |
| 3.5715        | 32.1429  | 2700  | 3.8114          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0007  | 0.0007    | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0006                     |
| 3.1726        | 32.7381  | 2750  | 3.8134          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0003  | 0.0003    | -1.0       | -1.0      | 0.0                  | 0.0014                   | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.531         | 33.3333  | 2800  | 3.8624          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0001 | 0.001   | 0.001     | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0                       | 0.0005                        | 0.0                     | 0.0                         | 0.0                    | 0.0006                     |
| 3.3098        | 33.9286  | 2850  | 3.9348          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0005 | 0.002   | 0.002     | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0001                    | 0.0037                        | 0.0                     | 0.0                         | 0.0                    | 0.0018                     |
| 3.6244        | 34.5238  | 2900  | 3.9067          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0001 | 0.0009  | 0.0009    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0                       | 0.0005                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.0737        | 35.1190  | 2950  | 3.8542          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0001 | 0.0001 | 0.0012  | 0.0012    | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0                       | 0.0005                        | 0.0                     | 0.0                         | 0.0                    | 0.0006                     |
| 4.2459        | 35.7143  | 3000  | 3.8562          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0003  | 0.0003    | -1.0       | -1.0      | 0.0                  | 0.0014                   | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.635         | 36.3095  | 3050  | 3.7866          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0005 | 0.0013  | 0.0013    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0001                    | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.434         | 36.9048  | 3100  | 3.7946          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0009  | 0.0009    | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.1133        | 37.5     | 3150  | 3.8690          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0003  | 0.0003    | -1.0       | -1.0      | 0.0                  | 0.0014                   | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.8537        | 38.0952  | 3200  | 3.7781          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0007 | 0.0018  | 0.0018    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0001                    | 0.0028                        | 0.0                     | 0.0                         | 0.0                    | 0.0012                     |
| 3.5134        | 38.6905  | 3250  | 3.8650          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0003 | 0.0007  | 0.0007    | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0028                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.0984        | 39.2857  | 3300  | 3.7999          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0003 | 0.0005  | 0.0005    | -1.0       | -1.0      | 0.0                  | 0.0005                   | 0.0                       | 0.0014                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.7236        | 39.8810  | 3350  | 3.8309          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0008 | 0.001   | 0.001     | -1.0       | -1.0      | 0.0001               | 0.0028                   | 0.0                       | 0.0014                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.433         | 40.4762  | 3400  | 3.8276          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0008  | 0.0008    | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0                       | 0.0009                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.1477        | 41.0714  | 3450  | 3.8255          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0001 | 0.001   | 0.001     | -1.0       | -1.0      | 0.0                  | 0.0                      | 0.0                       | 0.0023                        | 0.0                     | 0.0                         | 0.0                    | 0.0018                     |
| 3.8148        | 41.6667  | 3500  | 3.8010          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0005 | 0.0008  | 0.0008    | -1.0       | -1.0      | 0.0                  | 0.0014                   | 0.0001                    | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.3838        | 42.2619  | 3550  | 3.8383          | 0.0    | 0.0001 | 0.0001 | 0.0       | -1.0       | -1.0      | 0.0    | 0.0007 | 0.001   | 0.001     | -1.0       | -1.0      | 0.0                  | 0.0009                   | 0.0002                    | 0.0033                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.7048        | 42.8571  | 3600  | 3.8204          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0006 | 0.0013  | 0.0013    | -1.0       | -1.0      | 0.0                  | 0.0019                   | 0.0001                    | 0.0033                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 2.6646        | 43.4524  | 3650  | 3.7597          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0002 | 0.0012  | 0.0012    | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0001                    | 0.0023                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 2.883         | 44.0476  | 3700  | 3.7708          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0004 | 0.0024  | 0.0024    | -1.0       | -1.0      | 0.0                  | 0.0069                   | 0.0                       | 0.0005                        | 0.0                     | 0.0                         | 0.0                    | 0.0024                     |
| 3.7521        | 44.6429  | 3750  | 3.8078          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0007 | 0.0014  | 0.0014    | -1.0       | -1.0      | 0.0                  | 0.0019                   | 0.0002                    | 0.0037                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.9671        | 45.2381  | 3800  | 3.8627          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0006 | 0.0016  | 0.0016    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0002                    | 0.0037                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.7391        | 45.8333  | 3850  | 3.8454          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0003 | 0.0003 | 0.0007  | 0.0007    | -1.0       | -1.0      | 0.0                  | 0.0009                   | 0.0001                    | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.2402        | 46.4286  | 3900  | 3.7974          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0007 | 0.0007 | 0.0012  | 0.0012    | -1.0       | -1.0      | 0.0                  | 0.0014                   | 0.0001                    | 0.0033                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.4314        | 47.0238  | 3950  | 3.7405          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0008 | 0.0024  | 0.0024    | -1.0       | -1.0      | 0.0                  | 0.0056                   | 0.0001                    | 0.0042                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.9437        | 47.6190  | 4000  | 3.8957          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0003  | 0.0003    | -1.0       | -1.0      | 0.0                  | 0.0005                   | 0.0                       | 0.0009                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.0132        | 48.2143  | 4050  | 3.8682          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0003  | 0.0003    | -1.0       | -1.0      | 0.0                  | 0.0014                   | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.1971        | 48.8095  | 4100  | 3.6982          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.002   | 0.002     | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0                       | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0024                     |
| 3.79          | 49.4048  | 4150  | 3.8140          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0005 | 0.0016  | 0.0016    | -1.0       | -1.0      | 0.0                  | 0.0046                   | 0.0001                    | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.361         | 50.0     | 4200  | 3.9469          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0016  | 0.0016    | -1.0       | -1.0      | 0.0                  | 0.0046                   | 0.0                       | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.7437        | 50.5952  | 4250  | 3.9639          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0001 | 0.0002  | 0.0002    | -1.0       | -1.0      | 0.0                  | 0.0005                   | 0.0                       | 0.0005                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.0685        | 51.1905  | 4300  | 3.7958          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0015  | 0.0015    | -1.0       | -1.0      | 0.0                  | 0.006                    | 0.0                       | 0.0                           | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.3051        | 51.7857  | 4350  | 3.7975          | 0.0    | 0.0001 | 0.0001 | 0.0       | -1.0       | -1.0      | 0.0    | 0.0012 | 0.0016  | 0.0016    | -1.0       | -1.0      | 0.0                  | 0.0019                   | 0.0001                    | 0.0047                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 2.8429        | 52.3810  | 4400  | 3.7979          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0005 | 0.0016  | 0.0016    | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0001                    | 0.0028                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.3521        | 52.9762  | 4450  | 3.8025          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0006 | 0.0013  | 0.0013    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0001                    | 0.0023                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.8709        | 53.5714  | 4500  | 3.8048          | 0.0    | 0.0001 | 0.0001 | 0.0       | -1.0       | -1.0      | 0.0    | 0.0007 | 0.0014  | 0.0014    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0002                    | 0.0028                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.9027        | 54.1667  | 4550  | 3.7956          | 0.0    | 0.0001 | 0.0001 | 0.0       | -1.0       | -1.0      | 0.0    | 0.0007 | 0.002   | 0.002     | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0002                    | 0.0051                        | 0.0                     | 0.0                         | 0.0                    | 0.0006                     |
| 3.0122        | 54.7619  | 4600  | 3.7756          | 0.0    | 0.0002 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0005 | 0.0017  | 0.0017    | -1.0       | -1.0      | 0.0                  | 0.0042                   | 0.0002                    | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0006                     |
| 3.5297        | 55.3571  | 4650  | 3.8070          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0007 | 0.0027  | 0.0027    | -1.0       | -1.0      | 0.0                  | 0.006                    | 0.0003                    | 0.0047                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.632         | 55.9524  | 4700  | 3.8292          | 0.0    | 0.0002 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0003 | 0.002   | 0.002     | -1.0       | -1.0      | 0.0                  | 0.0051                   | 0.0002                    | 0.0028                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.1858        | 56.5476  | 4750  | 3.8356          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0007 | 0.002   | 0.002     | -1.0       | -1.0      | 0.0                  | 0.0051                   | 0.0003                    | 0.0028                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.1364        | 57.1429  | 4800  | 3.8043          | 0.0001 | 0.0001 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0006 | 0.0014  | 0.0014    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0002                    | 0.0023                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.754         | 57.7381  | 4850  | 3.7635          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0005 | 0.002   | 0.002     | -1.0       | -1.0      | 0.0                  | 0.006                    | 0.0002                    | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.5476        | 58.3333  | 4900  | 3.8144          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.001  | 0.002   | 0.002     | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0003                    | 0.0042                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.7201        | 58.9286  | 4950  | 3.8137          | 0.0    | 0.0002 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0002 | 0.0008  | 0.0008    | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0001                    | 0.0009                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.0767        | 59.5238  | 5000  | 3.7964          | 0.0001 | 0.0003 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0001 | 0.0006 | 0.0019  | 0.0019    | -1.0       | -1.0      | 0.0                  | 0.0051                   | 0.0002                    | 0.0023                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.6719        | 60.1190  | 5050  | 3.8036          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0006 | 0.0014  | 0.0014    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0002                    | 0.0023                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.9692        | 60.7143  | 5100  | 3.8246          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0006 | 0.0015  | 0.0015    | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0002                    | 0.0023                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.7247        | 61.3095  | 5150  | 3.7791          | 0.0001 | 0.0003 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0001 | 0.0008 | 0.0035  | 0.0035    | -1.0       | -1.0      | 0.0                  | 0.0106                   | 0.0003                    | 0.0033                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.6245        | 61.9048  | 5200  | 3.6678          | 0.0001 | 0.0004 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0006 | 0.002   | 0.002     | -1.0       | -1.0      | 0.0                  | 0.0056                   | 0.0003                    | 0.0023                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.7635        | 62.5     | 5250  | 3.7871          | 0.0001 | 0.0004 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0009 | 0.0027  | 0.0027    | -1.0       | -1.0      | 0.0                  | 0.0069                   | 0.0004                    | 0.0037                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.554         | 63.0952  | 5300  | 3.8363          | 0.0001 | 0.0002 | 0.0002 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0007 | 0.0013  | 0.0013    | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0004                    | 0.0028                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.4084        | 63.6905  | 5350  | 3.7173          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0013 | 0.0027  | 0.0027    | -1.0       | -1.0      | 0.0                  | 0.0046                   | 0.0002                    | 0.006                         | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.7329        | 64.2857  | 5400  | 3.7424          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0005 | 0.0007 | 0.0029  | 0.0029    | -1.0       | -1.0      | 0.0                  | 0.0014                   | 0.0001                    | 0.0051                        | 0.0                     | 0.0                         | 0.0                    | 0.0053                     |
| 3.5339        | 64.8810  | 5450  | 3.8419          | 0.0    | 0.0002 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0001 | 0.0008  | 0.0008    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0001                    | 0.0005                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.3459        | 65.4762  | 5500  | 3.6949          | 0.0002 | 0.0011 | 0.0    | 0.0002    | -1.0       | -1.0      | 0.0001 | 0.0008 | 0.0029  | 0.0029    | -1.0       | -1.0      | 0.0                  | 0.0046                   | 0.0007                    | 0.0047                        | 0.0                     | 0.0                         | 0.0                    | 0.0024                     |
| 3.5871        | 66.0714  | 5550  | 3.7609          | 0.0001 | 0.0003 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0006 | 0.0017  | 0.0017    | -1.0       | -1.0      | 0.0                  | 0.0046                   | 0.0005                    | 0.0023                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.4437        | 66.6667  | 5600  | 3.6608          | 0.0003 | 0.0014 | 0.0002 | 0.0003    | -1.0       | -1.0      | 0.0001 | 0.0013 | 0.0029  | 0.0029    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0011                    | 0.0084                        | 0.0                     | 0.0                         | 0.0                    | 0.0006                     |
| 3.7097        | 67.2619  | 5650  | 3.7673          | 0.0001 | 0.0006 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0001 | 0.0003 | 0.0027  | 0.0027    | -1.0       | -1.0      | 0.0                  | 0.0083                   | 0.0003                    | 0.0023                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.1379        | 67.8571  | 5700  | 3.8311          | 0.0001 | 0.0003 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0001 | 0.0005 | 0.0008  | 0.0008    | -1.0       | -1.0      | 0.0                  | 0.0014                   | 0.0003                    | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.8736        | 68.4524  | 5750  | 3.8420          | 0.0001 | 0.0003 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0008 | 0.002   | 0.002     | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0003                    | 0.0042                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.6911        | 69.0476  | 5800  | 3.8638          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0001 | 0.0007  | 0.0007    | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0                       | 0.0005                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.8242        | 69.6429  | 5850  | 3.7993          | 0.0    | 0.0002 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0007 | 0.0023  | 0.0023    | -1.0       | -1.0      | 0.0                  | 0.0046                   | 0.0002                    | 0.0047                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.6435        | 70.2381  | 5900  | 3.7962          | 0.0    | 0.0002 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0006 | 0.0013  | 0.0013    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0002                    | 0.0023                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.1471        | 70.8333  | 5950  | 3.6997          | 0.0001 | 0.0001 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0009 | 0.0028  | 0.0028    | -1.0       | -1.0      | 0.0                  | 0.0056                   | 0.0002                    | 0.0037                        | 0.0                     | 0.0                         | 0.0                    | 0.0018                     |
| 2.8904        | 71.4286  | 6000  | 3.7533          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0    | 0.0013  | 0.0013    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0                       | 0.0019                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.6199        | 72.0238  | 6050  | 3.7900          | 0.0    | 0.0    | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0001 | 0.0005  | 0.0005    | -1.0       | -1.0      | 0.0                  | 0.0014                   | 0.0                       | 0.0005                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.6421        | 72.6190  | 6100  | 3.7686          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0002 | 0.0011  | 0.0011    | -1.0       | -1.0      | 0.0                  | 0.0009                   | 0.0001                    | 0.0009                        | 0.0                     | 0.0                         | 0.0                    | 0.0024                     |
| 3.3558        | 73.2143  | 6150  | 3.7517          | 0.0    | 0.0002 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0006 | 0.0037  | 0.0037    | -1.0       | -1.0      | 0.0                  | 0.0069                   | 0.0001                    | 0.0037                        | 0.0                     | 0.0                         | 0.0                    | 0.0041                     |
| 3.4124        | 73.8095  | 6200  | 3.8264          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0007 | 0.0016  | 0.0016    | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0001                    | 0.0042                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 4.2499        | 74.4048  | 6250  | 3.7574          | 0.0001 | 0.0002 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0017 | 0.0048  | 0.0048    | -1.0       | -1.0      | 0.0                  | 0.0046                   | 0.0002                    | 0.0088                        | 0.0                     | 0.0                         | 0.0                    | 0.0059                     |
| 3.2602        | 75.0     | 6300  | 3.7183          | 0.0001 | 0.0002 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0009 | 0.0021  | 0.0021    | -1.0       | -1.0      | 0.0                  | 0.0046                   | 0.0002                    | 0.0037                        | 0.0                     | 0.0                         | 0.0                    | 0.0                        |
| 3.517         | 75.5952  | 6350  | 3.7538          | 0.0    | 0.0002 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.001  | 0.0032  | 0.0032    | -1.0       | -1.0      | 0.0                  | 0.0046                   | 0.0001                    | 0.0042                        | 0.0                     | 0.0                         | 0.0                    | 0.0041                     |
| 3.8136        | 76.1905  | 6400  | 3.8021          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0006 | 0.0008 | 0.003   | 0.003     | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0001                    | 0.0047                        | 0.0                     | 0.0                         | 0.0                    | 0.0041                     |
| 3.9782        | 76.7857  | 6450  | 3.8456          | 0.0    | 0.0002 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0008 | 0.0021  | 0.0021    | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0002                    | 0.0056                        | 0.0                     | 0.0                         | 0.0                    | 0.0006                     |
| 3.3156        | 77.3810  | 6500  | 3.8129          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0016 | 0.0034  | 0.0034    | -1.0       | -1.0      | 0.0                  | 0.0009                   | 0.0002                    | 0.0084                        | 0.0                     | 0.0                         | 0.0                    | 0.0041                     |
| 3.3581        | 77.9762  | 6550  | 3.7948          | 0.0001 | 0.0003 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0013 | 0.0032  | 0.0032    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0003                    | 0.0088                        | 0.0                     | 0.0                         | 0.0                    | 0.0012                     |
| 4.1628        | 78.5714  | 6600  | 3.8843          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0014 | 0.0026  | 0.0026    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0001                    | 0.0056                        | 0.0                     | 0.0                         | 0.0                    | 0.0018                     |
| 4.5568        | 79.1667  | 6650  | 3.8372          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0014 | 0.0025  | 0.0025    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0001                    | 0.0056                        | 0.0                     | 0.0                         | 0.0                    | 0.0018                     |
| 3.6556        | 79.7619  | 6700  | 3.8767          | 0.0    | 0.0001 | 0.0001 | 0.0       | -1.0       | -1.0      | 0.0    | 0.002  | 0.0029  | 0.0029    | -1.0       | -1.0      | 0.0                  | 0.0009                   | 0.0002                    | 0.0079                        | 0.0                     | 0.0                         | 0.0                    | 0.0029                     |
| 4.05          | 80.3571  | 6750  | 3.8427          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.001  | 0.0029  | 0.0029    | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0001                    | 0.0042                        | 0.0                     | 0.0                         | 0.0                    | 0.0035                     |
| 4.3435        | 80.9524  | 6800  | 3.8122          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0012 | 0.0037  | 0.0037    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0001                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0047                     |
| 4.0973        | 81.5476  | 6850  | 3.8318          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0006 | 0.003   | 0.003     | -1.0       | -1.0      | 0.0                  | 0.0074                   | 0.0001                    | 0.0042                        | 0.0                     | 0.0                         | 0.0                    | 0.0006                     |
| 3.8509        | 82.1429  | 6900  | 3.8137          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0009 | 0.0045  | 0.0045    | -1.0       | -1.0      | 0.0                  | 0.0088                   | 0.0001                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0024                     |
| 3.4915        | 82.7381  | 6950  | 3.8163          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0008 | 0.0035  | 0.0035    | -1.0       | -1.0      | 0.0                  | 0.006                    | 0.0001                    | 0.0037                        | 0.0                     | 0.0                         | 0.0                    | 0.0041                     |
| 3.1978        | 83.3333  | 7000  | 3.8011          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0008 | 0.0022  | 0.0022    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0001                    | 0.0033                        | 0.0                     | 0.0                         | 0.0                    | 0.0029                     |
| 3.2499        | 83.9286  | 7050  | 3.7287          | 0.0001 | 0.0001 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.002  | 0.0058  | 0.0058    | -1.0       | -1.0      | 0.0                  | 0.0069                   | 0.0002                    | 0.0079                        | 0.0                     | 0.0                         | 0.0                    | 0.0082                     |
| 4.2883        | 84.5238  | 7100  | 3.7991          | 0.0001 | 0.0001 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0019 | 0.0037  | 0.0037    | -1.0       | -1.0      | 0.0                  | 0.0051                   | 0.0002                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0024                     |
| 3.6939        | 85.1190  | 7150  | 3.7686          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0016 | 0.0055  | 0.0055    | -1.0       | -1.0      | 0.0                  | 0.0079                   | 0.0001                    | 0.0065                        | 0.0                     | 0.0                         | 0.0                    | 0.0076                     |
| 3.9535        | 85.7143  | 7200  | 3.6905          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0014 | 0.0048  | 0.0048    | -1.0       | -1.0      | 0.0                  | 0.0065                   | 0.0001                    | 0.0056                        | 0.0                     | 0.0                         | 0.0                    | 0.0071                     |
| 3.6218        | 86.3095  | 7250  | 3.7205          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0012 | 0.0045  | 0.0045    | -1.0       | -1.0      | 0.0                  | 0.0051                   | 0.0001                    | 0.0047                        | 0.0                     | 0.0                         | 0.0                    | 0.0082                     |
| 3.5398        | 86.9048  | 7300  | 3.7463          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.001  | 0.0037  | 0.0037    | -1.0       | -1.0      | 0.0                  | 0.0046                   | 0.0001                    | 0.0042                        | 0.0                     | 0.0                         | 0.0                    | 0.0059                     |
| 3.1931        | 87.5     | 7350  | 3.7300          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.001  | 0.0026  | 0.0026    | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0001                    | 0.0047                        | 0.0                     | 0.0                         | 0.0                    | 0.0035                     |
| 3.5578        | 88.0952  | 7400  | 3.7558          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0016 | 0.0042  | 0.0042    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0002                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0071                     |
| 3.8336        | 88.6905  | 7450  | 3.7182          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0015 | 0.0045  | 0.0045    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0001                    | 0.006                         | 0.0                     | 0.0                         | 0.0                    | 0.0088                     |
| 3.8849        | 89.2857  | 7500  | 3.7476          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0008 | 0.0031  | 0.0031    | -1.0       | -1.0      | 0.0                  | 0.0009                   | 0.0002                    | 0.006                         | 0.0                     | 0.0                         | 0.0                    | 0.0053                     |
| 3.4902        | 89.8810  | 7550  | 3.7985          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0008 | 0.0026  | 0.0026    | -1.0       | -1.0      | 0.0                  | 0.0019                   | 0.0001                    | 0.0037                        | 0.0                     | 0.0                         | 0.0                    | 0.0047                     |
| 3.9584        | 90.4762  | 7600  | 3.7602          | 0.0001 | 0.0002 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.001  | 0.003   | 0.003     | -1.0       | -1.0      | 0.0                  | 0.0014                   | 0.0003                    | 0.0047                        | 0.0                     | 0.0                         | 0.0                    | 0.0059                     |
| 4.6706        | 91.0714  | 7650  | 3.7235          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0019 | 0.0046  | 0.0046    | -1.0       | -1.0      | 0.0                  | 0.0042                   | 0.0004                    | 0.0084                        | 0.0                     | 0.0                         | 0.0                    | 0.0059                     |
| 2.8092        | 91.6667  | 7700  | 3.7510          | 0.0001 | 0.0002 | 0.0002 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0017 | 0.0032  | 0.0032    | -1.0       | -1.0      | 0.0                  | 0.0019                   | 0.0005                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0041                     |
| 4.5045        | 92.2619  | 7750  | 3.7197          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0012 | 0.0042  | 0.0042    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0002                    | 0.0051                        | 0.0                     | 0.0                         | 0.0                    | 0.0088                     |
| 3.7061        | 92.8571  | 7800  | 3.7624          | 0.0001 | 0.0002 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.001  | 0.0038  | 0.0038    | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0053                     |
| 2.7675        | 93.4524  | 7850  | 3.7657          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0013 | 0.003   | 0.003     | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0004                    | 0.0065                        | 0.0                     | 0.0                         | 0.0                    | 0.0018                     |
| 3.7357        | 94.0476  | 7900  | 3.7447          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0014 | 0.004   | 0.004     | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0003                    | 0.0079                        | 0.0                     | 0.0                         | 0.0                    | 0.0047                     |
| 3.7985        | 94.6429  | 7950  | 3.7296          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0013 | 0.0033  | 0.0033    | -1.0       | -1.0      | 0.0                  | 0.0056                   | 0.0003                    | 0.006                         | 0.0                     | 0.0                         | 0.0                    | 0.0018                     |
| 4.289         | 95.2381  | 8000  | 3.7628          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0015 | 0.0045  | 0.0045    | -1.0       | -1.0      | 0.0                  | 0.0065                   | 0.0003                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0047                     |
| 3.3646        | 95.8333  | 8050  | 3.7704          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0012 | 0.0041  | 0.0041    | -1.0       | -1.0      | 0.0                  | 0.006                    | 0.0003                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0035                     |
| 3.6207        | 96.4286  | 8100  | 3.7398          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0014 | 0.0042  | 0.0042    | -1.0       | -1.0      | 0.0                  | 0.0056                   | 0.0003                    | 0.0065                        | 0.0                     | 0.0                         | 0.0                    | 0.0047                     |
| 4.2325        | 97.0238  | 8150  | 3.7298          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0016 | 0.0048  | 0.0048    | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0001                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0082                     |
| 3.0169        | 97.6190  | 8200  | 3.7921          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0017 | 0.0055  | 0.0055    | -1.0       | -1.0      | 0.0                  | 0.0051                   | 0.0003                    | 0.0079                        | 0.0                     | 0.0                         | 0.0                    | 0.0088                     |
| 3.5777        | 98.2143  | 8250  | 3.8096          | 0.0001 | 0.0002 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0009 | 0.0036  | 0.0036    | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0002                    | 0.0065                        | 0.0                     | 0.0                         | 0.0                    | 0.0041                     |
| 3.611         | 98.8095  | 8300  | 3.7768          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0017 | 0.0036  | 0.0036    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0004                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0041                     |
| 3.0438        | 99.4048  | 8350  | 3.7838          | 0.0001 | 0.0001 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.001  | 0.0038  | 0.0038    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0003                    | 0.0079                        | 0.0                     | 0.0                         | 0.0                    | 0.0047                     |
| 3.4507        | 100.0    | 8400  | 3.7966          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0012 | 0.0029  | 0.0029    | -1.0       | -1.0      | 0.0                  | 0.0019                   | 0.0002                    | 0.0047                        | 0.0                     | 0.0                         | 0.0                    | 0.0053                     |
| 3.7107        | 100.5952 | 8450  | 3.7070          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0017 | 0.0043  | 0.0043    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0002                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0071                     |
| 3.3861        | 101.1905 | 8500  | 3.7708          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0013 | 0.0045  | 0.0045    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0003                    | 0.0093                        | 0.0                     | 0.0                         | 0.0                    | 0.0059                     |
| 3.4074        | 101.7857 | 8550  | 3.7599          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0019 | 0.0048  | 0.0048    | -1.0       | -1.0      | 0.0                  | 0.0046                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0071                     |
| 3.8869        | 102.3810 | 8600  | 3.7371          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0017 | 0.0047  | 0.0047    | -1.0       | -1.0      | 0.0                  | 0.0042                   | 0.0003                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0076                     |
| 2.9239        | 102.9762 | 8650  | 3.7551          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0016 | 0.0039  | 0.0039    | -1.0       | -1.0      | 0.0                  | 0.0032                   | 0.0001                    | 0.0065                        | 0.0                     | 0.0                         | 0.0                    | 0.0059                     |
| 3.5625        | 103.5714 | 8700  | 3.7443          | 0.0    | 0.0001 | 0.0    | 0.0       | -1.0       | -1.0      | 0.0    | 0.0014 | 0.0045  | 0.0045    | -1.0       | -1.0      | 0.0                  | 0.0042                   | 0.0002                    | 0.0056                        | 0.0                     | 0.0                         | 0.0                    | 0.0082                     |
| 4.6142        | 104.1667 | 8750  | 3.7256          | 0.0001 | 0.0002 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0019 | 0.005   | 0.005     | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0002                    | 0.0084                        | 0.0                     | 0.0                         | 0.0                    | 0.0094                     |
| 4.0728        | 104.7619 | 8800  | 3.7221          | 0.0001 | 0.0002 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0015 | 0.0056  | 0.0056    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0002                    | 0.0088                        | 0.0                     | 0.0                         | 0.0                    | 0.0106                     |
| 3.8747        | 105.3571 | 8850  | 3.7195          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0016 | 0.0045  | 0.0045    | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0002                    | 0.0079                        | 0.0                     | 0.0                         | 0.0                    | 0.0076                     |
| 3.9537        | 105.9524 | 8900  | 3.7267          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0015 | 0.0049  | 0.0049    | -1.0       | -1.0      | 0.0                  | 0.0056                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0065                     |
| 3.8057        | 106.5476 | 8950  | 3.7282          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0016 | 0.0046  | 0.0046    | -1.0       | -1.0      | 0.0                  | 0.0028                   | 0.0002                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0088                     |
| 3.3724        | 107.1429 | 9000  | 3.7304          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.002  | 0.0047  | 0.0047    | -1.0       | -1.0      | 0.0                  | 0.0056                   | 0.0003                    | 0.0079                        | 0.0                     | 0.0                         | 0.0                    | 0.0053                     |
| 3.7657        | 107.7381 | 9050  | 3.7322          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0017 | 0.0037  | 0.0037    | -1.0       | -1.0      | 0.0                  | 0.006                    | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0012                     |
| 2.2652        | 108.3333 | 9100  | 3.7145          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0016 | 0.004   | 0.004     | -1.0       | -1.0      | 0.0                  | 0.0019                   | 0.0002                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0071                     |
| 4.1087        | 108.9286 | 9150  | 3.7280          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0012 | 0.0039  | 0.0039    | -1.0       | -1.0      | 0.0                  | 0.0056                   | 0.0003                    | 0.0088                        | 0.0                     | 0.0                         | 0.0                    | 0.0012                     |
| 3.0613        | 109.5238 | 9200  | 3.7164          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0017 | 0.0038  | 0.0038    | -1.0       | -1.0      | 0.0                  | 0.0019                   | 0.0003                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0065                     |
| 3.5957        | 110.1190 | 9250  | 3.7170          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0017 | 0.0041  | 0.0041    | -1.0       | -1.0      | 0.0                  | 0.0023                   | 0.0003                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0071                     |
| 3.4566        | 110.7143 | 9300  | 3.7069          | 0.0001 | 0.0001 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0019 | 0.0043  | 0.0043    | -1.0       | -1.0      | 0.0                  | 0.0014                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0082                     |
| 3.5257        | 111.3095 | 9350  | 3.7247          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0019 | 0.0038  | 0.0038    | -1.0       | -1.0      | 0.0                  | 0.0056                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0024                     |
| 4.7539        | 111.9048 | 9400  | 3.7316          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0013 | 0.004   | 0.004     | -1.0       | -1.0      | 0.0                  | 0.0056                   | 0.0003                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0035                     |
| 3.5568        | 112.5    | 9450  | 3.7488          | 0.0001 | 0.0002 | 0.0    | 0.0001    | -1.0       | -1.0      | 0.0    | 0.001  | 0.0039  | 0.0039    | -1.0       | -1.0      | 0.0                  | 0.0051                   | 0.0003                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0035                     |
| 3.5134        | 113.0952 | 9500  | 3.7609          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0012 | 0.0043  | 0.0043    | -1.0       | -1.0      | 0.0                  | 0.0051                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0047                     |
| 3.714         | 113.6905 | 9550  | 3.7513          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0017 | 0.0053  | 0.0053    | -1.0       | -1.0      | 0.0                  | 0.0051                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0088                     |
| 3.4494        | 114.2857 | 9600  | 3.7369          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0017 | 0.0054  | 0.0054    | -1.0       | -1.0      | 0.0                  | 0.0042                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.01                       |
| 2.9166        | 114.8810 | 9650  | 3.7420          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0017 | 0.0051  | 0.0051    | -1.0       | -1.0      | 0.0                  | 0.0046                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0082                     |
| 2.8269        | 115.4762 | 9700  | 3.7485          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0017 | 0.005   | 0.005     | -1.0       | -1.0      | 0.0                  | 0.0042                   | 0.0004                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0082                     |
| 2.9184        | 116.0714 | 9750  | 3.7430          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0019 | 0.0047  | 0.0047    | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0076                     |
| 3.6305        | 116.6667 | 9800  | 3.7569          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0019 | 0.0046  | 0.0046    | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0071                     |
| 3.5946        | 117.2619 | 9850  | 3.7549          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0019 | 0.0048  | 0.0048    | -1.0       | -1.0      | 0.0                  | 0.0042                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0076                     |
| 2.3713        | 117.8571 | 9900  | 3.7542          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0019 | 0.0044  | 0.0044    | -1.0       | -1.0      | 0.0                  | 0.0037                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0065                     |
| 3.7416        | 118.4524 | 9950  | 3.7532          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0017 | 0.0046  | 0.0046    | -1.0       | -1.0      | 0.0                  | 0.0042                   | 0.0003                    | 0.007                         | 0.0                     | 0.0                         | 0.0                    | 0.0071                     |
| 3.8033        | 119.0476 | 10000 | 3.7495          | 0.0001 | 0.0002 | 0.0001 | 0.0001    | -1.0       | -1.0      | 0.0    | 0.0019 | 0.0047  | 0.0047    | -1.0       | -1.0      | 0.0                  | 0.0042                   | 0.0003                    | 0.0074                        | 0.0                     | 0.0                         | 0.0                    | 0.0071                     |


### Framework versions

- Transformers 4.48.0
- Pytorch 2.5.1+cu124
- Datasets 3.2.0
- Tokenizers 0.21.0