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---
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: dataright np^sin 2 np^pi 224 t | Audio
- text: robust way to ask the database for its current transaction state. | AtomicTests
- text: the string marking the beginning of a print statement. | Environment
- text: handled otherwise by a particular method. | StringMethods
- text: table. | PlotAccessor
metrics:
- accuracy
pipeline_tag: text-classification
library_name: setfit
inference: false
base_model: sentence-transformers/paraphrase-MiniLM-L6-v2
---
# SetFit with sentence-transformers/paraphrase-MiniLM-L6-v2
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L6-v2) as the Sentence Transformer embedding model. A MultiOutputClassifier instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.
## Model Details
### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [sentence-transformers/paraphrase-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L6-v2)
- **Classification head:** a MultiOutputClassifier instance
- **Maximum Sequence Length:** 128 tokens
<!-- - **Number of Classes:** Unknown -->
<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### Model Sources
- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
## Uses
### Direct Use for Inference
First install the SetFit library:
```bash
pip install setfit
```
Then you can load this model and run inference.
```python
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("setfit_model_id")
# Run inference
preds = model("table. | PlotAccessor")
```
<!--
### Downstream Use
*List how someone could finetune this model on their own dataset.*
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
<!--
### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:-------|:----|
| Word count | 1 | 8.8783 | 40 |
### Training Hyperparameters
- batch_size: (32, 32)
- num_epochs: (10, 10)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 20
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- l2_weight: 0.01
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False
### Training Results
| Epoch | Step | Training Loss | Validation Loss |
|:------:|:------:|:-------------:|:---------------:|
| 0.0001 | 1 | 0.3082 | - |
| 0.0028 | 50 | 0.3776 | - |
| 0.0056 | 100 | 0.3684 | - |
| 0.0084 | 150 | 0.3702 | - |
| 0.0112 | 200 | 0.3521 | - |
| 0.0140 | 250 | 0.3383 | - |
| 0.0168 | 300 | 0.3227 | - |
| 0.0196 | 350 | 0.3141 | - |
| 0.0224 | 400 | 0.2816 | - |
| 0.0251 | 450 | 0.2717 | - |
| 0.0279 | 500 | 0.2663 | - |
| 0.0307 | 550 | 0.262 | - |
| 0.0335 | 600 | 0.2619 | - |
| 0.0363 | 650 | 0.2575 | - |
| 0.0391 | 700 | 0.253 | - |
| 0.0419 | 750 | 0.2586 | - |
| 0.0447 | 800 | 0.2535 | - |
| 0.0475 | 850 | 0.2557 | - |
| 0.0503 | 900 | 0.2555 | - |
| 0.0531 | 950 | 0.2563 | - |
| 0.0559 | 1000 | 0.2513 | - |
| 0.0587 | 1050 | 0.2535 | - |
| 0.0615 | 1100 | 0.2494 | - |
| 0.0643 | 1150 | 0.251 | - |
| 0.0671 | 1200 | 0.253 | - |
| 0.0698 | 1250 | 0.2496 | - |
| 0.0726 | 1300 | 0.2484 | - |
| 0.0754 | 1350 | 0.2512 | - |
| 0.0782 | 1400 | 0.2485 | - |
| 0.0810 | 1450 | 0.2513 | - |
| 0.0838 | 1500 | 0.248 | - |
| 0.0866 | 1550 | 0.2513 | - |
| 0.0894 | 1600 | 0.2479 | - |
| 0.0922 | 1650 | 0.2498 | - |
| 0.0950 | 1700 | 0.2486 | - |
| 0.0978 | 1750 | 0.2513 | - |
| 0.1006 | 1800 | 0.2485 | - |
| 0.1034 | 1850 | 0.25 | - |
| 0.1062 | 1900 | 0.2465 | - |
| 0.1090 | 1950 | 0.2453 | - |
| 0.1118 | 2000 | 0.2436 | - |
| 0.1145 | 2050 | 0.2455 | - |
| 0.1173 | 2100 | 0.2433 | - |
| 0.1201 | 2150 | 0.2469 | - |
| 0.1229 | 2200 | 0.2455 | - |
| 0.1257 | 2250 | 0.2485 | - |
| 0.1285 | 2300 | 0.2442 | - |
| 0.1313 | 2350 | 0.2459 | - |
| 0.1341 | 2400 | 0.2466 | - |
| 0.1369 | 2450 | 0.2477 | - |
| 0.1397 | 2500 | 0.2483 | - |
| 0.1425 | 2550 | 0.243 | - |
| 0.1453 | 2600 | 0.2429 | - |
| 0.1481 | 2650 | 0.2434 | - |
| 0.1509 | 2700 | 0.2396 | - |
| 0.1537 | 2750 | 0.2417 | - |
| 0.1565 | 2800 | 0.2402 | - |
| 0.1592 | 2850 | 0.2404 | - |
| 0.1620 | 2900 | 0.2406 | - |
| 0.1648 | 2950 | 0.2422 | - |
| 0.1676 | 3000 | 0.2338 | - |
| 0.1704 | 3050 | 0.2369 | - |
| 0.1732 | 3100 | 0.2359 | - |
| 0.1760 | 3150 | 0.241 | - |
| 0.1788 | 3200 | 0.2349 | - |
| 0.1816 | 3250 | 0.2365 | - |
| 0.1844 | 3300 | 0.2319 | - |
| 0.1872 | 3350 | 0.2309 | - |
| 0.1900 | 3400 | 0.2311 | - |
| 0.1928 | 3450 | 0.2256 | - |
| 0.1956 | 3500 | 0.2367 | - |
| 0.1984 | 3550 | 0.2276 | - |
| 0.2012 | 3600 | 0.2293 | - |
| 0.2039 | 3650 | 0.2219 | - |
| 0.2067 | 3700 | 0.2255 | - |
| 0.2095 | 3750 | 0.2184 | - |
| 0.2123 | 3800 | 0.2281 | - |
| 0.2151 | 3850 | 0.2185 | - |
| 0.2179 | 3900 | 0.2214 | - |
| 0.2207 | 3950 | 0.2216 | - |
| 0.2235 | 4000 | 0.215 | - |
| 0.2263 | 4050 | 0.2134 | - |
| 0.2291 | 4100 | 0.215 | - |
| 0.2319 | 4150 | 0.2008 | - |
| 0.2347 | 4200 | 0.2091 | - |
| 0.2375 | 4250 | 0.2071 | - |
| 0.2403 | 4300 | 0.2102 | - |
| 0.2431 | 4350 | 0.2012 | - |
| 0.2459 | 4400 | 0.2009 | - |
| 0.2486 | 4450 | 0.1955 | - |
| 0.2514 | 4500 | 0.204 | - |
| 0.2542 | 4550 | 0.1998 | - |
| 0.2570 | 4600 | 0.1888 | - |
| 0.2598 | 4650 | 0.1904 | - |
| 0.2626 | 4700 | 0.1881 | - |
| 0.2654 | 4750 | 0.1882 | - |
| 0.2682 | 4800 | 0.1844 | - |
| 0.2710 | 4850 | 0.1868 | - |
| 0.2738 | 4900 | 0.1812 | - |
| 0.2766 | 4950 | 0.1799 | - |
| 0.2794 | 5000 | 0.1812 | - |
| 0.2822 | 5050 | 0.176 | - |
| 0.2850 | 5100 | 0.1835 | - |
| 0.2878 | 5150 | 0.175 | - |
| 0.2906 | 5200 | 0.1702 | - |
| 0.2933 | 5250 | 0.1738 | - |
| 0.2961 | 5300 | 0.1668 | - |
| 0.2989 | 5350 | 0.1712 | - |
| 0.3017 | 5400 | 0.1728 | - |
| 0.3045 | 5450 | 0.1643 | - |
| 0.3073 | 5500 | 0.158 | - |
| 0.3101 | 5550 | 0.167 | - |
| 0.3129 | 5600 | 0.1653 | - |
| 0.3157 | 5650 | 0.1617 | - |
| 0.3185 | 5700 | 0.1618 | - |
| 0.3213 | 5750 | 0.1633 | - |
| 0.3241 | 5800 | 0.1599 | - |
| 0.3269 | 5850 | 0.1598 | - |
| 0.3297 | 5900 | 0.1532 | - |
| 0.3325 | 5950 | 0.1481 | - |
| 0.3353 | 6000 | 0.163 | - |
| 0.3380 | 6050 | 0.1555 | - |
| 0.3408 | 6100 | 0.157 | - |
| 0.3436 | 6150 | 0.1511 | - |
| 0.3464 | 6200 | 0.1438 | - |
| 0.3492 | 6250 | 0.1556 | - |
| 0.3520 | 6300 | 0.1507 | - |
| 0.3548 | 6350 | 0.1445 | - |
| 0.3576 | 6400 | 0.1396 | - |
| 0.3604 | 6450 | 0.1406 | - |
| 0.3632 | 6500 | 0.1412 | - |
| 0.3660 | 6550 | 0.142 | - |
| 0.3688 | 6600 | 0.1372 | - |
| 0.3716 | 6650 | 0.1365 | - |
| 0.3744 | 6700 | 0.1396 | - |
| 0.3772 | 6750 | 0.1297 | - |
| 0.3800 | 6800 | 0.1309 | - |
| 0.3827 | 6850 | 0.1422 | - |
| 0.3855 | 6900 | 0.1335 | - |
| 0.3883 | 6950 | 0.1315 | - |
| 0.3911 | 7000 | 0.1288 | - |
| 0.3939 | 7050 | 0.1311 | - |
| 0.3967 | 7100 | 0.1245 | - |
| 0.3995 | 7150 | 0.1311 | - |
| 0.4023 | 7200 | 0.1251 | - |
| 0.4051 | 7250 | 0.1289 | - |
| 0.4079 | 7300 | 0.1292 | - |
| 0.4107 | 7350 | 0.125 | - |
| 0.4135 | 7400 | 0.1161 | - |
| 0.4163 | 7450 | 0.1215 | - |
| 0.4191 | 7500 | 0.1171 | - |
| 0.4219 | 7550 | 0.1218 | - |
| 0.4247 | 7600 | 0.1256 | - |
| 0.4274 | 7650 | 0.114 | - |
| 0.4302 | 7700 | 0.1061 | - |
| 0.4330 | 7750 | 0.1174 | - |
| 0.4358 | 7800 | 0.1157 | - |
| 0.4386 | 7850 | 0.1124 | - |
| 0.4414 | 7900 | 0.1119 | - |
| 0.4442 | 7950 | 0.1106 | - |
| 0.4470 | 8000 | 0.1056 | - |
| 0.4498 | 8050 | 0.1145 | - |
| 0.4526 | 8100 | 0.1039 | - |
| 0.4554 | 8150 | 0.1026 | - |
| 0.4582 | 8200 | 0.1042 | - |
| 0.4610 | 8250 | 0.1021 | - |
| 0.4638 | 8300 | 0.1006 | - |
| 0.4666 | 8350 | 0.1149 | - |
| 0.4694 | 8400 | 0.1024 | - |
| 0.4721 | 8450 | 0.1005 | - |
| 0.4749 | 8500 | 0.0984 | - |
| 0.4777 | 8550 | 0.1041 | - |
| 0.4805 | 8600 | 0.0983 | - |
| 0.4833 | 8650 | 0.0999 | - |
| 0.4861 | 8700 | 0.101 | - |
| 0.4889 | 8750 | 0.0999 | - |
| 0.4917 | 8800 | 0.0909 | - |
| 0.4945 | 8850 | 0.0971 | - |
| 0.4973 | 8900 | 0.0907 | - |
| 0.5001 | 8950 | 0.0989 | - |
| 0.5029 | 9000 | 0.0888 | - |
| 0.5057 | 9050 | 0.0957 | - |
| 0.5085 | 9100 | 0.101 | - |
| 0.5113 | 9150 | 0.0974 | - |
| 0.5141 | 9200 | 0.0916 | - |
| 0.5168 | 9250 | 0.0894 | - |
| 0.5196 | 9300 | 0.0875 | - |
| 0.5224 | 9350 | 0.0832 | - |
| 0.5252 | 9400 | 0.0895 | - |
| 0.5280 | 9450 | 0.0859 | - |
| 0.5308 | 9500 | 0.085 | - |
| 0.5336 | 9550 | 0.0912 | - |
| 0.5364 | 9600 | 0.0905 | - |
| 0.5392 | 9650 | 0.0853 | - |
| 0.5420 | 9700 | 0.0826 | - |
| 0.5448 | 9750 | 0.0839 | - |
| 0.5476 | 9800 | 0.0802 | - |
| 0.5504 | 9850 | 0.0801 | - |
| 0.5532 | 9900 | 0.084 | - |
| 0.5560 | 9950 | 0.0867 | - |
| 0.5588 | 10000 | 0.0815 | - |
| 0.5615 | 10050 | 0.0804 | - |
| 0.5643 | 10100 | 0.0803 | - |
| 0.5671 | 10150 | 0.0767 | - |
| 0.5699 | 10200 | 0.0772 | - |
| 0.5727 | 10250 | 0.0783 | - |
| 0.5755 | 10300 | 0.0742 | - |
| 0.5783 | 10350 | 0.0726 | - |
| 0.5811 | 10400 | 0.0753 | - |
| 0.5839 | 10450 | 0.0744 | - |
| 0.5867 | 10500 | 0.0767 | - |
| 0.5895 | 10550 | 0.0717 | - |
| 0.5923 | 10600 | 0.074 | - |
| 0.5951 | 10650 | 0.0709 | - |
| 0.5979 | 10700 | 0.0757 | - |
| 0.6007 | 10750 | 0.0735 | - |
| 0.6035 | 10800 | 0.0653 | - |
| 0.6062 | 10850 | 0.0672 | - |
| 0.6090 | 10900 | 0.0638 | - |
| 0.6118 | 10950 | 0.0697 | - |
| 0.6146 | 11000 | 0.0716 | - |
| 0.6174 | 11050 | 0.0671 | - |
| 0.6202 | 11100 | 0.0713 | - |
| 0.6230 | 11150 | 0.0655 | - |
| 0.6258 | 11200 | 0.0667 | - |
| 0.6286 | 11250 | 0.0649 | - |
| 0.6314 | 11300 | 0.0717 | - |
| 0.6342 | 11350 | 0.0645 | - |
| 0.6370 | 11400 | 0.0606 | - |
| 0.6398 | 11450 | 0.0623 | - |
| 0.6426 | 11500 | 0.0583 | - |
| 0.6454 | 11550 | 0.0578 | - |
| 0.6482 | 11600 | 0.0607 | - |
| 0.6509 | 11650 | 0.0573 | - |
| 0.6537 | 11700 | 0.0581 | - |
| 0.6565 | 11750 | 0.0544 | - |
| 0.6593 | 11800 | 0.0576 | - |
| 0.6621 | 11850 | 0.0589 | - |
| 0.6649 | 11900 | 0.0611 | - |
| 0.6677 | 11950 | 0.0628 | - |
| 0.6705 | 12000 | 0.0603 | - |
| 0.6733 | 12050 | 0.0572 | - |
| 0.6761 | 12100 | 0.0601 | - |
| 0.6789 | 12150 | 0.0578 | - |
| 0.6817 | 12200 | 0.0604 | - |
| 0.6845 | 12250 | 0.0541 | - |
| 0.6873 | 12300 | 0.0602 | - |
| 0.6901 | 12350 | 0.0564 | - |
| 0.6929 | 12400 | 0.0535 | - |
| 0.6956 | 12450 | 0.0495 | - |
| 0.6984 | 12500 | 0.0514 | - |
| 0.7012 | 12550 | 0.0508 | - |
| 0.7040 | 12600 | 0.0509 | - |
| 0.7068 | 12650 | 0.0539 | - |
| 0.7096 | 12700 | 0.052 | - |
| 0.7124 | 12750 | 0.0525 | - |
| 0.7152 | 12800 | 0.0501 | - |
| 0.7180 | 12850 | 0.0459 | - |
| 0.7208 | 12900 | 0.0529 | - |
| 0.7236 | 12950 | 0.0466 | - |
| 0.7264 | 13000 | 0.0496 | - |
| 0.7292 | 13050 | 0.0494 | - |
| 0.7320 | 13100 | 0.0448 | - |
| 0.7348 | 13150 | 0.049 | - |
| 0.7376 | 13200 | 0.0437 | - |
| 0.7403 | 13250 | 0.0453 | - |
| 0.7431 | 13300 | 0.0494 | - |
| 0.7459 | 13350 | 0.0464 | - |
| 0.7487 | 13400 | 0.0423 | - |
| 0.7515 | 13450 | 0.0441 | - |
| 0.7543 | 13500 | 0.0483 | - |
| 0.7571 | 13550 | 0.0412 | - |
| 0.7599 | 13600 | 0.0482 | - |
| 0.7627 | 13650 | 0.0356 | - |
| 0.7655 | 13700 | 0.0438 | - |
| 0.7683 | 13750 | 0.0441 | - |
| 0.7711 | 13800 | 0.0407 | - |
| 0.7739 | 13850 | 0.0421 | - |
| 0.7767 | 13900 | 0.0417 | - |
| 0.7795 | 13950 | 0.0389 | - |
| 0.7823 | 14000 | 0.0353 | - |
| 0.7850 | 14050 | 0.0416 | - |
| 0.7878 | 14100 | 0.0436 | - |
| 0.7906 | 14150 | 0.041 | - |
| 0.7934 | 14200 | 0.0387 | - |
| 0.7962 | 14250 | 0.0374 | - |
| 0.7990 | 14300 | 0.0344 | - |
| 0.8018 | 14350 | 0.0387 | - |
| 0.8046 | 14400 | 0.0387 | - |
| 0.8074 | 14450 | 0.0394 | - |
| 0.8102 | 14500 | 0.04 | - |
| 0.8130 | 14550 | 0.0402 | - |
| 0.8158 | 14600 | 0.0392 | - |
| 0.8186 | 14650 | 0.0327 | - |
| 0.8214 | 14700 | 0.0322 | - |
| 0.8242 | 14750 | 0.0358 | - |
| 0.8270 | 14800 | 0.0359 | - |
| 0.8297 | 14850 | 0.0392 | - |
| 0.8325 | 14900 | 0.0349 | - |
| 0.8353 | 14950 | 0.0364 | - |
| 0.8381 | 15000 | 0.0352 | - |
| 0.8409 | 15050 | 0.0325 | - |
| 0.8437 | 15100 | 0.0343 | - |
| 0.8465 | 15150 | 0.0367 | - |
| 0.8493 | 15200 | 0.0364 | - |
| 0.8521 | 15250 | 0.0335 | - |
| 0.8549 | 15300 | 0.0345 | - |
| 0.8577 | 15350 | 0.0354 | - |
| 0.8605 | 15400 | 0.0401 | - |
| 0.8633 | 15450 | 0.0329 | - |
| 0.8661 | 15500 | 0.0334 | - |
| 0.8689 | 15550 | 0.0315 | - |
| 0.8717 | 15600 | 0.0345 | - |
| 0.8744 | 15650 | 0.034 | - |
| 0.8772 | 15700 | 0.0341 | - |
| 0.8800 | 15750 | 0.0295 | - |
| 0.8828 | 15800 | 0.0303 | - |
| 0.8856 | 15850 | 0.034 | - |
| 0.8884 | 15900 | 0.0314 | - |
| 0.8912 | 15950 | 0.0308 | - |
| 0.8940 | 16000 | 0.0325 | - |
| 0.8968 | 16050 | 0.0299 | - |
| 0.8996 | 16100 | 0.0323 | - |
| 0.9024 | 16150 | 0.0306 | - |
| 0.9052 | 16200 | 0.0338 | - |
| 0.9080 | 16250 | 0.0255 | - |
| 0.9108 | 16300 | 0.0318 | - |
| 0.9136 | 16350 | 0.0293 | - |
| 0.9164 | 16400 | 0.0294 | - |
| 0.9191 | 16450 | 0.0325 | - |
| 0.9219 | 16500 | 0.0333 | - |
| 0.9247 | 16550 | 0.0304 | - |
| 0.9275 | 16600 | 0.0276 | - |
| 0.9303 | 16650 | 0.0315 | - |
| 0.9331 | 16700 | 0.0287 | - |
| 0.9359 | 16750 | 0.0282 | - |
| 0.9387 | 16800 | 0.0275 | - |
| 0.9415 | 16850 | 0.0251 | - |
| 0.9443 | 16900 | 0.0282 | - |
| 0.9471 | 16950 | 0.0264 | - |
| 0.9499 | 17000 | 0.0315 | - |
| 0.9527 | 17050 | 0.0301 | - |
| 0.9555 | 17100 | 0.0304 | - |
| 0.9583 | 17150 | 0.0306 | - |
| 0.9611 | 17200 | 0.027 | - |
| 0.9638 | 17250 | 0.0286 | - |
| 0.9666 | 17300 | 0.0271 | - |
| 0.9694 | 17350 | 0.0276 | - |
| 0.9722 | 17400 | 0.0284 | - |
| 0.9750 | 17450 | 0.0261 | - |
| 0.9778 | 17500 | 0.025 | - |
| 0.9806 | 17550 | 0.0276 | - |
| 0.9834 | 17600 | 0.0278 | - |
| 0.9862 | 17650 | 0.0271 | - |
| 0.9890 | 17700 | 0.0253 | - |
| 0.9918 | 17750 | 0.0249 | - |
| 0.9946 | 17800 | 0.029 | - |
| 0.9974 | 17850 | 0.0294 | - |
| 1.0002 | 17900 | 0.0266 | - |
| 1.0030 | 17950 | 0.0234 | - |
| 1.0058 | 18000 | 0.0275 | - |
| 1.0085 | 18050 | 0.0251 | - |
| 1.0113 | 18100 | 0.0278 | - |
| 1.0141 | 18150 | 0.0243 | - |
| 1.0169 | 18200 | 0.024 | - |
| 1.0197 | 18250 | 0.0266 | - |
| 1.0225 | 18300 | 0.0267 | - |
| 1.0253 | 18350 | 0.0259 | - |
| 1.0281 | 18400 | 0.0281 | - |
| 1.0309 | 18450 | 0.0266 | - |
| 1.0337 | 18500 | 0.0246 | - |
| 1.0365 | 18550 | 0.0253 | - |
| 1.0393 | 18600 | 0.0223 | - |
| 1.0421 | 18650 | 0.0247 | - |
| 1.0449 | 18700 | 0.0277 | - |
| 1.0477 | 18750 | 0.0212 | - |
| 1.0505 | 18800 | 0.0286 | - |
| 1.0532 | 18850 | 0.0253 | - |
| 1.0560 | 18900 | 0.023 | - |
| 1.0588 | 18950 | 0.0254 | - |
| 1.0616 | 19000 | 0.0236 | - |
| 1.0644 | 19050 | 0.0255 | - |
| 1.0672 | 19100 | 0.0231 | - |
| 1.0700 | 19150 | 0.0242 | - |
| 1.0728 | 19200 | 0.0249 | - |
| 1.0756 | 19250 | 0.0244 | - |
| 1.0784 | 19300 | 0.026 | - |
| 1.0812 | 19350 | 0.0247 | - |
| 1.0840 | 19400 | 0.0231 | - |
| 1.0868 | 19450 | 0.0228 | - |
| 1.0896 | 19500 | 0.0226 | - |
| 1.0924 | 19550 | 0.0217 | - |
| 1.0952 | 19600 | 0.0243 | - |
| 1.0979 | 19650 | 0.0221 | - |
| 1.1007 | 19700 | 0.0275 | - |
| 1.1035 | 19750 | 0.0234 | - |
| 1.1063 | 19800 | 0.0249 | - |
| 1.1091 | 19850 | 0.0219 | - |
| 1.1119 | 19900 | 0.0187 | - |
| 1.1147 | 19950 | 0.023 | - |
| 1.1175 | 20000 | 0.0224 | - |
| 1.1203 | 20050 | 0.0219 | - |
| 1.1231 | 20100 | 0.0254 | - |
| 1.1259 | 20150 | 0.0262 | - |
| 1.1287 | 20200 | 0.0211 | - |
| 1.1315 | 20250 | 0.0221 | - |
| 1.1343 | 20300 | 0.0224 | - |
| 1.1371 | 20350 | 0.0256 | - |
| 1.1399 | 20400 | 0.0214 | - |
| 1.1426 | 20450 | 0.0224 | - |
| 1.1454 | 20500 | 0.0235 | - |
| 1.1482 | 20550 | 0.0214 | - |
| 1.1510 | 20600 | 0.0219 | - |
| 1.1538 | 20650 | 0.0185 | - |
| 1.1566 | 20700 | 0.0222 | - |
| 1.1594 | 20750 | 0.0225 | - |
| 1.1622 | 20800 | 0.0251 | - |
| 1.1650 | 20850 | 0.0231 | - |
| 1.1678 | 20900 | 0.0228 | - |
| 1.1706 | 20950 | 0.0208 | - |
| 1.1734 | 21000 | 0.0242 | - |
| 1.1762 | 21050 | 0.0213 | - |
| 1.1790 | 21100 | 0.0217 | - |
| 1.1818 | 21150 | 0.0218 | - |
| 1.1846 | 21200 | 0.021 | - |
| 1.1873 | 21250 | 0.0187 | - |
| 1.1901 | 21300 | 0.0212 | - |
| 1.1929 | 21350 | 0.0219 | - |
| 1.1957 | 21400 | 0.0229 | - |
| 1.1985 | 21450 | 0.0225 | - |
| 1.2013 | 21500 | 0.022 | - |
| 1.2041 | 21550 | 0.0216 | - |
| 1.2069 | 21600 | 0.021 | - |
| 1.2097 | 21650 | 0.0219 | - |
| 1.2125 | 21700 | 0.0203 | - |
| 1.2153 | 21750 | 0.0202 | - |
| 1.2181 | 21800 | 0.0206 | - |
| 1.2209 | 21850 | 0.0203 | - |
| 1.2237 | 21900 | 0.0203 | - |
| 1.2265 | 21950 | 0.0196 | - |
| 1.2293 | 22000 | 0.0189 | - |
| 1.2321 | 22050 | 0.0217 | - |
| 1.2348 | 22100 | 0.0213 | - |
| 1.2376 | 22150 | 0.0201 | - |
| 1.2404 | 22200 | 0.0201 | - |
| 1.2432 | 22250 | 0.0206 | - |
| 1.2460 | 22300 | 0.023 | - |
| 1.2488 | 22350 | 0.0201 | - |
| 1.2516 | 22400 | 0.0202 | - |
| 1.2544 | 22450 | 0.0214 | - |
| 1.2572 | 22500 | 0.0183 | - |
| 1.2600 | 22550 | 0.0187 | - |
| 1.2628 | 22600 | 0.0214 | - |
| 1.2656 | 22650 | 0.0198 | - |
| 1.2684 | 22700 | 0.0221 | - |
| 1.2712 | 22750 | 0.0189 | - |
| 1.2740 | 22800 | 0.0206 | - |
| 1.2768 | 22850 | 0.0205 | - |
| 1.2795 | 22900 | 0.0221 | - |
| 1.2823 | 22950 | 0.0196 | - |
| 1.2851 | 23000 | 0.0211 | - |
| 1.2879 | 23050 | 0.0208 | - |
| 1.2907 | 23100 | 0.0228 | - |
| 1.2935 | 23150 | 0.0191 | - |
| 1.2963 | 23200 | 0.0197 | - |
| 1.2991 | 23250 | 0.0213 | - |
| 1.3019 | 23300 | 0.0212 | - |
| 1.3047 | 23350 | 0.0199 | - |
| 1.3075 | 23400 | 0.0221 | - |
| 1.3103 | 23450 | 0.0178 | - |
| 1.3131 | 23500 | 0.0185 | - |
| 1.3159 | 23550 | 0.021 | - |
| 1.3187 | 23600 | 0.019 | - |
| 1.3215 | 23650 | 0.0219 | - |
| 1.3242 | 23700 | 0.0188 | - |
| 1.3270 | 23750 | 0.0213 | - |
| 1.3298 | 23800 | 0.0214 | - |
| 1.3326 | 23850 | 0.0205 | - |
| 1.3354 | 23900 | 0.0215 | - |
| 1.3382 | 23950 | 0.0215 | - |
| 1.3410 | 24000 | 0.0221 | - |
| 1.3438 | 24050 | 0.0194 | - |
| 1.3466 | 24100 | 0.0185 | - |
| 1.3494 | 24150 | 0.0207 | - |
| 1.3522 | 24200 | 0.0209 | - |
| 1.3550 | 24250 | 0.02 | - |
| 1.3578 | 24300 | 0.0182 | - |
| 1.3606 | 24350 | 0.0226 | - |
| 1.3634 | 24400 | 0.0186 | - |
| 1.3662 | 24450 | 0.0185 | - |
| 1.3689 | 24500 | 0.021 | - |
| 1.3717 | 24550 | 0.0203 | - |
| 1.3745 | 24600 | 0.0181 | - |
| 1.3773 | 24650 | 0.0174 | - |
| 1.3801 | 24700 | 0.0174 | - |
| 1.3829 | 24750 | 0.0191 | - |
| 1.3857 | 24800 | 0.0201 | - |
| 1.3885 | 24850 | 0.0198 | - |
| 1.3913 | 24900 | 0.0184 | - |
| 1.3941 | 24950 | 0.0168 | - |
| 1.3969 | 25000 | 0.0192 | - |
| 1.3997 | 25050 | 0.0222 | - |
| 1.4025 | 25100 | 0.0213 | - |
| 1.4053 | 25150 | 0.0209 | - |
| 1.4081 | 25200 | 0.0177 | - |
| 1.4109 | 25250 | 0.0206 | - |
| 1.4136 | 25300 | 0.0183 | - |
| 1.4164 | 25350 | 0.0192 | - |
| 1.4192 | 25400 | 0.0188 | - |
| 1.4220 | 25450 | 0.0167 | - |
| 1.4248 | 25500 | 0.0195 | - |
| 1.4276 | 25550 | 0.0195 | - |
| 1.4304 | 25600 | 0.0184 | - |
| 1.4332 | 25650 | 0.0189 | - |
| 1.4360 | 25700 | 0.0172 | - |
| 1.4388 | 25750 | 0.0175 | - |
| 1.4416 | 25800 | 0.0184 | - |
| 1.4444 | 25850 | 0.0168 | - |
| 1.4472 | 25900 | 0.0166 | - |
| 1.4500 | 25950 | 0.0182 | - |
| 1.4528 | 26000 | 0.0176 | - |
| 1.4556 | 26050 | 0.0186 | - |
| 1.4583 | 26100 | 0.0177 | - |
| 1.4611 | 26150 | 0.0179 | - |
| 1.4639 | 26200 | 0.0193 | - |
| 1.4667 | 26250 | 0.02 | - |
| 1.4695 | 26300 | 0.0184 | - |
| 1.4723 | 26350 | 0.0159 | - |
| 1.4751 | 26400 | 0.0179 | - |
| 1.4779 | 26450 | 0.0181 | - |
| 1.4807 | 26500 | 0.0164 | - |
| 1.4835 | 26550 | 0.0174 | - |
| 1.4863 | 26600 | 0.0191 | - |
| 1.4891 | 26650 | 0.0203 | - |
| 1.4919 | 26700 | 0.0209 | - |
| 1.4947 | 26750 | 0.019 | - |
| 1.4975 | 26800 | 0.0192 | - |
| 1.5003 | 26850 | 0.0194 | - |
| 1.5030 | 26900 | 0.0197 | - |
| 1.5058 | 26950 | 0.0184 | - |
| 1.5086 | 27000 | 0.0167 | - |
| 1.5114 | 27050 | 0.0189 | - |
| 1.5142 | 27100 | 0.0199 | - |
| 1.5170 | 27150 | 0.02 | - |
| 1.5198 | 27200 | 0.0188 | - |
| 1.5226 | 27250 | 0.0212 | - |
| 1.5254 | 27300 | 0.0196 | - |
| 1.5282 | 27350 | 0.0204 | - |
| 1.5310 | 27400 | 0.018 | - |
| 1.5338 | 27450 | 0.0196 | - |
| 1.5366 | 27500 | 0.0179 | - |
| 1.5394 | 27550 | 0.0187 | - |
| 1.5422 | 27600 | 0.0189 | - |
| 1.5450 | 27650 | 0.0168 | - |
| 1.5477 | 27700 | 0.018 | - |
| 1.5505 | 27750 | 0.0178 | - |
| 1.5533 | 27800 | 0.0181 | - |
| 1.5561 | 27850 | 0.0186 | - |
| 1.5589 | 27900 | 0.019 | - |
| 1.5617 | 27950 | 0.0202 | - |
| 1.5645 | 28000 | 0.0159 | - |
| 1.5673 | 28050 | 0.0204 | - |
| 1.5701 | 28100 | 0.0182 | - |
| 1.5729 | 28150 | 0.021 | - |
| 1.5757 | 28200 | 0.0168 | - |
| 1.5785 | 28250 | 0.0196 | - |
| 1.5813 | 28300 | 0.0179 | - |
| 1.5841 | 28350 | 0.019 | - |
| 1.5869 | 28400 | 0.0193 | - |
| 1.5897 | 28450 | 0.0196 | - |
| 1.5924 | 28500 | 0.0213 | - |
| 1.5952 | 28550 | 0.0191 | - |
| 1.5980 | 28600 | 0.0164 | - |
| 1.6008 | 28650 | 0.0173 | - |
| 1.6036 | 28700 | 0.0194 | - |
| 1.6064 | 28750 | 0.0196 | - |
| 1.6092 | 28800 | 0.0196 | - |
| 1.6120 | 28850 | 0.0176 | - |
| 1.6148 | 28900 | 0.0184 | - |
| 1.6176 | 28950 | 0.0179 | - |
| 1.6204 | 29000 | 0.0161 | - |
| 1.6232 | 29050 | 0.0192 | - |
| 1.6260 | 29100 | 0.0159 | - |
| 1.6288 | 29150 | 0.02 | - |
| 1.6316 | 29200 | 0.0193 | - |
| 1.6344 | 29250 | 0.0172 | - |
| 1.6371 | 29300 | 0.0163 | - |
| 1.6399 | 29350 | 0.0176 | - |
| 1.6427 | 29400 | 0.0184 | - |
| 1.6455 | 29450 | 0.0195 | - |
| 1.6483 | 29500 | 0.0162 | - |
| 1.6511 | 29550 | 0.0175 | - |
| 1.6539 | 29600 | 0.0184 | - |
| 1.6567 | 29650 | 0.0179 | - |
| 1.6595 | 29700 | 0.0199 | - |
| 1.6623 | 29750 | 0.0182 | - |
| 1.6651 | 29800 | 0.0178 | - |
| 1.6679 | 29850 | 0.0165 | - |
| 1.6707 | 29900 | 0.0174 | - |
| 1.6735 | 29950 | 0.0189 | - |
| 1.6763 | 30000 | 0.0185 | - |
| 1.6791 | 30050 | 0.0189 | - |
| 1.6818 | 30100 | 0.0161 | - |
| 1.6846 | 30150 | 0.0182 | - |
| 1.6874 | 30200 | 0.0187 | - |
| 1.6902 | 30250 | 0.0158 | - |
| 1.6930 | 30300 | 0.0199 | - |
| 1.6958 | 30350 | 0.0178 | - |
| 1.6986 | 30400 | 0.02 | - |
| 1.7014 | 30450 | 0.021 | - |
| 1.7042 | 30500 | 0.0194 | - |
| 1.7070 | 30550 | 0.018 | - |
| 1.7098 | 30600 | 0.0163 | - |
| 1.7126 | 30650 | 0.0166 | - |
| 1.7154 | 30700 | 0.0165 | - |
| 1.7182 | 30750 | 0.019 | - |
| 1.7210 | 30800 | 0.018 | - |
| 1.7238 | 30850 | 0.0184 | - |
| 1.7265 | 30900 | 0.0174 | - |
| 1.7293 | 30950 | 0.0174 | - |
| 1.7321 | 31000 | 0.0181 | - |
| 1.7349 | 31050 | 0.0216 | - |
| 1.7377 | 31100 | 0.0188 | - |
| 1.7405 | 31150 | 0.0155 | - |
| 1.7433 | 31200 | 0.0178 | - |
| 1.7461 | 31250 | 0.0176 | - |
| 1.7489 | 31300 | 0.0154 | - |
| 1.7517 | 31350 | 0.0198 | - |
| 1.7545 | 31400 | 0.0195 | - |
| 1.7573 | 31450 | 0.0165 | - |
| 1.7601 | 31500 | 0.0186 | - |
| 1.7629 | 31550 | 0.0161 | - |
| 1.7657 | 31600 | 0.0186 | - |
| 1.7685 | 31650 | 0.0179 | - |
| 1.7712 | 31700 | 0.0173 | - |
| 1.7740 | 31750 | 0.0178 | - |
| 1.7768 | 31800 | 0.0194 | - |
| 1.7796 | 31850 | 0.0167 | - |
| 1.7824 | 31900 | 0.015 | - |
| 1.7852 | 31950 | 0.0175 | - |
| 1.7880 | 32000 | 0.0184 | - |
| 1.7908 | 32050 | 0.019 | - |
| 1.7936 | 32100 | 0.0183 | - |
| 1.7964 | 32150 | 0.0169 | - |
| 1.7992 | 32200 | 0.0194 | - |
| 1.8020 | 32250 | 0.0185 | - |
| 1.8048 | 32300 | 0.0164 | - |
| 1.8076 | 32350 | 0.0162 | - |
| 1.8104 | 32400 | 0.0165 | - |
| 1.8132 | 32450 | 0.0212 | - |
| 1.8159 | 32500 | 0.017 | - |
| 1.8187 | 32550 | 0.0181 | - |
| 1.8215 | 32600 | 0.0168 | - |
| 1.8243 | 32650 | 0.0168 | - |
| 1.8271 | 32700 | 0.0192 | - |
| 1.8299 | 32750 | 0.0167 | - |
| 1.8327 | 32800 | 0.0179 | - |
| 1.8355 | 32850 | 0.0184 | - |
| 1.8383 | 32900 | 0.0154 | - |
| 1.8411 | 32950 | 0.0177 | - |
| 1.8439 | 33000 | 0.017 | - |
| 1.8467 | 33050 | 0.0192 | - |
| 1.8495 | 33100 | 0.0176 | - |
| 1.8523 | 33150 | 0.0198 | - |
| 1.8551 | 33200 | 0.0166 | - |
| 1.8579 | 33250 | 0.017 | - |
| 1.8606 | 33300 | 0.0179 | - |
| 1.8634 | 33350 | 0.0184 | - |
| 1.8662 | 33400 | 0.0148 | - |
| 1.8690 | 33450 | 0.0159 | - |
| 1.8718 | 33500 | 0.0176 | - |
| 1.8746 | 33550 | 0.0171 | - |
| 1.8774 | 33600 | 0.0186 | - |
| 1.8802 | 33650 | 0.0174 | - |
| 1.8830 | 33700 | 0.0174 | - |
| 1.8858 | 33750 | 0.0162 | - |
| 1.8886 | 33800 | 0.0175 | - |
| 1.8914 | 33850 | 0.0154 | - |
| 1.8942 | 33900 | 0.0189 | - |
| 1.8970 | 33950 | 0.0165 | - |
| 1.8998 | 34000 | 0.0199 | - |
| 1.9026 | 34050 | 0.0168 | - |
| 1.9053 | 34100 | 0.0191 | - |
| 1.9081 | 34150 | 0.0162 | - |
| 1.9109 | 34200 | 0.0163 | - |
| 1.9137 | 34250 | 0.0176 | - |
| 1.9165 | 34300 | 0.0162 | - |
| 1.9193 | 34350 | 0.0204 | - |
| 1.9221 | 34400 | 0.0149 | - |
| 1.9249 | 34450 | 0.0171 | - |
| 1.9277 | 34500 | 0.0166 | - |
| 1.9305 | 34550 | 0.0174 | - |
| 1.9333 | 34600 | 0.0173 | - |
| 1.9361 | 34650 | 0.0198 | - |
| 1.9389 | 34700 | 0.0167 | - |
| 1.9417 | 34750 | 0.0173 | - |
| 1.9445 | 34800 | 0.0157 | - |
| 1.9473 | 34850 | 0.0181 | - |
| 1.9500 | 34900 | 0.0169 | - |
| 1.9528 | 34950 | 0.0189 | - |
| 1.9556 | 35000 | 0.017 | - |
| 1.9584 | 35050 | 0.0179 | - |
| 1.9612 | 35100 | 0.016 | - |
| 1.9640 | 35150 | 0.0178 | - |
| 1.9668 | 35200 | 0.0167 | - |
| 1.9696 | 35250 | 0.0164 | - |
| 1.9724 | 35300 | 0.0196 | - |
| 1.9752 | 35350 | 0.018 | - |
| 1.9780 | 35400 | 0.0174 | - |
| 1.9808 | 35450 | 0.0182 | - |
| 1.9836 | 35500 | 0.0163 | - |
| 1.9864 | 35550 | 0.0153 | - |
| 1.9892 | 35600 | 0.0166 | - |
| 1.9920 | 35650 | 0.0178 | - |
| 1.9947 | 35700 | 0.0165 | - |
| 1.9975 | 35750 | 0.0199 | - |
| 2.0003 | 35800 | 0.0158 | - |
| 2.0031 | 35850 | 0.0165 | - |
| 2.0059 | 35900 | 0.0185 | - |
| 2.0087 | 35950 | 0.0169 | - |
| 2.0115 | 36000 | 0.0161 | - |
| 2.0143 | 36050 | 0.0186 | - |
| 2.0171 | 36100 | 0.0168 | - |
| 2.0199 | 36150 | 0.0173 | - |
| 2.0227 | 36200 | 0.0169 | - |
| 2.0255 | 36250 | 0.0159 | - |
| 2.0283 | 36300 | 0.0153 | - |
| 2.0311 | 36350 | 0.0181 | - |
| 2.0339 | 36400 | 0.0139 | - |
| 2.0367 | 36450 | 0.0177 | - |
| 2.0394 | 36500 | 0.018 | - |
| 2.0422 | 36550 | 0.0181 | - |
| 2.0450 | 36600 | 0.0164 | - |
| 2.0478 | 36650 | 0.0149 | - |
| 2.0506 | 36700 | 0.017 | - |
| 2.0534 | 36750 | 0.0177 | - |
| 2.0562 | 36800 | 0.0159 | - |
| 2.0590 | 36850 | 0.0172 | - |
| 2.0618 | 36900 | 0.0195 | - |
| 2.0646 | 36950 | 0.017 | - |
| 2.0674 | 37000 | 0.0175 | - |
| 2.0702 | 37050 | 0.0171 | - |
| 2.0730 | 37100 | 0.0194 | - |
| 2.0758 | 37150 | 0.0175 | - |
| 2.0786 | 37200 | 0.0168 | - |
| 2.0814 | 37250 | 0.0175 | - |
| 2.0841 | 37300 | 0.0165 | - |
| 2.0869 | 37350 | 0.0164 | - |
| 2.0897 | 37400 | 0.0157 | - |
| 2.0925 | 37450 | 0.0162 | - |
| 2.0953 | 37500 | 0.0178 | - |
| 2.0981 | 37550 | 0.015 | - |
| 2.1009 | 37600 | 0.0177 | - |
| 2.1037 | 37650 | 0.0164 | - |
| 2.1065 | 37700 | 0.0176 | - |
| 2.1093 | 37750 | 0.0174 | - |
| 2.1121 | 37800 | 0.0161 | - |
| 2.1149 | 37850 | 0.0182 | - |
| 2.1177 | 37900 | 0.0195 | - |
| 2.1205 | 37950 | 0.0136 | - |
| 2.1233 | 38000 | 0.0149 | - |
| 2.1261 | 38050 | 0.0156 | - |
| 2.1288 | 38100 | 0.0163 | - |
| 2.1316 | 38150 | 0.0165 | - |
| 2.1344 | 38200 | 0.0156 | - |
| 2.1372 | 38250 | 0.0159 | - |
| 2.1400 | 38300 | 0.0173 | - |
| 2.1428 | 38350 | 0.0172 | - |
| 2.1456 | 38400 | 0.0159 | - |
| 2.1484 | 38450 | 0.0162 | - |
| 2.1512 | 38500 | 0.0172 | - |
| 2.1540 | 38550 | 0.0162 | - |
| 2.1568 | 38600 | 0.0177 | - |
| 2.1596 | 38650 | 0.0189 | - |
| 2.1624 | 38700 | 0.0184 | - |
| 2.1652 | 38750 | 0.0168 | - |
| 2.1680 | 38800 | 0.0149 | - |
| 2.1708 | 38850 | 0.0178 | - |
| 2.1735 | 38900 | 0.0166 | - |
| 2.1763 | 38950 | 0.0176 | - |
| 2.1791 | 39000 | 0.0167 | - |
| 2.1819 | 39050 | 0.0169 | - |
| 2.1847 | 39100 | 0.0184 | - |
| 2.1875 | 39150 | 0.0158 | - |
| 2.1903 | 39200 | 0.0175 | - |
| 2.1931 | 39250 | 0.0169 | - |
| 2.1959 | 39300 | 0.0196 | - |
| 2.1987 | 39350 | 0.016 | - |
| 2.2015 | 39400 | 0.0171 | - |
| 2.2043 | 39450 | 0.0171 | - |
| 2.2071 | 39500 | 0.0176 | - |
| 2.2099 | 39550 | 0.0162 | - |
| 2.2127 | 39600 | 0.0152 | - |
| 2.2155 | 39650 | 0.0183 | - |
| 2.2182 | 39700 | 0.0178 | - |
| 2.2210 | 39750 | 0.0173 | - |
| 2.2238 | 39800 | 0.0175 | - |
| 2.2266 | 39850 | 0.0168 | - |
| 2.2294 | 39900 | 0.0149 | - |
| 2.2322 | 39950 | 0.016 | - |
| 2.2350 | 40000 | 0.0164 | - |
| 2.2378 | 40050 | 0.0193 | - |
| 2.2406 | 40100 | 0.0184 | - |
| 2.2434 | 40150 | 0.0182 | - |
| 2.2462 | 40200 | 0.0172 | - |
| 2.2490 | 40250 | 0.0172 | - |
| 2.2518 | 40300 | 0.0149 | - |
| 2.2546 | 40350 | 0.0168 | - |
| 2.2574 | 40400 | 0.0176 | - |
| 2.2602 | 40450 | 0.0165 | - |
| 2.2629 | 40500 | 0.0148 | - |
| 2.2657 | 40550 | 0.0182 | - |
| 2.2685 | 40600 | 0.0151 | - |
| 2.2713 | 40650 | 0.0174 | - |
| 2.2741 | 40700 | 0.0188 | - |
| 2.2769 | 40750 | 0.0171 | - |
| 2.2797 | 40800 | 0.0176 | - |
| 2.2825 | 40850 | 0.0173 | - |
| 2.2853 | 40900 | 0.0149 | - |
| 2.2881 | 40950 | 0.016 | - |
| 2.2909 | 41000 | 0.0164 | - |
| 2.2937 | 41050 | 0.0153 | - |
| 2.2965 | 41100 | 0.0162 | - |
| 2.2993 | 41150 | 0.0181 | - |
| 2.3021 | 41200 | 0.017 | - |
| 2.3049 | 41250 | 0.0156 | - |
| 2.3076 | 41300 | 0.017 | - |
| 2.3104 | 41350 | 0.0165 | - |
| 2.3132 | 41400 | 0.0168 | - |
| 2.3160 | 41450 | 0.0149 | - |
| 2.3188 | 41500 | 0.0166 | - |
| 2.3216 | 41550 | 0.0184 | - |
| 2.3244 | 41600 | 0.0159 | - |
| 2.3272 | 41650 | 0.0167 | - |
| 2.3300 | 41700 | 0.0149 | - |
| 2.3328 | 41750 | 0.0176 | - |
| 2.3356 | 41800 | 0.0158 | - |
| 2.3384 | 41850 | 0.0185 | - |
| 2.3412 | 41900 | 0.0157 | - |
| 2.3440 | 41950 | 0.0171 | - |
| 2.3468 | 42000 | 0.0171 | - |
| 2.3496 | 42050 | 0.0174 | - |
| 2.3523 | 42100 | 0.0163 | - |
| 2.3551 | 42150 | 0.0178 | - |
| 2.3579 | 42200 | 0.0168 | - |
| 2.3607 | 42250 | 0.0156 | - |
| 2.3635 | 42300 | 0.0183 | - |
| 2.3663 | 42350 | 0.0163 | - |
| 2.3691 | 42400 | 0.0158 | - |
| 2.3719 | 42450 | 0.0154 | - |
| 2.3747 | 42500 | 0.0165 | - |
| 2.3775 | 42550 | 0.0163 | - |
| 2.3803 | 42600 | 0.0166 | - |
| 2.3831 | 42650 | 0.016 | - |
| 2.3859 | 42700 | 0.018 | - |
| 2.3887 | 42750 | 0.0172 | - |
| 2.3915 | 42800 | 0.016 | - |
| 2.3943 | 42850 | 0.018 | - |
| 2.3970 | 42900 | 0.0163 | - |
| 2.3998 | 42950 | 0.018 | - |
| 2.4026 | 43000 | 0.0171 | - |
| 2.4054 | 43050 | 0.0182 | - |
| 2.4082 | 43100 | 0.0152 | - |
| 2.4110 | 43150 | 0.0194 | - |
| 2.4138 | 43200 | 0.0157 | - |
| 2.4166 | 43250 | 0.0162 | - |
| 2.4194 | 43300 | 0.0158 | - |
| 2.4222 | 43350 | 0.0156 | - |
| 2.4250 | 43400 | 0.0153 | - |
| 2.4278 | 43450 | 0.0182 | - |
| 2.4306 | 43500 | 0.0148 | - |
| 2.4334 | 43550 | 0.0166 | - |
| 2.4362 | 43600 | 0.0171 | - |
| 2.4390 | 43650 | 0.0189 | - |
| 2.4418 | 43700 | 0.0157 | - |
| 2.4445 | 43750 | 0.0177 | - |
| 2.4473 | 43800 | 0.0184 | - |
| 2.4501 | 43850 | 0.0168 | - |
| 2.4529 | 43900 | 0.0162 | - |
| 2.4557 | 43950 | 0.0163 | - |
| 2.4585 | 44000 | 0.0156 | - |
| 2.4613 | 44050 | 0.0155 | - |
| 2.4641 | 44100 | 0.0169 | - |
| 2.4669 | 44150 | 0.0169 | - |
| 2.4697 | 44200 | 0.0175 | - |
| 2.4725 | 44250 | 0.0175 | - |
| 2.4753 | 44300 | 0.0191 | - |
| 2.4781 | 44350 | 0.0188 | - |
| 2.4809 | 44400 | 0.0161 | - |
| 2.4837 | 44450 | 0.0187 | - |
| 2.4865 | 44500 | 0.0165 | - |
| 2.4892 | 44550 | 0.0167 | - |
| 2.4920 | 44600 | 0.0173 | - |
| 2.4948 | 44650 | 0.0169 | - |
| 2.4976 | 44700 | 0.0168 | - |
| 2.5004 | 44750 | 0.016 | - |
| 2.5032 | 44800 | 0.0178 | - |
| 2.5060 | 44850 | 0.0181 | - |
| 2.5088 | 44900 | 0.0158 | - |
| 2.5116 | 44950 | 0.0157 | - |
| 2.5144 | 45000 | 0.0173 | - |
| 2.5172 | 45050 | 0.0173 | - |
| 2.5200 | 45100 | 0.0162 | - |
| 2.5228 | 45150 | 0.0179 | - |
| 2.5256 | 45200 | 0.0184 | - |
| 2.5284 | 45250 | 0.0178 | - |
| 2.5312 | 45300 | 0.0173 | - |
| 2.5339 | 45350 | 0.0175 | - |
| 2.5367 | 45400 | 0.0162 | - |
| 2.5395 | 45450 | 0.0162 | - |
| 2.5423 | 45500 | 0.0172 | - |
| 2.5451 | 45550 | 0.0165 | - |
| 2.5479 | 45600 | 0.017 | - |
| 2.5507 | 45650 | 0.0171 | - |
| 2.5535 | 45700 | 0.0166 | - |
| 2.5563 | 45750 | 0.0166 | - |
| 2.5591 | 45800 | 0.0171 | - |
| 2.5619 | 45850 | 0.0184 | - |
| 2.5647 | 45900 | 0.0189 | - |
| 2.5675 | 45950 | 0.0169 | - |
| 2.5703 | 46000 | 0.0157 | - |
| 2.5731 | 46050 | 0.0166 | - |
| 2.5759 | 46100 | 0.0159 | - |
| 2.5786 | 46150 | 0.0154 | - |
| 2.5814 | 46200 | 0.018 | - |
| 2.5842 | 46250 | 0.0185 | - |
| 2.5870 | 46300 | 0.0154 | - |
| 2.5898 | 46350 | 0.0171 | - |
| 2.5926 | 46400 | 0.0172 | - |
| 2.5954 | 46450 | 0.0155 | - |
| 2.5982 | 46500 | 0.0161 | - |
| 2.6010 | 46550 | 0.0154 | - |
| 2.6038 | 46600 | 0.0187 | - |
| 2.6066 | 46650 | 0.0166 | - |
| 2.6094 | 46700 | 0.0158 | - |
| 2.6122 | 46750 | 0.0171 | - |
| 2.6150 | 46800 | 0.0171 | - |
| 2.6178 | 46850 | 0.0153 | - |
| 2.6206 | 46900 | 0.016 | - |
| 2.6233 | 46950 | 0.0147 | - |
| 2.6261 | 47000 | 0.0171 | - |
| 2.6289 | 47050 | 0.016 | - |
| 2.6317 | 47100 | 0.0159 | - |
| 2.6345 | 47150 | 0.0178 | - |
| 2.6373 | 47200 | 0.0159 | - |
| 2.6401 | 47250 | 0.0156 | - |
| 2.6429 | 47300 | 0.0171 | - |
| 2.6457 | 47350 | 0.0173 | - |
| 2.6485 | 47400 | 0.019 | - |
| 2.6513 | 47450 | 0.0158 | - |
| 2.6541 | 47500 | 0.0147 | - |
| 2.6569 | 47550 | 0.015 | - |
| 2.6597 | 47600 | 0.018 | - |
| 2.6625 | 47650 | 0.018 | - |
| 2.6653 | 47700 | 0.0183 | - |
| 2.6680 | 47750 | 0.0179 | - |
| 2.6708 | 47800 | 0.0158 | - |
| 2.6736 | 47850 | 0.0143 | - |
| 2.6764 | 47900 | 0.0167 | - |
| 2.6792 | 47950 | 0.0167 | - |
| 2.6820 | 48000 | 0.016 | - |
| 2.6848 | 48050 | 0.0155 | - |
| 2.6876 | 48100 | 0.0168 | - |
| 2.6904 | 48150 | 0.0182 | - |
| 2.6932 | 48200 | 0.0175 | - |
| 2.6960 | 48250 | 0.0166 | - |
| 2.6988 | 48300 | 0.0153 | - |
| 2.7016 | 48350 | 0.0163 | - |
| 2.7044 | 48400 | 0.0164 | - |
| 2.7072 | 48450 | 0.0158 | - |
| 2.7100 | 48500 | 0.0175 | - |
| 2.7127 | 48550 | 0.0167 | - |
| 2.7155 | 48600 | 0.0168 | - |
| 2.7183 | 48650 | 0.0174 | - |
| 2.7211 | 48700 | 0.0159 | - |
| 2.7239 | 48750 | 0.0158 | - |
| 2.7267 | 48800 | 0.0166 | - |
| 2.7295 | 48850 | 0.0152 | - |
| 2.7323 | 48900 | 0.0172 | - |
| 2.7351 | 48950 | 0.0175 | - |
| 2.7379 | 49000 | 0.0173 | - |
| 2.7407 | 49050 | 0.0168 | - |
| 2.7435 | 49100 | 0.016 | - |
| 2.7463 | 49150 | 0.016 | - |
| 2.7491 | 49200 | 0.0137 | - |
| 2.7519 | 49250 | 0.0168 | - |
| 2.7547 | 49300 | 0.0158 | - |
| 2.7574 | 49350 | 0.0176 | - |
| 2.7602 | 49400 | 0.0158 | - |
| 2.7630 | 49450 | 0.017 | - |
| 2.7658 | 49500 | 0.0166 | - |
| 2.7686 | 49550 | 0.0176 | - |
| 2.7714 | 49600 | 0.0176 | - |
| 2.7742 | 49650 | 0.0157 | - |
| 2.7770 | 49700 | 0.0166 | - |
| 2.7798 | 49750 | 0.0155 | - |
| 2.7826 | 49800 | 0.0168 | - |
| 2.7854 | 49850 | 0.0165 | - |
| 2.7882 | 49900 | 0.0169 | - |
| 2.7910 | 49950 | 0.0141 | - |
| 2.7938 | 50000 | 0.0163 | - |
| 2.7966 | 50050 | 0.0149 | - |
| 2.7994 | 50100 | 0.0167 | - |
| 2.8021 | 50150 | 0.0169 | - |
| 2.8049 | 50200 | 0.0143 | - |
| 2.8077 | 50250 | 0.0159 | - |
| 2.8105 | 50300 | 0.0163 | - |
| 2.8133 | 50350 | 0.0173 | - |
| 2.8161 | 50400 | 0.017 | - |
| 2.8189 | 50450 | 0.0179 | - |
| 2.8217 | 50500 | 0.0159 | - |
| 2.8245 | 50550 | 0.0159 | - |
| 2.8273 | 50600 | 0.0163 | - |
| 2.8301 | 50650 | 0.0181 | - |
| 2.8329 | 50700 | 0.0173 | - |
| 2.8357 | 50750 | 0.0177 | - |
| 2.8385 | 50800 | 0.0156 | - |
| 2.8413 | 50850 | 0.0161 | - |
| 2.8441 | 50900 | 0.0168 | - |
| 2.8468 | 50950 | 0.0171 | - |
| 2.8496 | 51000 | 0.0168 | - |
| 2.8524 | 51050 | 0.0179 | - |
| 2.8552 | 51100 | 0.0155 | - |
| 2.8580 | 51150 | 0.0191 | - |
| 2.8608 | 51200 | 0.0169 | - |
| 2.8636 | 51250 | 0.0154 | - |
| 2.8664 | 51300 | 0.0171 | - |
| 2.8692 | 51350 | 0.014 | - |
| 2.8720 | 51400 | 0.0151 | - |
| 2.8748 | 51450 | 0.0154 | - |
| 2.8776 | 51500 | 0.0155 | - |
| 2.8804 | 51550 | 0.0173 | - |
| 2.8832 | 51600 | 0.0166 | - |
| 2.8860 | 51650 | 0.0161 | - |
| 2.8888 | 51700 | 0.0175 | - |
| 2.8915 | 51750 | 0.0159 | - |
| 2.8943 | 51800 | 0.0152 | - |
| 2.8971 | 51850 | 0.0169 | - |
| 2.8999 | 51900 | 0.0163 | - |
| 2.9027 | 51950 | 0.0166 | - |
| 2.9055 | 52000 | 0.0162 | - |
| 2.9083 | 52050 | 0.0154 | - |
| 2.9111 | 52100 | 0.0164 | - |
| 2.9139 | 52150 | 0.0159 | - |
| 2.9167 | 52200 | 0.0164 | - |
| 2.9195 | 52250 | 0.0154 | - |
| 2.9223 | 52300 | 0.0161 | - |
| 2.9251 | 52350 | 0.0156 | - |
| 2.9279 | 52400 | 0.0176 | - |
| 2.9307 | 52450 | 0.0155 | - |
| 2.9335 | 52500 | 0.0172 | - |
| 2.9362 | 52550 | 0.0169 | - |
| 2.9390 | 52600 | 0.015 | - |
| 2.9418 | 52650 | 0.0184 | - |
| 2.9446 | 52700 | 0.0173 | - |
| 2.9474 | 52750 | 0.0164 | - |
| 2.9502 | 52800 | 0.0167 | - |
| 2.9530 | 52850 | 0.0184 | - |
| 2.9558 | 52900 | 0.0173 | - |
| 2.9586 | 52950 | 0.0168 | - |
| 2.9614 | 53000 | 0.0173 | - |
| 2.9642 | 53050 | 0.0153 | - |
| 2.9670 | 53100 | 0.0167 | - |
| 2.9698 | 53150 | 0.0177 | - |
| 2.9726 | 53200 | 0.018 | - |
| 2.9754 | 53250 | 0.0156 | - |
| 2.9782 | 53300 | 0.0181 | - |
| 2.9809 | 53350 | 0.0151 | - |
| 2.9837 | 53400 | 0.0166 | - |
| 2.9865 | 53450 | 0.0151 | - |
| 2.9893 | 53500 | 0.0196 | - |
| 2.9921 | 53550 | 0.0168 | - |
| 2.9949 | 53600 | 0.0191 | - |
| 2.9977 | 53650 | 0.017 | - |
| 3.0005 | 53700 | 0.017 | - |
| 3.0033 | 53750 | 0.0153 | - |
| 3.0061 | 53800 | 0.017 | - |
| 3.0089 | 53850 | 0.0142 | - |
| 3.0117 | 53900 | 0.0161 | - |
| 3.0145 | 53950 | 0.0181 | - |
| 3.0173 | 54000 | 0.0172 | - |
| 3.0201 | 54050 | 0.0157 | - |
| 3.0229 | 54100 | 0.0149 | - |
| 3.0256 | 54150 | 0.0183 | - |
| 3.0284 | 54200 | 0.0159 | - |
| 3.0312 | 54250 | 0.0154 | - |
| 3.0340 | 54300 | 0.0181 | - |
| 3.0368 | 54350 | 0.0159 | - |
| 3.0396 | 54400 | 0.0147 | - |
| 3.0424 | 54450 | 0.0171 | - |
| 3.0452 | 54500 | 0.0156 | - |
| 3.0480 | 54550 | 0.0191 | - |
| 3.0508 | 54600 | 0.017 | - |
| 3.0536 | 54650 | 0.0162 | - |
| 3.0564 | 54700 | 0.0164 | - |
| 3.0592 | 54750 | 0.0159 | - |
| 3.0620 | 54800 | 0.0158 | - |
| 3.0648 | 54850 | 0.0162 | - |
| 3.0676 | 54900 | 0.0171 | - |
| 3.0703 | 54950 | 0.0156 | - |
| 3.0731 | 55000 | 0.0156 | - |
| 3.0759 | 55050 | 0.0151 | - |
| 3.0787 | 55100 | 0.0156 | - |
| 3.0815 | 55150 | 0.0174 | - |
| 3.0843 | 55200 | 0.0151 | - |
| 3.0871 | 55250 | 0.0173 | - |
| 3.0899 | 55300 | 0.0164 | - |
| 3.0927 | 55350 | 0.017 | - |
| 3.0955 | 55400 | 0.0185 | - |
| 3.0983 | 55450 | 0.016 | - |
| 3.1011 | 55500 | 0.0153 | - |
| 3.1039 | 55550 | 0.0158 | - |
| 3.1067 | 55600 | 0.0174 | - |
| 3.1095 | 55650 | 0.0156 | - |
| 3.1123 | 55700 | 0.0152 | - |
| 3.1150 | 55750 | 0.0168 | - |
| 3.1178 | 55800 | 0.0159 | - |
| 3.1206 | 55850 | 0.0158 | - |
| 3.1234 | 55900 | 0.0148 | - |
| 3.1262 | 55950 | 0.014 | - |
| 3.1290 | 56000 | 0.0177 | - |
| 3.1318 | 56050 | 0.017 | - |
| 3.1346 | 56100 | 0.0168 | - |
| 3.1374 | 56150 | 0.0179 | - |
| 3.1402 | 56200 | 0.014 | - |
| 3.1430 | 56250 | 0.0163 | - |
| 3.1458 | 56300 | 0.0155 | - |
| 3.1486 | 56350 | 0.0173 | - |
| 3.1514 | 56400 | 0.017 | - |
| 3.1542 | 56450 | 0.0153 | - |
| 3.1570 | 56500 | 0.0156 | - |
| 3.1597 | 56550 | 0.0158 | - |
| 3.1625 | 56600 | 0.0174 | - |
| 3.1653 | 56650 | 0.0184 | - |
| 3.1681 | 56700 | 0.0153 | - |
| 3.1709 | 56750 | 0.0151 | - |
| 3.1737 | 56800 | 0.0158 | - |
| 3.1765 | 56850 | 0.0168 | - |
| 3.1793 | 56900 | 0.0152 | - |
| 3.1821 | 56950 | 0.0163 | - |
| 3.1849 | 57000 | 0.0155 | - |
| 3.1877 | 57050 | 0.0171 | - |
| 3.1905 | 57100 | 0.0164 | - |
| 3.1933 | 57150 | 0.0165 | - |
| 3.1961 | 57200 | 0.0157 | - |
| 3.1989 | 57250 | 0.0184 | - |
| 3.2017 | 57300 | 0.0163 | - |
| 3.2044 | 57350 | 0.0182 | - |
| 3.2072 | 57400 | 0.0151 | - |
| 3.2100 | 57450 | 0.0161 | - |
| 3.2128 | 57500 | 0.0155 | - |
| 3.2156 | 57550 | 0.0163 | - |
| 3.2184 | 57600 | 0.0195 | - |
| 3.2212 | 57650 | 0.0157 | - |
| 3.2240 | 57700 | 0.0174 | - |
| 3.2268 | 57750 | 0.0167 | - |
| 3.2296 | 57800 | 0.017 | - |
| 3.2324 | 57850 | 0.0153 | - |
| 3.2352 | 57900 | 0.0164 | - |
| 3.2380 | 57950 | 0.015 | - |
| 3.2408 | 58000 | 0.0156 | - |
| 3.2436 | 58050 | 0.0158 | - |
| 3.2464 | 58100 | 0.0148 | - |
| 3.2491 | 58150 | 0.0167 | - |
| 3.2519 | 58200 | 0.0146 | - |
| 3.2547 | 58250 | 0.0156 | - |
| 3.2575 | 58300 | 0.0149 | - |
| 3.2603 | 58350 | 0.016 | - |
| 3.2631 | 58400 | 0.0154 | - |
| 3.2659 | 58450 | 0.0154 | - |
| 3.2687 | 58500 | 0.0159 | - |
| 3.2715 | 58550 | 0.0173 | - |
| 3.2743 | 58600 | 0.0148 | - |
| 3.2771 | 58650 | 0.0154 | - |
| 3.2799 | 58700 | 0.0173 | - |
| 3.2827 | 58750 | 0.0154 | - |
| 3.2855 | 58800 | 0.0144 | - |
| 3.2883 | 58850 | 0.0154 | - |
| 3.2911 | 58900 | 0.0181 | - |
| 3.2938 | 58950 | 0.0144 | - |
| 3.2966 | 59000 | 0.0148 | - |
| 3.2994 | 59050 | 0.0157 | - |
| 3.3022 | 59100 | 0.0186 | - |
| 3.3050 | 59150 | 0.0148 | - |
| 3.3078 | 59200 | 0.0163 | - |
| 3.3106 | 59250 | 0.0167 | - |
| 3.3134 | 59300 | 0.0152 | - |
| 3.3162 | 59350 | 0.0162 | - |
| 3.3190 | 59400 | 0.0159 | - |
| 3.3218 | 59450 | 0.0163 | - |
| 3.3246 | 59500 | 0.0159 | - |
| 3.3274 | 59550 | 0.0148 | - |
| 3.3302 | 59600 | 0.0173 | - |
| 3.3330 | 59650 | 0.0157 | - |
| 3.3358 | 59700 | 0.0163 | - |
| 3.3385 | 59750 | 0.0193 | - |
| 3.3413 | 59800 | 0.017 | - |
| 3.3441 | 59850 | 0.0165 | - |
| 3.3469 | 59900 | 0.0164 | - |
| 3.3497 | 59950 | 0.0158 | - |
| 3.3525 | 60000 | 0.0162 | - |
| 3.3553 | 60050 | 0.0185 | - |
| 3.3581 | 60100 | 0.0168 | - |
| 3.3609 | 60150 | 0.0163 | - |
| 3.3637 | 60200 | 0.0165 | - |
| 3.3665 | 60250 | 0.0155 | - |
| 3.3693 | 60300 | 0.0161 | - |
| 3.3721 | 60350 | 0.0155 | - |
| 3.3749 | 60400 | 0.0168 | - |
| 3.3777 | 60450 | 0.0153 | - |
| 3.3805 | 60500 | 0.0148 | - |
| 3.3832 | 60550 | 0.0164 | - |
| 3.3860 | 60600 | 0.0167 | - |
| 3.3888 | 60650 | 0.0166 | - |
| 3.3916 | 60700 | 0.0156 | - |
| 3.3944 | 60750 | 0.0147 | - |
| 3.3972 | 60800 | 0.015 | - |
| 3.4000 | 60850 | 0.0152 | - |
| 3.4028 | 60900 | 0.016 | - |
| 3.4056 | 60950 | 0.0139 | - |
| 3.4084 | 61000 | 0.0167 | - |
| 3.4112 | 61050 | 0.0161 | - |
| 3.4140 | 61100 | 0.0149 | - |
| 3.4168 | 61150 | 0.0165 | - |
| 3.4196 | 61200 | 0.0159 | - |
| 3.4224 | 61250 | 0.0182 | - |
| 3.4252 | 61300 | 0.0169 | - |
| 3.4279 | 61350 | 0.0169 | - |
| 3.4307 | 61400 | 0.017 | - |
| 3.4335 | 61450 | 0.0165 | - |
| 3.4363 | 61500 | 0.0165 | - |
| 3.4391 | 61550 | 0.0172 | - |
| 3.4419 | 61600 | 0.0176 | - |
| 3.4447 | 61650 | 0.0165 | - |
| 3.4475 | 61700 | 0.016 | - |
| 3.4503 | 61750 | 0.0144 | - |
| 3.4531 | 61800 | 0.0156 | - |
| 3.4559 | 61850 | 0.0172 | - |
| 3.4587 | 61900 | 0.0152 | - |
| 3.4615 | 61950 | 0.0185 | - |
| 3.4643 | 62000 | 0.0163 | - |
| 3.4671 | 62050 | 0.016 | - |
| 3.4699 | 62100 | 0.0153 | - |
| 3.4726 | 62150 | 0.0156 | - |
| 3.4754 | 62200 | 0.0163 | - |
| 3.4782 | 62250 | 0.0145 | - |
| 3.4810 | 62300 | 0.015 | - |
| 3.4838 | 62350 | 0.0173 | - |
| 3.4866 | 62400 | 0.016 | - |
| 3.4894 | 62450 | 0.0173 | - |
| 3.4922 | 62500 | 0.017 | - |
| 3.4950 | 62550 | 0.0151 | - |
| 3.4978 | 62600 | 0.0159 | - |
| 3.5006 | 62650 | 0.0169 | - |
| 3.5034 | 62700 | 0.0151 | - |
| 3.5062 | 62750 | 0.0159 | - |
| 3.5090 | 62800 | 0.0174 | - |
| 3.5118 | 62850 | 0.0167 | - |
| 3.5146 | 62900 | 0.0157 | - |
| 3.5173 | 62950 | 0.0195 | - |
| 3.5201 | 63000 | 0.0146 | - |
| 3.5229 | 63050 | 0.0155 | - |
| 3.5257 | 63100 | 0.015 | - |
| 3.5285 | 63150 | 0.0154 | - |
| 3.5313 | 63200 | 0.0163 | - |
| 3.5341 | 63250 | 0.0157 | - |
| 3.5369 | 63300 | 0.017 | - |
| 3.5397 | 63350 | 0.0171 | - |
| 3.5425 | 63400 | 0.0137 | - |
| 3.5453 | 63450 | 0.0151 | - |
| 3.5481 | 63500 | 0.0165 | - |
| 3.5509 | 63550 | 0.0173 | - |
| 3.5537 | 63600 | 0.0174 | - |
| 3.5565 | 63650 | 0.0157 | - |
| 3.5593 | 63700 | 0.0172 | - |
| 3.5620 | 63750 | 0.0171 | - |
| 3.5648 | 63800 | 0.0157 | - |
| 3.5676 | 63850 | 0.0177 | - |
| 3.5704 | 63900 | 0.0161 | - |
| 3.5732 | 63950 | 0.0173 | - |
| 3.5760 | 64000 | 0.0177 | - |
| 3.5788 | 64050 | 0.0154 | - |
| 3.5816 | 64100 | 0.0149 | - |
| 3.5844 | 64150 | 0.0167 | - |
| 3.5872 | 64200 | 0.0155 | - |
| 3.5900 | 64250 | 0.0147 | - |
| 3.5928 | 64300 | 0.0168 | - |
| 3.5956 | 64350 | 0.0163 | - |
| 3.5984 | 64400 | 0.0158 | - |
| 3.6012 | 64450 | 0.0177 | - |
| 3.6040 | 64500 | 0.0155 | - |
| 3.6067 | 64550 | 0.0167 | - |
| 3.6095 | 64600 | 0.0158 | - |
| 3.6123 | 64650 | 0.0167 | - |
| 3.6151 | 64700 | 0.0156 | - |
| 3.6179 | 64750 | 0.0184 | - |
| 3.6207 | 64800 | 0.0169 | - |
| 3.6235 | 64850 | 0.0163 | - |
| 3.6263 | 64900 | 0.0157 | - |
| 3.6291 | 64950 | 0.0173 | - |
| 3.6319 | 65000 | 0.0174 | - |
| 3.6347 | 65050 | 0.0167 | - |
| 3.6375 | 65100 | 0.016 | - |
| 3.6403 | 65150 | 0.0153 | - |
| 3.6431 | 65200 | 0.0178 | - |
| 3.6459 | 65250 | 0.0154 | - |
| 3.6487 | 65300 | 0.0148 | - |
| 3.6514 | 65350 | 0.0179 | - |
| 3.6542 | 65400 | 0.0153 | - |
| 3.6570 | 65450 | 0.0147 | - |
| 3.6598 | 65500 | 0.0169 | - |
| 3.6626 | 65550 | 0.0165 | - |
| 3.6654 | 65600 | 0.0156 | - |
| 3.6682 | 65650 | 0.0159 | - |
| 3.6710 | 65700 | 0.0152 | - |
| 3.6738 | 65750 | 0.0155 | - |
| 3.6766 | 65800 | 0.0159 | - |
| 3.6794 | 65850 | 0.0189 | - |
| 3.6822 | 65900 | 0.0159 | - |
| 3.6850 | 65950 | 0.016 | - |
| 3.6878 | 66000 | 0.0152 | - |
| 3.6906 | 66050 | 0.0158 | - |
| 3.6934 | 66100 | 0.0172 | - |
| 3.6962 | 66150 | 0.0148 | - |
| 3.6989 | 66200 | 0.0168 | - |
| 3.7017 | 66250 | 0.0159 | - |
| 3.7045 | 66300 | 0.017 | - |
| 3.7073 | 66350 | 0.0161 | - |
| 3.7101 | 66400 | 0.0166 | - |
| 3.7129 | 66450 | 0.0161 | - |
| 3.7157 | 66500 | 0.0146 | - |
| 3.7185 | 66550 | 0.0158 | - |
| 3.7213 | 66600 | 0.016 | - |
| 3.7241 | 66650 | 0.0169 | - |
| 3.7269 | 66700 | 0.0175 | - |
| 3.7297 | 66750 | 0.0151 | - |
| 3.7325 | 66800 | 0.0174 | - |
| 3.7353 | 66850 | 0.0165 | - |
| 3.7381 | 66900 | 0.0163 | - |
| 3.7409 | 66950 | 0.0166 | - |
| 3.7436 | 67000 | 0.0173 | - |
| 3.7464 | 67050 | 0.0171 | - |
| 3.7492 | 67100 | 0.0174 | - |
| 3.7520 | 67150 | 0.0157 | - |
| 3.7548 | 67200 | 0.0166 | - |
| 3.7576 | 67250 | 0.0161 | - |
| 3.7604 | 67300 | 0.0167 | - |
| 3.7632 | 67350 | 0.0178 | - |
| 3.7660 | 67400 | 0.0159 | - |
| 3.7688 | 67450 | 0.0162 | - |
| 3.7716 | 67500 | 0.016 | - |
| 3.7744 | 67550 | 0.0184 | - |
| 3.7772 | 67600 | 0.0164 | - |
| 3.7800 | 67650 | 0.0161 | - |
| 3.7828 | 67700 | 0.0158 | - |
| 3.7856 | 67750 | 0.015 | - |
| 3.7883 | 67800 | 0.0176 | - |
| 3.7911 | 67850 | 0.0137 | - |
| 3.7939 | 67900 | 0.0167 | - |
| 3.7967 | 67950 | 0.0152 | - |
| 3.7995 | 68000 | 0.0172 | - |
| 3.8023 | 68050 | 0.0158 | - |
| 3.8051 | 68100 | 0.0159 | - |
| 3.8079 | 68150 | 0.0165 | - |
| 3.8107 | 68200 | 0.0169 | - |
| 3.8135 | 68250 | 0.0156 | - |
| 3.8163 | 68300 | 0.0162 | - |
| 3.8191 | 68350 | 0.014 | - |
| 3.8219 | 68400 | 0.0147 | - |
| 3.8247 | 68450 | 0.0176 | - |
| 3.8275 | 68500 | 0.0155 | - |
| 3.8303 | 68550 | 0.0159 | - |
| 3.8330 | 68600 | 0.0157 | - |
| 3.8358 | 68650 | 0.0156 | - |
| 3.8386 | 68700 | 0.0161 | - |
| 3.8414 | 68750 | 0.0159 | - |
| 3.8442 | 68800 | 0.0158 | - |
| 3.8470 | 68850 | 0.0168 | - |
| 3.8498 | 68900 | 0.016 | - |
| 3.8526 | 68950 | 0.0142 | - |
| 3.8554 | 69000 | 0.0156 | - |
| 3.8582 | 69050 | 0.0168 | - |
| 3.8610 | 69100 | 0.0195 | - |
| 3.8638 | 69150 | 0.0158 | - |
| 3.8666 | 69200 | 0.0182 | - |
| 3.8694 | 69250 | 0.0162 | - |
| 3.8722 | 69300 | 0.0149 | - |
| 3.8750 | 69350 | 0.0174 | - |
| 3.8777 | 69400 | 0.0165 | - |
| 3.8805 | 69450 | 0.0166 | - |
| 3.8833 | 69500 | 0.0166 | - |
| 3.8861 | 69550 | 0.016 | - |
| 3.8889 | 69600 | 0.0169 | - |
| 3.8917 | 69650 | 0.0156 | - |
| 3.8945 | 69700 | 0.015 | - |
| 3.8973 | 69750 | 0.0156 | - |
| 3.9001 | 69800 | 0.0162 | - |
| 3.9029 | 69850 | 0.0155 | - |
| 3.9057 | 69900 | 0.0159 | - |
| 3.9085 | 69950 | 0.0169 | - |
| 3.9113 | 70000 | 0.0141 | - |
| 3.9141 | 70050 | 0.0164 | - |
| 3.9169 | 70100 | 0.0144 | - |
| 3.9197 | 70150 | 0.0167 | - |
| 3.9224 | 70200 | 0.0159 | - |
| 3.9252 | 70250 | 0.0136 | - |
| 3.9280 | 70300 | 0.0177 | - |
| 3.9308 | 70350 | 0.0171 | - |
| 3.9336 | 70400 | 0.0149 | - |
| 3.9364 | 70450 | 0.0163 | - |
| 3.9392 | 70500 | 0.0165 | - |
| 3.9420 | 70550 | 0.0152 | - |
| 3.9448 | 70600 | 0.0154 | - |
| 3.9476 | 70650 | 0.0172 | - |
| 3.9504 | 70700 | 0.0162 | - |
| 3.9532 | 70750 | 0.0155 | - |
| 3.9560 | 70800 | 0.0155 | - |
| 3.9588 | 70850 | 0.0149 | - |
| 3.9616 | 70900 | 0.0157 | - |
| 3.9644 | 70950 | 0.0158 | - |
| 3.9671 | 71000 | 0.0157 | - |
| 3.9699 | 71050 | 0.0174 | - |
| 3.9727 | 71100 | 0.0172 | - |
| 3.9755 | 71150 | 0.0171 | - |
| 3.9783 | 71200 | 0.0167 | - |
| 3.9811 | 71250 | 0.0165 | - |
| 3.9839 | 71300 | 0.0158 | - |
| 3.9867 | 71350 | 0.0163 | - |
| 3.9895 | 71400 | 0.0159 | - |
| 3.9923 | 71450 | 0.0166 | - |
| 3.9951 | 71500 | 0.016 | - |
| 3.9979 | 71550 | 0.0168 | - |
| 4.0007 | 71600 | 0.0182 | - |
| 4.0035 | 71650 | 0.0159 | - |
| 4.0063 | 71700 | 0.0161 | - |
| 4.0091 | 71750 | 0.0175 | - |
| 4.0118 | 71800 | 0.0151 | - |
| 4.0146 | 71850 | 0.0182 | - |
| 4.0174 | 71900 | 0.0156 | - |
| 4.0202 | 71950 | 0.0167 | - |
| 4.0230 | 72000 | 0.0152 | - |
| 4.0258 | 72050 | 0.0151 | - |
| 4.0286 | 72100 | 0.0165 | - |
| 4.0314 | 72150 | 0.0156 | - |
| 4.0342 | 72200 | 0.0157 | - |
| 4.0370 | 72250 | 0.0161 | - |
| 4.0398 | 72300 | 0.0161 | - |
| 4.0426 | 72350 | 0.0171 | - |
| 4.0454 | 72400 | 0.0153 | - |
| 4.0482 | 72450 | 0.0165 | - |
| 4.0510 | 72500 | 0.0161 | - |
| 4.0538 | 72550 | 0.0152 | - |
| 4.0565 | 72600 | 0.0191 | - |
| 4.0593 | 72650 | 0.0155 | - |
| 4.0621 | 72700 | 0.0168 | - |
| 4.0649 | 72750 | 0.0168 | - |
| 4.0677 | 72800 | 0.017 | - |
| 4.0705 | 72850 | 0.0155 | - |
| 4.0733 | 72900 | 0.0161 | - |
| 4.0761 | 72950 | 0.0159 | - |
| 4.0789 | 73000 | 0.0168 | - |
| 4.0817 | 73050 | 0.0163 | - |
| 4.0845 | 73100 | 0.0163 | - |
| 4.0873 | 73150 | 0.0169 | - |
| 4.0901 | 73200 | 0.0165 | - |
| 4.0929 | 73250 | 0.0143 | - |
| 4.0957 | 73300 | 0.0151 | - |
| 4.0985 | 73350 | 0.0156 | - |
| 4.1012 | 73400 | 0.0169 | - |
| 4.1040 | 73450 | 0.0161 | - |
| 4.1068 | 73500 | 0.0159 | - |
| 4.1096 | 73550 | 0.0163 | - |
| 4.1124 | 73600 | 0.0162 | - |
| 4.1152 | 73650 | 0.0142 | - |
| 4.1180 | 73700 | 0.0175 | - |
| 4.1208 | 73750 | 0.0155 | - |
| 4.1236 | 73800 | 0.0172 | - |
| 4.1264 | 73850 | 0.0167 | - |
| 4.1292 | 73900 | 0.0146 | - |
| 4.1320 | 73950 | 0.0164 | - |
| 4.1348 | 74000 | 0.015 | - |
| 4.1376 | 74050 | 0.0171 | - |
| 4.1404 | 74100 | 0.0169 | - |
| 4.1432 | 74150 | 0.0137 | - |
| 4.1459 | 74200 | 0.0145 | - |
| 4.1487 | 74250 | 0.0157 | - |
| 4.1515 | 74300 | 0.0147 | - |
| 4.1543 | 74350 | 0.0157 | - |
| 4.1571 | 74400 | 0.0138 | - |
| 4.1599 | 74450 | 0.0171 | - |
| 4.1627 | 74500 | 0.0168 | - |
| 4.1655 | 74550 | 0.0176 | - |
| 4.1683 | 74600 | 0.0151 | - |
| 4.1711 | 74650 | 0.0148 | - |
| 4.1739 | 74700 | 0.0163 | - |
| 4.1767 | 74750 | 0.0166 | - |
| 4.1795 | 74800 | 0.0146 | - |
| 4.1823 | 74850 | 0.0154 | - |
| 4.1851 | 74900 | 0.0158 | - |
| 4.1879 | 74950 | 0.0154 | - |
| 4.1906 | 75000 | 0.016 | - |
| 4.1934 | 75050 | 0.0153 | - |
| 4.1962 | 75100 | 0.0161 | - |
| 4.1990 | 75150 | 0.0145 | - |
| 4.2018 | 75200 | 0.0158 | - |
| 4.2046 | 75250 | 0.0171 | - |
| 4.2074 | 75300 | 0.0157 | - |
| 4.2102 | 75350 | 0.016 | - |
| 4.2130 | 75400 | 0.017 | - |
| 4.2158 | 75450 | 0.0161 | - |
| 4.2186 | 75500 | 0.0162 | - |
| 4.2214 | 75550 | 0.0148 | - |
| 4.2242 | 75600 | 0.0162 | - |
| 4.2270 | 75650 | 0.0158 | - |
| 4.2298 | 75700 | 0.0162 | - |
| 4.2326 | 75750 | 0.0168 | - |
| 4.2353 | 75800 | 0.0168 | - |
| 4.2381 | 75850 | 0.0162 | - |
| 4.2409 | 75900 | 0.0154 | - |
| 4.2437 | 75950 | 0.0155 | - |
| 4.2465 | 76000 | 0.0164 | - |
| 4.2493 | 76050 | 0.0157 | - |
| 4.2521 | 76100 | 0.015 | - |
| 4.2549 | 76150 | 0.0166 | - |
| 4.2577 | 76200 | 0.0171 | - |
| 4.2605 | 76250 | 0.0164 | - |
| 4.2633 | 76300 | 0.0163 | - |
| 4.2661 | 76350 | 0.0145 | - |
| 4.2689 | 76400 | 0.0153 | - |
| 4.2717 | 76450 | 0.015 | - |
| 4.2745 | 76500 | 0.0163 | - |
| 4.2773 | 76550 | 0.0179 | - |
| 4.2800 | 76600 | 0.0166 | - |
| 4.2828 | 76650 | 0.015 | - |
| 4.2856 | 76700 | 0.0165 | - |
| 4.2884 | 76750 | 0.0169 | - |
| 4.2912 | 76800 | 0.0167 | - |
| 4.2940 | 76850 | 0.0157 | - |
| 4.2968 | 76900 | 0.0166 | - |
| 4.2996 | 76950 | 0.0149 | - |
| 4.3024 | 77000 | 0.0151 | - |
| 4.3052 | 77050 | 0.0164 | - |
| 4.3080 | 77100 | 0.0158 | - |
| 4.3108 | 77150 | 0.018 | - |
| 4.3136 | 77200 | 0.0164 | - |
| 4.3164 | 77250 | 0.017 | - |
| 4.3192 | 77300 | 0.0159 | - |
| 4.3220 | 77350 | 0.0185 | - |
| 4.3247 | 77400 | 0.0164 | - |
| 4.3275 | 77450 | 0.0163 | - |
| 4.3303 | 77500 | 0.0159 | - |
| 4.3331 | 77550 | 0.0163 | - |
| 4.3359 | 77600 | 0.017 | - |
| 4.3387 | 77650 | 0.0155 | - |
| 4.3415 | 77700 | 0.016 | - |
| 4.3443 | 77750 | 0.016 | - |
| 4.3471 | 77800 | 0.017 | - |
| 4.3499 | 77850 | 0.0149 | - |
| 4.3527 | 77900 | 0.0155 | - |
| 4.3555 | 77950 | 0.0171 | - |
| 4.3583 | 78000 | 0.0168 | - |
| 4.3611 | 78050 | 0.0159 | - |
| 4.3639 | 78100 | 0.0141 | - |
| 4.3667 | 78150 | 0.0179 | - |
| 4.3694 | 78200 | 0.0178 | - |
| 4.3722 | 78250 | 0.0158 | - |
| 4.3750 | 78300 | 0.016 | - |
| 4.3778 | 78350 | 0.015 | - |
| 4.3806 | 78400 | 0.0167 | - |
| 4.3834 | 78450 | 0.016 | - |
| 4.3862 | 78500 | 0.0152 | - |
| 4.3890 | 78550 | 0.0156 | - |
| 4.3918 | 78600 | 0.0174 | - |
| 4.3946 | 78650 | 0.0166 | - |
| 4.3974 | 78700 | 0.016 | - |
| 4.4002 | 78750 | 0.0171 | - |
| 4.4030 | 78800 | 0.0162 | - |
| 4.4058 | 78850 | 0.0142 | - |
| 4.4086 | 78900 | 0.0152 | - |
| 4.4114 | 78950 | 0.0164 | - |
| 4.4141 | 79000 | 0.0164 | - |
| 4.4169 | 79050 | 0.0158 | - |
| 4.4197 | 79100 | 0.0165 | - |
| 4.4225 | 79150 | 0.0181 | - |
| 4.4253 | 79200 | 0.0156 | - |
| 4.4281 | 79250 | 0.0148 | - |
| 4.4309 | 79300 | 0.0167 | - |
| 4.4337 | 79350 | 0.0158 | - |
| 4.4365 | 79400 | 0.0172 | - |
| 4.4393 | 79450 | 0.0157 | - |
| 4.4421 | 79500 | 0.0149 | - |
| 4.4449 | 79550 | 0.0148 | - |
| 4.4477 | 79600 | 0.0165 | - |
| 4.4505 | 79650 | 0.0144 | - |
| 4.4533 | 79700 | 0.0152 | - |
| 4.4561 | 79750 | 0.0177 | - |
| 4.4588 | 79800 | 0.016 | - |
| 4.4616 | 79850 | 0.0165 | - |
| 4.4644 | 79900 | 0.0152 | - |
| 4.4672 | 79950 | 0.0166 | - |
| 4.4700 | 80000 | 0.0142 | - |
| 4.4728 | 80050 | 0.018 | - |
| 4.4756 | 80100 | 0.0138 | - |
| 4.4784 | 80150 | 0.0154 | - |
| 4.4812 | 80200 | 0.0162 | - |
| 4.4840 | 80250 | 0.0165 | - |
| 4.4868 | 80300 | 0.0171 | - |
| 4.4896 | 80350 | 0.0156 | - |
| 4.4924 | 80400 | 0.0147 | - |
| 4.4952 | 80450 | 0.0141 | - |
| 4.4980 | 80500 | 0.0163 | - |
| 4.5008 | 80550 | 0.0148 | - |
| 4.5035 | 80600 | 0.0155 | - |
| 4.5063 | 80650 | 0.0153 | - |
| 4.5091 | 80700 | 0.0144 | - |
| 4.5119 | 80750 | 0.0171 | - |
| 4.5147 | 80800 | 0.0155 | - |
| 4.5175 | 80850 | 0.0159 | - |
| 4.5203 | 80900 | 0.0166 | - |
| 4.5231 | 80950 | 0.0176 | - |
| 4.5259 | 81000 | 0.0137 | - |
| 4.5287 | 81050 | 0.0168 | - |
| 4.5315 | 81100 | 0.0169 | - |
| 4.5343 | 81150 | 0.0154 | - |
| 4.5371 | 81200 | 0.0169 | - |
| 4.5399 | 81250 | 0.0169 | - |
| 4.5427 | 81300 | 0.0153 | - |
| 4.5455 | 81350 | 0.015 | - |
| 4.5482 | 81400 | 0.0152 | - |
| 4.5510 | 81450 | 0.0151 | - |
| 4.5538 | 81500 | 0.0157 | - |
| 4.5566 | 81550 | 0.0165 | - |
| 4.5594 | 81600 | 0.0157 | - |
| 4.5622 | 81650 | 0.0158 | - |
| 4.5650 | 81700 | 0.016 | - |
| 4.5678 | 81750 | 0.0158 | - |
| 4.5706 | 81800 | 0.016 | - |
| 4.5734 | 81850 | 0.0163 | - |
| 4.5762 | 81900 | 0.0161 | - |
| 4.5790 | 81950 | 0.0161 | - |
| 4.5818 | 82000 | 0.0181 | - |
| 4.5846 | 82050 | 0.0176 | - |
| 4.5874 | 82100 | 0.0152 | - |
| 4.5902 | 82150 | 0.0171 | - |
| 4.5929 | 82200 | 0.0166 | - |
| 4.5957 | 82250 | 0.0142 | - |
| 4.5985 | 82300 | 0.0175 | - |
| 4.6013 | 82350 | 0.0167 | - |
| 4.6041 | 82400 | 0.0161 | - |
| 4.6069 | 82450 | 0.0169 | - |
| 4.6097 | 82500 | 0.0177 | - |
| 4.6125 | 82550 | 0.0162 | - |
| 4.6153 | 82600 | 0.0156 | - |
| 4.6181 | 82650 | 0.0159 | - |
| 4.6209 | 82700 | 0.0179 | - |
| 4.6237 | 82750 | 0.0162 | - |
| 4.6265 | 82800 | 0.0167 | - |
| 4.6293 | 82850 | 0.0146 | - |
| 4.6321 | 82900 | 0.0167 | - |
| 4.6349 | 82950 | 0.0148 | - |
| 4.6376 | 83000 | 0.0161 | - |
| 4.6404 | 83050 | 0.0165 | - |
| 4.6432 | 83100 | 0.0173 | - |
| 4.6460 | 83150 | 0.0152 | - |
| 4.6488 | 83200 | 0.0158 | - |
| 4.6516 | 83250 | 0.016 | - |
| 4.6544 | 83300 | 0.0155 | - |
| 4.6572 | 83350 | 0.0165 | - |
| 4.6600 | 83400 | 0.0161 | - |
| 4.6628 | 83450 | 0.0172 | - |
| 4.6656 | 83500 | 0.0168 | - |
| 4.6684 | 83550 | 0.0177 | - |
| 4.6712 | 83600 | 0.0151 | - |
| 4.6740 | 83650 | 0.0171 | - |
| 4.6768 | 83700 | 0.0153 | - |
| 4.6796 | 83750 | 0.016 | - |
| 4.6823 | 83800 | 0.0158 | - |
| 4.6851 | 83850 | 0.017 | - |
| 4.6879 | 83900 | 0.0156 | - |
| 4.6907 | 83950 | 0.018 | - |
| 4.6935 | 84000 | 0.0157 | - |
| 4.6963 | 84050 | 0.0161 | - |
| 4.6991 | 84100 | 0.0159 | - |
| 4.7019 | 84150 | 0.0172 | - |
| 4.7047 | 84200 | 0.0159 | - |
| 4.7075 | 84250 | 0.0164 | - |
| 4.7103 | 84300 | 0.0151 | - |
| 4.7131 | 84350 | 0.0162 | - |
| 4.7159 | 84400 | 0.016 | - |
| 4.7187 | 84450 | 0.0166 | - |
| 4.7215 | 84500 | 0.016 | - |
| 4.7243 | 84550 | 0.017 | - |
| 4.7270 | 84600 | 0.0145 | - |
| 4.7298 | 84650 | 0.0148 | - |
| 4.7326 | 84700 | 0.0163 | - |
| 4.7354 | 84750 | 0.015 | - |
| 4.7382 | 84800 | 0.016 | - |
| 4.7410 | 84850 | 0.0167 | - |
| 4.7438 | 84900 | 0.0151 | - |
| 4.7466 | 84950 | 0.0159 | - |
| 4.7494 | 85000 | 0.016 | - |
| 4.7522 | 85050 | 0.0142 | - |
| 4.7550 | 85100 | 0.0164 | - |
| 4.7578 | 85150 | 0.0182 | - |
| 4.7606 | 85200 | 0.017 | - |
| 4.7634 | 85250 | 0.0175 | - |
| 4.7662 | 85300 | 0.0153 | - |
| 4.7690 | 85350 | 0.017 | - |
| 4.7717 | 85400 | 0.015 | - |
| 4.7745 | 85450 | 0.0155 | - |
| 4.7773 | 85500 | 0.0177 | - |
| 4.7801 | 85550 | 0.0164 | - |
| 4.7829 | 85600 | 0.0143 | - |
| 4.7857 | 85650 | 0.0162 | - |
| 4.7885 | 85700 | 0.0171 | - |
| 4.7913 | 85750 | 0.0164 | - |
| 4.7941 | 85800 | 0.0156 | - |
| 4.7969 | 85850 | 0.0157 | - |
| 4.7997 | 85900 | 0.016 | - |
| 4.8025 | 85950 | 0.0156 | - |
| 4.8053 | 86000 | 0.0169 | - |
| 4.8081 | 86050 | 0.0149 | - |
| 4.8109 | 86100 | 0.0146 | - |
| 4.8137 | 86150 | 0.014 | - |
| 4.8164 | 86200 | 0.0145 | - |
| 4.8192 | 86250 | 0.0167 | - |
| 4.8220 | 86300 | 0.016 | - |
| 4.8248 | 86350 | 0.0151 | - |
| 4.8276 | 86400 | 0.0161 | - |
| 4.8304 | 86450 | 0.0167 | - |
| 4.8332 | 86500 | 0.0181 | - |
| 4.8360 | 86550 | 0.0141 | - |
| 4.8388 | 86600 | 0.0163 | - |
| 4.8416 | 86650 | 0.016 | - |
| 4.8444 | 86700 | 0.015 | - |
| 4.8472 | 86750 | 0.0152 | - |
| 4.8500 | 86800 | 0.0156 | - |
| 4.8528 | 86850 | 0.0142 | - |
| 4.8556 | 86900 | 0.0155 | - |
| 4.8584 | 86950 | 0.0173 | - |
| 4.8611 | 87000 | 0.0171 | - |
| 4.8639 | 87050 | 0.0179 | - |
| 4.8667 | 87100 | 0.0156 | - |
| 4.8695 | 87150 | 0.0153 | - |
| 4.8723 | 87200 | 0.0161 | - |
| 4.8751 | 87250 | 0.0146 | - |
| 4.8779 | 87300 | 0.0165 | - |
| 4.8807 | 87350 | 0.0148 | - |
| 4.8835 | 87400 | 0.0158 | - |
| 4.8863 | 87450 | 0.0147 | - |
| 4.8891 | 87500 | 0.0153 | - |
| 4.8919 | 87550 | 0.0136 | - |
| 4.8947 | 87600 | 0.0153 | - |
| 4.8975 | 87650 | 0.0159 | - |
| 4.9003 | 87700 | 0.0164 | - |
| 4.9031 | 87750 | 0.0157 | - |
| 4.9059 | 87800 | 0.0133 | - |
| 4.9086 | 87850 | 0.0162 | - |
| 4.9114 | 87900 | 0.0142 | - |
| 4.9142 | 87950 | 0.016 | - |
| 4.9170 | 88000 | 0.0158 | - |
| 4.9198 | 88050 | 0.0151 | - |
| 4.9226 | 88100 | 0.0167 | - |
| 4.9254 | 88150 | 0.0164 | - |
| 4.9282 | 88200 | 0.0161 | - |
| 4.9310 | 88250 | 0.0153 | - |
| 4.9338 | 88300 | 0.015 | - |
| 4.9366 | 88350 | 0.0146 | - |
| 4.9394 | 88400 | 0.0172 | - |
| 4.9422 | 88450 | 0.0155 | - |
| 4.9450 | 88500 | 0.0152 | - |
| 4.9478 | 88550 | 0.0156 | - |
| 4.9506 | 88600 | 0.0171 | - |
| 4.9533 | 88650 | 0.0157 | - |
| 4.9561 | 88700 | 0.0165 | - |
| 4.9589 | 88750 | 0.0165 | - |
| 4.9617 | 88800 | 0.0165 | - |
| 4.9645 | 88850 | 0.0153 | - |
| 4.9673 | 88900 | 0.0141 | - |
| 4.9701 | 88950 | 0.0156 | - |
| 4.9729 | 89000 | 0.0152 | - |
| 4.9757 | 89050 | 0.0157 | - |
| 4.9785 | 89100 | 0.0157 | - |
| 4.9813 | 89150 | 0.0168 | - |
| 4.9841 | 89200 | 0.0163 | - |
| 4.9869 | 89250 | 0.0161 | - |
| 4.9897 | 89300 | 0.0142 | - |
| 4.9925 | 89350 | 0.0148 | - |
| 4.9953 | 89400 | 0.0167 | - |
| 4.9980 | 89450 | 0.017 | - |
| 5.0008 | 89500 | 0.0149 | - |
| 5.0036 | 89550 | 0.0143 | - |
| 5.0064 | 89600 | 0.0161 | - |
| 5.0092 | 89650 | 0.0146 | - |
| 5.0120 | 89700 | 0.0152 | - |
| 5.0148 | 89750 | 0.016 | - |
| 5.0176 | 89800 | 0.016 | - |
| 5.0204 | 89850 | 0.014 | - |
| 5.0232 | 89900 | 0.015 | - |
| 5.0260 | 89950 | 0.0178 | - |
| 5.0288 | 90000 | 0.016 | - |
| 5.0316 | 90050 | 0.017 | - |
| 5.0344 | 90100 | 0.0157 | - |
| 5.0372 | 90150 | 0.0149 | - |
| 5.0400 | 90200 | 0.0151 | - |
| 5.0427 | 90250 | 0.0169 | - |
| 5.0455 | 90300 | 0.0143 | - |
| 5.0483 | 90350 | 0.0161 | - |
| 5.0511 | 90400 | 0.0157 | - |
| 5.0539 | 90450 | 0.0158 | - |
| 5.0567 | 90500 | 0.0139 | - |
| 5.0595 | 90550 | 0.0142 | - |
| 5.0623 | 90600 | 0.0159 | - |
| 5.0651 | 90650 | 0.0172 | - |
| 5.0679 | 90700 | 0.0158 | - |
| 5.0707 | 90750 | 0.0158 | - |
| 5.0735 | 90800 | 0.0165 | - |
| 5.0763 | 90850 | 0.0165 | - |
| 5.0791 | 90900 | 0.0173 | - |
| 5.0819 | 90950 | 0.0154 | - |
| 5.0847 | 91000 | 0.0154 | - |
| 5.0874 | 91050 | 0.017 | - |
| 5.0902 | 91100 | 0.0156 | - |
| 5.0930 | 91150 | 0.0173 | - |
| 5.0958 | 91200 | 0.0169 | - |
| 5.0986 | 91250 | 0.0155 | - |
| 5.1014 | 91300 | 0.0163 | - |
| 5.1042 | 91350 | 0.0144 | - |
| 5.1070 | 91400 | 0.015 | - |
| 5.1098 | 91450 | 0.017 | - |
| 5.1126 | 91500 | 0.0138 | - |
| 5.1154 | 91550 | 0.0172 | - |
| 5.1182 | 91600 | 0.0159 | - |
| 5.1210 | 91650 | 0.0136 | - |
| 5.1238 | 91700 | 0.0162 | - |
| 5.1266 | 91750 | 0.0167 | - |
| 5.1294 | 91800 | 0.0148 | - |
| 5.1321 | 91850 | 0.0149 | - |
| 5.1349 | 91900 | 0.0159 | - |
| 5.1377 | 91950 | 0.0173 | - |
| 5.1405 | 92000 | 0.0154 | - |
| 5.1433 | 92050 | 0.0149 | - |
| 5.1461 | 92100 | 0.0133 | - |
| 5.1489 | 92150 | 0.0129 | - |
| 5.1517 | 92200 | 0.0183 | - |
| 5.1545 | 92250 | 0.0135 | - |
| 5.1573 | 92300 | 0.0156 | - |
| 5.1601 | 92350 | 0.0181 | - |
| 5.1629 | 92400 | 0.0151 | - |
| 5.1657 | 92450 | 0.016 | - |
| 5.1685 | 92500 | 0.0149 | - |
| 5.1713 | 92550 | 0.0153 | - |
| 5.1741 | 92600 | 0.0154 | - |
| 5.1768 | 92650 | 0.0147 | - |
| 5.1796 | 92700 | 0.0158 | - |
| 5.1824 | 92750 | 0.0157 | - |
| 5.1852 | 92800 | 0.0182 | - |
| 5.1880 | 92850 | 0.0156 | - |
| 5.1908 | 92900 | 0.0154 | - |
| 5.1936 | 92950 | 0.0178 | - |
| 5.1964 | 93000 | 0.0149 | - |
| 5.1992 | 93050 | 0.0145 | - |
| 5.2020 | 93100 | 0.0157 | - |
| 5.2048 | 93150 | 0.0167 | - |
| 5.2076 | 93200 | 0.016 | - |
| 5.2104 | 93250 | 0.0149 | - |
| 5.2132 | 93300 | 0.0149 | - |
| 5.2160 | 93350 | 0.0159 | - |
| 5.2188 | 93400 | 0.0163 | - |
| 5.2215 | 93450 | 0.0142 | - |
| 5.2243 | 93500 | 0.0152 | - |
| 5.2271 | 93550 | 0.0169 | - |
| 5.2299 | 93600 | 0.0168 | - |
| 5.2327 | 93650 | 0.016 | - |
| 5.2355 | 93700 | 0.015 | - |
| 5.2383 | 93750 | 0.0162 | - |
| 5.2411 | 93800 | 0.0174 | - |
| 5.2439 | 93850 | 0.0166 | - |
| 5.2467 | 93900 | 0.0155 | - |
| 5.2495 | 93950 | 0.0158 | - |
| 5.2523 | 94000 | 0.0165 | - |
| 5.2551 | 94050 | 0.0172 | - |
| 5.2579 | 94100 | 0.0154 | - |
| 5.2607 | 94150 | 0.016 | - |
| 5.2635 | 94200 | 0.0153 | - |
| 5.2662 | 94250 | 0.0163 | - |
| 5.2690 | 94300 | 0.0167 | - |
| 5.2718 | 94350 | 0.0151 | - |
| 5.2746 | 94400 | 0.0181 | - |
| 5.2774 | 94450 | 0.0163 | - |
| 5.2802 | 94500 | 0.0141 | - |
| 5.2830 | 94550 | 0.0177 | - |
| 5.2858 | 94600 | 0.0151 | - |
| 5.2886 | 94650 | 0.0185 | - |
| 5.2914 | 94700 | 0.0166 | - |
| 5.2942 | 94750 | 0.0152 | - |
| 5.2970 | 94800 | 0.0148 | - |
| 5.2998 | 94850 | 0.0163 | - |
| 5.3026 | 94900 | 0.0157 | - |
| 5.3054 | 94950 | 0.013 | - |
| 5.3082 | 95000 | 0.0177 | - |
| 5.3109 | 95050 | 0.0151 | - |
| 5.3137 | 95100 | 0.0166 | - |
| 5.3165 | 95150 | 0.0165 | - |
| 5.3193 | 95200 | 0.0148 | - |
| 5.3221 | 95250 | 0.0159 | - |
| 5.3249 | 95300 | 0.0165 | - |
| 5.3277 | 95350 | 0.0168 | - |
| 5.3305 | 95400 | 0.0145 | - |
| 5.3333 | 95450 | 0.0162 | - |
| 5.3361 | 95500 | 0.0148 | - |
| 5.3389 | 95550 | 0.0153 | - |
| 5.3417 | 95600 | 0.0156 | - |
| 5.3445 | 95650 | 0.0146 | - |
| 5.3473 | 95700 | 0.014 | - |
| 5.3501 | 95750 | 0.0161 | - |
| 5.3529 | 95800 | 0.016 | - |
| 5.3556 | 95850 | 0.016 | - |
| 5.3584 | 95900 | 0.0146 | - |
| 5.3612 | 95950 | 0.0158 | - |
| 5.3640 | 96000 | 0.0152 | - |
| 5.3668 | 96050 | 0.015 | - |
| 5.3696 | 96100 | 0.0155 | - |
| 5.3724 | 96150 | 0.0155 | - |
| 5.3752 | 96200 | 0.0165 | - |
| 5.3780 | 96250 | 0.0165 | - |
| 5.3808 | 96300 | 0.0164 | - |
| 5.3836 | 96350 | 0.0156 | - |
| 5.3864 | 96400 | 0.0147 | - |
| 5.3892 | 96450 | 0.0158 | - |
| 5.3920 | 96500 | 0.0148 | - |
| 5.3948 | 96550 | 0.0147 | - |
| 5.3976 | 96600 | 0.0153 | - |
| 5.4003 | 96650 | 0.017 | - |
| 5.4031 | 96700 | 0.0173 | - |
| 5.4059 | 96750 | 0.017 | - |
| 5.4087 | 96800 | 0.0149 | - |
| 5.4115 | 96850 | 0.0166 | - |
| 5.4143 | 96900 | 0.0163 | - |
| 5.4171 | 96950 | 0.0157 | - |
| 5.4199 | 97000 | 0.0167 | - |
| 5.4227 | 97050 | 0.016 | - |
| 5.4255 | 97100 | 0.0175 | - |
| 5.4283 | 97150 | 0.0153 | - |
| 5.4311 | 97200 | 0.0156 | - |
| 5.4339 | 97250 | 0.0171 | - |
| 5.4367 | 97300 | 0.016 | - |
| 5.4395 | 97350 | 0.0143 | - |
| 5.4423 | 97400 | 0.0151 | - |
| 5.4450 | 97450 | 0.0137 | - |
| 5.4478 | 97500 | 0.0158 | - |
| 5.4506 | 97550 | 0.0165 | - |
| 5.4534 | 97600 | 0.0158 | - |
| 5.4562 | 97650 | 0.0157 | - |
| 5.4590 | 97700 | 0.0149 | - |
| 5.4618 | 97750 | 0.0155 | - |
| 5.4646 | 97800 | 0.0162 | - |
| 5.4674 | 97850 | 0.0153 | - |
| 5.4702 | 97900 | 0.0169 | - |
| 5.4730 | 97950 | 0.0155 | - |
| 5.4758 | 98000 | 0.0147 | - |
| 5.4786 | 98050 | 0.0162 | - |
| 5.4814 | 98100 | 0.0155 | - |
| 5.4842 | 98150 | 0.0167 | - |
| 5.4870 | 98200 | 0.0167 | - |
| 5.4897 | 98250 | 0.0161 | - |
| 5.4925 | 98300 | 0.0148 | - |
| 5.4953 | 98350 | 0.0156 | - |
| 5.4981 | 98400 | 0.0143 | - |
| 5.5009 | 98450 | 0.0158 | - |
| 5.5037 | 98500 | 0.0157 | - |
| 5.5065 | 98550 | 0.0158 | - |
| 5.5093 | 98600 | 0.0152 | - |
| 5.5121 | 98650 | 0.0161 | - |
| 5.5149 | 98700 | 0.0158 | - |
| 5.5177 | 98750 | 0.0163 | - |
| 5.5205 | 98800 | 0.0165 | - |
| 5.5233 | 98850 | 0.015 | - |
| 5.5261 | 98900 | 0.0158 | - |
| 5.5289 | 98950 | 0.018 | - |
| 5.5317 | 99000 | 0.0164 | - |
| 5.5344 | 99050 | 0.0162 | - |
| 5.5372 | 99100 | 0.0145 | - |
| 5.5400 | 99150 | 0.0165 | - |
| 5.5428 | 99200 | 0.0158 | - |
| 5.5456 | 99250 | 0.0174 | - |
| 5.5484 | 99300 | 0.0144 | - |
| 5.5512 | 99350 | 0.0165 | - |
| 5.5540 | 99400 | 0.0146 | - |
| 5.5568 | 99450 | 0.0156 | - |
| 5.5596 | 99500 | 0.0169 | - |
| 5.5624 | 99550 | 0.0167 | - |
| 5.5652 | 99600 | 0.0164 | - |
| 5.5680 | 99650 | 0.0151 | - |
| 5.5708 | 99700 | 0.0165 | - |
| 5.5736 | 99750 | 0.017 | - |
| 5.5764 | 99800 | 0.0144 | - |
| 5.5791 | 99850 | 0.016 | - |
| 5.5819 | 99900 | 0.0168 | - |
| 5.5847 | 99950 | 0.0152 | - |
| 5.5875 | 100000 | 0.0149 | - |
| 5.5903 | 100050 | 0.0156 | - |
| 5.5931 | 100100 | 0.0165 | - |
| 5.5959 | 100150 | 0.0152 | - |
| 5.5987 | 100200 | 0.0157 | - |
| 5.6015 | 100250 | 0.0153 | - |
| 5.6043 | 100300 | 0.0172 | - |
| 5.6071 | 100350 | 0.0159 | - |
| 5.6099 | 100400 | 0.0162 | - |
| 5.6127 | 100450 | 0.0169 | - |
| 5.6155 | 100500 | 0.0171 | - |
| 5.6183 | 100550 | 0.0145 | - |
| 5.6211 | 100600 | 0.0179 | - |
| 5.6238 | 100650 | 0.0158 | - |
| 5.6266 | 100700 | 0.0145 | - |
| 5.6294 | 100750 | 0.0155 | - |
| 5.6322 | 100800 | 0.0168 | - |
| 5.6350 | 100850 | 0.0156 | - |
| 5.6378 | 100900 | 0.0156 | - |
| 5.6406 | 100950 | 0.0138 | - |
| 5.6434 | 101000 | 0.0172 | - |
| 5.6462 | 101050 | 0.0168 | - |
| 5.6490 | 101100 | 0.0162 | - |
| 5.6518 | 101150 | 0.0153 | - |
| 5.6546 | 101200 | 0.015 | - |
| 5.6574 | 101250 | 0.0172 | - |
| 5.6602 | 101300 | 0.0177 | - |
| 5.6630 | 101350 | 0.0162 | - |
| 5.6658 | 101400 | 0.013 | - |
| 5.6685 | 101450 | 0.0163 | - |
| 5.6713 | 101500 | 0.0149 | - |
| 5.6741 | 101550 | 0.0144 | - |
| 5.6769 | 101600 | 0.0151 | - |
| 5.6797 | 101650 | 0.0152 | - |
| 5.6825 | 101700 | 0.0178 | - |
| 5.6853 | 101750 | 0.0154 | - |
| 5.6881 | 101800 | 0.0153 | - |
| 5.6909 | 101850 | 0.0148 | - |
| 5.6937 | 101900 | 0.0173 | - |
| 5.6965 | 101950 | 0.0161 | - |
| 5.6993 | 102000 | 0.0152 | - |
| 5.7021 | 102050 | 0.0146 | - |
| 5.7049 | 102100 | 0.0158 | - |
| 5.7077 | 102150 | 0.0145 | - |
| 5.7105 | 102200 | 0.016 | - |
| 5.7132 | 102250 | 0.0159 | - |
| 5.7160 | 102300 | 0.0153 | - |
| 5.7188 | 102350 | 0.014 | - |
| 5.7216 | 102400 | 0.0155 | - |
| 5.7244 | 102450 | 0.0159 | - |
| 5.7272 | 102500 | 0.0147 | - |
| 5.7300 | 102550 | 0.0152 | - |
| 5.7328 | 102600 | 0.0158 | - |
| 5.7356 | 102650 | 0.0163 | - |
| 5.7384 | 102700 | 0.0152 | - |
| 5.7412 | 102750 | 0.0165 | - |
| 5.7440 | 102800 | 0.0159 | - |
| 5.7468 | 102850 | 0.0166 | - |
| 5.7496 | 102900 | 0.0169 | - |
| 5.7524 | 102950 | 0.0171 | - |
| 5.7552 | 103000 | 0.0153 | - |
| 5.7579 | 103050 | 0.016 | - |
| 5.7607 | 103100 | 0.0148 | - |
| 5.7635 | 103150 | 0.0168 | - |
| 5.7663 | 103200 | 0.0155 | - |
| 5.7691 | 103250 | 0.0166 | - |
| 5.7719 | 103300 | 0.0151 | - |
| 5.7747 | 103350 | 0.0173 | - |
| 5.7775 | 103400 | 0.0138 | - |
| 5.7803 | 103450 | 0.0151 | - |
| 5.7831 | 103500 | 0.0163 | - |
| 5.7859 | 103550 | 0.0149 | - |
| 5.7887 | 103600 | 0.0154 | - |
| 5.7915 | 103650 | 0.0164 | - |
| 5.7943 | 103700 | 0.016 | - |
| 5.7971 | 103750 | 0.0159 | - |
| 5.7999 | 103800 | 0.0171 | - |
| 5.8026 | 103850 | 0.0162 | - |
| 5.8054 | 103900 | 0.0159 | - |
| 5.8082 | 103950 | 0.0163 | - |
| 5.8110 | 104000 | 0.0165 | - |
| 5.8138 | 104050 | 0.0154 | - |
| 5.8166 | 104100 | 0.0146 | - |
| 5.8194 | 104150 | 0.0167 | - |
| 5.8222 | 104200 | 0.0158 | - |
| 5.8250 | 104250 | 0.0176 | - |
| 5.8278 | 104300 | 0.0158 | - |
| 5.8306 | 104350 | 0.0156 | - |
| 5.8334 | 104400 | 0.0133 | - |
| 5.8362 | 104450 | 0.0171 | - |
| 5.8390 | 104500 | 0.0166 | - |
| 5.8418 | 104550 | 0.0182 | - |
| 5.8446 | 104600 | 0.0158 | - |
| 5.8473 | 104650 | 0.0164 | - |
| 5.8501 | 104700 | 0.0155 | - |
| 5.8529 | 104750 | 0.017 | - |
| 5.8557 | 104800 | 0.0159 | - |
| 5.8585 | 104850 | 0.0137 | - |
| 5.8613 | 104900 | 0.0156 | - |
| 5.8641 | 104950 | 0.0151 | - |
| 5.8669 | 105000 | 0.0156 | - |
| 5.8697 | 105050 | 0.0167 | - |
| 5.8725 | 105100 | 0.0156 | - |
| 5.8753 | 105150 | 0.0163 | - |
| 5.8781 | 105200 | 0.0167 | - |
| 5.8809 | 105250 | 0.0159 | - |
| 5.8837 | 105300 | 0.0165 | - |
| 5.8865 | 105350 | 0.017 | - |
| 5.8893 | 105400 | 0.0162 | - |
| 5.8920 | 105450 | 0.0154 | - |
| 5.8948 | 105500 | 0.0159 | - |
| 5.8976 | 105550 | 0.0156 | - |
| 5.9004 | 105600 | 0.0155 | - |
| 5.9032 | 105650 | 0.0154 | - |
| 5.9060 | 105700 | 0.0167 | - |
| 5.9088 | 105750 | 0.0153 | - |
| 5.9116 | 105800 | 0.0146 | - |
| 5.9144 | 105850 | 0.0156 | - |
| 5.9172 | 105900 | 0.0172 | - |
| 5.9200 | 105950 | 0.0169 | - |
| 5.9228 | 106000 | 0.0142 | - |
| 5.9256 | 106050 | 0.0167 | - |
| 5.9284 | 106100 | 0.0149 | - |
| 5.9312 | 106150 | 0.0159 | - |
| 5.9340 | 106200 | 0.0164 | - |
| 5.9367 | 106250 | 0.017 | - |
| 5.9395 | 106300 | 0.0148 | - |
| 5.9423 | 106350 | 0.0167 | - |
| 5.9451 | 106400 | 0.0148 | - |
| 5.9479 | 106450 | 0.0172 | - |
| 5.9507 | 106500 | 0.0156 | - |
| 5.9535 | 106550 | 0.0179 | - |
| 5.9563 | 106600 | 0.0145 | - |
| 5.9591 | 106650 | 0.0164 | - |
| 5.9619 | 106700 | 0.0157 | - |
| 5.9647 | 106750 | 0.0159 | - |
| 5.9675 | 106800 | 0.0156 | - |
| 5.9703 | 106850 | 0.0159 | - |
| 5.9731 | 106900 | 0.0156 | - |
| 5.9759 | 106950 | 0.0162 | - |
| 5.9787 | 107000 | 0.0161 | - |
| 5.9814 | 107050 | 0.0161 | - |
| 5.9842 | 107100 | 0.0153 | - |
| 5.9870 | 107150 | 0.0161 | - |
| 5.9898 | 107200 | 0.0155 | - |
| 5.9926 | 107250 | 0.0158 | - |
| 5.9954 | 107300 | 0.0164 | - |
| 5.9982 | 107350 | 0.0164 | - |
| 6.0010 | 107400 | 0.0158 | - |
| 6.0038 | 107450 | 0.0142 | - |
| 6.0066 | 107500 | 0.0152 | - |
| 6.0094 | 107550 | 0.0169 | - |
| 6.0122 | 107600 | 0.0147 | - |
| 6.0150 | 107650 | 0.0166 | - |
| 6.0178 | 107700 | 0.0157 | - |
| 6.0206 | 107750 | 0.0136 | - |
| 6.0234 | 107800 | 0.0178 | - |
| 6.0261 | 107850 | 0.0163 | - |
| 6.0289 | 107900 | 0.015 | - |
| 6.0317 | 107950 | 0.0161 | - |
| 6.0345 | 108000 | 0.0157 | - |
| 6.0373 | 108050 | 0.0179 | - |
| 6.0401 | 108100 | 0.0168 | - |
| 6.0429 | 108150 | 0.0159 | - |
| 6.0457 | 108200 | 0.0147 | - |
| 6.0485 | 108250 | 0.0166 | - |
| 6.0513 | 108300 | 0.0164 | - |
| 6.0541 | 108350 | 0.016 | - |
| 6.0569 | 108400 | 0.0153 | - |
| 6.0597 | 108450 | 0.0167 | - |
| 6.0625 | 108500 | 0.0166 | - |
| 6.0653 | 108550 | 0.0156 | - |
| 6.0681 | 108600 | 0.0145 | - |
| 6.0708 | 108650 | 0.0177 | - |
| 6.0736 | 108700 | 0.0154 | - |
| 6.0764 | 108750 | 0.0161 | - |
| 6.0792 | 108800 | 0.0152 | - |
| 6.0820 | 108850 | 0.0167 | - |
| 6.0848 | 108900 | 0.0154 | - |
| 6.0876 | 108950 | 0.0164 | - |
| 6.0904 | 109000 | 0.016 | - |
| 6.0932 | 109050 | 0.0171 | - |
| 6.0960 | 109100 | 0.0158 | - |
| 6.0988 | 109150 | 0.0142 | - |
| 6.1016 | 109200 | 0.0162 | - |
| 6.1044 | 109250 | 0.0157 | - |
| 6.1072 | 109300 | 0.0159 | - |
| 6.1100 | 109350 | 0.0145 | - |
| 6.1128 | 109400 | 0.016 | - |
| 6.1156 | 109450 | 0.0145 | - |
| 6.1183 | 109500 | 0.0158 | - |
| 6.1211 | 109550 | 0.0153 | - |
| 6.1239 | 109600 | 0.0147 | - |
| 6.1267 | 109650 | 0.0183 | - |
| 6.1295 | 109700 | 0.0148 | - |
| 6.1323 | 109750 | 0.015 | - |
| 6.1351 | 109800 | 0.0149 | - |
| 6.1379 | 109850 | 0.0144 | - |
| 6.1407 | 109900 | 0.0145 | - |
| 6.1435 | 109950 | 0.0174 | - |
| 6.1463 | 110000 | 0.0149 | - |
| 6.1491 | 110050 | 0.0158 | - |
| 6.1519 | 110100 | 0.0148 | - |
| 6.1547 | 110150 | 0.0167 | - |
| 6.1575 | 110200 | 0.0147 | - |
| 6.1603 | 110250 | 0.0176 | - |
| 6.1630 | 110300 | 0.0162 | - |
| 6.1658 | 110350 | 0.0155 | - |
| 6.1686 | 110400 | 0.0145 | - |
| 6.1714 | 110450 | 0.0161 | - |
| 6.1742 | 110500 | 0.0151 | - |
| 6.1770 | 110550 | 0.015 | - |
| 6.1798 | 110600 | 0.0152 | - |
| 6.1826 | 110650 | 0.0162 | - |
| 6.1854 | 110700 | 0.0135 | - |
| 6.1882 | 110750 | 0.0155 | - |
| 6.1910 | 110800 | 0.0163 | - |
| 6.1938 | 110850 | 0.0165 | - |
| 6.1966 | 110900 | 0.0156 | - |
| 6.1994 | 110950 | 0.0164 | - |
| 6.2022 | 111000 | 0.0175 | - |
| 6.2050 | 111050 | 0.0162 | - |
| 6.2077 | 111100 | 0.0168 | - |
| 6.2105 | 111150 | 0.0153 | - |
| 6.2133 | 111200 | 0.0156 | - |
| 6.2161 | 111250 | 0.0166 | - |
| 6.2189 | 111300 | 0.0159 | - |
| 6.2217 | 111350 | 0.0162 | - |
| 6.2245 | 111400 | 0.0153 | - |
| 6.2273 | 111450 | 0.0159 | - |
| 6.2301 | 111500 | 0.0152 | - |
| 6.2329 | 111550 | 0.0163 | - |
| 6.2357 | 111600 | 0.0162 | - |
| 6.2385 | 111650 | 0.0157 | - |
| 6.2413 | 111700 | 0.0172 | - |
| 6.2441 | 111750 | 0.0163 | - |
| 6.2469 | 111800 | 0.0159 | - |
| 6.2497 | 111850 | 0.0145 | - |
| 6.2524 | 111900 | 0.0176 | - |
| 6.2552 | 111950 | 0.0152 | - |
| 6.2580 | 112000 | 0.0153 | - |
| 6.2608 | 112050 | 0.015 | - |
| 6.2636 | 112100 | 0.0154 | - |
| 6.2664 | 112150 | 0.0153 | - |
| 6.2692 | 112200 | 0.0159 | - |
| 6.2720 | 112250 | 0.0155 | - |
| 6.2748 | 112300 | 0.0149 | - |
| 6.2776 | 112350 | 0.0154 | - |
| 6.2804 | 112400 | 0.0164 | - |
| 6.2832 | 112450 | 0.0154 | - |
| 6.2860 | 112500 | 0.0168 | - |
| 6.2888 | 112550 | 0.016 | - |
| 6.2916 | 112600 | 0.0141 | - |
| 6.2944 | 112650 | 0.015 | - |
| 6.2971 | 112700 | 0.0155 | - |
| 6.2999 | 112750 | 0.0141 | - |
| 6.3027 | 112800 | 0.0172 | - |
| 6.3055 | 112850 | 0.0136 | - |
| 6.3083 | 112900 | 0.0158 | - |
| 6.3111 | 112950 | 0.014 | - |
| 6.3139 | 113000 | 0.0159 | - |
| 6.3167 | 113050 | 0.0151 | - |
| 6.3195 | 113100 | 0.016 | - |
| 6.3223 | 113150 | 0.0146 | - |
| 6.3251 | 113200 | 0.0162 | - |
| 6.3279 | 113250 | 0.0166 | - |
| 6.3307 | 113300 | 0.0168 | - |
| 6.3335 | 113350 | 0.0151 | - |
| 6.3363 | 113400 | 0.0163 | - |
| 6.3391 | 113450 | 0.015 | - |
| 6.3418 | 113500 | 0.0178 | - |
| 6.3446 | 113550 | 0.0161 | - |
| 6.3474 | 113600 | 0.0168 | - |
| 6.3502 | 113650 | 0.0149 | - |
| 6.3530 | 113700 | 0.0138 | - |
| 6.3558 | 113750 | 0.0154 | - |
| 6.3586 | 113800 | 0.0155 | - |
| 6.3614 | 113850 | 0.0138 | - |
| 6.3642 | 113900 | 0.0173 | - |
| 6.3670 | 113950 | 0.0148 | - |
| 6.3698 | 114000 | 0.0146 | - |
| 6.3726 | 114050 | 0.0168 | - |
| 6.3754 | 114100 | 0.0164 | - |
| 6.3782 | 114150 | 0.0165 | - |
| 6.3810 | 114200 | 0.0153 | - |
| 6.3838 | 114250 | 0.0162 | - |
| 6.3865 | 114300 | 0.0157 | - |
| 6.3893 | 114350 | 0.0158 | - |
| 6.3921 | 114400 | 0.0158 | - |
| 6.3949 | 114450 | 0.0158 | - |
| 6.3977 | 114500 | 0.0163 | - |
| 6.4005 | 114550 | 0.0155 | - |
| 6.4033 | 114600 | 0.0146 | - |
| 6.4061 | 114650 | 0.0163 | - |
| 6.4089 | 114700 | 0.0156 | - |
| 6.4117 | 114750 | 0.0155 | - |
| 6.4145 | 114800 | 0.0152 | - |
| 6.4173 | 114850 | 0.0157 | - |
| 6.4201 | 114900 | 0.0157 | - |
| 6.4229 | 114950 | 0.0139 | - |
| 6.4257 | 115000 | 0.0151 | - |
| 6.4285 | 115050 | 0.0175 | - |
| 6.4312 | 115100 | 0.0162 | - |
| 6.4340 | 115150 | 0.016 | - |
| 6.4368 | 115200 | 0.0149 | - |
| 6.4396 | 115250 | 0.0143 | - |
| 6.4424 | 115300 | 0.0145 | - |
| 6.4452 | 115350 | 0.0163 | - |
| 6.4480 | 115400 | 0.0155 | - |
| 6.4508 | 115450 | 0.0155 | - |
| 6.4536 | 115500 | 0.0178 | - |
| 6.4564 | 115550 | 0.0151 | - |
| 6.4592 | 115600 | 0.0161 | - |
| 6.4620 | 115650 | 0.016 | - |
| 6.4648 | 115700 | 0.0159 | - |
| 6.4676 | 115750 | 0.0162 | - |
| 6.4704 | 115800 | 0.0161 | - |
| 6.4732 | 115850 | 0.0175 | - |
| 6.4759 | 115900 | 0.0165 | - |
| 6.4787 | 115950 | 0.0159 | - |
| 6.4815 | 116000 | 0.0151 | - |
| 6.4843 | 116050 | 0.0147 | - |
| 6.4871 | 116100 | 0.0155 | - |
| 6.4899 | 116150 | 0.015 | - |
| 6.4927 | 116200 | 0.015 | - |
| 6.4955 | 116250 | 0.0165 | - |
| 6.4983 | 116300 | 0.0158 | - |
| 6.5011 | 116350 | 0.0178 | - |
| 6.5039 | 116400 | 0.0179 | - |
| 6.5067 | 116450 | 0.015 | - |
| 6.5095 | 116500 | 0.0156 | - |
| 6.5123 | 116550 | 0.0154 | - |
| 6.5151 | 116600 | 0.0148 | - |
| 6.5179 | 116650 | 0.0163 | - |
| 6.5206 | 116700 | 0.016 | - |
| 6.5234 | 116750 | 0.0162 | - |
| 6.5262 | 116800 | 0.016 | - |
| 6.5290 | 116850 | 0.0162 | - |
| 6.5318 | 116900 | 0.0171 | - |
| 6.5346 | 116950 | 0.0157 | - |
| 6.5374 | 117000 | 0.0179 | - |
| 6.5402 | 117050 | 0.0144 | - |
| 6.5430 | 117100 | 0.0169 | - |
| 6.5458 | 117150 | 0.0164 | - |
| 6.5486 | 117200 | 0.0148 | - |
| 6.5514 | 117250 | 0.0131 | - |
| 6.5542 | 117300 | 0.0147 | - |
| 6.5570 | 117350 | 0.0155 | - |
| 6.5598 | 117400 | 0.0145 | - |
| 6.5626 | 117450 | 0.0157 | - |
| 6.5653 | 117500 | 0.0167 | - |
| 6.5681 | 117550 | 0.0161 | - |
| 6.5709 | 117600 | 0.0169 | - |
| 6.5737 | 117650 | 0.0164 | - |
| 6.5765 | 117700 | 0.015 | - |
| 6.5793 | 117750 | 0.0166 | - |
| 6.5821 | 117800 | 0.0143 | - |
| 6.5849 | 117850 | 0.0171 | - |
| 6.5877 | 117900 | 0.0139 | - |
| 6.5905 | 117950 | 0.0145 | - |
| 6.5933 | 118000 | 0.0164 | - |
| 6.5961 | 118050 | 0.0171 | - |
| 6.5989 | 118100 | 0.0149 | - |
| 6.6017 | 118150 | 0.0154 | - |
| 6.6045 | 118200 | 0.0161 | - |
| 6.6073 | 118250 | 0.0161 | - |
| 6.6100 | 118300 | 0.0157 | - |
| 6.6128 | 118350 | 0.0142 | - |
| 6.6156 | 118400 | 0.017 | - |
| 6.6184 | 118450 | 0.0163 | - |
| 6.6212 | 118500 | 0.0163 | - |
| 6.6240 | 118550 | 0.0146 | - |
| 6.6268 | 118600 | 0.0161 | - |
| 6.6296 | 118650 | 0.0159 | - |
| 6.6324 | 118700 | 0.0174 | - |
| 6.6352 | 118750 | 0.0167 | - |
| 6.6380 | 118800 | 0.0158 | - |
| 6.6408 | 118850 | 0.0148 | - |
| 6.6436 | 118900 | 0.0159 | - |
| 6.6464 | 118950 | 0.0163 | - |
| 6.6492 | 119000 | 0.0158 | - |
| 6.6520 | 119050 | 0.0161 | - |
| 6.6547 | 119100 | 0.0158 | - |
| 6.6575 | 119150 | 0.0164 | - |
| 6.6603 | 119200 | 0.0158 | - |
| 6.6631 | 119250 | 0.0168 | - |
| 6.6659 | 119300 | 0.0152 | - |
| 6.6687 | 119350 | 0.0156 | - |
| 6.6715 | 119400 | 0.0156 | - |
| 6.6743 | 119450 | 0.0153 | - |
| 6.6771 | 119500 | 0.016 | - |
| 6.6799 | 119550 | 0.0168 | - |
| 6.6827 | 119600 | 0.0135 | - |
| 6.6855 | 119650 | 0.016 | - |
| 6.6883 | 119700 | 0.0152 | - |
| 6.6911 | 119750 | 0.0173 | - |
| 6.6939 | 119800 | 0.0148 | - |
| 6.6967 | 119850 | 0.0164 | - |
| 6.6994 | 119900 | 0.0142 | - |
| 6.7022 | 119950 | 0.0138 | - |
| 6.7050 | 120000 | 0.0147 | - |
| 6.7078 | 120050 | 0.0157 | - |
| 6.7106 | 120100 | 0.0157 | - |
| 6.7134 | 120150 | 0.0147 | - |
| 6.7162 | 120200 | 0.0148 | - |
| 6.7190 | 120250 | 0.0155 | - |
| 6.7218 | 120300 | 0.0141 | - |
| 6.7246 | 120350 | 0.0158 | - |
| 6.7274 | 120400 | 0.0163 | - |
| 6.7302 | 120450 | 0.0169 | - |
| 6.7330 | 120500 | 0.0151 | - |
| 6.7358 | 120550 | 0.0149 | - |
| 6.7386 | 120600 | 0.0168 | - |
| 6.7414 | 120650 | 0.0156 | - |
| 6.7441 | 120700 | 0.014 | - |
| 6.7469 | 120750 | 0.0153 | - |
| 6.7497 | 120800 | 0.0145 | - |
| 6.7525 | 120850 | 0.015 | - |
| 6.7553 | 120900 | 0.0161 | - |
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| 6.7609 | 121000 | 0.0164 | - |
| 6.7637 | 121050 | 0.0158 | - |
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| 6.7749 | 121250 | 0.0167 | - |
| 6.7777 | 121300 | 0.0135 | - |
| 6.7805 | 121350 | 0.016 | - |
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| 6.7861 | 121450 | 0.0163 | - |
| 6.7888 | 121500 | 0.0164 | - |
| 6.7916 | 121550 | 0.0154 | - |
| 6.7944 | 121600 | 0.0161 | - |
| 6.7972 | 121650 | 0.0153 | - |
| 6.8000 | 121700 | 0.0158 | - |
| 6.8028 | 121750 | 0.0176 | - |
| 6.8056 | 121800 | 0.0167 | - |
| 6.8084 | 121850 | 0.0181 | - |
| 6.8112 | 121900 | 0.0149 | - |
| 6.8140 | 121950 | 0.0149 | - |
| 6.8168 | 122000 | 0.0138 | - |
| 6.8196 | 122050 | 0.0163 | - |
| 6.8224 | 122100 | 0.0148 | - |
| 6.8252 | 122150 | 0.0152 | - |
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| 6.8335 | 122300 | 0.0152 | - |
| 6.8363 | 122350 | 0.0159 | - |
| 6.8391 | 122400 | 0.0168 | - |
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| 6.8447 | 122500 | 0.0168 | - |
| 6.8475 | 122550 | 0.0151 | - |
| 6.8503 | 122600 | 0.0164 | - |
| 6.8531 | 122650 | 0.016 | - |
| 6.8559 | 122700 | 0.0149 | - |
| 6.8587 | 122750 | 0.0171 | - |
| 6.8615 | 122800 | 0.0152 | - |
| 6.8643 | 122850 | 0.0188 | - |
| 6.8671 | 122900 | 0.0158 | - |
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| 6.8727 | 123000 | 0.0186 | - |
| 6.8755 | 123050 | 0.0148 | - |
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| 6.8838 | 123200 | 0.0155 | - |
| 6.8866 | 123250 | 0.0163 | - |
| 6.8894 | 123300 | 0.0162 | - |
| 6.8922 | 123350 | 0.0143 | - |
| 6.8950 | 123400 | 0.0149 | - |
| 6.8978 | 123450 | 0.0164 | - |
| 6.9006 | 123500 | 0.0159 | - |
| 6.9034 | 123550 | 0.0157 | - |
| 6.9062 | 123600 | 0.0165 | - |
| 6.9090 | 123650 | 0.0164 | - |
| 6.9118 | 123700 | 0.0165 | - |
| 6.9146 | 123750 | 0.0146 | - |
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| 6.9202 | 123850 | 0.0137 | - |
| 6.9229 | 123900 | 0.0163 | - |
| 6.9257 | 123950 | 0.0156 | - |
| 6.9285 | 124000 | 0.0138 | - |
| 6.9313 | 124050 | 0.0178 | - |
| 6.9341 | 124100 | 0.0158 | - |
| 6.9369 | 124150 | 0.0166 | - |
| 6.9397 | 124200 | 0.0164 | - |
| 6.9425 | 124250 | 0.0158 | - |
| 6.9453 | 124300 | 0.0164 | - |
| 6.9481 | 124350 | 0.0157 | - |
| 6.9509 | 124400 | 0.0144 | - |
| 6.9537 | 124450 | 0.0143 | - |
| 6.9565 | 124500 | 0.0146 | - |
| 6.9593 | 124550 | 0.0166 | - |
| 6.9621 | 124600 | 0.0147 | - |
| 6.9649 | 124650 | 0.0136 | - |
| 6.9676 | 124700 | 0.0164 | - |
| 6.9704 | 124750 | 0.0151 | - |
| 6.9732 | 124800 | 0.0176 | - |
| 6.9760 | 124850 | 0.0155 | - |
| 6.9788 | 124900 | 0.0157 | - |
| 6.9816 | 124950 | 0.0143 | - |
| 6.9844 | 125000 | 0.0155 | - |
| 6.9872 | 125050 | 0.0154 | - |
| 6.9900 | 125100 | 0.0165 | - |
| 6.9928 | 125150 | 0.016 | - |
| 6.9956 | 125200 | 0.0168 | - |
| 6.9984 | 125250 | 0.0159 | - |
| 7.0012 | 125300 | 0.0158 | - |
| 7.0040 | 125350 | 0.0144 | - |
| 7.0068 | 125400 | 0.0161 | - |
| 7.0096 | 125450 | 0.0136 | - |
| 7.0123 | 125500 | 0.0153 | - |
| 7.0151 | 125550 | 0.0152 | - |
| 7.0179 | 125600 | 0.015 | - |
| 7.0207 | 125650 | 0.0134 | - |
| 7.0235 | 125700 | 0.0155 | - |
| 7.0263 | 125750 | 0.0163 | - |
| 7.0291 | 125800 | 0.0163 | - |
| 7.0319 | 125850 | 0.0176 | - |
| 7.0347 | 125900 | 0.0142 | - |
| 7.0375 | 125950 | 0.0161 | - |
| 7.0403 | 126000 | 0.0159 | - |
| 7.0431 | 126050 | 0.0162 | - |
| 7.0459 | 126100 | 0.0173 | - |
| 7.0487 | 126150 | 0.0146 | - |
| 7.0515 | 126200 | 0.0159 | - |
| 7.0543 | 126250 | 0.0183 | - |
| 7.0570 | 126300 | 0.0146 | - |
| 7.0598 | 126350 | 0.0159 | - |
| 7.0626 | 126400 | 0.0156 | - |
| 7.0654 | 126450 | 0.0166 | - |
| 7.0682 | 126500 | 0.0163 | - |
| 7.0710 | 126550 | 0.0155 | - |
| 7.0738 | 126600 | 0.0173 | - |
| 7.0766 | 126650 | 0.0169 | - |
| 7.0794 | 126700 | 0.0156 | - |
| 7.0822 | 126750 | 0.0156 | - |
| 7.0850 | 126800 | 0.015 | - |
| 7.0878 | 126850 | 0.0159 | - |
| 7.0906 | 126900 | 0.0155 | - |
| 7.0934 | 126950 | 0.0167 | - |
| 7.0962 | 127000 | 0.0163 | - |
| 7.0990 | 127050 | 0.0177 | - |
| 7.1017 | 127100 | 0.0162 | - |
| 7.1045 | 127150 | 0.0166 | - |
| 7.1073 | 127200 | 0.0152 | - |
| 7.1101 | 127250 | 0.0148 | - |
| 7.1129 | 127300 | 0.0164 | - |
| 7.1157 | 127350 | 0.0167 | - |
| 7.1185 | 127400 | 0.0169 | - |
| 7.1213 | 127450 | 0.0151 | - |
| 7.1241 | 127500 | 0.0153 | - |
| 7.1269 | 127550 | 0.0172 | - |
| 7.1297 | 127600 | 0.0186 | - |
| 7.1325 | 127650 | 0.0153 | - |
| 7.1353 | 127700 | 0.0152 | - |
| 7.1381 | 127750 | 0.0151 | - |
| 7.1409 | 127800 | 0.0146 | - |
| 7.1437 | 127850 | 0.0142 | - |
| 7.1464 | 127900 | 0.0139 | - |
| 7.1492 | 127950 | 0.0145 | - |
| 7.1520 | 128000 | 0.0149 | - |
| 7.1548 | 128050 | 0.0163 | - |
| 7.1576 | 128100 | 0.0154 | - |
| 7.1604 | 128150 | 0.0159 | - |
| 7.1632 | 128200 | 0.0153 | - |
| 7.1660 | 128250 | 0.0166 | - |
| 7.1688 | 128300 | 0.017 | - |
| 7.1716 | 128350 | 0.0158 | - |
| 7.1744 | 128400 | 0.0147 | - |
| 7.1772 | 128450 | 0.0161 | - |
| 7.1800 | 128500 | 0.0135 | - |
| 7.1828 | 128550 | 0.0144 | - |
| 7.1856 | 128600 | 0.0155 | - |
| 7.1884 | 128650 | 0.0158 | - |
| 7.1911 | 128700 | 0.0151 | - |
| 7.1939 | 128750 | 0.0148 | - |
| 7.1967 | 128800 | 0.0167 | - |
| 7.1995 | 128850 | 0.0173 | - |
| 7.2023 | 128900 | 0.0153 | - |
| 7.2051 | 128950 | 0.017 | - |
| 7.2079 | 129000 | 0.0143 | - |
| 7.2107 | 129050 | 0.0153 | - |
| 7.2135 | 129100 | 0.0165 | - |
| 7.2163 | 129150 | 0.0166 | - |
| 7.2191 | 129200 | 0.0145 | - |
| 7.2219 | 129250 | 0.0158 | - |
| 7.2247 | 129300 | 0.0145 | - |
| 7.2275 | 129350 | 0.0149 | - |
| 7.2303 | 129400 | 0.0163 | - |
| 7.2331 | 129450 | 0.0164 | - |
| 7.2358 | 129500 | 0.0157 | - |
| 7.2386 | 129550 | 0.015 | - |
| 7.2414 | 129600 | 0.0151 | - |
| 7.2442 | 129650 | 0.0152 | - |
| 7.2470 | 129700 | 0.0155 | - |
| 7.2498 | 129750 | 0.0166 | - |
| 7.2526 | 129800 | 0.0167 | - |
| 7.2554 | 129850 | 0.0143 | - |
| 7.2582 | 129900 | 0.0146 | - |
| 7.2610 | 129950 | 0.0169 | - |
| 7.2638 | 130000 | 0.015 | - |
| 7.2666 | 130050 | 0.0166 | - |
| 7.2694 | 130100 | 0.0162 | - |
| 7.2722 | 130150 | 0.0152 | - |
| 7.2750 | 130200 | 0.0158 | - |
| 7.2778 | 130250 | 0.0153 | - |
| 7.2805 | 130300 | 0.017 | - |
| 7.2833 | 130350 | 0.0159 | - |
| 7.2861 | 130400 | 0.0139 | - |
| 7.2889 | 130450 | 0.016 | - |
| 7.2917 | 130500 | 0.0154 | - |
| 7.2945 | 130550 | 0.0153 | - |
| 7.2973 | 130600 | 0.0162 | - |
| 7.3001 | 130650 | 0.017 | - |
| 7.3029 | 130700 | 0.0154 | - |
| 7.3057 | 130750 | 0.0147 | - |
| 7.3085 | 130800 | 0.0132 | - |
| 7.3113 | 130850 | 0.0156 | - |
| 7.3141 | 130900 | 0.0157 | - |
| 7.3169 | 130950 | 0.0175 | - |
| 7.3197 | 131000 | 0.0153 | - |
| 7.3225 | 131050 | 0.0144 | - |
| 7.3253 | 131100 | 0.0175 | - |
| 7.3280 | 131150 | 0.0177 | - |
| 7.3308 | 131200 | 0.0166 | - |
| 7.3336 | 131250 | 0.0154 | - |
| 7.3364 | 131300 | 0.0161 | - |
| 7.3392 | 131350 | 0.0144 | - |
| 7.3420 | 131400 | 0.0152 | - |
| 7.3448 | 131450 | 0.0161 | - |
| 7.3476 | 131500 | 0.0149 | - |
| 7.3504 | 131550 | 0.0144 | - |
| 7.3532 | 131600 | 0.0161 | - |
| 7.3560 | 131650 | 0.0154 | - |
| 7.3588 | 131700 | 0.0154 | - |
| 7.3616 | 131750 | 0.0171 | - |
| 7.3644 | 131800 | 0.0143 | - |
| 7.3672 | 131850 | 0.0159 | - |
| 7.3700 | 131900 | 0.0152 | - |
| 7.3727 | 131950 | 0.0165 | - |
| 7.3755 | 132000 | 0.0159 | - |
| 7.3783 | 132050 | 0.0173 | - |
| 7.3811 | 132100 | 0.015 | - |
| 7.3839 | 132150 | 0.0174 | - |
| 7.3867 | 132200 | 0.0163 | - |
| 7.3895 | 132250 | 0.0144 | - |
| 7.3923 | 132300 | 0.0166 | - |
| 7.3951 | 132350 | 0.0151 | - |
| 7.3979 | 132400 | 0.0178 | - |
| 7.4007 | 132450 | 0.0145 | - |
| 7.4035 | 132500 | 0.0151 | - |
| 7.4063 | 132550 | 0.0157 | - |
| 7.4091 | 132600 | 0.0177 | - |
| 7.4119 | 132650 | 0.016 | - |
| 7.4147 | 132700 | 0.0161 | - |
| 7.4174 | 132750 | 0.0159 | - |
| 7.4202 | 132800 | 0.0164 | - |
| 7.4230 | 132850 | 0.0142 | - |
| 7.4258 | 132900 | 0.0135 | - |
| 7.4286 | 132950 | 0.0148 | - |
| 7.4314 | 133000 | 0.0158 | - |
| 7.4342 | 133050 | 0.0148 | - |
| 7.4370 | 133100 | 0.0147 | - |
| 7.4398 | 133150 | 0.0158 | - |
| 7.4426 | 133200 | 0.0152 | - |
| 7.4454 | 133250 | 0.0141 | - |
| 7.4482 | 133300 | 0.0151 | - |
| 7.4510 | 133350 | 0.0164 | - |
| 7.4538 | 133400 | 0.0161 | - |
| 7.4566 | 133450 | 0.0151 | - |
| 7.4594 | 133500 | 0.015 | - |
| 7.4621 | 133550 | 0.0135 | - |
| 7.4649 | 133600 | 0.0146 | - |
| 7.4677 | 133650 | 0.0153 | - |
| 7.4705 | 133700 | 0.0156 | - |
| 7.4733 | 133750 | 0.0148 | - |
| 7.4761 | 133800 | 0.0139 | - |
| 7.4789 | 133850 | 0.0165 | - |
| 7.4817 | 133900 | 0.0159 | - |
| 7.4845 | 133950 | 0.0141 | - |
| 7.4873 | 134000 | 0.0163 | - |
| 7.4901 | 134050 | 0.0158 | - |
| 7.4929 | 134100 | 0.0142 | - |
| 7.4957 | 134150 | 0.0148 | - |
| 7.4985 | 134200 | 0.0158 | - |
| 7.5013 | 134250 | 0.0156 | - |
| 7.5041 | 134300 | 0.0157 | - |
| 7.5068 | 134350 | 0.0173 | - |
| 7.5096 | 134400 | 0.016 | - |
| 7.5124 | 134450 | 0.0147 | - |
| 7.5152 | 134500 | 0.0156 | - |
| 7.5180 | 134550 | 0.015 | - |
| 7.5208 | 134600 | 0.0151 | - |
| 7.5236 | 134650 | 0.0158 | - |
| 7.5264 | 134700 | 0.0173 | - |
| 7.5292 | 134750 | 0.0159 | - |
| 7.5320 | 134800 | 0.0161 | - |
| 7.5348 | 134850 | 0.0154 | - |
| 7.5376 | 134900 | 0.0158 | - |
| 7.5404 | 134950 | 0.0161 | - |
| 7.5432 | 135000 | 0.0153 | - |
| 7.5460 | 135050 | 0.0166 | - |
| 7.5488 | 135100 | 0.0159 | - |
| 7.5515 | 135150 | 0.016 | - |
| 7.5543 | 135200 | 0.015 | - |
| 7.5571 | 135250 | 0.0159 | - |
| 7.5599 | 135300 | 0.0182 | - |
| 7.5627 | 135350 | 0.0139 | - |
| 7.5655 | 135400 | 0.0168 | - |
| 7.5683 | 135450 | 0.0157 | - |
| 7.5711 | 135500 | 0.016 | - |
| 7.5739 | 135550 | 0.015 | - |
| 7.5767 | 135600 | 0.0142 | - |
| 7.5795 | 135650 | 0.0155 | - |
| 7.5823 | 135700 | 0.0173 | - |
| 7.5851 | 135750 | 0.0157 | - |
| 7.5879 | 135800 | 0.0148 | - |
| 7.5907 | 135850 | 0.0161 | - |
| 7.5935 | 135900 | 0.0154 | - |
| 7.5962 | 135950 | 0.0158 | - |
| 7.5990 | 136000 | 0.0157 | - |
| 7.6018 | 136050 | 0.0142 | - |
| 7.6046 | 136100 | 0.015 | - |
| 7.6074 | 136150 | 0.0148 | - |
| 7.6102 | 136200 | 0.0162 | - |
| 7.6130 | 136250 | 0.0145 | - |
| 7.6158 | 136300 | 0.0145 | - |
| 7.6186 | 136350 | 0.0176 | - |
| 7.6214 | 136400 | 0.0159 | - |
| 7.6242 | 136450 | 0.016 | - |
| 7.6270 | 136500 | 0.0175 | - |
| 7.6298 | 136550 | 0.016 | - |
| 7.6326 | 136600 | 0.0147 | - |
| 7.6354 | 136650 | 0.0154 | - |
| 7.6382 | 136700 | 0.0145 | - |
| 7.6409 | 136750 | 0.0152 | - |
| 7.6437 | 136800 | 0.0171 | - |
| 7.6465 | 136850 | 0.016 | - |
| 7.6493 | 136900 | 0.0146 | - |
| 7.6521 | 136950 | 0.0147 | - |
| 7.6549 | 137000 | 0.015 | - |
| 7.6577 | 137050 | 0.0157 | - |
| 7.6605 | 137100 | 0.0167 | - |
| 7.6633 | 137150 | 0.0143 | - |
| 7.6661 | 137200 | 0.0157 | - |
| 7.6689 | 137250 | 0.0151 | - |
| 7.6717 | 137300 | 0.0156 | - |
| 7.6745 | 137350 | 0.0173 | - |
| 7.6773 | 137400 | 0.0159 | - |
| 7.6801 | 137450 | 0.016 | - |
| 7.6829 | 137500 | 0.014 | - |
| 7.6856 | 137550 | 0.0157 | - |
| 7.6884 | 137600 | 0.016 | - |
| 7.6912 | 137650 | 0.0139 | - |
| 7.6940 | 137700 | 0.0157 | - |
| 7.6968 | 137750 | 0.0153 | - |
| 7.6996 | 137800 | 0.016 | - |
| 7.7024 | 137850 | 0.0147 | - |
| 7.7052 | 137900 | 0.0158 | - |
| 7.7080 | 137950 | 0.0169 | - |
| 7.7108 | 138000 | 0.015 | - |
| 7.7136 | 138050 | 0.0157 | - |
| 7.7164 | 138100 | 0.0147 | - |
| 7.7192 | 138150 | 0.0153 | - |
| 7.7220 | 138200 | 0.0146 | - |
| 7.7248 | 138250 | 0.0157 | - |
| 7.7276 | 138300 | 0.0172 | - |
| 7.7303 | 138350 | 0.0167 | - |
| 7.7331 | 138400 | 0.0169 | - |
| 7.7359 | 138450 | 0.0141 | - |
| 7.7387 | 138500 | 0.0121 | - |
| 7.7415 | 138550 | 0.0157 | - |
| 7.7443 | 138600 | 0.0159 | - |
| 7.7471 | 138650 | 0.0139 | - |
| 7.7499 | 138700 | 0.0151 | - |
| 7.7527 | 138750 | 0.0155 | - |
| 7.7555 | 138800 | 0.0157 | - |
| 7.7583 | 138850 | 0.0149 | - |
| 7.7611 | 138900 | 0.0178 | - |
| 7.7639 | 138950 | 0.0149 | - |
| 7.7667 | 139000 | 0.0136 | - |
| 7.7695 | 139050 | 0.0135 | - |
| 7.7723 | 139100 | 0.0166 | - |
| 7.7750 | 139150 | 0.0149 | - |
| 7.7778 | 139200 | 0.0153 | - |
| 7.7806 | 139250 | 0.0156 | - |
| 7.7834 | 139300 | 0.0166 | - |
| 7.7862 | 139350 | 0.0167 | - |
| 7.7890 | 139400 | 0.0152 | - |
| 7.7918 | 139450 | 0.0169 | - |
| 7.7946 | 139500 | 0.0153 | - |
| 7.7974 | 139550 | 0.0148 | - |
| 7.8002 | 139600 | 0.0143 | - |
| 7.8030 | 139650 | 0.0158 | - |
| 7.8058 | 139700 | 0.0158 | - |
| 7.8086 | 139750 | 0.0157 | - |
| 7.8114 | 139800 | 0.017 | - |
| 7.8142 | 139850 | 0.0153 | - |
| 7.8170 | 139900 | 0.0145 | - |
| 7.8197 | 139950 | 0.0163 | - |
| 7.8225 | 140000 | 0.0167 | - |
| 7.8253 | 140050 | 0.016 | - |
| 7.8281 | 140100 | 0.0158 | - |
| 7.8309 | 140150 | 0.0171 | - |
| 7.8337 | 140200 | 0.0156 | - |
| 7.8365 | 140250 | 0.0148 | - |
| 7.8393 | 140300 | 0.0166 | - |
| 7.8421 | 140350 | 0.0158 | - |
| 7.8449 | 140400 | 0.0161 | - |
| 7.8477 | 140450 | 0.0176 | - |
| 7.8505 | 140500 | 0.0162 | - |
| 7.8533 | 140550 | 0.0151 | - |
| 7.8561 | 140600 | 0.0143 | - |
| 7.8589 | 140650 | 0.0156 | - |
| 7.8617 | 140700 | 0.0156 | - |
| 7.8644 | 140750 | 0.0176 | - |
| 7.8672 | 140800 | 0.016 | - |
| 7.8700 | 140850 | 0.0142 | - |
| 7.8728 | 140900 | 0.0169 | - |
| 7.8756 | 140950 | 0.0156 | - |
| 7.8784 | 141000 | 0.0152 | - |
| 7.8812 | 141050 | 0.0137 | - |
| 7.8840 | 141100 | 0.0144 | - |
| 7.8868 | 141150 | 0.0155 | - |
| 7.8896 | 141200 | 0.0146 | - |
| 7.8924 | 141250 | 0.0147 | - |
| 7.8952 | 141300 | 0.0142 | - |
| 7.8980 | 141350 | 0.0164 | - |
| 7.9008 | 141400 | 0.0161 | - |
| 7.9036 | 141450 | 0.0187 | - |
| 7.9064 | 141500 | 0.015 | - |
| 7.9091 | 141550 | 0.015 | - |
| 7.9119 | 141600 | 0.0129 | - |
| 7.9147 | 141650 | 0.0143 | - |
| 7.9175 | 141700 | 0.0168 | - |
| 7.9203 | 141750 | 0.0153 | - |
| 7.9231 | 141800 | 0.0166 | - |
| 7.9259 | 141850 | 0.0159 | - |
| 7.9287 | 141900 | 0.0144 | - |
| 7.9315 | 141950 | 0.0158 | - |
| 7.9343 | 142000 | 0.0162 | - |
| 7.9371 | 142050 | 0.0143 | - |
| 7.9399 | 142100 | 0.0144 | - |
| 7.9427 | 142150 | 0.0172 | - |
| 7.9455 | 142200 | 0.0149 | - |
| 7.9483 | 142250 | 0.016 | - |
| 7.9511 | 142300 | 0.0146 | - |
| 7.9538 | 142350 | 0.0142 | - |
| 7.9566 | 142400 | 0.0162 | - |
| 7.9594 | 142450 | 0.0158 | - |
| 7.9622 | 142500 | 0.016 | - |
| 7.9650 | 142550 | 0.016 | - |
| 7.9678 | 142600 | 0.015 | - |
| 7.9706 | 142650 | 0.0155 | - |
| 7.9734 | 142700 | 0.0156 | - |
| 7.9762 | 142750 | 0.0154 | - |
| 7.9790 | 142800 | 0.0172 | - |
| 7.9818 | 142850 | 0.0148 | - |
| 7.9846 | 142900 | 0.0165 | - |
| 7.9874 | 142950 | 0.016 | - |
| 7.9902 | 143000 | 0.016 | - |
| 7.9930 | 143050 | 0.0149 | - |
| 7.9958 | 143100 | 0.0149 | - |
| 7.9985 | 143150 | 0.0152 | - |
| 8.0013 | 143200 | 0.0162 | - |
| 8.0041 | 143250 | 0.0159 | - |
| 8.0069 | 143300 | 0.0144 | - |
| 8.0097 | 143350 | 0.016 | - |
| 8.0125 | 143400 | 0.0166 | - |
| 8.0153 | 143450 | 0.0148 | - |
| 8.0181 | 143500 | 0.015 | - |
| 8.0209 | 143550 | 0.0163 | - |
| 8.0237 | 143600 | 0.0156 | - |
| 8.0265 | 143650 | 0.0152 | - |
| 8.0293 | 143700 | 0.0164 | - |
| 8.0321 | 143750 | 0.0149 | - |
| 8.0349 | 143800 | 0.0147 | - |
| 8.0377 | 143850 | 0.0139 | - |
| 8.0405 | 143900 | 0.0151 | - |
| 8.0432 | 143950 | 0.0169 | - |
| 8.0460 | 144000 | 0.0164 | - |
| 8.0488 | 144050 | 0.0173 | - |
| 8.0516 | 144100 | 0.0166 | - |
| 8.0544 | 144150 | 0.0151 | - |
| 8.0572 | 144200 | 0.0172 | - |
| 8.0600 | 144250 | 0.0156 | - |
| 8.0628 | 144300 | 0.0161 | - |
| 8.0656 | 144350 | 0.0155 | - |
| 8.0684 | 144400 | 0.0145 | - |
| 8.0712 | 144450 | 0.0162 | - |
| 8.0740 | 144500 | 0.0179 | - |
| 8.0768 | 144550 | 0.0154 | - |
| 8.0796 | 144600 | 0.0154 | - |
| 8.0824 | 144650 | 0.0168 | - |
| 8.0852 | 144700 | 0.015 | - |
| 8.0879 | 144750 | 0.0164 | - |
| 8.0907 | 144800 | 0.0171 | - |
| 8.0935 | 144850 | 0.0154 | - |
| 8.0963 | 144900 | 0.015 | - |
| 8.0991 | 144950 | 0.0141 | - |
| 8.1019 | 145000 | 0.0165 | - |
| 8.1047 | 145050 | 0.0164 | - |
| 8.1075 | 145100 | 0.0154 | - |
| 8.1103 | 145150 | 0.0145 | - |
| 8.1131 | 145200 | 0.0157 | - |
| 8.1159 | 145250 | 0.0168 | - |
| 8.1187 | 145300 | 0.015 | - |
| 8.1215 | 145350 | 0.0151 | - |
| 8.1243 | 145400 | 0.0151 | - |
| 8.1271 | 145450 | 0.0156 | - |
| 8.1299 | 145500 | 0.0169 | - |
| 8.1326 | 145550 | 0.016 | - |
| 8.1354 | 145600 | 0.0166 | - |
| 8.1382 | 145650 | 0.0157 | - |
| 8.1410 | 145700 | 0.0139 | - |
| 8.1438 | 145750 | 0.0159 | - |
| 8.1466 | 145800 | 0.0158 | - |
| 8.1494 | 145850 | 0.0167 | - |
| 8.1522 | 145900 | 0.0165 | - |
| 8.1550 | 145950 | 0.0167 | - |
| 8.1578 | 146000 | 0.0147 | - |
| 8.1606 | 146050 | 0.0159 | - |
| 8.1634 | 146100 | 0.0136 | - |
| 8.1662 | 146150 | 0.0161 | - |
| 8.1690 | 146200 | 0.0163 | - |
| 8.1718 | 146250 | 0.0162 | - |
| 8.1746 | 146300 | 0.0151 | - |
| 8.1773 | 146350 | 0.0158 | - |
| 8.1801 | 146400 | 0.0157 | - |
| 8.1829 | 146450 | 0.0157 | - |
| 8.1857 | 146500 | 0.0159 | - |
| 8.1885 | 146550 | 0.0151 | - |
| 8.1913 | 146600 | 0.0152 | - |
| 8.1941 | 146650 | 0.015 | - |
| 8.1969 | 146700 | 0.0168 | - |
| 8.1997 | 146750 | 0.0153 | - |
| 8.2025 | 146800 | 0.0142 | - |
| 8.2053 | 146850 | 0.0149 | - |
| 8.2081 | 146900 | 0.0162 | - |
| 8.2109 | 146950 | 0.0168 | - |
| 8.2137 | 147000 | 0.0144 | - |
| 8.2165 | 147050 | 0.0135 | - |
| 8.2193 | 147100 | 0.0147 | - |
| 8.2220 | 147150 | 0.0162 | - |
| 8.2248 | 147200 | 0.0171 | - |
| 8.2276 | 147250 | 0.0146 | - |
| 8.2304 | 147300 | 0.0141 | - |
| 8.2332 | 147350 | 0.0166 | - |
| 8.2360 | 147400 | 0.0165 | - |
| 8.2388 | 147450 | 0.0154 | - |
| 8.2416 | 147500 | 0.0147 | - |
| 8.2444 | 147550 | 0.0173 | - |
| 8.2472 | 147600 | 0.016 | - |
| 8.2500 | 147650 | 0.0139 | - |
| 8.2528 | 147700 | 0.0171 | - |
| 8.2556 | 147750 | 0.0126 | - |
| 8.2584 | 147800 | 0.0159 | - |
| 8.2612 | 147850 | 0.0148 | - |
| 8.2640 | 147900 | 0.0152 | - |
| 8.2667 | 147950 | 0.0168 | - |
| 8.2695 | 148000 | 0.0156 | - |
| 8.2723 | 148050 | 0.0158 | - |
| 8.2751 | 148100 | 0.0178 | - |
| 8.2779 | 148150 | 0.0159 | - |
| 8.2807 | 148200 | 0.0168 | - |
| 8.2835 | 148250 | 0.0165 | - |
| 8.2863 | 148300 | 0.0143 | - |
| 8.2891 | 148350 | 0.0154 | - |
| 8.2919 | 148400 | 0.0148 | - |
| 8.2947 | 148450 | 0.0133 | - |
| 8.2975 | 148500 | 0.0138 | - |
| 8.3003 | 148550 | 0.0147 | - |
| 8.3031 | 148600 | 0.0156 | - |
| 8.3059 | 148650 | 0.0153 | - |
| 8.3087 | 148700 | 0.0157 | - |
| 8.3114 | 148750 | 0.0153 | - |
| 8.3142 | 148800 | 0.0173 | - |
| 8.3170 | 148850 | 0.015 | - |
| 8.3198 | 148900 | 0.0154 | - |
| 8.3226 | 148950 | 0.0142 | - |
| 8.3254 | 149000 | 0.0145 | - |
| 8.3282 | 149050 | 0.0151 | - |
| 8.3310 | 149100 | 0.0165 | - |
| 8.3338 | 149150 | 0.0146 | - |
| 8.3366 | 149200 | 0.0169 | - |
| 8.3394 | 149250 | 0.015 | - |
| 8.3422 | 149300 | 0.0167 | - |
| 8.3450 | 149350 | 0.0149 | - |
| 8.3478 | 149400 | 0.0163 | - |
| 8.3506 | 149450 | 0.0158 | - |
| 8.3534 | 149500 | 0.0155 | - |
| 8.3561 | 149550 | 0.014 | - |
| 8.3589 | 149600 | 0.0164 | - |
| 8.3617 | 149650 | 0.0156 | - |
| 8.3645 | 149700 | 0.0149 | - |
| 8.3673 | 149750 | 0.0149 | - |
| 8.3701 | 149800 | 0.0155 | - |
| 8.3729 | 149850 | 0.015 | - |
| 8.3757 | 149900 | 0.0154 | - |
| 8.3785 | 149950 | 0.0142 | - |
| 8.3813 | 150000 | 0.0148 | - |
| 8.3841 | 150050 | 0.0153 | - |
| 8.3869 | 150100 | 0.0149 | - |
| 8.3897 | 150150 | 0.0154 | - |
| 8.3925 | 150200 | 0.016 | - |
| 8.3953 | 150250 | 0.0149 | - |
| 8.3981 | 150300 | 0.0145 | - |
| 8.4008 | 150350 | 0.015 | - |
| 8.4036 | 150400 | 0.0148 | - |
| 8.4064 | 150450 | 0.0159 | - |
| 8.4092 | 150500 | 0.0158 | - |
| 8.4120 | 150550 | 0.0143 | - |
| 8.4148 | 150600 | 0.0141 | - |
| 8.4176 | 150650 | 0.0154 | - |
| 8.4204 | 150700 | 0.0156 | - |
| 8.4232 | 150750 | 0.0165 | - |
| 8.4260 | 150800 | 0.0154 | - |
| 8.4288 | 150850 | 0.0158 | - |
| 8.4316 | 150900 | 0.0174 | - |
| 8.4344 | 150950 | 0.0156 | - |
| 8.4372 | 151000 | 0.0145 | - |
| 8.4400 | 151050 | 0.0165 | - |
| 8.4428 | 151100 | 0.0165 | - |
| 8.4455 | 151150 | 0.0153 | - |
| 8.4483 | 151200 | 0.0166 | - |
| 8.4511 | 151250 | 0.0171 | - |
| 8.4539 | 151300 | 0.017 | - |
| 8.4567 | 151350 | 0.0155 | - |
| 8.4595 | 151400 | 0.0151 | - |
| 8.4623 | 151450 | 0.0149 | - |
| 8.4651 | 151500 | 0.0148 | - |
| 8.4679 | 151550 | 0.0168 | - |
| 8.4707 | 151600 | 0.0163 | - |
| 8.4735 | 151650 | 0.0157 | - |
| 8.4763 | 151700 | 0.0145 | - |
| 8.4791 | 151750 | 0.0144 | - |
| 8.4819 | 151800 | 0.0159 | - |
| 8.4847 | 151850 | 0.0147 | - |
| 8.4875 | 151900 | 0.0142 | - |
| 8.4902 | 151950 | 0.0168 | - |
| 8.4930 | 152000 | 0.0145 | - |
| 8.4958 | 152050 | 0.0156 | - |
| 8.4986 | 152100 | 0.0172 | - |
| 8.5014 | 152150 | 0.0138 | - |
| 8.5042 | 152200 | 0.015 | - |
| 8.5070 | 152250 | 0.0164 | - |
| 8.5098 | 152300 | 0.0148 | - |
| 8.5126 | 152350 | 0.0156 | - |
| 8.5154 | 152400 | 0.0179 | - |
| 8.5182 | 152450 | 0.0159 | - |
| 8.5210 | 152500 | 0.0151 | - |
| 8.5238 | 152550 | 0.0154 | - |
| 8.5266 | 152600 | 0.016 | - |
| 8.5294 | 152650 | 0.0151 | - |
| 8.5322 | 152700 | 0.0152 | - |
| 8.5349 | 152750 | 0.0157 | - |
| 8.5377 | 152800 | 0.0138 | - |
| 8.5405 | 152850 | 0.0154 | - |
| 8.5433 | 152900 | 0.0132 | - |
| 8.5461 | 152950 | 0.0164 | - |
| 8.5489 | 153000 | 0.0147 | - |
| 8.5517 | 153050 | 0.0167 | - |
| 8.5545 | 153100 | 0.0153 | - |
| 8.5573 | 153150 | 0.0144 | - |
| 8.5601 | 153200 | 0.0166 | - |
| 8.5629 | 153250 | 0.014 | - |
| 8.5657 | 153300 | 0.015 | - |
| 8.5685 | 153350 | 0.014 | - |
| 8.5713 | 153400 | 0.0151 | - |
| 8.5741 | 153450 | 0.0157 | - |
| 8.5769 | 153500 | 0.0162 | - |
| 8.5797 | 153550 | 0.0155 | - |
| 8.5824 | 153600 | 0.0145 | - |
| 8.5852 | 153650 | 0.0155 | - |
| 8.5880 | 153700 | 0.0171 | - |
| 8.5908 | 153750 | 0.0156 | - |
| 8.5936 | 153800 | 0.0146 | - |
| 8.5964 | 153850 | 0.0156 | - |
| 8.5992 | 153900 | 0.0136 | - |
| 8.6020 | 153950 | 0.0158 | - |
| 8.6048 | 154000 | 0.0151 | - |
| 8.6076 | 154050 | 0.0165 | - |
| 8.6104 | 154100 | 0.0166 | - |
| 8.6132 | 154150 | 0.0156 | - |
| 8.6160 | 154200 | 0.0146 | - |
| 8.6188 | 154250 | 0.0154 | - |
| 8.6216 | 154300 | 0.0164 | - |
| 8.6244 | 154350 | 0.0155 | - |
| 8.6271 | 154400 | 0.0158 | - |
| 8.6299 | 154450 | 0.0142 | - |
| 8.6327 | 154500 | 0.0164 | - |
| 8.6355 | 154550 | 0.0152 | - |
| 8.6383 | 154600 | 0.0182 | - |
| 8.6411 | 154650 | 0.0168 | - |
| 8.6439 | 154700 | 0.0158 | - |
| 8.6467 | 154750 | 0.0165 | - |
| 8.6495 | 154800 | 0.0169 | - |
| 8.6523 | 154850 | 0.017 | - |
| 8.6551 | 154900 | 0.0159 | - |
| 8.6579 | 154950 | 0.0162 | - |
| 8.6607 | 155000 | 0.0151 | - |
| 8.6635 | 155050 | 0.0164 | - |
| 8.6663 | 155100 | 0.0157 | - |
| 8.6691 | 155150 | 0.0144 | - |
| 8.6718 | 155200 | 0.0157 | - |
| 8.6746 | 155250 | 0.0174 | - |
| 8.6774 | 155300 | 0.0162 | - |
| 8.6802 | 155350 | 0.0144 | - |
| 8.6830 | 155400 | 0.014 | - |
| 8.6858 | 155450 | 0.0133 | - |
| 8.6886 | 155500 | 0.0149 | - |
| 8.6914 | 155550 | 0.0165 | - |
| 8.6942 | 155600 | 0.0138 | - |
| 8.6970 | 155650 | 0.0173 | - |
| 8.6998 | 155700 | 0.015 | - |
| 8.7026 | 155750 | 0.0161 | - |
| 8.7054 | 155800 | 0.0153 | - |
| 8.7082 | 155850 | 0.0171 | - |
| 8.7110 | 155900 | 0.0152 | - |
| 8.7138 | 155950 | 0.0156 | - |
| 8.7165 | 156000 | 0.0167 | - |
| 8.7193 | 156050 | 0.0151 | - |
| 8.7221 | 156100 | 0.0146 | - |
| 8.7249 | 156150 | 0.0153 | - |
| 8.7277 | 156200 | 0.0156 | - |
| 8.7305 | 156250 | 0.0156 | - |
| 8.7333 | 156300 | 0.0157 | - |
| 8.7361 | 156350 | 0.0158 | - |
| 8.7389 | 156400 | 0.0155 | - |
| 8.7417 | 156450 | 0.0161 | - |
| 8.7445 | 156500 | 0.0156 | - |
| 8.7473 | 156550 | 0.0157 | - |
| 8.7501 | 156600 | 0.0149 | - |
| 8.7529 | 156650 | 0.0164 | - |
| 8.7557 | 156700 | 0.0141 | - |
| 8.7585 | 156750 | 0.0168 | - |
| 8.7612 | 156800 | 0.0146 | - |
| 8.7640 | 156850 | 0.0159 | - |
| 8.7668 | 156900 | 0.0149 | - |
| 8.7696 | 156950 | 0.0145 | - |
| 8.7724 | 157000 | 0.0162 | - |
| 8.7752 | 157050 | 0.0143 | - |
| 8.7780 | 157100 | 0.0135 | - |
| 8.7808 | 157150 | 0.0162 | - |
| 8.7836 | 157200 | 0.0167 | - |
| 8.7864 | 157250 | 0.0157 | - |
| 8.7892 | 157300 | 0.0148 | - |
| 8.7920 | 157350 | 0.0151 | - |
| 8.7948 | 157400 | 0.0145 | - |
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| 9.7111 | 173800 | 0.014 | - |
| 9.7139 | 173850 | 0.016 | - |
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| 9.7335 | 174200 | 0.016 | - |
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| 9.7391 | 174300 | 0.0158 | - |
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| 9.7446 | 174400 | 0.0178 | - |
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| 9.9011 | 177200 | 0.015 | - |
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| 9.9067 | 177300 | 0.0145 | - |
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| 9.9346 | 177800 | 0.016 | - |
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| 9.9458 | 178000 | 0.016 | - |
| 9.9486 | 178050 | 0.0142 | - |
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| 9.9542 | 178150 | 0.0165 | - |
| 9.9570 | 178200 | 0.015 | - |
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| 9.9793 | 178600 | 0.0143 | - |
| 9.9821 | 178650 | 0.0158 | - |
| 9.9849 | 178700 | 0.0161 | - |
| 9.9877 | 178750 | 0.0156 | - |
| 9.9905 | 178800 | 0.0156 | - |
| 9.9933 | 178850 | 0.0165 | - |
| 9.9961 | 178900 | 0.015 | - |
| 9.9989 | 178950 | 0.0185 | - |
### Framework Versions
- Python: 3.10.8
- SetFit: 1.1.2
- Sentence Transformers: 5.1.0
- Transformers: 4.56.0
- PyTorch: 2.8.0+cu128
- Datasets: 3.6.0
- Tokenizers: 0.22.0
## Citation
### BibTeX
```bibtex
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}
```
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