---
base_model: cl-nagoya/ruri-base
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:2249944
- loss:ContrastiveLoss
widget:
- source_sentence: いっそのこと、このまま放置しておくか。
sentences:
- こっちに逆輸入されないように上手く調整してみるよ
- 一回目のときはたまたまだったかもしれないし
- 何て言えば良いのか。
- source_sentence: まあ、俺達が死んでかなり長い時間が経たないと不可能ですけどね
sentences:
- 早く行かないといけないって、そう思うんです…
- そうよな、この世界の外に旅立つ方法など我はわからぬからな
- スキル『感応』のままに、鍛えた身体の示すままに、ただ剣を振り抜く技だ。
- source_sentence: 吸血姫シュレインと申す
sentences:
- つまり、獣化した姿を、青の射手亭の関係者に見られたことがあると?
- ああ、いや。
- 既に見つけておりまする。
- source_sentence: なぜあんなにも少ないのだ
sentences:
- ありがとう
- お互いに剣を交えてわかりました!
- 金を使い込まれるのは構わんが、説明くらいはしてもいいはずだろうに
- source_sentence: 聖職者の前で言うことではなかったのぅ。
sentences:
- これが夢でないことを願う
- そうだ。
- いえ、お気になさらず
---
# SentenceTransformer based on cl-nagoya/ruri-base
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [cl-nagoya/ruri-base](https://huggingface.co/cl-nagoya/ruri-base). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
## Model Details
### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [cl-nagoya/ruri-base](https://huggingface.co/cl-nagoya/ruri-base)
- **Maximum Sequence Length:** 32 tokens
- **Output Dimensionality:** 768 tokens
- **Similarity Function:** Cosine Similarity
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
### Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 32, 'do_lower_case': False}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)
```
## Usage
### Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
```bash
pip install -U sentence-transformers
```
Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("ZeniZeni/trained_model")
# Run inference
sentences = [
'聖職者の前で言うことではなかったのぅ。',
'いえ、お気になさらず',
'そうだ。',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```
## Training Details
### Training Dataset
#### Unnamed Dataset
* Size: 2,249,944 training samples
* Columns: sent1
, sent2
, and label
* Approximate statistics based on the first 1000 samples:
| | sent1 | sent2 | label |
|:--------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:------------------------------------------------|
| type | string | string | int |
| details |
- min: 4 tokens
- mean: 13.37 tokens
- max: 32 tokens
| - min: 3 tokens
- mean: 12.76 tokens
- max: 32 tokens
| |
* Samples:
| sent1 | sent2 | label |
|:--------------------------------------------------|:------------------------------------------|:---------------|
| 黒坂常陸がいなくなれば極北のロシアより美味しいアドリア海沿岸攻めも出来る
| 今、大日本合藩帝国が支配している国々を奪い取りたいのよ。
| 1
|
| きみ…
| お前らより先に店にいたんだ
| 0
|
| 入ってもよろしいですか!
| アンナ!
| 0
|
* Loss: [ContrastiveLoss
](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastiveloss) with these parameters:
```json
{
"distance_metric": "SiameseDistanceMetric.COSINE_DISTANCE",
"margin": 0.5,
"size_average": true
}
```
### Evaluation Dataset
#### Unnamed Dataset
* Size: 11,363 evaluation samples
* Columns: sent1
, sent2
, and label
* Approximate statistics based on the first 1000 samples:
| | sent1 | sent2 | label |
|:--------|:---------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:------------------------------------------------|
| type | string | string | int |
| details | - min: 4 tokens
- mean: 14.1 tokens
- max: 32 tokens
| - min: 3 tokens
- mean: 12.47 tokens
- max: 32 tokens
| |
* Samples:
| sent1 | sent2 | label |
|:-----------------------------------|:-----------------------------|:---------------|
| 本当に生存者は…
| さてな、それも分からん。
| 0
|
| それではこれより、殿と呼ばせていただきます
| 俺は新たな、九戸の家を興そう。
| 0
|
| くれぐれも、ご無事で…
| だから…
| 0
|
* Loss: [ContrastiveLoss
](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastiveloss) with these parameters:
```json
{
"distance_metric": "SiameseDistanceMetric.COSINE_DISTANCE",
"margin": 0.5,
"size_average": true
}
```
### Training Hyperparameters
#### Non-Default Hyperparameters
- `eval_strategy`: steps
- `per_device_train_batch_size`: 128
- `per_device_eval_batch_size`: 128
- `num_train_epochs`: 10
- `remove_unused_columns`: False
- `load_best_model_at_end`: True
#### All Hyperparameters
Click to expand
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: steps
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 128
- `per_device_eval_batch_size`: 128
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 5e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 10
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.0
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: False
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: False
- `label_names`: None
- `load_best_model_at_end`: True
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`:
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `use_liger_kernel`: False
- `eval_use_gather_object`: False
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional
### Training Logs
Click to expand
| Epoch | Step | Training Loss | Validation Loss |
|:----------:|:-------:|:-------------:|:---------------:|
| 0.0045 | 10 | 0.0297 | - |
| 0.0091 | 20 | 0.0268 | - |
| 0.0136 | 30 | 0.0249 | - |
| 0.0182 | 40 | 0.0242 | - |
| 0.0227 | 50 | 0.0239 | - |
| 0.0273 | 60 | 0.0239 | - |
| 0.0318 | 70 | 0.0235 | - |
| 0.0364 | 80 | 0.0235 | - |
| 0.0409 | 90 | 0.0233 | - |
| **0.0455** | **100** | **0.0233** | **0.024** |
| 0.0500 | 110 | 0.0233 | - |
| 0.0546 | 120 | 0.0231 | - |
| 0.0591 | 130 | 0.0229 | - |
| 0.0637 | 140 | 0.0225 | - |
| 0.0682 | 150 | 0.0229 | - |
| 0.0728 | 160 | 0.0227 | - |
| 0.0773 | 170 | 0.0228 | - |
| 0.0819 | 180 | 0.0229 | - |
| 0.0864 | 190 | 0.0223 | - |
| 0.0910 | 200 | 0.0227 | 0.0236 |
| 0.0955 | 210 | 0.0228 | - |
| 0.1001 | 220 | 0.0225 | - |
| 0.1046 | 230 | 0.0225 | - |
| 0.1092 | 240 | 0.0224 | - |
| 0.1137 | 250 | 0.0225 | - |
| 0.1183 | 260 | 0.0229 | - |
| 0.1228 | 270 | 0.022 | - |
| 0.1274 | 280 | 0.0226 | - |
| 0.1319 | 290 | 0.0224 | - |
| 0.1365 | 300 | 0.0222 | 0.0232 |
| 0.1410 | 310 | 0.0222 | - |
| 0.1456 | 320 | 0.022 | - |
| 0.1501 | 330 | 0.0223 | - |
| 0.1547 | 340 | 0.0223 | - |
| 0.1592 | 350 | 0.0222 | - |
| 0.1638 | 360 | 0.0223 | - |
| 0.1683 | 370 | 0.0219 | - |
| 0.1729 | 380 | 0.0223 | - |
| 0.1774 | 390 | 0.0219 | - |
| 0.1820 | 400 | 0.0218 | 0.0225 |
| 0.1865 | 410 | 0.0216 | - |
| 0.1911 | 420 | 0.0219 | - |
| 0.1956 | 430 | 0.0216 | - |
| 0.2002 | 440 | 0.022 | - |
| 0.2047 | 450 | 0.0214 | - |
| 0.2093 | 460 | 0.0219 | - |
| 0.2138 | 470 | 0.0216 | - |
| 0.2184 | 480 | 0.0215 | - |
| 0.2229 | 490 | 0.0218 | - |
| 0.2275 | 500 | 0.0214 | 0.0224 |
| 0.2320 | 510 | 0.0218 | - |
| 0.2366 | 520 | 0.0216 | - |
| 0.2411 | 530 | 0.0213 | - |
| 0.2457 | 540 | 0.0216 | - |
| 0.2502 | 550 | 0.0216 | - |
| 0.2548 | 560 | 0.0219 | - |
| 0.2593 | 570 | 0.0218 | - |
| 0.2639 | 580 | 0.0219 | - |
| 0.2684 | 590 | 0.022 | - |
| 0.2730 | 600 | 0.0215 | 0.0219 |
| 0.2775 | 610 | 0.0216 | - |
| 0.2821 | 620 | 0.0215 | - |
| 0.2866 | 630 | 0.0213 | - |
| 0.2912 | 640 | 0.0211 | - |
| 0.2957 | 650 | 0.0211 | - |
| 0.3003 | 660 | 0.0214 | - |
| 0.3048 | 670 | 0.0212 | - |
| 0.3094 | 680 | 0.0215 | - |
| 0.3139 | 690 | 0.0212 | - |
| 0.3185 | 700 | 0.0212 | 0.0218 |
| 0.3230 | 710 | 0.0214 | - |
| 0.3276 | 720 | 0.021 | - |
| 0.3321 | 730 | 0.0211 | - |
| 0.3367 | 740 | 0.0213 | - |
| 0.3412 | 750 | 0.0213 | - |
| 0.3458 | 760 | 0.0213 | - |
| 0.3503 | 770 | 0.0212 | - |
| 0.3549 | 780 | 0.0213 | - |
| 0.3594 | 790 | 0.0212 | - |
| 0.3640 | 800 | 0.0212 | 0.0220 |
| 0.3685 | 810 | 0.0216 | - |
| 0.3731 | 820 | 0.0213 | - |
| 0.3776 | 830 | 0.0216 | - |
| 0.3822 | 840 | 0.021 | - |
| 0.3867 | 850 | 0.0211 | - |
| 0.3913 | 860 | 0.0214 | - |
| 0.3958 | 870 | 0.0213 | - |
| 0.4004 | 880 | 0.0211 | - |
| 0.4049 | 890 | 0.0213 | - |
| 0.4095 | 900 | 0.0212 | 0.0218 |
| 0.4140 | 910 | 0.0207 | - |
| 0.4186 | 920 | 0.0209 | - |
| 0.4231 | 930 | 0.0208 | - |
| 0.4277 | 940 | 0.0206 | - |
| 0.4322 | 950 | 0.021 | - |
| 0.4368 | 960 | 0.0214 | - |
| 0.4413 | 970 | 0.021 | - |
| 0.4459 | 980 | 0.0212 | - |
| 0.4504 | 990 | 0.0211 | - |
| 0.4550 | 1000 | 0.0209 | 0.0214 |
| 0.4595 | 1010 | 0.0209 | - |
| 0.4641 | 1020 | 0.0206 | - |
| 0.4686 | 1030 | 0.0204 | - |
| 0.4732 | 1040 | 0.021 | - |
| 0.4777 | 1050 | 0.0202 | - |
| 0.4823 | 1060 | 0.0203 | - |
| 0.4868 | 1070 | 0.0211 | - |
| 0.4914 | 1080 | 0.0208 | - |
| 0.4959 | 1090 | 0.021 | - |
| 0.5005 | 1100 | 0.0208 | 0.0214 |
| 0.5050 | 1110 | 0.0206 | - |
| 0.5096 | 1120 | 0.0207 | - |
| 0.5141 | 1130 | 0.0209 | - |
| 0.5187 | 1140 | 0.0203 | - |
| 0.5232 | 1150 | 0.0206 | - |
| 0.5278 | 1160 | 0.0206 | - |
| 0.5323 | 1170 | 0.0208 | - |
| 0.5369 | 1180 | 0.0206 | - |
| 0.5414 | 1190 | 0.0204 | - |
| 0.5460 | 1200 | 0.021 | 0.0213 |
| 0.5505 | 1210 | 0.0206 | - |
| 0.5551 | 1220 | 0.0206 | - |
| 0.5596 | 1230 | 0.0208 | - |
| 0.5641 | 1240 | 0.0213 | - |
| 0.5687 | 1250 | 0.0206 | - |
| 0.5732 | 1260 | 0.0211 | - |
| 0.5778 | 1270 | 0.021 | - |
| 0.5823 | 1280 | 0.0208 | - |
| 0.5869 | 1290 | 0.0207 | - |
| 0.5914 | 1300 | 0.0204 | 0.0213 |
| 0.5960 | 1310 | 0.0202 | - |
| 0.6005 | 1320 | 0.0207 | - |
| 0.6051 | 1330 | 0.0209 | - |
| 0.6096 | 1340 | 0.02 | - |
| 0.6142 | 1350 | 0.0204 | - |
| 0.6187 | 1360 | 0.0205 | - |
| 0.6233 | 1370 | 0.0201 | - |
| 0.6278 | 1380 | 0.0202 | - |
| 0.6324 | 1390 | 0.021 | - |
| 0.6369 | 1400 | 0.0202 | 0.0210 |
| 0.6415 | 1410 | 0.0205 | - |
| 0.6460 | 1420 | 0.0205 | - |
| 0.6506 | 1430 | 0.0208 | - |
| 0.6551 | 1440 | 0.0205 | - |
| 0.6597 | 1450 | 0.0209 | - |
| 0.6642 | 1460 | 0.0205 | - |
| 0.6688 | 1470 | 0.0204 | - |
| 0.6733 | 1480 | 0.0207 | - |
| 0.6779 | 1490 | 0.0199 | - |
| 0.6824 | 1500 | 0.0205 | 0.0208 |
| 0.6870 | 1510 | 0.0201 | - |
| 0.6915 | 1520 | 0.0205 | - |
| 0.6961 | 1530 | 0.0205 | - |
| 0.7006 | 1540 | 0.0209 | - |
| 0.7052 | 1550 | 0.0206 | - |
| 0.7097 | 1560 | 0.0205 | - |
| 0.7143 | 1570 | 0.0205 | - |
| 0.7188 | 1580 | 0.0203 | - |
| 0.7234 | 1590 | 0.0199 | - |
| 0.7279 | 1600 | 0.0205 | 0.0208 |
| 0.7325 | 1610 | 0.0201 | - |
| 0.7370 | 1620 | 0.0202 | - |
| 0.7416 | 1630 | 0.0206 | - |
| 0.7461 | 1640 | 0.0207 | - |
| 0.7507 | 1650 | 0.0203 | - |
| 0.7552 | 1660 | 0.02 | - |
| 0.7598 | 1670 | 0.0204 | - |
| 0.7643 | 1680 | 0.0205 | - |
| 0.7689 | 1690 | 0.0199 | - |
| 0.7734 | 1700 | 0.0206 | 0.0206 |
| 0.7780 | 1710 | 0.0204 | - |
| 0.7825 | 1720 | 0.0205 | - |
| 0.7871 | 1730 | 0.0202 | - |
| 0.7916 | 1740 | 0.0204 | - |
| 0.7962 | 1750 | 0.0205 | - |
| 0.8007 | 1760 | 0.0202 | - |
| 0.8053 | 1770 | 0.0202 | - |
| 0.8098 | 1780 | 0.02 | - |
| 0.8144 | 1790 | 0.0203 | - |
| 0.8189 | 1800 | 0.0206 | 0.0205 |
| 0.8235 | 1810 | 0.0201 | - |
| 0.8280 | 1820 | 0.0207 | - |
| 0.8326 | 1830 | 0.02 | - |
| 0.8371 | 1840 | 0.0201 | - |
| 0.8417 | 1850 | 0.0205 | - |
| 0.8462 | 1860 | 0.02 | - |
| 0.8508 | 1870 | 0.0201 | - |
| 0.8553 | 1880 | 0.0199 | - |
| 0.8599 | 1890 | 0.0198 | - |
| 0.8644 | 1900 | 0.0197 | 0.0205 |
| 0.8690 | 1910 | 0.0201 | - |
| 0.8735 | 1920 | 0.0198 | - |
| 0.8781 | 1930 | 0.02 | - |
| 0.8826 | 1940 | 0.0198 | - |
| 0.8872 | 1950 | 0.0196 | - |
| 0.8917 | 1960 | 0.02 | - |
| 0.8963 | 1970 | 0.0204 | - |
| 0.9008 | 1980 | 0.0199 | - |
| 0.9054 | 1990 | 0.02 | - |
| 0.9099 | 2000 | 0.0199 | 0.0204 |
| 0.9145 | 2010 | 0.0204 | - |
| 0.9190 | 2020 | 0.0202 | - |
| 0.9236 | 2030 | 0.02 | - |
| 0.9281 | 2040 | 0.0198 | - |
| 0.9327 | 2050 | 0.0198 | - |
| 0.9372 | 2060 | 0.0197 | - |
| 0.9418 | 2070 | 0.0198 | - |
| 0.9463 | 2080 | 0.0202 | - |
| 0.9509 | 2090 | 0.0198 | - |
| 0.9554 | 2100 | 0.0201 | 0.0203 |
| 0.9600 | 2110 | 0.0201 | - |
| 0.9645 | 2120 | 0.02 | - |
| 0.9691 | 2130 | 0.0196 | - |
| 0.9736 | 2140 | 0.0201 | - |
| 0.9782 | 2150 | 0.0199 | - |
| 0.9827 | 2160 | 0.0198 | - |
| 0.9873 | 2170 | 0.02 | - |
| 0.9918 | 2180 | 0.0199 | - |
| 0.9964 | 2190 | 0.0194 | - |
| 1.0009 | 2200 | 0.0195 | 0.0206 |
| 1.0055 | 2210 | 0.0191 | - |
| 1.0100 | 2220 | 0.019 | - |
| 1.0146 | 2230 | 0.019 | - |
| 1.0191 | 2240 | 0.0189 | - |
| 1.0237 | 2250 | 0.019 | - |
| 1.0282 | 2260 | 0.0192 | - |
| 1.0328 | 2270 | 0.0193 | - |
| 1.0373 | 2280 | 0.0194 | - |
| 1.0419 | 2290 | 0.0184 | - |
| 1.0464 | 2300 | 0.0183 | 0.0201 |
| 1.0510 | 2310 | 0.0191 | - |
| 1.0555 | 2320 | 0.0189 | - |
| 1.0601 | 2330 | 0.0185 | - |
| 1.0646 | 2340 | 0.0186 | - |
| 1.0692 | 2350 | 0.0187 | - |
| 1.0737 | 2360 | 0.0196 | - |
| 1.0783 | 2370 | 0.0189 | - |
| 1.0828 | 2380 | 0.0188 | - |
| 1.0874 | 2390 | 0.0186 | - |
| 1.0919 | 2400 | 0.0191 | 0.0200 |
| 1.0965 | 2410 | 0.0188 | - |
| 1.1010 | 2420 | 0.0193 | - |
| 1.1056 | 2430 | 0.019 | - |
| 1.1101 | 2440 | 0.0187 | - |
| 1.1146 | 2450 | 0.0187 | - |
| 1.1192 | 2460 | 0.0192 | - |
| 1.1237 | 2470 | 0.0188 | - |
| 1.1283 | 2480 | 0.0188 | - |
| 1.1328 | 2490 | 0.0187 | - |
| 1.1374 | 2500 | 0.0183 | 0.0201 |
| 1.1419 | 2510 | 0.0185 | - |
| 1.1465 | 2520 | 0.0188 | - |
| 1.1510 | 2530 | 0.019 | - |
| 1.1556 | 2540 | 0.0186 | - |
| 1.1601 | 2550 | 0.0187 | - |
| 1.1647 | 2560 | 0.0185 | - |
| 1.1692 | 2570 | 0.0186 | - |
| 1.1738 | 2580 | 0.0188 | - |
| 1.1783 | 2590 | 0.0182 | - |
| 1.1829 | 2600 | 0.0185 | 0.0200 |
| 1.1874 | 2610 | 0.0186 | - |
| 1.1920 | 2620 | 0.0192 | - |
| 1.1965 | 2630 | 0.0186 | - |
| 1.2011 | 2640 | 0.0188 | - |
| 1.2056 | 2650 | 0.0185 | - |
| 1.2102 | 2660 | 0.0188 | - |
| 1.2147 | 2670 | 0.0188 | - |
| 1.2193 | 2680 | 0.0184 | - |
| 1.2238 | 2690 | 0.0186 | - |
| 1.2284 | 2700 | 0.0191 | 0.0199 |
| 1.2329 | 2710 | 0.0189 | - |
| 1.2375 | 2720 | 0.0191 | - |
| 1.2420 | 2730 | 0.0186 | - |
| 1.2466 | 2740 | 0.0183 | - |
| 1.2511 | 2750 | 0.0189 | - |
| 1.2557 | 2760 | 0.019 | - |
| 1.2602 | 2770 | 0.019 | - |
| 1.2648 | 2780 | 0.0183 | - |
| 1.2693 | 2790 | 0.0184 | - |
| 1.2739 | 2800 | 0.0186 | 0.0198 |
| 1.2784 | 2810 | 0.0193 | - |
| 1.2830 | 2820 | 0.0187 | - |
| 1.2875 | 2830 | 0.019 | - |
| 1.2921 | 2840 | 0.0189 | - |
| 1.2966 | 2850 | 0.0189 | - |
| 1.3012 | 2860 | 0.0187 | - |
| 1.3057 | 2870 | 0.0187 | - |
| 1.3103 | 2880 | 0.0186 | - |
| 1.3148 | 2890 | 0.0187 | - |
| 1.3194 | 2900 | 0.0187 | 0.0197 |
| 1.3239 | 2910 | 0.0185 | - |
| 1.3285 | 2920 | 0.0187 | - |
| 1.3330 | 2930 | 0.0187 | - |
| 1.3376 | 2940 | 0.018 | - |
| 1.3421 | 2950 | 0.0188 | - |
| 1.3467 | 2960 | 0.0184 | - |
| 1.3512 | 2970 | 0.0183 | - |
| 1.3558 | 2980 | 0.0185 | - |
| 1.3603 | 2990 | 0.0181 | - |
| 1.3649 | 3000 | 0.0186 | 0.0196 |
| 1.3694 | 3010 | 0.0184 | - |
| 1.3740 | 3020 | 0.0184 | - |
| 1.3785 | 3030 | 0.0187 | - |
| 1.3831 | 3040 | 0.0184 | - |
| 1.3876 | 3050 | 0.0185 | - |
| 1.3922 | 3060 | 0.0184 | - |
| 1.3967 | 3070 | 0.0188 | - |
| 1.4013 | 3080 | 0.0185 | - |
| 1.4058 | 3090 | 0.0185 | - |
| 1.4104 | 3100 | 0.0187 | 0.0196 |
| 1.4149 | 3110 | 0.0191 | - |
| 1.4195 | 3120 | 0.0185 | - |
| 1.4240 | 3130 | 0.0184 | - |
| 1.4286 | 3140 | 0.0187 | - |
| 1.4331 | 3150 | 0.0187 | - |
| 1.4377 | 3160 | 0.0182 | - |
| 1.4422 | 3170 | 0.0182 | - |
| 1.4468 | 3180 | 0.0184 | - |
| 1.4513 | 3190 | 0.0183 | - |
| 1.4559 | 3200 | 0.0182 | 0.0196 |
| 1.4604 | 3210 | 0.0183 | - |
| 1.4650 | 3220 | 0.0189 | - |
| 1.4695 | 3230 | 0.0188 | - |
| 1.4741 | 3240 | 0.0185 | - |
| 1.4786 | 3250 | 0.0184 | - |
| 1.4832 | 3260 | 0.0186 | - |
| 1.4877 | 3270 | 0.018 | - |
| 1.4923 | 3280 | 0.0183 | - |
| 1.4968 | 3290 | 0.019 | - |
| 1.5014 | 3300 | 0.018 | 0.0196 |
| 1.5059 | 3310 | 0.0181 | - |
| 1.5105 | 3320 | 0.0188 | - |
| 1.5150 | 3330 | 0.0182 | - |
| 1.5196 | 3340 | 0.0182 | - |
| 1.5241 | 3350 | 0.0184 | - |
| 1.5287 | 3360 | 0.0185 | - |
| 1.5332 | 3370 | 0.018 | - |
| 1.5378 | 3380 | 0.0179 | - |
| 1.5423 | 3390 | 0.0186 | - |
| 1.5469 | 3400 | 0.0178 | 0.0194 |
| 1.5514 | 3410 | 0.018 | - |
| 1.5560 | 3420 | 0.0183 | - |
| 1.5605 | 3430 | 0.0179 | - |
| 1.5651 | 3440 | 0.018 | - |
| 1.5696 | 3450 | 0.0181 | - |
| 1.5742 | 3460 | 0.0182 | - |
| 1.5787 | 3470 | 0.0186 | - |
| 1.5833 | 3480 | 0.0183 | - |
| 1.5878 | 3490 | 0.0186 | - |
| 1.5924 | 3500 | 0.0181 | 0.0193 |
| 1.5969 | 3510 | 0.0185 | - |
| 1.6015 | 3520 | 0.0178 | - |
| 1.6060 | 3530 | 0.0182 | - |
| 1.6106 | 3540 | 0.0186 | - |
| 1.6151 | 3550 | 0.0185 | - |
| 1.6197 | 3560 | 0.0183 | - |
| 1.6242 | 3570 | 0.0181 | - |
| 1.6288 | 3580 | 0.0183 | - |
| 1.6333 | 3590 | 0.0179 | - |
| 1.6379 | 3600 | 0.0187 | 0.0193 |
| 1.6424 | 3610 | 0.018 | - |
| 1.6470 | 3620 | 0.0182 | - |
| 1.6515 | 3630 | 0.0184 | - |
| 1.6561 | 3640 | 0.018 | - |
| 1.6606 | 3650 | 0.018 | - |
| 1.6652 | 3660 | 0.0181 | - |
| 1.6697 | 3670 | 0.0179 | - |
| 1.6742 | 3680 | 0.0181 | - |
| 1.6788 | 3690 | 0.0185 | - |
| 1.6833 | 3700 | 0.0179 | 0.0193 |
| 1.6879 | 3710 | 0.0186 | - |
| 1.6924 | 3720 | 0.0179 | - |
| 1.6970 | 3730 | 0.0183 | - |
| 1.7015 | 3740 | 0.018 | - |
| 1.7061 | 3750 | 0.0186 | - |
| 1.7106 | 3760 | 0.018 | - |
| 1.7152 | 3770 | 0.0189 | - |
| 1.7197 | 3780 | 0.018 | - |
| 1.7243 | 3790 | 0.0178 | - |
| 1.7288 | 3800 | 0.0179 | 0.0191 |
| 1.7334 | 3810 | 0.018 | - |
| 1.7379 | 3820 | 0.0178 | - |
| 1.7425 | 3830 | 0.0179 | - |
| 1.7470 | 3840 | 0.0179 | - |
| 1.7516 | 3850 | 0.0178 | - |
| 1.7561 | 3860 | 0.0174 | - |
| 1.7607 | 3870 | 0.0179 | - |
| 1.7652 | 3880 | 0.018 | - |
| 1.7698 | 3890 | 0.018 | - |
| 1.7743 | 3900 | 0.0179 | 0.0191 |
| 1.7789 | 3910 | 0.0177 | - |
| 1.7834 | 3920 | 0.0177 | - |
| 1.7880 | 3930 | 0.0178 | - |
| 1.7925 | 3940 | 0.0178 | - |
| 1.7971 | 3950 | 0.0183 | - |
| 1.8016 | 3960 | 0.0181 | - |
| 1.8062 | 3970 | 0.0175 | - |
| 1.8107 | 3980 | 0.0178 | - |
| 1.8153 | 3990 | 0.0179 | - |
| 1.8198 | 4000 | 0.0179 | 0.0189 |
| 1.8244 | 4010 | 0.0183 | - |
| 1.8289 | 4020 | 0.0182 | - |
| 1.8335 | 4030 | 0.0182 | - |
| 1.8380 | 4040 | 0.0181 | - |
| 1.8426 | 4050 | 0.0181 | - |
| 1.8471 | 4060 | 0.0182 | - |
| 1.8517 | 4070 | 0.0181 | - |
| 1.8562 | 4080 | 0.0172 | - |
| 1.8608 | 4090 | 0.0178 | - |
| 1.8653 | 4100 | 0.0179 | 0.0188 |
| 1.8699 | 4110 | 0.0181 | - |
| 1.8744 | 4120 | 0.0182 | - |
| 1.8790 | 4130 | 0.0177 | - |
| 1.8835 | 4140 | 0.0175 | - |
| 1.8881 | 4150 | 0.0178 | - |
| 1.8926 | 4160 | 0.018 | - |
| 1.8972 | 4170 | 0.0181 | - |
| 1.9017 | 4180 | 0.0176 | - |
| 1.9063 | 4190 | 0.0179 | - |
| 1.9108 | 4200 | 0.0178 | 0.0185 |
| 1.9154 | 4210 | 0.018 | - |
| 1.9199 | 4220 | 0.0181 | - |
| 1.9245 | 4230 | 0.0179 | - |
| 1.9290 | 4240 | 0.0179 | - |
| 1.9336 | 4250 | 0.0175 | - |
| 1.9381 | 4260 | 0.018 | - |
| 1.9427 | 4270 | 0.0187 | - |
| 1.9472 | 4280 | 0.0179 | - |
| 1.9518 | 4290 | 0.0174 | - |
| 1.9563 | 4300 | 0.0176 | 0.0186 |
| 1.9609 | 4310 | 0.0175 | - |
| 1.9654 | 4320 | 0.0175 | - |
| 1.9700 | 4330 | 0.018 | - |
| 1.9745 | 4340 | 0.0179 | - |
| 1.9791 | 4350 | 0.0177 | - |
| 1.9836 | 4360 | 0.0179 | - |
| 1.9882 | 4370 | 0.018 | - |
| 1.9927 | 4380 | 0.0179 | - |
| 1.9973 | 4390 | 0.0178 | - |
| 2.0018 | 4400 | 0.0175 | 0.0185 |
| 2.0064 | 4410 | 0.0167 | - |
| 2.0109 | 4420 | 0.0164 | - |
| 2.0155 | 4430 | 0.0165 | - |
| 2.0200 | 4440 | 0.016 | - |
| 2.0246 | 4450 | 0.0162 | - |
| 2.0291 | 4460 | 0.0165 | - |
| 2.0337 | 4470 | 0.0162 | - |
| 2.0382 | 4480 | 0.0161 | - |
| 2.0428 | 4490 | 0.0163 | - |
| 2.0473 | 4500 | 0.0164 | 0.0184 |
| 2.0519 | 4510 | 0.0162 | - |
| 2.0564 | 4520 | 0.0165 | - |
| 2.0610 | 4530 | 0.0162 | - |
| 2.0655 | 4540 | 0.0159 | - |
| 2.0701 | 4550 | 0.0161 | - |
| 2.0746 | 4560 | 0.0164 | - |
| 2.0792 | 4570 | 0.0162 | - |
| 2.0837 | 4580 | 0.0167 | - |
| 2.0883 | 4590 | 0.0161 | - |
| 2.0928 | 4600 | 0.0162 | 0.0183 |
| 2.0974 | 4610 | 0.0158 | - |
| 2.1019 | 4620 | 0.0163 | - |
| 2.1065 | 4630 | 0.0164 | - |
| 2.1110 | 4640 | 0.0161 | - |
| 2.1156 | 4650 | 0.016 | - |
| 2.1201 | 4660 | 0.0164 | - |
| 2.1247 | 4670 | 0.0164 | - |
| 2.1292 | 4680 | 0.016 | - |
| 2.1338 | 4690 | 0.0155 | - |
| 2.1383 | 4700 | 0.0159 | 0.0184 |
| 2.1429 | 4710 | 0.0165 | - |
| 2.1474 | 4720 | 0.0161 | - |
| 2.1520 | 4730 | 0.0159 | - |
| 2.1565 | 4740 | 0.0165 | - |
| 2.1611 | 4750 | 0.0161 | - |
| 2.1656 | 4760 | 0.0162 | - |
| 2.1702 | 4770 | 0.0165 | - |
| 2.1747 | 4780 | 0.0162 | - |
| 2.1793 | 4790 | 0.0164 | - |
| 2.1838 | 4800 | 0.0161 | 0.0183 |
| 2.1884 | 4810 | 0.0163 | - |
| 2.1929 | 4820 | 0.0161 | - |
| 2.1975 | 4830 | 0.0162 | - |
| 2.2020 | 4840 | 0.0164 | - |
| 2.2066 | 4850 | 0.0164 | - |
| 2.2111 | 4860 | 0.0165 | - |
| 2.2157 | 4870 | 0.0159 | - |
| 2.2202 | 4880 | 0.016 | - |
| 2.2247 | 4890 | 0.0161 | - |
| 2.2293 | 4900 | 0.0161 | 0.0181 |
| 2.2338 | 4910 | 0.0162 | - |
| 2.2384 | 4920 | 0.0163 | - |
| 2.2429 | 4930 | 0.0164 | - |
| 2.2475 | 4940 | 0.0162 | - |
| 2.2520 | 4950 | 0.0162 | - |
| 2.2566 | 4960 | 0.0164 | - |
| 2.2611 | 4970 | 0.0162 | - |
| 2.2657 | 4980 | 0.0165 | - |
| 2.2702 | 4990 | 0.0163 | - |
| 2.2748 | 5000 | 0.0161 | 0.0182 |
| 2.2793 | 5010 | 0.0163 | - |
| 2.2839 | 5020 | 0.0163 | - |
| 2.2884 | 5030 | 0.016 | - |
| 2.2930 | 5040 | 0.016 | - |
| 2.2975 | 5050 | 0.0161 | - |
| 2.3021 | 5060 | 0.0162 | - |
| 2.3066 | 5070 | 0.0161 | - |
| 2.3112 | 5080 | 0.0163 | - |
| 2.3157 | 5090 | 0.0158 | - |
| 2.3203 | 5100 | 0.0161 | 0.0180 |
| 2.3248 | 5110 | 0.0161 | - |
| 2.3294 | 5120 | 0.0161 | - |
| 2.3339 | 5130 | 0.0163 | - |
| 2.3385 | 5140 | 0.0163 | - |
| 2.3430 | 5150 | 0.0166 | - |
| 2.3476 | 5160 | 0.0164 | - |
| 2.3521 | 5170 | 0.0158 | - |
| 2.3567 | 5180 | 0.0163 | - |
| 2.3612 | 5190 | 0.0161 | - |
| 2.3658 | 5200 | 0.0161 | 0.0178 |
| 2.3703 | 5210 | 0.0164 | - |
| 2.3749 | 5220 | 0.0164 | - |
| 2.3794 | 5230 | 0.016 | - |
| 2.3840 | 5240 | 0.0159 | - |
| 2.3885 | 5250 | 0.016 | - |
| 2.3931 | 5260 | 0.0163 | - |
| 2.3976 | 5270 | 0.0161 | - |
| 2.4022 | 5280 | 0.0163 | - |
| 2.4067 | 5290 | 0.0158 | - |
| 2.4113 | 5300 | 0.0164 | 0.0182 |
| 2.4158 | 5310 | 0.0165 | - |
| 2.4204 | 5320 | 0.0162 | - |
| 2.4249 | 5330 | 0.0159 | - |
| 2.4295 | 5340 | 0.0162 | - |
| 2.4340 | 5350 | 0.0158 | - |
| 2.4386 | 5360 | 0.0165 | - |
| 2.4431 | 5370 | 0.016 | - |
| 2.4477 | 5380 | 0.0162 | - |
| 2.4522 | 5390 | 0.0163 | - |
| 2.4568 | 5400 | 0.0162 | 0.0180 |
| 2.4613 | 5410 | 0.0159 | - |
| 2.4659 | 5420 | 0.0164 | - |
| 2.4704 | 5430 | 0.0156 | - |
| 2.4750 | 5440 | 0.0168 | - |
| 2.4795 | 5450 | 0.0162 | - |
| 2.4841 | 5460 | 0.016 | - |
| 2.4886 | 5470 | 0.016 | - |
| 2.4932 | 5480 | 0.0164 | - |
| 2.4977 | 5490 | 0.0164 | - |
| 2.5023 | 5500 | 0.016 | 0.0180 |
| 2.5068 | 5510 | 0.0161 | - |
| 2.5114 | 5520 | 0.0159 | - |
| 2.5159 | 5530 | 0.016 | - |
| 2.5205 | 5540 | 0.0166 | - |
| 2.5250 | 5550 | 0.0163 | - |
| 2.5296 | 5560 | 0.0161 | - |
| 2.5341 | 5570 | 0.0162 | - |
| 2.5387 | 5580 | 0.0164 | - |
| 2.5432 | 5590 | 0.016 | - |
| 2.5478 | 5600 | 0.0163 | 0.0178 |
| 2.5523 | 5610 | 0.016 | - |
| 2.5569 | 5620 | 0.0163 | - |
| 2.5614 | 5630 | 0.0162 | - |
| 2.5660 | 5640 | 0.0162 | - |
| 2.5705 | 5650 | 0.0162 | - |
| 2.5751 | 5660 | 0.0159 | - |
| 2.5796 | 5670 | 0.0159 | - |
| 2.5842 | 5680 | 0.0159 | - |
| 2.5887 | 5690 | 0.0158 | - |
| 2.5933 | 5700 | 0.0159 | 0.0177 |
| 2.5978 | 5710 | 0.0161 | - |
| 2.6024 | 5720 | 0.0159 | - |
| 2.6069 | 5730 | 0.0158 | - |
| 2.6115 | 5740 | 0.0159 | - |
| 2.6160 | 5750 | 0.0159 | - |
| 2.6206 | 5760 | 0.0163 | - |
| 2.6251 | 5770 | 0.0159 | - |
| 2.6297 | 5780 | 0.016 | - |
| 2.6342 | 5790 | 0.0156 | - |
| 2.6388 | 5800 | 0.0161 | 0.0175 |
| 2.6433 | 5810 | 0.0164 | - |
| 2.6479 | 5820 | 0.016 | - |
| 2.6524 | 5830 | 0.0162 | - |
| 2.6570 | 5840 | 0.016 | - |
| 2.6615 | 5850 | 0.0165 | - |
| 2.6661 | 5860 | 0.016 | - |
| 2.6706 | 5870 | 0.016 | - |
| 2.6752 | 5880 | 0.0162 | - |
| 2.6797 | 5890 | 0.0165 | - |
| 2.6843 | 5900 | 0.0159 | 0.0176 |
| 2.6888 | 5910 | 0.0156 | - |
| 2.6934 | 5920 | 0.0162 | - |
| 2.6979 | 5930 | 0.0164 | - |
| 2.7025 | 5940 | 0.0163 | - |
| 2.7070 | 5950 | 0.0159 | - |
| 2.7116 | 5960 | 0.0158 | - |
| 2.7161 | 5970 | 0.0161 | - |
| 2.7207 | 5980 | 0.0158 | - |
| 2.7252 | 5990 | 0.0162 | - |
| 2.7298 | 6000 | 0.016 | 0.0174 |
| 2.7343 | 6010 | 0.0161 | - |
| 2.7389 | 6020 | 0.0159 | - |
| 2.7434 | 6030 | 0.0161 | - |
| 2.7480 | 6040 | 0.016 | - |
| 2.7525 | 6050 | 0.0154 | - |
| 2.7571 | 6060 | 0.0159 | - |
| 2.7616 | 6070 | 0.0162 | - |
| 2.7662 | 6080 | 0.0157 | - |
| 2.7707 | 6090 | 0.0158 | - |
| 2.7753 | 6100 | 0.0159 | 0.0176 |
| 2.7798 | 6110 | 0.0166 | - |
| 2.7843 | 6120 | 0.0161 | - |
| 2.7889 | 6130 | 0.0157 | - |
| 2.7934 | 6140 | 0.0156 | - |
| 2.7980 | 6150 | 0.0156 | - |
| 2.8025 | 6160 | 0.016 | - |
| 2.8071 | 6170 | 0.016 | - |
| 2.8116 | 6180 | 0.0156 | - |
| 2.8162 | 6190 | 0.0157 | - |
| 2.8207 | 6200 | 0.016 | 0.0174 |
| 2.8253 | 6210 | 0.0159 | - |
| 2.8298 | 6220 | 0.0158 | - |
| 2.8344 | 6230 | 0.0158 | - |
| 2.8389 | 6240 | 0.0163 | - |
| 2.8435 | 6250 | 0.0156 | - |
| 2.8480 | 6260 | 0.0157 | - |
| 2.8526 | 6270 | 0.016 | - |
| 2.8571 | 6280 | 0.0156 | - |
| 2.8617 | 6290 | 0.0154 | - |
| 2.8662 | 6300 | 0.016 | 0.0173 |
| 2.8708 | 6310 | 0.016 | - |
| 2.8753 | 6320 | 0.0158 | - |
| 2.8799 | 6330 | 0.0158 | - |
| 2.8844 | 6340 | 0.0156 | - |
| 2.8890 | 6350 | 0.0161 | - |
| 2.8935 | 6360 | 0.0158 | - |
| 2.8981 | 6370 | 0.016 | - |
| 2.9026 | 6380 | 0.0157 | - |
| 2.9072 | 6390 | 0.0158 | - |
| 2.9117 | 6400 | 0.016 | 0.0174 |
| 2.9163 | 6410 | 0.0157 | - |
| 2.9208 | 6420 | 0.0154 | - |
| 2.9254 | 6430 | 0.0157 | - |
| 2.9299 | 6440 | 0.0156 | - |
| 2.9345 | 6450 | 0.0157 | - |
| 2.9390 | 6460 | 0.0162 | - |
| 2.9436 | 6470 | 0.0156 | - |
| 2.9481 | 6480 | 0.0159 | - |
| 2.9527 | 6490 | 0.0155 | - |
| 2.9572 | 6500 | 0.0159 | 0.0172 |
| 2.9618 | 6510 | 0.0157 | - |
| 2.9663 | 6520 | 0.0158 | - |
| 2.9709 | 6530 | 0.0157 | - |
| 2.9754 | 6540 | 0.0157 | - |
| 2.9800 | 6550 | 0.0156 | - |
| 2.9845 | 6560 | 0.0153 | - |
| 2.9891 | 6570 | 0.0159 | - |
| 2.9936 | 6580 | 0.0156 | - |
| 2.9982 | 6590 | 0.0157 | - |
| 3.0027 | 6600 | 0.0149 | 0.0173 |
| 3.0073 | 6610 | 0.0144 | - |
| 3.0118 | 6620 | 0.0143 | - |
| 3.0164 | 6630 | 0.0143 | - |
| 3.0209 | 6640 | 0.0139 | - |
| 3.0255 | 6650 | 0.0145 | - |
| 3.0300 | 6660 | 0.0145 | - |
| 3.0346 | 6670 | 0.0142 | - |
| 3.0391 | 6680 | 0.0141 | - |
| 3.0437 | 6690 | 0.0139 | - |
| 3.0482 | 6700 | 0.0143 | 0.0173 |
| 3.0528 | 6710 | 0.0144 | - |
| 3.0573 | 6720 | 0.0145 | - |
| 3.0619 | 6730 | 0.014 | - |
| 3.0664 | 6740 | 0.0144 | - |
| 3.0710 | 6750 | 0.0141 | - |
| 3.0755 | 6760 | 0.0141 | - |
| 3.0801 | 6770 | 0.0145 | - |
| 3.0846 | 6780 | 0.014 | - |
| 3.0892 | 6790 | 0.0144 | - |
| 3.0937 | 6800 | 0.014 | 0.0174 |
| 3.0983 | 6810 | 0.0145 | - |
| 3.1028 | 6820 | 0.0141 | - |
| 3.1074 | 6830 | 0.0142 | - |
| 3.1119 | 6840 | 0.0138 | - |
| 3.1165 | 6850 | 0.0142 | - |
| 3.1210 | 6860 | 0.0143 | - |
| 3.1256 | 6870 | 0.0144 | - |
| 3.1301 | 6880 | 0.0143 | - |
| 3.1347 | 6890 | 0.0145 | - |
| 3.1392 | 6900 | 0.0144 | 0.0171 |
| 3.1438 | 6910 | 0.014 | - |
| 3.1483 | 6920 | 0.0142 | - |
| 3.1529 | 6930 | 0.0144 | - |
| 3.1574 | 6940 | 0.0141 | - |
| 3.1620 | 6950 | 0.0142 | - |
| 3.1665 | 6960 | 0.0145 | - |
| 3.1711 | 6970 | 0.0139 | - |
| 3.1756 | 6980 | 0.0145 | - |
| 3.1802 | 6990 | 0.0145 | - |
| 3.1847 | 7000 | 0.0137 | 0.0170 |
| 3.1893 | 7010 | 0.0144 | - |
| 3.1938 | 7020 | 0.0146 | - |
| 3.1984 | 7030 | 0.0139 | - |
| 3.2029 | 7040 | 0.014 | - |
| 3.2075 | 7050 | 0.0147 | - |
| 3.2120 | 7060 | 0.0141 | - |
| 3.2166 | 7070 | 0.014 | - |
| 3.2211 | 7080 | 0.0146 | - |
| 3.2257 | 7090 | 0.0143 | - |
| 3.2302 | 7100 | 0.0145 | 0.0169 |
| 3.2348 | 7110 | 0.0145 | - |
| 3.2393 | 7120 | 0.0141 | - |
| 3.2439 | 7130 | 0.014 | - |
| 3.2484 | 7140 | 0.0145 | - |
| 3.2530 | 7150 | 0.014 | - |
| 3.2575 | 7160 | 0.0143 | - |
| 3.2621 | 7170 | 0.0145 | - |
| 3.2666 | 7180 | 0.0143 | - |
| 3.2712 | 7190 | 0.0142 | - |
| 3.2757 | 7200 | 0.0144 | 0.0168 |
| 3.2803 | 7210 | 0.0141 | - |
| 3.2848 | 7220 | 0.014 | - |
| 3.2894 | 7230 | 0.0142 | - |
| 3.2939 | 7240 | 0.0144 | - |
| 3.2985 | 7250 | 0.0138 | - |
| 3.3030 | 7260 | 0.0143 | - |
| 3.3076 | 7270 | 0.0141 | - |
| 3.3121 | 7280 | 0.014 | - |
| 3.3167 | 7290 | 0.0136 | - |
| 3.3212 | 7300 | 0.0144 | 0.0167 |
| 3.3258 | 7310 | 0.014 | - |
| 3.3303 | 7320 | 0.014 | - |
| 3.3348 | 7330 | 0.0143 | - |
| 3.3394 | 7340 | 0.0142 | - |
| 3.3439 | 7350 | 0.0141 | - |
| 3.3485 | 7360 | 0.0142 | - |
| 3.3530 | 7370 | 0.0142 | - |
| 3.3576 | 7380 | 0.0142 | - |
| 3.3621 | 7390 | 0.0142 | - |
| 3.3667 | 7400 | 0.0143 | 0.0168 |
| 3.3712 | 7410 | 0.0142 | - |
| 3.3758 | 7420 | 0.0141 | - |
| 3.3803 | 7430 | 0.0142 | - |
| 3.3849 | 7440 | 0.0141 | - |
| 3.3894 | 7450 | 0.0142 | - |
| 3.3940 | 7460 | 0.0142 | - |
| 3.3985 | 7470 | 0.0143 | - |
| 3.4031 | 7480 | 0.0139 | - |
| 3.4076 | 7490 | 0.0141 | - |
| 3.4122 | 7500 | 0.0142 | 0.0166 |
| 3.4167 | 7510 | 0.014 | - |
| 3.4213 | 7520 | 0.0143 | - |
| 3.4258 | 7530 | 0.0139 | - |
| 3.4304 | 7540 | 0.0141 | - |
| 3.4349 | 7550 | 0.0145 | - |
| 3.4395 | 7560 | 0.0141 | - |
| 3.4440 | 7570 | 0.0144 | - |
| 3.4486 | 7580 | 0.0141 | - |
| 3.4531 | 7590 | 0.0139 | - |
| 3.4577 | 7600 | 0.0139 | 0.0166 |
| 3.4622 | 7610 | 0.014 | - |
| 3.4668 | 7620 | 0.0139 | - |
| 3.4713 | 7630 | 0.0144 | - |
| 3.4759 | 7640 | 0.0141 | - |
| 3.4804 | 7650 | 0.0145 | - |
| 3.4850 | 7660 | 0.0142 | - |
| 3.4895 | 7670 | 0.0142 | - |
| 3.4941 | 7680 | 0.0141 | - |
| 3.4986 | 7690 | 0.014 | - |
| 3.5032 | 7700 | 0.0138 | 0.0166 |
| 3.5077 | 7710 | 0.014 | - |
| 3.5123 | 7720 | 0.0147 | - |
| 3.5168 | 7730 | 0.0143 | - |
| 3.5214 | 7740 | 0.0136 | - |
| 3.5259 | 7750 | 0.0141 | - |
| 3.5305 | 7760 | 0.0144 | - |
| 3.5350 | 7770 | 0.0143 | - |
| 3.5396 | 7780 | 0.0145 | - |
| 3.5441 | 7790 | 0.0141 | - |
| 3.5487 | 7800 | 0.0138 | 0.0164 |
| 3.5532 | 7810 | 0.0145 | - |
| 3.5578 | 7820 | 0.0144 | - |
| 3.5623 | 7830 | 0.0144 | - |
| 3.5669 | 7840 | 0.0142 | - |
| 3.5714 | 7850 | 0.0141 | - |
| 3.5760 | 7860 | 0.0138 | - |
| 3.5805 | 7870 | 0.0141 | - |
| 3.5851 | 7880 | 0.0137 | - |
| 3.5896 | 7890 | 0.0143 | - |
| 3.5942 | 7900 | 0.0139 | 0.0165 |
| 3.5987 | 7910 | 0.0141 | - |
| 3.6033 | 7920 | 0.0143 | - |
| 3.6078 | 7930 | 0.0141 | - |
| 3.6124 | 7940 | 0.0144 | - |
| 3.6169 | 7950 | 0.0141 | - |
| 3.6215 | 7960 | 0.0144 | - |
| 3.6260 | 7970 | 0.0137 | - |
| 3.6306 | 7980 | 0.0139 | - |
| 3.6351 | 7990 | 0.014 | - |
| 3.6397 | 8000 | 0.0142 | 0.0164 |
| 3.6442 | 8010 | 0.0142 | - |
| 3.6488 | 8020 | 0.0138 | - |
| 3.6533 | 8030 | 0.0138 | - |
| 3.6579 | 8040 | 0.0136 | - |
| 3.6624 | 8050 | 0.0138 | - |
| 3.6670 | 8060 | 0.0143 | - |
| 3.6715 | 8070 | 0.0142 | - |
| 3.6761 | 8080 | 0.014 | - |
| 3.6806 | 8090 | 0.0141 | - |
| 3.6852 | 8100 | 0.0139 | 0.0164 |
| 3.6897 | 8110 | 0.014 | - |
| 3.6943 | 8120 | 0.0146 | - |
| 3.6988 | 8130 | 0.0145 | - |
| 3.7034 | 8140 | 0.0138 | - |
| 3.7079 | 8150 | 0.0139 | - |
| 3.7125 | 8160 | 0.0148 | - |
| 3.7170 | 8170 | 0.0143 | - |
| 3.7216 | 8180 | 0.014 | - |
| 3.7261 | 8190 | 0.0138 | - |
| 3.7307 | 8200 | 0.0137 | 0.0163 |
| 3.7352 | 8210 | 0.014 | - |
| 3.7398 | 8220 | 0.0144 | - |
| 3.7443 | 8230 | 0.0141 | - |
| 3.7489 | 8240 | 0.0144 | - |
| 3.7534 | 8250 | 0.0144 | - |
| 3.7580 | 8260 | 0.0141 | - |
| 3.7625 | 8270 | 0.0138 | - |
| 3.7671 | 8280 | 0.014 | - |
| 3.7716 | 8290 | 0.0138 | - |
| 3.7762 | 8300 | 0.0141 | 0.0161 |
| 3.7807 | 8310 | 0.0141 | - |
| 3.7853 | 8320 | 0.0141 | - |
| 3.7898 | 8330 | 0.0141 | - |
| 3.7944 | 8340 | 0.0143 | - |
| 3.7989 | 8350 | 0.0137 | - |
| 3.8035 | 8360 | 0.014 | - |
| 3.8080 | 8370 | 0.0142 | - |
| 3.8126 | 8380 | 0.0146 | - |
| 3.8171 | 8390 | 0.0139 | - |
| 3.8217 | 8400 | 0.0139 | 0.0160 |
| 3.8262 | 8410 | 0.0144 | - |
| 3.8308 | 8420 | 0.014 | - |
| 3.8353 | 8430 | 0.0141 | - |
| 3.8399 | 8440 | 0.0144 | - |
| 3.8444 | 8450 | 0.014 | - |
| 3.8490 | 8460 | 0.0144 | - |
| 3.8535 | 8470 | 0.0139 | - |
| 3.8581 | 8480 | 0.014 | - |
| 3.8626 | 8490 | 0.0138 | - |
| 3.8672 | 8500 | 0.0136 | 0.0160 |
| 3.8717 | 8510 | 0.014 | - |
| 3.8763 | 8520 | 0.0144 | - |
| 3.8808 | 8530 | 0.0139 | - |
| 3.8854 | 8540 | 0.0137 | - |
| 3.8899 | 8550 | 0.0139 | - |
| 3.8944 | 8560 | 0.0142 | - |
| 3.8990 | 8570 | 0.0139 | - |
| 3.9035 | 8580 | 0.0137 | - |
| 3.9081 | 8590 | 0.0137 | - |
| 3.9126 | 8600 | 0.0139 | 0.0160 |
| 3.9172 | 8610 | 0.0138 | - |
| 3.9217 | 8620 | 0.0135 | - |
| 3.9263 | 8630 | 0.014 | - |
| 3.9308 | 8640 | 0.0139 | - |
| 3.9354 | 8650 | 0.0139 | - |
| 3.9399 | 8660 | 0.0137 | - |
| 3.9445 | 8670 | 0.0141 | - |
| 3.9490 | 8680 | 0.014 | - |
| 3.9536 | 8690 | 0.014 | - |
| 3.9581 | 8700 | 0.0144 | 0.0161 |
| 3.9627 | 8710 | 0.0141 | - |
| 3.9672 | 8720 | 0.0142 | - |
| 3.9718 | 8730 | 0.014 | - |
| 3.9763 | 8740 | 0.0141 | - |
| 3.9809 | 8750 | 0.0138 | - |
| 3.9854 | 8760 | 0.0142 | - |
| 3.9900 | 8770 | 0.0138 | - |
| 3.9945 | 8780 | 0.0141 | - |
| 3.9991 | 8790 | 0.0137 | - |
| 4.0036 | 8800 | 0.0129 | 0.0162 |
| 4.0082 | 8810 | 0.0129 | - |
| 4.0127 | 8820 | 0.0127 | - |
| 4.0173 | 8830 | 0.0129 | - |
| 4.0218 | 8840 | 0.0129 | - |
| 4.0264 | 8850 | 0.0124 | - |
| 4.0309 | 8860 | 0.0128 | - |
| 4.0355 | 8870 | 0.0124 | - |
| 4.0400 | 8880 | 0.0128 | - |
| 4.0446 | 8890 | 0.0127 | - |
| 4.0491 | 8900 | 0.0127 | 0.0160 |
| 4.0537 | 8910 | 0.0128 | - |
| 4.0582 | 8920 | 0.013 | - |
| 4.0628 | 8930 | 0.0129 | - |
| 4.0673 | 8940 | 0.0123 | - |
| 4.0719 | 8950 | 0.0129 | - |
| 4.0764 | 8960 | 0.0125 | - |
| 4.0810 | 8970 | 0.0126 | - |
| 4.0855 | 8980 | 0.0127 | - |
| 4.0901 | 8990 | 0.0129 | - |
| 4.0946 | 9000 | 0.0134 | 0.0159 |
| 4.0992 | 9010 | 0.0124 | - |
| 4.1037 | 9020 | 0.0123 | - |
| 4.1083 | 9030 | 0.0127 | - |
| 4.1128 | 9040 | 0.0128 | - |
| 4.1174 | 9050 | 0.0127 | - |
| 4.1219 | 9060 | 0.0123 | - |
| 4.1265 | 9070 | 0.0127 | - |
| 4.1310 | 9080 | 0.0127 | - |
| 4.1356 | 9090 | 0.0128 | - |
| 4.1401 | 9100 | 0.0128 | 0.0161 |
| 4.1447 | 9110 | 0.0126 | - |
| 4.1492 | 9120 | 0.0127 | - |
| 4.1538 | 9130 | 0.0127 | - |
| 4.1583 | 9140 | 0.0128 | - |
| 4.1629 | 9150 | 0.0126 | - |
| 4.1674 | 9160 | 0.0127 | - |
| 4.1720 | 9170 | 0.0129 | - |
| 4.1765 | 9180 | 0.0128 | - |
| 4.1811 | 9190 | 0.0131 | - |
| 4.1856 | 9200 | 0.0129 | 0.0161 |
| 4.1902 | 9210 | 0.0123 | - |
| 4.1947 | 9220 | 0.0128 | - |
| 4.1993 | 9230 | 0.0126 | - |
| 4.2038 | 9240 | 0.0127 | - |
| 4.2084 | 9250 | 0.0127 | - |
| 4.2129 | 9260 | 0.0127 | - |
| 4.2175 | 9270 | 0.0123 | - |
| 4.2220 | 9280 | 0.013 | - |
| 4.2266 | 9290 | 0.0125 | - |
| 4.2311 | 9300 | 0.0127 | 0.0160 |
| 4.2357 | 9310 | 0.0126 | - |
| 4.2402 | 9320 | 0.0125 | - |
| 4.2448 | 9330 | 0.0129 | - |
| 4.2493 | 9340 | 0.013 | - |
| 4.2539 | 9350 | 0.0127 | - |
| 4.2584 | 9360 | 0.0126 | - |
| 4.2630 | 9370 | 0.013 | - |
| 4.2675 | 9380 | 0.0129 | - |
| 4.2721 | 9390 | 0.0129 | - |
| 4.2766 | 9400 | 0.0128 | 0.0160 |
| 4.2812 | 9410 | 0.0125 | - |
| 4.2857 | 9420 | 0.0126 | - |
| 4.2903 | 9430 | 0.0127 | - |
| 4.2948 | 9440 | 0.0123 | - |
| 4.2994 | 9450 | 0.0123 | - |
| 4.3039 | 9460 | 0.0127 | - |
| 4.3085 | 9470 | 0.013 | - |
| 4.3130 | 9480 | 0.0129 | - |
| 4.3176 | 9490 | 0.0124 | - |
| 4.3221 | 9500 | 0.0125 | 0.0158 |
| 4.3267 | 9510 | 0.0124 | - |
| 4.3312 | 9520 | 0.0126 | - |
| 4.3358 | 9530 | 0.0125 | - |
| 4.3403 | 9540 | 0.0126 | - |
| 4.3449 | 9550 | 0.0128 | - |
| 4.3494 | 9560 | 0.0128 | - |
| 4.3540 | 9570 | 0.0123 | - |
| 4.3585 | 9580 | 0.0125 | - |
| 4.3631 | 9590 | 0.0128 | - |
| 4.3676 | 9600 | 0.0125 | 0.0158 |
| 4.3722 | 9610 | 0.0129 | - |
| 4.3767 | 9620 | 0.0126 | - |
| 4.3813 | 9630 | 0.0128 | - |
| 4.3858 | 9640 | 0.0127 | - |
| 4.3904 | 9650 | 0.0125 | - |
| 4.3949 | 9660 | 0.0127 | - |
| 4.3995 | 9670 | 0.0123 | - |
| 4.4040 | 9680 | 0.0125 | - |
| 4.4086 | 9690 | 0.0125 | - |
| 4.4131 | 9700 | 0.0126 | 0.0157 |
| 4.4177 | 9710 | 0.0124 | - |
| 4.4222 | 9720 | 0.0128 | - |
| 4.4268 | 9730 | 0.0125 | - |
| 4.4313 | 9740 | 0.0124 | - |
| 4.4359 | 9750 | 0.0126 | - |
| 4.4404 | 9760 | 0.0129 | - |
| 4.4449 | 9770 | 0.0124 | - |
| 4.4495 | 9780 | 0.0126 | - |
| 4.4540 | 9790 | 0.0123 | - |
| 4.4586 | 9800 | 0.0124 | 0.0158 |
| 4.4631 | 9810 | 0.0125 | - |
| 4.4677 | 9820 | 0.0122 | - |
| 4.4722 | 9830 | 0.0127 | - |
| 4.4768 | 9840 | 0.0129 | - |
| 4.4813 | 9850 | 0.0126 | - |
| 4.4859 | 9860 | 0.0131 | - |
| 4.4904 | 9870 | 0.0127 | - |
| 4.4950 | 9880 | 0.013 | - |
| 4.4995 | 9890 | 0.0128 | - |
| 4.5041 | 9900 | 0.0125 | 0.0156 |
| 4.5086 | 9910 | 0.0127 | - |
| 4.5132 | 9920 | 0.0124 | - |
| 4.5177 | 9930 | 0.0125 | - |
| 4.5223 | 9940 | 0.0123 | - |
| 4.5268 | 9950 | 0.0127 | - |
| 4.5314 | 9960 | 0.0126 | - |
| 4.5359 | 9970 | 0.0126 | - |
| 4.5405 | 9980 | 0.0123 | - |
| 4.5450 | 9990 | 0.0129 | - |
| 4.5496 | 10000 | 0.0128 | 0.0157 |
| 4.5541 | 10010 | 0.0129 | - |
| 4.5587 | 10020 | 0.0126 | - |
| 4.5632 | 10030 | 0.0127 | - |
| 4.5678 | 10040 | 0.0126 | - |
| 4.5723 | 10050 | 0.0125 | - |
| 4.5769 | 10060 | 0.0123 | - |
| 4.5814 | 10070 | 0.0124 | - |
| 4.5860 | 10080 | 0.0128 | - |
| 4.5905 | 10090 | 0.0124 | - |
| 4.5951 | 10100 | 0.0126 | 0.0156 |
| 4.5996 | 10110 | 0.0126 | - |
| 4.6042 | 10120 | 0.0125 | - |
| 4.6087 | 10130 | 0.0126 | - |
| 4.6133 | 10140 | 0.0129 | - |
| 4.6178 | 10150 | 0.0126 | - |
| 4.6224 | 10160 | 0.0123 | - |
| 4.6269 | 10170 | 0.0129 | - |
| 4.6315 | 10180 | 0.0128 | - |
| 4.6360 | 10190 | 0.0123 | - |
| 4.6406 | 10200 | 0.0129 | 0.0155 |
| 4.6451 | 10210 | 0.0127 | - |
| 4.6497 | 10220 | 0.0122 | - |
| 4.6542 | 10230 | 0.0126 | - |
| 4.6588 | 10240 | 0.0128 | - |
| 4.6633 | 10250 | 0.0126 | - |
| 4.6679 | 10260 | 0.0125 | - |
| 4.6724 | 10270 | 0.0128 | - |
| 4.6770 | 10280 | 0.0125 | - |
| 4.6815 | 10290 | 0.0127 | - |
| 4.6861 | 10300 | 0.0125 | 0.0155 |
| 4.6906 | 10310 | 0.0127 | - |
| 4.6952 | 10320 | 0.0126 | - |
| 4.6997 | 10330 | 0.0129 | - |
| 4.7043 | 10340 | 0.0126 | - |
| 4.7088 | 10350 | 0.0124 | - |
| 4.7134 | 10360 | 0.0126 | - |
| 4.7179 | 10370 | 0.0127 | - |
| 4.7225 | 10380 | 0.0126 | - |
| 4.7270 | 10390 | 0.0125 | - |
| 4.7316 | 10400 | 0.0127 | 0.0154 |
| 4.7361 | 10410 | 0.0128 | - |
| 4.7407 | 10420 | 0.0127 | - |
| 4.7452 | 10430 | 0.0123 | - |
| 4.7498 | 10440 | 0.0125 | - |
| 4.7543 | 10450 | 0.0126 | - |
| 4.7589 | 10460 | 0.0124 | - |
| 4.7634 | 10470 | 0.0124 | - |
| 4.7680 | 10480 | 0.012 | - |
| 4.7725 | 10490 | 0.0128 | - |
| 4.7771 | 10500 | 0.0129 | 0.0154 |
| 4.7816 | 10510 | 0.0129 | - |
| 4.7862 | 10520 | 0.0125 | - |
| 4.7907 | 10530 | 0.0123 | - |
| 4.7953 | 10540 | 0.0126 | - |
| 4.7998 | 10550 | 0.0123 | - |
| 4.8044 | 10560 | 0.0127 | - |
| 4.8089 | 10570 | 0.0127 | - |
| 4.8135 | 10580 | 0.013 | - |
| 4.8180 | 10590 | 0.0123 | - |
| 4.8226 | 10600 | 0.0124 | 0.0153 |
| 4.8271 | 10610 | 0.0127 | - |
| 4.8317 | 10620 | 0.0123 | - |
| 4.8362 | 10630 | 0.0127 | - |
| 4.8408 | 10640 | 0.0125 | - |
| 4.8453 | 10650 | 0.0127 | - |
| 4.8499 | 10660 | 0.0128 | - |
| 4.8544 | 10670 | 0.0129 | - |
| 4.8590 | 10680 | 0.0125 | - |
| 4.8635 | 10690 | 0.0125 | - |
| 4.8681 | 10700 | 0.0126 | 0.0152 |
| 4.8726 | 10710 | 0.0127 | - |
| 4.8772 | 10720 | 0.0128 | - |
| 4.8817 | 10730 | 0.0127 | - |
| 4.8863 | 10740 | 0.013 | - |
| 4.8908 | 10750 | 0.0125 | - |
| 4.8954 | 10760 | 0.0123 | - |
| 4.8999 | 10770 | 0.0124 | - |
| 4.9045 | 10780 | 0.0127 | - |
| 4.9090 | 10790 | 0.0122 | - |
| 4.9136 | 10800 | 0.0126 | 0.0153 |
| 4.9181 | 10810 | 0.0128 | - |
| 4.9227 | 10820 | 0.0126 | - |
| 4.9272 | 10830 | 0.0127 | - |
| 4.9318 | 10840 | 0.0124 | - |
| 4.9363 | 10850 | 0.0121 | - |
| 4.9409 | 10860 | 0.0122 | - |
| 4.9454 | 10870 | 0.0129 | - |
| 4.9500 | 10880 | 0.0127 | - |
| 4.9545 | 10890 | 0.0126 | - |
| 4.9591 | 10900 | 0.0122 | 0.0152 |
| 4.9636 | 10910 | 0.0126 | - |
| 4.9682 | 10920 | 0.0126 | - |
| 4.9727 | 10930 | 0.0129 | - |
| 4.9773 | 10940 | 0.0127 | - |
| 4.9818 | 10950 | 0.0126 | - |
| 4.9864 | 10960 | 0.0129 | - |
| 4.9909 | 10970 | 0.0126 | - |
| 4.9955 | 10980 | 0.0127 | - |
| 5.0 | 10990 | 0.0123 | - |
| 5.0045 | 11000 | 0.0115 | 0.0153 |
| 5.0091 | 11010 | 0.0116 | - |
| 5.0136 | 11020 | 0.0117 | - |
| 5.0182 | 11030 | 0.0115 | - |
| 5.0227 | 11040 | 0.0108 | - |
| 5.0273 | 11050 | 0.0117 | - |
| 5.0318 | 11060 | 0.0111 | - |
| 5.0364 | 11070 | 0.0114 | - |
| 5.0409 | 11080 | 0.0115 | - |
| 5.0455 | 11090 | 0.011 | - |
| 5.0500 | 11100 | 0.0116 | 0.0151 |
| 5.0546 | 11110 | 0.0113 | - |
| 5.0591 | 11120 | 0.0114 | - |
| 5.0637 | 11130 | 0.0114 | - |
| 5.0682 | 11140 | 0.0113 | - |
| 5.0728 | 11150 | 0.0112 | - |
| 5.0773 | 11160 | 0.0113 | - |
| 5.0819 | 11170 | 0.0112 | - |
| 5.0864 | 11180 | 0.0113 | - |
| 5.0910 | 11190 | 0.0115 | - |
| 5.0955 | 11200 | 0.0114 | 0.0150 |
| 5.1001 | 11210 | 0.0113 | - |
| 5.1046 | 11220 | 0.0114 | - |
| 5.1092 | 11230 | 0.0113 | - |
| 5.1137 | 11240 | 0.0113 | - |
| 5.1183 | 11250 | 0.0114 | - |
| 5.1228 | 11260 | 0.0116 | - |
| 5.1274 | 11270 | 0.0117 | - |
| 5.1319 | 11280 | 0.0113 | - |
| 5.1365 | 11290 | 0.0113 | - |
| 5.1410 | 11300 | 0.0114 | 0.0151 |
| 5.1456 | 11310 | 0.0116 | - |
| 5.1501 | 11320 | 0.0118 | - |
| 5.1547 | 11330 | 0.0114 | - |
| 5.1592 | 11340 | 0.0114 | - |
| 5.1638 | 11350 | 0.0114 | - |
| 5.1683 | 11360 | 0.0115 | - |
| 5.1729 | 11370 | 0.0117 | - |
| 5.1774 | 11380 | 0.0116 | - |
| 5.1820 | 11390 | 0.0119 | - |
| 5.1865 | 11400 | 0.0118 | 0.0150 |
| 5.1911 | 11410 | 0.0109 | - |
| 5.1956 | 11420 | 0.0118 | - |
| 5.2002 | 11430 | 0.0115 | - |
| 5.2047 | 11440 | 0.0111 | - |
| 5.2093 | 11450 | 0.0116 | - |
| 5.2138 | 11460 | 0.0111 | - |
| 5.2184 | 11470 | 0.0116 | - |
| 5.2229 | 11480 | 0.0114 | - |
| 5.2275 | 11490 | 0.0114 | - |
| 5.2320 | 11500 | 0.0115 | 0.0150 |
| 5.2366 | 11510 | 0.0121 | - |
| 5.2411 | 11520 | 0.0114 | - |
| 5.2457 | 11530 | 0.0116 | - |
| 5.2502 | 11540 | 0.0111 | - |
| 5.2548 | 11550 | 0.0116 | - |
| 5.2593 | 11560 | 0.0113 | - |
| 5.2639 | 11570 | 0.0116 | - |
| 5.2684 | 11580 | 0.0112 | - |
| 5.2730 | 11590 | 0.0114 | - |
| 5.2775 | 11600 | 0.0117 | 0.0149 |
| 5.2821 | 11610 | 0.0114 | - |
| 5.2866 | 11620 | 0.0112 | - |
| 5.2912 | 11630 | 0.0116 | - |
| 5.2957 | 11640 | 0.0116 | - |
| 5.3003 | 11650 | 0.0112 | - |
| 5.3048 | 11660 | 0.0115 | - |
| 5.3094 | 11670 | 0.0113 | - |
| 5.3139 | 11680 | 0.0111 | - |
| 5.3185 | 11690 | 0.0115 | - |
| 5.3230 | 11700 | 0.0113 | 0.0150 |
| 5.3276 | 11710 | 0.0115 | - |
| 5.3321 | 11720 | 0.0117 | - |
| 5.3367 | 11730 | 0.0113 | - |
| 5.3412 | 11740 | 0.0113 | - |
| 5.3458 | 11750 | 0.0117 | - |
| 5.3503 | 11760 | 0.0118 | - |
| 5.3549 | 11770 | 0.0112 | - |
| 5.3594 | 11780 | 0.0114 | - |
| 5.3640 | 11790 | 0.0116 | - |
| 5.3685 | 11800 | 0.0114 | 0.0149 |
| 5.3731 | 11810 | 0.0108 | - |
| 5.3776 | 11820 | 0.0114 | - |
| 5.3822 | 11830 | 0.0114 | - |
| 5.3867 | 11840 | 0.0113 | - |
| 5.3913 | 11850 | 0.0112 | - |
| 5.3958 | 11860 | 0.0116 | - |
| 5.4004 | 11870 | 0.0114 | - |
| 5.4049 | 11880 | 0.0117 | - |
| 5.4095 | 11890 | 0.0116 | - |
| 5.4140 | 11900 | 0.0114 | 0.0148 |
| 5.4186 | 11910 | 0.0114 | - |
| 5.4231 | 11920 | 0.0113 | - |
| 5.4277 | 11930 | 0.0114 | - |
| 5.4322 | 11940 | 0.0116 | - |
| 5.4368 | 11950 | 0.0115 | - |
| 5.4413 | 11960 | 0.0113 | - |
| 5.4459 | 11970 | 0.0114 | - |
| 5.4504 | 11980 | 0.0112 | - |
| 5.4550 | 11990 | 0.0113 | - |
| 5.4595 | 12000 | 0.0115 | 0.0149 |
| 5.4641 | 12010 | 0.0113 | - |
| 5.4686 | 12020 | 0.012 | - |
| 5.4732 | 12030 | 0.0112 | - |
| 5.4777 | 12040 | 0.0113 | - |
| 5.4823 | 12050 | 0.0118 | - |
| 5.4868 | 12060 | 0.0116 | - |
| 5.4914 | 12070 | 0.0112 | - |
| 5.4959 | 12080 | 0.0112 | - |
| 5.5005 | 12090 | 0.0115 | - |
| 5.5050 | 12100 | 0.0115 | 0.0149 |
| 5.5096 | 12110 | 0.0114 | - |
| 5.5141 | 12120 | 0.0111 | - |
| 5.5187 | 12130 | 0.0113 | - |
| 5.5232 | 12140 | 0.0111 | - |
| 5.5278 | 12150 | 0.0115 | - |
| 5.5323 | 12160 | 0.011 | - |
| 5.5369 | 12170 | 0.0111 | - |
| 5.5414 | 12180 | 0.0113 | - |
| 5.5460 | 12190 | 0.0115 | - |
| 5.5505 | 12200 | 0.0116 | 0.0148 |
| 5.5551 | 12210 | 0.0116 | - |
| 5.5596 | 12220 | 0.0113 | - |
| 5.5641 | 12230 | 0.0114 | - |
| 5.5687 | 12240 | 0.0116 | - |
| 5.5732 | 12250 | 0.0112 | - |
| 5.5778 | 12260 | 0.0116 | - |
| 5.5823 | 12270 | 0.0113 | - |
| 5.5869 | 12280 | 0.0115 | - |
| 5.5914 | 12290 | 0.0118 | - |
| 5.5960 | 12300 | 0.0114 | 0.0148 |
| 5.6005 | 12310 | 0.0115 | - |
| 5.6051 | 12320 | 0.0113 | - |
| 5.6096 | 12330 | 0.0113 | - |
| 5.6142 | 12340 | 0.0115 | - |
| 5.6187 | 12350 | 0.0117 | - |
| 5.6233 | 12360 | 0.0116 | - |
| 5.6278 | 12370 | 0.0114 | - |
| 5.6324 | 12380 | 0.0116 | - |
| 5.6369 | 12390 | 0.0109 | - |
| 5.6415 | 12400 | 0.0112 | 0.0149 |
| 5.6460 | 12410 | 0.0113 | - |
| 5.6506 | 12420 | 0.0113 | - |
| 5.6551 | 12430 | 0.0113 | - |
| 5.6597 | 12440 | 0.0114 | - |
| 5.6642 | 12450 | 0.0113 | - |
| 5.6688 | 12460 | 0.0113 | - |
| 5.6733 | 12470 | 0.0113 | - |
| 5.6779 | 12480 | 0.011 | - |
| 5.6824 | 12490 | 0.0116 | - |
| 5.6870 | 12500 | 0.0113 | 0.0148 |
| 5.6915 | 12510 | 0.0115 | - |
| 5.6961 | 12520 | 0.0112 | - |
| 5.7006 | 12530 | 0.0114 | - |
| 5.7052 | 12540 | 0.0111 | - |
| 5.7097 | 12550 | 0.0113 | - |
| 5.7143 | 12560 | 0.0115 | - |
| 5.7188 | 12570 | 0.0118 | - |
| 5.7234 | 12580 | 0.0113 | - |
| 5.7279 | 12590 | 0.0113 | - |
| 5.7325 | 12600 | 0.0115 | 0.0147 |
| 5.7370 | 12610 | 0.0116 | - |
| 5.7416 | 12620 | 0.0113 | - |
| 5.7461 | 12630 | 0.0114 | - |
| 5.7507 | 12640 | 0.0118 | - |
| 5.7552 | 12650 | 0.0116 | - |
| 5.7598 | 12660 | 0.0113 | - |
| 5.7643 | 12670 | 0.0118 | - |
| 5.7689 | 12680 | 0.0112 | - |
| 5.7734 | 12690 | 0.0118 | - |
| 5.7780 | 12700 | 0.0117 | 0.0146 |
| 5.7825 | 12710 | 0.0114 | - |
| 5.7871 | 12720 | 0.0115 | - |
| 5.7916 | 12730 | 0.0113 | - |
| 5.7962 | 12740 | 0.0111 | - |
| 5.8007 | 12750 | 0.0114 | - |
| 5.8053 | 12760 | 0.0117 | - |
| 5.8098 | 12770 | 0.0117 | - |
| 5.8144 | 12780 | 0.0111 | - |
| 5.8189 | 12790 | 0.0115 | - |
| 5.8235 | 12800 | 0.0114 | 0.0145 |
| 5.8280 | 12810 | 0.0117 | - |
| 5.8326 | 12820 | 0.0114 | - |
| 5.8371 | 12830 | 0.0116 | - |
| 5.8417 | 12840 | 0.0117 | - |
| 5.8462 | 12850 | 0.0109 | - |
| 5.8508 | 12860 | 0.0116 | - |
| 5.8553 | 12870 | 0.0113 | - |
| 5.8599 | 12880 | 0.0112 | - |
| 5.8644 | 12890 | 0.0112 | - |
| 5.8690 | 12900 | 0.0116 | 0.0144 |
| 5.8735 | 12910 | 0.0114 | - |
| 5.8781 | 12920 | 0.0115 | - |
| 5.8826 | 12930 | 0.0112 | - |
| 5.8872 | 12940 | 0.0114 | - |
| 5.8917 | 12950 | 0.0114 | - |
| 5.8963 | 12960 | 0.0117 | - |
| 5.9008 | 12970 | 0.0118 | - |
| 5.9054 | 12980 | 0.0113 | - |
| 5.9099 | 12990 | 0.0113 | - |
| 5.9145 | 13000 | 0.0113 | 0.0144 |
| 5.9190 | 13010 | 0.0115 | - |
| 5.9236 | 13020 | 0.0112 | - |
| 5.9281 | 13030 | 0.0114 | - |
| 5.9327 | 13040 | 0.0113 | - |
| 5.9372 | 13050 | 0.0114 | - |
| 5.9418 | 13060 | 0.0115 | - |
| 5.9463 | 13070 | 0.0112 | - |
| 5.9509 | 13080 | 0.0107 | - |
| 5.9554 | 13090 | 0.0114 | - |
| 5.9600 | 13100 | 0.0116 | 0.0145 |
| 5.9645 | 13110 | 0.0114 | - |
| 5.9691 | 13120 | 0.0111 | - |
| 5.9736 | 13130 | 0.0112 | - |
| 5.9782 | 13140 | 0.0112 | - |
| 5.9827 | 13150 | 0.0115 | - |
| 5.9873 | 13160 | 0.0116 | - |
| 5.9918 | 13170 | 0.0117 | - |
| 5.9964 | 13180 | 0.0114 | - |
| 6.0009 | 13190 | 0.0109 | - |
| 6.0055 | 13200 | 0.0104 | 0.0144 |
| 6.0100 | 13210 | 0.0102 | - |
| 6.0146 | 13220 | 0.0106 | - |
| 6.0191 | 13230 | 0.0105 | - |
| 6.0237 | 13240 | 0.0106 | - |
| 6.0282 | 13250 | 0.0103 | - |
| 6.0328 | 13260 | 0.0103 | - |
| 6.0373 | 13270 | 0.0103 | - |
| 6.0419 | 13280 | 0.0106 | - |
| 6.0464 | 13290 | 0.0105 | - |
| 6.0510 | 13300 | 0.0104 | 0.0145 |
| 6.0555 | 13310 | 0.0106 | - |
| 6.0601 | 13320 | 0.0103 | - |
| 6.0646 | 13330 | 0.0105 | - |
| 6.0692 | 13340 | 0.0102 | - |
| 6.0737 | 13350 | 0.0101 | - |
| 6.0783 | 13360 | 0.0104 | - |
| 6.0828 | 13370 | 0.0105 | - |
| 6.0874 | 13380 | 0.0103 | - |
| 6.0919 | 13390 | 0.01 | - |
| 6.0965 | 13400 | 0.0099 | 0.0146 |
| 6.1010 | 13410 | 0.0102 | - |
| 6.1056 | 13420 | 0.0106 | - |
| 6.1101 | 13430 | 0.0104 | - |
| 6.1146 | 13440 | 0.0108 | - |
| 6.1192 | 13450 | 0.0104 | - |
| 6.1237 | 13460 | 0.0104 | - |
| 6.1283 | 13470 | 0.0103 | - |
| 6.1328 | 13480 | 0.0107 | - |
| 6.1374 | 13490 | 0.0105 | - |
| 6.1419 | 13500 | 0.0102 | 0.0143 |
| 6.1465 | 13510 | 0.0102 | - |
| 6.1510 | 13520 | 0.011 | - |
| 6.1556 | 13530 | 0.0104 | - |
| 6.1601 | 13540 | 0.0103 | - |
| 6.1647 | 13550 | 0.0103 | - |
| 6.1692 | 13560 | 0.01 | - |
| 6.1738 | 13570 | 0.0103 | - |
| 6.1783 | 13580 | 0.0105 | - |
| 6.1829 | 13590 | 0.0105 | - |
| 6.1874 | 13600 | 0.0104 | 0.0145 |
| 6.1920 | 13610 | 0.0106 | - |
| 6.1965 | 13620 | 0.0103 | - |
| 6.2011 | 13630 | 0.0103 | - |
| 6.2056 | 13640 | 0.0104 | - |
| 6.2102 | 13650 | 0.0103 | - |
| 6.2147 | 13660 | 0.0107 | - |
| 6.2193 | 13670 | 0.0104 | - |
| 6.2238 | 13680 | 0.0108 | - |
| 6.2284 | 13690 | 0.0104 | - |
| 6.2329 | 13700 | 0.0108 | 0.0143 |
| 6.2375 | 13710 | 0.0106 | - |
| 6.2420 | 13720 | 0.0103 | - |
| 6.2466 | 13730 | 0.0106 | - |
| 6.2511 | 13740 | 0.0104 | - |
| 6.2557 | 13750 | 0.0103 | - |
| 6.2602 | 13760 | 0.0105 | - |
| 6.2648 | 13770 | 0.0104 | - |
| 6.2693 | 13780 | 0.0104 | - |
| 6.2739 | 13790 | 0.0105 | - |
| 6.2784 | 13800 | 0.0104 | 0.0143 |
| 6.2830 | 13810 | 0.0106 | - |
| 6.2875 | 13820 | 0.0104 | - |
| 6.2921 | 13830 | 0.0104 | - |
| 6.2966 | 13840 | 0.0104 | - |
| 6.3012 | 13850 | 0.0106 | - |
| 6.3057 | 13860 | 0.0109 | - |
| 6.3103 | 13870 | 0.0105 | - |
| 6.3148 | 13880 | 0.0107 | - |
| 6.3194 | 13890 | 0.0102 | - |
| 6.3239 | 13900 | 0.0105 | 0.0143 |
| 6.3285 | 13910 | 0.0105 | - |
| 6.3330 | 13920 | 0.0103 | - |
| 6.3376 | 13930 | 0.0105 | - |
| 6.3421 | 13940 | 0.0104 | - |
| 6.3467 | 13950 | 0.0108 | - |
| 6.3512 | 13960 | 0.0103 | - |
| 6.3558 | 13970 | 0.0101 | - |
| 6.3603 | 13980 | 0.0107 | - |
| 6.3649 | 13990 | 0.0102 | - |
| 6.3694 | 14000 | 0.0106 | 0.0143 |
| 6.3740 | 14010 | 0.0105 | - |
| 6.3785 | 14020 | 0.0106 | - |
| 6.3831 | 14030 | 0.0101 | - |
| 6.3876 | 14040 | 0.0107 | - |
| 6.3922 | 14050 | 0.0101 | - |
| 6.3967 | 14060 | 0.0103 | - |
| 6.4013 | 14070 | 0.0107 | - |
| 6.4058 | 14080 | 0.0106 | - |
| 6.4104 | 14090 | 0.0106 | - |
| 6.4149 | 14100 | 0.0105 | 0.0143 |
| 6.4195 | 14110 | 0.0104 | - |
| 6.4240 | 14120 | 0.0106 | - |
| 6.4286 | 14130 | 0.0104 | - |
| 6.4331 | 14140 | 0.0105 | - |
| 6.4377 | 14150 | 0.0104 | - |
| 6.4422 | 14160 | 0.0108 | - |
| 6.4468 | 14170 | 0.0107 | - |
| 6.4513 | 14180 | 0.0107 | - |
| 6.4559 | 14190 | 0.0106 | - |
| 6.4604 | 14200 | 0.0105 | 0.0142 |
| 6.4650 | 14210 | 0.0105 | - |
| 6.4695 | 14220 | 0.0104 | - |
| 6.4741 | 14230 | 0.0102 | - |
| 6.4786 | 14240 | 0.0108 | - |
| 6.4832 | 14250 | 0.0107 | - |
| 6.4877 | 14260 | 0.0105 | - |
| 6.4923 | 14270 | 0.0107 | - |
| 6.4968 | 14280 | 0.0105 | - |
| 6.5014 | 14290 | 0.0106 | - |
| 6.5059 | 14300 | 0.0104 | 0.0143 |
| 6.5105 | 14310 | 0.0105 | - |
| 6.5150 | 14320 | 0.0103 | - |
| 6.5196 | 14330 | 0.0105 | - |
| 6.5241 | 14340 | 0.0103 | - |
| 6.5287 | 14350 | 0.0104 | - |
| 6.5332 | 14360 | 0.0103 | - |
| 6.5378 | 14370 | 0.0104 | - |
| 6.5423 | 14380 | 0.0109 | - |
| 6.5469 | 14390 | 0.0105 | - |
| 6.5514 | 14400 | 0.0103 | 0.0142 |
| 6.5560 | 14410 | 0.0104 | - |
| 6.5605 | 14420 | 0.0106 | - |
| 6.5651 | 14430 | 0.0104 | - |
| 6.5696 | 14440 | 0.0106 | - |
| 6.5742 | 14450 | 0.0105 | - |
| 6.5787 | 14460 | 0.0108 | - |
| 6.5833 | 14470 | 0.0105 | - |
| 6.5878 | 14480 | 0.0104 | - |
| 6.5924 | 14490 | 0.0104 | - |
| 6.5969 | 14500 | 0.0103 | 0.0141 |
| 6.6015 | 14510 | 0.0104 | - |
| 6.6060 | 14520 | 0.0105 | - |
| 6.6106 | 14530 | 0.0104 | - |
| 6.6151 | 14540 | 0.0107 | - |
| 6.6197 | 14550 | 0.0103 | - |
| 6.6242 | 14560 | 0.0105 | - |
| 6.6288 | 14570 | 0.0106 | - |
| 6.6333 | 14580 | 0.0104 | - |
| 6.6379 | 14590 | 0.0106 | - |
| 6.6424 | 14600 | 0.0104 | 0.0140 |
| 6.6470 | 14610 | 0.0106 | - |
| 6.6515 | 14620 | 0.0103 | - |
| 6.6561 | 14630 | 0.0103 | - |
| 6.6606 | 14640 | 0.0105 | - |
| 6.6652 | 14650 | 0.0103 | - |
| 6.6697 | 14660 | 0.0108 | - |
| 6.6742 | 14670 | 0.0105 | - |
| 6.6788 | 14680 | 0.0104 | - |
| 6.6833 | 14690 | 0.0104 | - |
| 6.6879 | 14700 | 0.0106 | 0.0141 |
| 6.6924 | 14710 | 0.0106 | - |
| 6.6970 | 14720 | 0.0106 | - |
| 6.7015 | 14730 | 0.0108 | - |
| 6.7061 | 14740 | 0.0106 | - |
| 6.7106 | 14750 | 0.0103 | - |
| 6.7152 | 14760 | 0.0106 | - |
| 6.7197 | 14770 | 0.0107 | - |
| 6.7243 | 14780 | 0.0101 | - |
| 6.7288 | 14790 | 0.0103 | - |
| 6.7334 | 14800 | 0.0102 | 0.0142 |
| 6.7379 | 14810 | 0.0107 | - |
| 6.7425 | 14820 | 0.0103 | - |
| 6.7470 | 14830 | 0.0103 | - |
| 6.7516 | 14840 | 0.0105 | - |
| 6.7561 | 14850 | 0.0103 | - |
| 6.7607 | 14860 | 0.0102 | - |
| 6.7652 | 14870 | 0.0106 | - |
| 6.7698 | 14880 | 0.0105 | - |
| 6.7743 | 14890 | 0.0101 | - |
| 6.7789 | 14900 | 0.0104 | 0.0140 |
| 6.7834 | 14910 | 0.0101 | - |
| 6.7880 | 14920 | 0.0103 | - |
| 6.7925 | 14930 | 0.0106 | - |
| 6.7971 | 14940 | 0.0105 | - |
| 6.8016 | 14950 | 0.0106 | - |
| 6.8062 | 14960 | 0.0106 | - |
| 6.8107 | 14970 | 0.0101 | - |
| 6.8153 | 14980 | 0.0105 | - |
| 6.8198 | 14990 | 0.0104 | - |
| 6.8244 | 15000 | 0.0101 | 0.0140 |
| 6.8289 | 15010 | 0.0103 | - |
| 6.8335 | 15020 | 0.0102 | - |
| 6.8380 | 15030 | 0.0104 | - |
| 6.8426 | 15040 | 0.0103 | - |
| 6.8471 | 15050 | 0.0102 | - |
| 6.8517 | 15060 | 0.0107 | - |
| 6.8562 | 15070 | 0.0105 | - |
| 6.8608 | 15080 | 0.0104 | - |
| 6.8653 | 15090 | 0.0106 | - |
| 6.8699 | 15100 | 0.0101 | 0.0139 |
| 6.8744 | 15110 | 0.0106 | - |
| 6.8790 | 15120 | 0.0105 | - |
| 6.8835 | 15130 | 0.0104 | - |
| 6.8881 | 15140 | 0.0105 | - |
| 6.8926 | 15150 | 0.0103 | - |
| 6.8972 | 15160 | 0.0105 | - |
| 6.9017 | 15170 | 0.0104 | - |
| 6.9063 | 15180 | 0.0103 | - |
| 6.9108 | 15190 | 0.0102 | - |
| 6.9154 | 15200 | 0.0107 | 0.0139 |
| 6.9199 | 15210 | 0.0106 | - |
| 6.9245 | 15220 | 0.0104 | - |
| 6.9290 | 15230 | 0.0106 | - |
| 6.9336 | 15240 | 0.0104 | - |
| 6.9381 | 15250 | 0.0104 | - |
| 6.9427 | 15260 | 0.0107 | - |
| 6.9472 | 15270 | 0.0107 | - |
| 6.9518 | 15280 | 0.0105 | - |
| 6.9563 | 15290 | 0.0105 | - |
| 6.9609 | 15300 | 0.01 | 0.0141 |
| 6.9654 | 15310 | 0.0104 | - |
| 6.9700 | 15320 | 0.0106 | - |
| 6.9745 | 15330 | 0.0104 | - |
| 6.9791 | 15340 | 0.0105 | - |
| 6.9836 | 15350 | 0.0105 | - |
| 6.9882 | 15360 | 0.0103 | - |
| 6.9927 | 15370 | 0.0101 | - |
| 6.9973 | 15380 | 0.0107 | - |
| 7.0018 | 15390 | 0.01 | - |
| 7.0064 | 15400 | 0.0098 | 0.0140 |
| 7.0109 | 15410 | 0.0096 | - |
| 7.0155 | 15420 | 0.0096 | - |
| 7.0200 | 15430 | 0.0097 | - |
| 7.0246 | 15440 | 0.0095 | - |
| 7.0291 | 15450 | 0.0095 | - |
| 7.0337 | 15460 | 0.0094 | - |
| 7.0382 | 15470 | 0.0095 | - |
| 7.0428 | 15480 | 0.0097 | - |
| 7.0473 | 15490 | 0.0096 | - |
| 7.0519 | 15500 | 0.0096 | 0.0141 |
| 7.0564 | 15510 | 0.0094 | - |
| 7.0610 | 15520 | 0.0096 | - |
| 7.0655 | 15530 | 0.01 | - |
| 7.0701 | 15540 | 0.0096 | - |
| 7.0746 | 15550 | 0.0098 | - |
| 7.0792 | 15560 | 0.0095 | - |
| 7.0837 | 15570 | 0.0095 | - |
| 7.0883 | 15580 | 0.0095 | - |
| 7.0928 | 15590 | 0.0095 | - |
| 7.0974 | 15600 | 0.0095 | 0.0140 |
| 7.1019 | 15610 | 0.0098 | - |
| 7.1065 | 15620 | 0.0096 | - |
| 7.1110 | 15630 | 0.0099 | - |
| 7.1156 | 15640 | 0.0094 | - |
| 7.1201 | 15650 | 0.0098 | - |
| 7.1247 | 15660 | 0.0096 | - |
| 7.1292 | 15670 | 0.0093 | - |
| 7.1338 | 15680 | 0.0092 | - |
| 7.1383 | 15690 | 0.0097 | - |
| 7.1429 | 15700 | 0.0093 | 0.0140 |
| 7.1474 | 15710 | 0.0095 | - |
| 7.1520 | 15720 | 0.0096 | - |
| 7.1565 | 15730 | 0.0097 | - |
| 7.1611 | 15740 | 0.0098 | - |
| 7.1656 | 15750 | 0.0097 | - |
| 7.1702 | 15760 | 0.0097 | - |
| 7.1747 | 15770 | 0.0098 | - |
| 7.1793 | 15780 | 0.0097 | - |
| 7.1838 | 15790 | 0.0094 | - |
| 7.1884 | 15800 | 0.0099 | 0.0140 |
| 7.1929 | 15810 | 0.0099 | - |
| 7.1975 | 15820 | 0.0096 | - |
| 7.2020 | 15830 | 0.0099 | - |
| 7.2066 | 15840 | 0.0097 | - |
| 7.2111 | 15850 | 0.01 | - |
| 7.2157 | 15860 | 0.0094 | - |
| 7.2202 | 15870 | 0.01 | - |
| 7.2247 | 15880 | 0.0093 | - |
| 7.2293 | 15890 | 0.0094 | - |
| 7.2338 | 15900 | 0.0095 | 0.0139 |
| 7.2384 | 15910 | 0.0096 | - |
| 7.2429 | 15920 | 0.0096 | - |
| 7.2475 | 15930 | 0.0099 | - |
| 7.2520 | 15940 | 0.0099 | - |
| 7.2566 | 15950 | 0.0097 | - |
| 7.2611 | 15960 | 0.0097 | - |
| 7.2657 | 15970 | 0.0097 | - |
| 7.2702 | 15980 | 0.0095 | - |
| 7.2748 | 15990 | 0.0098 | - |
| 7.2793 | 16000 | 0.0099 | 0.0138 |
| 7.2839 | 16010 | 0.0098 | - |
| 7.2884 | 16020 | 0.0096 | - |
| 7.2930 | 16030 | 0.0097 | - |
| 7.2975 | 16040 | 0.0094 | - |
| 7.3021 | 16050 | 0.0098 | - |
| 7.3066 | 16060 | 0.0098 | - |
| 7.3112 | 16070 | 0.0097 | - |
| 7.3157 | 16080 | 0.0096 | - |
| 7.3203 | 16090 | 0.0097 | - |
| 7.3248 | 16100 | 0.0095 | 0.0139 |
| 7.3294 | 16110 | 0.0094 | - |
| 7.3339 | 16120 | 0.0101 | - |
| 7.3385 | 16130 | 0.0096 | - |
| 7.3430 | 16140 | 0.0099 | - |
| 7.3476 | 16150 | 0.0097 | - |
| 7.3521 | 16160 | 0.01 | - |
| 7.3567 | 16170 | 0.0097 | - |
| 7.3612 | 16180 | 0.0097 | - |
| 7.3658 | 16190 | 0.0097 | - |
| 7.3703 | 16200 | 0.0094 | 0.0139 |
| 7.3749 | 16210 | 0.0094 | - |
| 7.3794 | 16220 | 0.0096 | - |
| 7.3840 | 16230 | 0.0097 | - |
| 7.3885 | 16240 | 0.0101 | - |
| 7.3931 | 16250 | 0.0096 | - |
| 7.3976 | 16260 | 0.0096 | - |
| 7.4022 | 16270 | 0.01 | - |
| 7.4067 | 16280 | 0.0098 | - |
| 7.4113 | 16290 | 0.0096 | - |
| 7.4158 | 16300 | 0.0097 | 0.0139 |
| 7.4204 | 16310 | 0.0094 | - |
| 7.4249 | 16320 | 0.0099 | - |
| 7.4295 | 16330 | 0.0095 | - |
| 7.4340 | 16340 | 0.0097 | - |
| 7.4386 | 16350 | 0.0099 | - |
| 7.4431 | 16360 | 0.0097 | - |
| 7.4477 | 16370 | 0.0098 | - |
| 7.4522 | 16380 | 0.0096 | - |
| 7.4568 | 16390 | 0.0101 | - |
| 7.4613 | 16400 | 0.0094 | 0.0140 |
| 7.4659 | 16410 | 0.0096 | - |
| 7.4704 | 16420 | 0.0097 | - |
| 7.4750 | 16430 | 0.0096 | - |
| 7.4795 | 16440 | 0.0097 | - |
| 7.4841 | 16450 | 0.0097 | - |
| 7.4886 | 16460 | 0.0098 | - |
| 7.4932 | 16470 | 0.0096 | - |
| 7.4977 | 16480 | 0.0095 | - |
| 7.5023 | 16490 | 0.0096 | - |
| 7.5068 | 16500 | 0.0096 | 0.0138 |
| 7.5114 | 16510 | 0.0096 | - |
| 7.5159 | 16520 | 0.01 | - |
| 7.5205 | 16530 | 0.0097 | - |
| 7.5250 | 16540 | 0.0095 | - |
| 7.5296 | 16550 | 0.0096 | - |
| 7.5341 | 16560 | 0.0096 | - |
| 7.5387 | 16570 | 0.0099 | - |
| 7.5432 | 16580 | 0.0096 | - |
| 7.5478 | 16590 | 0.0094 | - |
| 7.5523 | 16600 | 0.01 | 0.0138 |
| 7.5569 | 16610 | 0.0095 | - |
| 7.5614 | 16620 | 0.0096 | - |
| 7.5660 | 16630 | 0.0096 | - |
| 7.5705 | 16640 | 0.0098 | - |
| 7.5751 | 16650 | 0.0095 | - |
| 7.5796 | 16660 | 0.0095 | - |
| 7.5842 | 16670 | 0.0097 | - |
| 7.5887 | 16680 | 0.0101 | - |
| 7.5933 | 16690 | 0.0098 | - |
| 7.5978 | 16700 | 0.0095 | 0.0138 |
| 7.6024 | 16710 | 0.0097 | - |
| 7.6069 | 16720 | 0.0098 | - |
| 7.6115 | 16730 | 0.0096 | - |
| 7.6160 | 16740 | 0.0102 | - |
| 7.6206 | 16750 | 0.0096 | - |
| 7.6251 | 16760 | 0.0099 | - |
| 7.6297 | 16770 | 0.0098 | - |
| 7.6342 | 16780 | 0.0096 | - |
| 7.6388 | 16790 | 0.0096 | - |
| 7.6433 | 16800 | 0.0098 | 0.0138 |
| 7.6479 | 16810 | 0.0098 | - |
| 7.6524 | 16820 | 0.0096 | - |
| 7.6570 | 16830 | 0.0096 | - |
| 7.6615 | 16840 | 0.0098 | - |
| 7.6661 | 16850 | 0.01 | - |
| 7.6706 | 16860 | 0.0098 | - |
| 7.6752 | 16870 | 0.0099 | - |
| 7.6797 | 16880 | 0.0094 | - |
| 7.6843 | 16890 | 0.0099 | - |
| 7.6888 | 16900 | 0.0099 | 0.0138 |
| 7.6934 | 16910 | 0.0099 | - |
| 7.6979 | 16920 | 0.0096 | - |
| 7.7025 | 16930 | 0.0097 | - |
| 7.7070 | 16940 | 0.0095 | - |
| 7.7116 | 16950 | 0.0096 | - |
| 7.7161 | 16960 | 0.0098 | - |
| 7.7207 | 16970 | 0.0096 | - |
| 7.7252 | 16980 | 0.0098 | - |
| 7.7298 | 16990 | 0.0097 | - |
| 7.7343 | 17000 | 0.0096 | 0.0137 |
| 7.7389 | 17010 | 0.0096 | - |
| 7.7434 | 17020 | 0.0095 | - |
| 7.7480 | 17030 | 0.0097 | - |
| 7.7525 | 17040 | 0.0094 | - |
| 7.7571 | 17050 | 0.0099 | - |
| 7.7616 | 17060 | 0.0101 | - |
| 7.7662 | 17070 | 0.0098 | - |
| 7.7707 | 17080 | 0.0096 | - |
| 7.7753 | 17090 | 0.0098 | - |
| 7.7798 | 17100 | 0.0098 | 0.0138 |
| 7.7843 | 17110 | 0.0095 | - |
| 7.7889 | 17120 | 0.0094 | - |
| 7.7934 | 17130 | 0.0098 | - |
| 7.7980 | 17140 | 0.0097 | - |
| 7.8025 | 17150 | 0.0099 | - |
| 7.8071 | 17160 | 0.0101 | - |
| 7.8116 | 17170 | 0.0098 | - |
| 7.8162 | 17180 | 0.0097 | - |
| 7.8207 | 17190 | 0.0096 | - |
| 7.8253 | 17200 | 0.0095 | 0.0138 |
| 7.8298 | 17210 | 0.0094 | - |
| 7.8344 | 17220 | 0.0098 | - |
| 7.8389 | 17230 | 0.0101 | - |
| 7.8435 | 17240 | 0.0096 | - |
| 7.8480 | 17250 | 0.0097 | - |
| 7.8526 | 17260 | 0.0095 | - |
| 7.8571 | 17270 | 0.0099 | - |
| 7.8617 | 17280 | 0.0096 | - |
| 7.8662 | 17290 | 0.0099 | - |
| 7.8708 | 17300 | 0.0095 | 0.0137 |
| 7.8753 | 17310 | 0.0094 | - |
| 7.8799 | 17320 | 0.0097 | - |
| 7.8844 | 17330 | 0.0097 | - |
| 7.8890 | 17340 | 0.0101 | - |
| 7.8935 | 17350 | 0.0096 | - |
| 7.8981 | 17360 | 0.0098 | - |
| 7.9026 | 17370 | 0.0095 | - |
| 7.9072 | 17380 | 0.0098 | - |
| 7.9117 | 17390 | 0.0096 | - |
| 7.9163 | 17400 | 0.0099 | 0.0138 |
| 7.9208 | 17410 | 0.0097 | - |
| 7.9254 | 17420 | 0.0095 | - |
| 7.9299 | 17430 | 0.0096 | - |
| 7.9345 | 17440 | 0.0095 | - |
| 7.9390 | 17450 | 0.0097 | - |
| 7.9436 | 17460 | 0.0098 | - |
| 7.9481 | 17470 | 0.01 | - |
| 7.9527 | 17480 | 0.0095 | - |
| 7.9572 | 17490 | 0.0098 | - |
| 7.9618 | 17500 | 0.0096 | 0.0136 |
| 7.9663 | 17510 | 0.0099 | - |
| 7.9709 | 17520 | 0.0097 | - |
| 7.9754 | 17530 | 0.0096 | - |
| 7.9800 | 17540 | 0.0099 | - |
| 7.9845 | 17550 | 0.0099 | - |
| 7.9891 | 17560 | 0.01 | - |
| 7.9936 | 17570 | 0.0095 | - |
| 7.9982 | 17580 | 0.0095 | - |
| 8.0027 | 17590 | 0.0096 | - |
| 8.0073 | 17600 | 0.0094 | 0.0137 |
| 8.0118 | 17610 | 0.0091 | - |
| 8.0164 | 17620 | 0.0091 | - |
| 8.0209 | 17630 | 0.0089 | - |
| 8.0255 | 17640 | 0.0088 | - |
| 8.0300 | 17650 | 0.0091 | - |
| 8.0346 | 17660 | 0.0089 | - |
| 8.0391 | 17670 | 0.0088 | - |
| 8.0437 | 17680 | 0.0092 | - |
| 8.0482 | 17690 | 0.009 | - |
| 8.0528 | 17700 | 0.0091 | 0.0137 |
| 8.0573 | 17710 | 0.0089 | - |
| 8.0619 | 17720 | 0.0092 | - |
| 8.0664 | 17730 | 0.0091 | - |
| 8.0710 | 17740 | 0.0092 | - |
| 8.0755 | 17750 | 0.0089 | - |
| 8.0801 | 17760 | 0.0094 | - |
| 8.0846 | 17770 | 0.0094 | - |
| 8.0892 | 17780 | 0.009 | - |
| 8.0937 | 17790 | 0.0094 | - |
| 8.0983 | 17800 | 0.0091 | 0.0136 |
| 8.1028 | 17810 | 0.009 | - |
| 8.1074 | 17820 | 0.0087 | - |
| 8.1119 | 17830 | 0.0087 | - |
| 8.1165 | 17840 | 0.0089 | - |
| 8.1210 | 17850 | 0.0088 | - |
| 8.1256 | 17860 | 0.0092 | - |
| 8.1301 | 17870 | 0.009 | - |
| 8.1347 | 17880 | 0.009 | - |
| 8.1392 | 17890 | 0.0093 | - |
| 8.1438 | 17900 | 0.0089 | 0.0136 |
| 8.1483 | 17910 | 0.0092 | - |
| 8.1529 | 17920 | 0.009 | - |
| 8.1574 | 17930 | 0.0092 | - |
| 8.1620 | 17940 | 0.009 | - |
| 8.1665 | 17950 | 0.0091 | - |
| 8.1711 | 17960 | 0.0092 | - |
| 8.1756 | 17970 | 0.0094 | - |
| 8.1802 | 17980 | 0.0093 | - |
| 8.1847 | 17990 | 0.0091 | - |
| 8.1893 | 18000 | 0.0096 | 0.0137 |
| 8.1938 | 18010 | 0.0086 | - |
| 8.1984 | 18020 | 0.009 | - |
| 8.2029 | 18030 | 0.0089 | - |
| 8.2075 | 18040 | 0.009 | - |
| 8.2120 | 18050 | 0.0094 | - |
| 8.2166 | 18060 | 0.0093 | - |
| 8.2211 | 18070 | 0.009 | - |
| 8.2257 | 18080 | 0.0091 | - |
| 8.2302 | 18090 | 0.0092 | - |
| 8.2348 | 18100 | 0.0092 | 0.0136 |
| 8.2393 | 18110 | 0.0093 | - |
| 8.2439 | 18120 | 0.0091 | - |
| 8.2484 | 18130 | 0.0092 | - |
| 8.2530 | 18140 | 0.0091 | - |
| 8.2575 | 18150 | 0.009 | - |
| 8.2621 | 18160 | 0.0094 | - |
| 8.2666 | 18170 | 0.0093 | - |
| 8.2712 | 18180 | 0.0093 | - |
| 8.2757 | 18190 | 0.009 | - |
| 8.2803 | 18200 | 0.0088 | 0.0136 |
| 8.2848 | 18210 | 0.0089 | - |
| 8.2894 | 18220 | 0.0087 | - |
| 8.2939 | 18230 | 0.0092 | - |
| 8.2985 | 18240 | 0.0088 | - |
| 8.3030 | 18250 | 0.0095 | - |
| 8.3076 | 18260 | 0.0093 | - |
| 8.3121 | 18270 | 0.009 | - |
| 8.3167 | 18280 | 0.0093 | - |
| 8.3212 | 18290 | 0.0093 | - |
| 8.3258 | 18300 | 0.0093 | 0.0136 |
| 8.3303 | 18310 | 0.009 | - |
| 8.3348 | 18320 | 0.0097 | - |
| 8.3394 | 18330 | 0.0092 | - |
| 8.3439 | 18340 | 0.0092 | - |
| 8.3485 | 18350 | 0.0087 | - |
| 8.3530 | 18360 | 0.0092 | - |
| 8.3576 | 18370 | 0.0093 | - |
| 8.3621 | 18380 | 0.0092 | - |
| 8.3667 | 18390 | 0.0092 | - |
| 8.3712 | 18400 | 0.0092 | 0.0136 |
| 8.3758 | 18410 | 0.0092 | - |
| 8.3803 | 18420 | 0.009 | - |
| 8.3849 | 18430 | 0.0091 | - |
| 8.3894 | 18440 | 0.0093 | - |
| 8.3940 | 18450 | 0.0093 | - |
| 8.3985 | 18460 | 0.0089 | - |
| 8.4031 | 18470 | 0.009 | - |
| 8.4076 | 18480 | 0.0093 | - |
| 8.4122 | 18490 | 0.0092 | - |
| 8.4167 | 18500 | 0.009 | 0.0136 |
| 8.4213 | 18510 | 0.0088 | - |
| 8.4258 | 18520 | 0.0092 | - |
| 8.4304 | 18530 | 0.0089 | - |
| 8.4349 | 18540 | 0.0092 | - |
| 8.4395 | 18550 | 0.0089 | - |
| 8.4440 | 18560 | 0.0094 | - |
| 8.4486 | 18570 | 0.0091 | - |
| 8.4531 | 18580 | 0.0092 | - |
| 8.4577 | 18590 | 0.0088 | - |
| 8.4622 | 18600 | 0.0092 | 0.0135 |
| 8.4668 | 18610 | 0.0091 | - |
| 8.4713 | 18620 | 0.0092 | - |
| 8.4759 | 18630 | 0.0095 | - |
| 8.4804 | 18640 | 0.0094 | - |
| 8.4850 | 18650 | 0.009 | - |
| 8.4895 | 18660 | 0.0089 | - |
| 8.4941 | 18670 | 0.0091 | - |
| 8.4986 | 18680 | 0.0088 | - |
| 8.5032 | 18690 | 0.0094 | - |
| 8.5077 | 18700 | 0.0094 | 0.0135 |
| 8.5123 | 18710 | 0.0092 | - |
| 8.5168 | 18720 | 0.0094 | - |
| 8.5214 | 18730 | 0.0094 | - |
| 8.5259 | 18740 | 0.0089 | - |
| 8.5305 | 18750 | 0.0094 | - |
| 8.5350 | 18760 | 0.0093 | - |
| 8.5396 | 18770 | 0.0093 | - |
| 8.5441 | 18780 | 0.0091 | - |
| 8.5487 | 18790 | 0.009 | - |
| 8.5532 | 18800 | 0.0089 | 0.0135 |
| 8.5578 | 18810 | 0.0087 | - |
| 8.5623 | 18820 | 0.009 | - |
| 8.5669 | 18830 | 0.009 | - |
| 8.5714 | 18840 | 0.009 | - |
| 8.5760 | 18850 | 0.0091 | - |
| 8.5805 | 18860 | 0.0091 | - |
| 8.5851 | 18870 | 0.0089 | - |
| 8.5896 | 18880 | 0.0095 | - |
| 8.5942 | 18890 | 0.0092 | - |
| 8.5987 | 18900 | 0.0093 | 0.0135 |
| 8.6033 | 18910 | 0.0095 | - |
| 8.6078 | 18920 | 0.0095 | - |
| 8.6124 | 18930 | 0.0094 | - |
| 8.6169 | 18940 | 0.0093 | - |
| 8.6215 | 18950 | 0.0089 | - |
| 8.6260 | 18960 | 0.0089 | - |
| 8.6306 | 18970 | 0.0094 | - |
| 8.6351 | 18980 | 0.0096 | - |
| 8.6397 | 18990 | 0.0092 | - |
| 8.6442 | 19000 | 0.0091 | 0.0136 |
| 8.6488 | 19010 | 0.0092 | - |
| 8.6533 | 19020 | 0.0091 | - |
| 8.6579 | 19030 | 0.0089 | - |
| 8.6624 | 19040 | 0.0088 | - |
| 8.6670 | 19050 | 0.009 | - |
| 8.6715 | 19060 | 0.0093 | - |
| 8.6761 | 19070 | 0.0092 | - |
| 8.6806 | 19080 | 0.0091 | - |
| 8.6852 | 19090 | 0.0091 | - |
| 8.6897 | 19100 | 0.0092 | 0.0135 |
| 8.6943 | 19110 | 0.0089 | - |
| 8.6988 | 19120 | 0.0091 | - |
| 8.7034 | 19130 | 0.0092 | - |
| 8.7079 | 19140 | 0.009 | - |
| 8.7125 | 19150 | 0.009 | - |
| 8.7170 | 19160 | 0.0093 | - |
| 8.7216 | 19170 | 0.0089 | - |
| 8.7261 | 19180 | 0.0091 | - |
| 8.7307 | 19190 | 0.009 | - |
| 8.7352 | 19200 | 0.0093 | 0.0135 |
| 8.7398 | 19210 | 0.0091 | - |
| 8.7443 | 19220 | 0.0096 | - |
| 8.7489 | 19230 | 0.009 | - |
| 8.7534 | 19240 | 0.0091 | - |
| 8.7580 | 19250 | 0.009 | - |
| 8.7625 | 19260 | 0.0094 | - |
| 8.7671 | 19270 | 0.0087 | - |
| 8.7716 | 19280 | 0.0093 | - |
| 8.7762 | 19290 | 0.0086 | - |
| 8.7807 | 19300 | 0.0092 | 0.0135 |
| 8.7853 | 19310 | 0.0092 | - |
| 8.7898 | 19320 | 0.0091 | - |
| 8.7944 | 19330 | 0.0091 | - |
| 8.7989 | 19340 | 0.0089 | - |
| 8.8035 | 19350 | 0.0092 | - |
| 8.8080 | 19360 | 0.0091 | - |
| 8.8126 | 19370 | 0.0088 | - |
| 8.8171 | 19380 | 0.0096 | - |
| 8.8217 | 19390 | 0.0089 | - |
| 8.8262 | 19400 | 0.0091 | 0.0134 |
| 8.8308 | 19410 | 0.0093 | - |
| 8.8353 | 19420 | 0.0091 | - |
| 8.8399 | 19430 | 0.0092 | - |
| 8.8444 | 19440 | 0.009 | - |
| 8.8490 | 19450 | 0.0091 | - |
| 8.8535 | 19460 | 0.0089 | - |
| 8.8581 | 19470 | 0.0089 | - |
| 8.8626 | 19480 | 0.0093 | - |
| 8.8672 | 19490 | 0.0092 | - |
| 8.8717 | 19500 | 0.0091 | 0.0135 |
| 8.8763 | 19510 | 0.0092 | - |
| 8.8808 | 19520 | 0.009 | - |
| 8.8854 | 19530 | 0.0092 | - |
| 8.8899 | 19540 | 0.009 | - |
| 8.8944 | 19550 | 0.0089 | - |
| 8.8990 | 19560 | 0.0092 | - |
| 8.9035 | 19570 | 0.0089 | - |
| 8.9081 | 19580 | 0.0094 | - |
| 8.9126 | 19590 | 0.009 | - |
| 8.9172 | 19600 | 0.009 | 0.0134 |
| 8.9217 | 19610 | 0.0089 | - |
| 8.9263 | 19620 | 0.0094 | - |
| 8.9308 | 19630 | 0.0092 | - |
| 8.9354 | 19640 | 0.0093 | - |
| 8.9399 | 19650 | 0.0087 | - |
| 8.9445 | 19660 | 0.0091 | - |
| 8.9490 | 19670 | 0.0088 | - |
| 8.9536 | 19680 | 0.0093 | - |
| 8.9581 | 19690 | 0.0091 | - |
| 8.9627 | 19700 | 0.0093 | 0.0134 |
| 8.9672 | 19710 | 0.0089 | - |
| 8.9718 | 19720 | 0.0094 | - |
| 8.9763 | 19730 | 0.009 | - |
| 8.9809 | 19740 | 0.0091 | - |
| 8.9854 | 19750 | 0.009 | - |
| 8.9900 | 19760 | 0.0089 | - |
| 8.9945 | 19770 | 0.0089 | - |
| 8.9991 | 19780 | 0.0093 | - |
| 9.0036 | 19790 | 0.0089 | - |
| 9.0082 | 19800 | 0.0089 | 0.0133 |
| 9.0127 | 19810 | 0.009 | - |
| 9.0173 | 19820 | 0.009 | - |
| 9.0218 | 19830 | 0.0086 | - |
| 9.0264 | 19840 | 0.0089 | - |
| 9.0309 | 19850 | 0.0091 | - |
| 9.0355 | 19860 | 0.0089 | - |
| 9.0400 | 19870 | 0.0085 | - |
| 9.0446 | 19880 | 0.0085 | - |
| 9.0491 | 19890 | 0.0088 | - |
| 9.0537 | 19900 | 0.0083 | 0.0135 |
| 9.0582 | 19910 | 0.0089 | - |
| 9.0628 | 19920 | 0.0087 | - |
| 9.0673 | 19930 | 0.0089 | - |
| 9.0719 | 19940 | 0.0086 | - |
| 9.0764 | 19950 | 0.0088 | - |
| 9.0810 | 19960 | 0.0089 | - |
| 9.0855 | 19970 | 0.0089 | - |
| 9.0901 | 19980 | 0.0086 | - |
| 9.0946 | 19990 | 0.0087 | - |
| 9.0992 | 20000 | 0.0091 | 0.0134 |
| 9.1037 | 20010 | 0.0086 | - |
| 9.1083 | 20020 | 0.0083 | - |
| 9.1128 | 20030 | 0.0086 | - |
| 9.1174 | 20040 | 0.0087 | - |
| 9.1219 | 20050 | 0.0089 | - |
| 9.1265 | 20060 | 0.0085 | - |
| 9.1310 | 20070 | 0.0089 | - |
| 9.1356 | 20080 | 0.0087 | - |
| 9.1401 | 20090 | 0.0088 | - |
| 9.1447 | 20100 | 0.0087 | 0.0134 |
| 9.1492 | 20110 | 0.0089 | - |
| 9.1538 | 20120 | 0.0088 | - |
| 9.1583 | 20130 | 0.0089 | - |
| 9.1629 | 20140 | 0.0083 | - |
| 9.1674 | 20150 | 0.0092 | - |
| 9.1720 | 20160 | 0.0089 | - |
| 9.1765 | 20170 | 0.0087 | - |
| 9.1811 | 20180 | 0.0085 | - |
| 9.1856 | 20190 | 0.0089 | - |
| 9.1902 | 20200 | 0.0087 | 0.0134 |
| 9.1947 | 20210 | 0.0088 | - |
| 9.1993 | 20220 | 0.0088 | - |
| 9.2038 | 20230 | 0.0084 | - |
| 9.2084 | 20240 | 0.0088 | - |
| 9.2129 | 20250 | 0.0087 | - |
| 9.2175 | 20260 | 0.009 | - |
| 9.2220 | 20270 | 0.0087 | - |
| 9.2266 | 20280 | 0.0087 | - |
| 9.2311 | 20290 | 0.0087 | - |
| 9.2357 | 20300 | 0.0086 | 0.0135 |
| 9.2402 | 20310 | 0.0086 | - |
| 9.2448 | 20320 | 0.0088 | - |
| 9.2493 | 20330 | 0.0085 | - |
| 9.2539 | 20340 | 0.0088 | - |
| 9.2584 | 20350 | 0.0089 | - |
| 9.2630 | 20360 | 0.0088 | - |
| 9.2675 | 20370 | 0.009 | - |
| 9.2721 | 20380 | 0.0087 | - |
| 9.2766 | 20390 | 0.0086 | - |
| 9.2812 | 20400 | 0.0089 | 0.0134 |
| 9.2857 | 20410 | 0.0083 | - |
| 9.2903 | 20420 | 0.0086 | - |
| 9.2948 | 20430 | 0.0088 | - |
| 9.2994 | 20440 | 0.0084 | - |
| 9.3039 | 20450 | 0.0085 | - |
| 9.3085 | 20460 | 0.0086 | - |
| 9.3130 | 20470 | 0.0089 | - |
| 9.3176 | 20480 | 0.0089 | - |
| 9.3221 | 20490 | 0.0089 | - |
| 9.3267 | 20500 | 0.0088 | 0.0134 |
| 9.3312 | 20510 | 0.0088 | - |
| 9.3358 | 20520 | 0.0086 | - |
| 9.3403 | 20530 | 0.0088 | - |
| 9.3449 | 20540 | 0.0086 | - |
| 9.3494 | 20550 | 0.0087 | - |
| 9.3540 | 20560 | 0.0089 | - |
| 9.3585 | 20570 | 0.009 | - |
| 9.3631 | 20580 | 0.0089 | - |
| 9.3676 | 20590 | 0.0086 | - |
| 9.3722 | 20600 | 0.0085 | 0.0133 |
| 9.3767 | 20610 | 0.0089 | - |
| 9.3813 | 20620 | 0.0086 | - |
| 9.3858 | 20630 | 0.0086 | - |
| 9.3904 | 20640 | 0.0088 | - |
| 9.3949 | 20650 | 0.0087 | - |
| 9.3995 | 20660 | 0.0086 | - |
| 9.4040 | 20670 | 0.0087 | - |
| 9.4086 | 20680 | 0.0086 | - |
| 9.4131 | 20690 | 0.0086 | - |
| 9.4177 | 20700 | 0.009 | 0.0134 |
| 9.4222 | 20710 | 0.0088 | - |
| 9.4268 | 20720 | 0.0085 | - |
| 9.4313 | 20730 | 0.0089 | - |
| 9.4359 | 20740 | 0.0084 | - |
| 9.4404 | 20750 | 0.0085 | - |
| 9.4449 | 20760 | 0.0088 | - |
| 9.4495 | 20770 | 0.0086 | - |
| 9.4540 | 20780 | 0.0085 | - |
| 9.4586 | 20790 | 0.0089 | - |
| 9.4631 | 20800 | 0.0086 | 0.0133 |
| 9.4677 | 20810 | 0.0087 | - |
| 9.4722 | 20820 | 0.0083 | - |
| 9.4768 | 20830 | 0.0089 | - |
| 9.4813 | 20840 | 0.0087 | - |
| 9.4859 | 20850 | 0.0084 | - |
| 9.4904 | 20860 | 0.0083 | - |
| 9.4950 | 20870 | 0.0086 | - |
| 9.4995 | 20880 | 0.0087 | - |
| 9.5041 | 20890 | 0.0088 | - |
| 9.5086 | 20900 | 0.0084 | 0.0134 |
| 9.5132 | 20910 | 0.0085 | - |
| 9.5177 | 20920 | 0.0087 | - |
| 9.5223 | 20930 | 0.009 | - |
| 9.5268 | 20940 | 0.0089 | - |
| 9.5314 | 20950 | 0.0085 | - |
| 9.5359 | 20960 | 0.0085 | - |
| 9.5405 | 20970 | 0.0085 | - |
| 9.5450 | 20980 | 0.0087 | - |
| 9.5496 | 20990 | 0.0084 | - |
| 9.5541 | 21000 | 0.0089 | 0.0133 |
| 9.5587 | 21010 | 0.0088 | - |
| 9.5632 | 21020 | 0.0083 | - |
| 9.5678 | 21030 | 0.0088 | - |
| 9.5723 | 21040 | 0.0087 | - |
| 9.5769 | 21050 | 0.0085 | - |
| 9.5814 | 21060 | 0.0086 | - |
| 9.5860 | 21070 | 0.0087 | - |
| 9.5905 | 21080 | 0.0089 | - |
| 9.5951 | 21090 | 0.0086 | - |
| 9.5996 | 21100 | 0.0087 | 0.0133 |
| 9.6042 | 21110 | 0.009 | - |
| 9.6087 | 21120 | 0.0091 | - |
| 9.6133 | 21130 | 0.0092 | - |
| 9.6178 | 21140 | 0.0088 | - |
| 9.6224 | 21150 | 0.0085 | - |
| 9.6269 | 21160 | 0.0087 | - |
| 9.6315 | 21170 | 0.0086 | - |
| 9.6360 | 21180 | 0.0089 | - |
| 9.6406 | 21190 | 0.0086 | - |
| 9.6451 | 21200 | 0.0084 | 0.0133 |
| 9.6497 | 21210 | 0.0091 | - |
| 9.6542 | 21220 | 0.0088 | - |
| 9.6588 | 21230 | 0.0091 | - |
| 9.6633 | 21240 | 0.0089 | - |
| 9.6679 | 21250 | 0.0086 | - |
| 9.6724 | 21260 | 0.0087 | - |
| 9.6770 | 21270 | 0.0086 | - |
| 9.6815 | 21280 | 0.0089 | - |
| 9.6861 | 21290 | 0.0084 | - |
| 9.6906 | 21300 | 0.0087 | 0.0134 |
| 9.6952 | 21310 | 0.0084 | - |
| 9.6997 | 21320 | 0.0087 | - |
| 9.7043 | 21330 | 0.0087 | - |
| 9.7088 | 21340 | 0.0085 | - |
| 9.7134 | 21350 | 0.0089 | - |
| 9.7179 | 21360 | 0.0089 | - |
| 9.7225 | 21370 | 0.0084 | - |
| 9.7270 | 21380 | 0.0088 | - |
| 9.7316 | 21390 | 0.0086 | - |
| 9.7361 | 21400 | 0.0087 | 0.0134 |
| 9.7407 | 21410 | 0.0086 | - |
| 9.7452 | 21420 | 0.0089 | - |
| 9.7498 | 21430 | 0.0087 | - |
| 9.7543 | 21440 | 0.0083 | - |
| 9.7589 | 21450 | 0.0086 | - |
| 9.7634 | 21460 | 0.0085 | - |
| 9.7680 | 21470 | 0.0084 | - |
| 9.7725 | 21480 | 0.009 | - |
| 9.7771 | 21490 | 0.0086 | - |
| 9.7816 | 21500 | 0.0086 | 0.0134 |
| 9.7862 | 21510 | 0.0088 | - |
| 9.7907 | 21520 | 0.0085 | - |
| 9.7953 | 21530 | 0.0088 | - |
| 9.7998 | 21540 | 0.0087 | - |
| 9.8044 | 21550 | 0.0085 | - |
| 9.8089 | 21560 | 0.0085 | - |
| 9.8135 | 21570 | 0.0086 | - |
| 9.8180 | 21580 | 0.0085 | - |
| 9.8226 | 21590 | 0.0089 | - |
| 9.8271 | 21600 | 0.0083 | 0.0133 |
| 9.8317 | 21610 | 0.0085 | - |
| 9.8362 | 21620 | 0.0088 | - |
| 9.8408 | 21630 | 0.0087 | - |
| 9.8453 | 21640 | 0.0086 | - |
| 9.8499 | 21650 | 0.0089 | - |
| 9.8544 | 21660 | 0.0085 | - |
| 9.8590 | 21670 | 0.009 | - |
| 9.8635 | 21680 | 0.0092 | - |
| 9.8681 | 21690 | 0.009 | - |
| 9.8726 | 21700 | 0.0089 | 0.0133 |
| 9.8772 | 21710 | 0.009 | - |
| 9.8817 | 21720 | 0.0089 | - |
| 9.8863 | 21730 | 0.0091 | - |
| 9.8908 | 21740 | 0.0085 | - |
| 9.8954 | 21750 | 0.0086 | - |
| 9.8999 | 21760 | 0.0089 | - |
| 9.9045 | 21770 | 0.0083 | - |
| 9.9090 | 21780 | 0.009 | - |
| 9.9136 | 21790 | 0.0084 | - |
| 9.9181 | 21800 | 0.0089 | 0.0133 |
| 9.9227 | 21810 | 0.0089 | - |
| 9.9272 | 21820 | 0.0084 | - |
| 9.9318 | 21830 | 0.0086 | - |
| 9.9363 | 21840 | 0.0088 | - |
| 9.9409 | 21850 | 0.0087 | - |
| 9.9454 | 21860 | 0.0087 | - |
| 9.9500 | 21870 | 0.0086 | - |
| 9.9545 | 21880 | 0.0085 | - |
| 9.9591 | 21890 | 0.0086 | - |
| 9.9636 | 21900 | 0.0087 | 0.0133 |
| 9.9682 | 21910 | 0.0088 | - |
| 9.9727 | 21920 | 0.0087 | - |
| 9.9773 | 21930 | 0.0084 | - |
| 9.9818 | 21940 | 0.0089 | - |
| 9.9864 | 21950 | 0.0086 | - |
| 9.9909 | 21960 | 0.009 | - |
| 9.9955 | 21970 | 0.0089 | - |
| 10.0 | 21980 | 0.0086 | - |
* The bold row denotes the saved checkpoint.
### Framework Versions
- Python: 3.12.3
- Sentence Transformers: 3.2.0
- Transformers: 4.45.2
- PyTorch: 2.4.1+cu121
- Accelerate: 1.0.1
- Datasets: 3.0.1
- Tokenizers: 0.20.1
## Citation
### BibTeX
#### Sentence Transformers
```bibtex
@inproceedings{reimers-2019-sentence-bert,
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
author = "Reimers, Nils and Gurevych, Iryna",
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
month = "11",
year = "2019",
publisher = "Association for Computational Linguistics",
url = "https://arxiv.org/abs/1908.10084",
}
```
#### ContrastiveLoss
```bibtex
@inproceedings{hadsell2006dimensionality,
author={Hadsell, R. and Chopra, S. and LeCun, Y.},
booktitle={2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06)},
title={Dimensionality Reduction by Learning an Invariant Mapping},
year={2006},
volume={2},
number={},
pages={1735-1742},
doi={10.1109/CVPR.2006.100}
}
```