sentence-transformers safetensors bert sentence-similarity feature-extraction generated_from_trainer dataset_size:8692806 loss:MSELoss arxiv:1908.10084 arxiv:2004.09813 base_model:sentence-transformers/all-MiniLM-L6-v2 base_model:finetune:sentence-transformers/all-MiniLM-L6-v2 model-index autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: sentence-transformers/all-MiniLM-L6-v2
library_name: sentence-transformers
metrics:
- negative_mse
- src2trg_accuracy
- trg2src_accuracy
- mean_accuracy
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:8692806
- loss:MSELoss
widget:
- source_sentence: This is an opportunity.
  sentences:
  - 今では30秒ほどの短くて繰り返されるテレビCMがものを言います
  - これは機会なのです これだけでなく ここにあるアイデアを繋げ
  - エイズと鳥インフルエンザについての もっともな心配事については 本日後ほど お話をいただきましょう ”ブリリアント”な ブリリアント博士から 私はもうひとつの流行病について
    話したいと思います 心血管疾患、糖尿病、高血圧です これらの疾患は 全て完ぺきに防ぐことができます 少なくとも95%の人々に関しては ただ食生活と生活習慣を
    改善するだけでいいのです
- source_sentence: I add new images, because I learn more about it every time I give
    it.
  sentences:
  - 公立学校の生徒は 86%が黒人です
  - いつも新たに学んだことがあり 新しい内容を付け加えています
  - なので たとえ状況が楽観的とは いえない状況であっても 地域のリーダー達と 国際社会の指導者は 状況をよくするための 選択をすることができます
- source_sentence: From over 12,000 civilians deliberately killed in civil wars in
    1997 and 1998, a decade later, this figure stands at 4,000.
  sentences:
  - 見てください これは選挙結果ではありませんよ これは各州の肥満の人の割合を 色で示しています 1985年に始まり、'86年、’87年 CDCのホームページから引用しました
    '88年、'89年、'90年、'91年 ここから新しい色が出てきます '92年、'93年、'94年、'95年、'96年 97年、'98年、'99年、2000年そして2001年
    事態はさらに悪化します なんだか私たちは 退化してるみたいですね (笑) 私たちには何が できるのでしょうか？ 私たちが発見した心臓病や癌を治す力 を秘めている食事というのは
  - 1万2千人もの民間人が 内戦によって殺害されていたのは 1997年と1998年ですが 10年後 その数は４千に減少しました
  - それには３つの理由があると思います まずは 経済を発展させるため 技術職に数学は必要です そして 毎日の生活です 今の世界で役に立つには 数年前よりもずっと
    定量的でなくてはいけません 住宅ローンを計算したり 政府の統計に懐疑的になったりするからです ３つめは私が論理的な心の訓練と呼んでいるもので 論理的な考え方をすることです
- source_sentence: And so this played out for us in a couple different ways.
  sentences:
  - 見つけ出そうとしているのは何なのか ということですが
  - 中心部のゴーストタウン化
  - ２つの違う方法で取り組みました
- source_sentence: We'll apply that throughout our global supply chain regardless
    of ownership or control.
  sentences:
  - 前にも述べた自動車ですが ハイブリッドカーを買うか 電車を使ってください
  - 浸透していません
  - 私たちはこれを グローバル・サプライチェーンにおいて 所有権や支配権に関係なく適用します。
model-index:
- name: SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
  results:
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: en ja
      type: en-ja
    metrics:
    - type: negative_mse
      value: -0.17230987548828125
      name: Negative Mse
  - task:
      type: translation
      name: Translation
    dataset:
      name: en ja
      type: en-ja
    metrics:
    - type: src2trg_accuracy
      value: 0.688293760353396
      name: Src2Trg Accuracy
    - type: trg2src_accuracy
      value: 0.6616510215350635
      name: Trg2Src Accuracy
    - type: mean_accuracy
      value: 0.6749723909442298
      name: Mean Accuracy
---

# SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) on the en-ja dataset. It maps sentences & paragraphs to a 384-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:** [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) <!-- at revision fa97f6e7cb1a59073dff9e6b13e2715cf7475ac9 -->
- **Maximum Sequence Length:** 128 tokens
- **Output Dimensionality:** 384 dimensions
- **Similarity Function:** Cosine Similarity
- **Training Dataset:**
    - en-ja
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### 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': 128, 'do_lower_case': False}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 384, '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})
  (2): Normalize()
)
```

## 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("sentence_transformers_model_id")
# Run inference
sentences = [
    "We'll apply that throughout our global supply chain regardless of ownership or control.",
    '私たちはこれを グローバル・サプライチェーンにおいて 所有権や支配権に関係なく適用します。',
    '浸透していません',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```

<!--
### Direct Usage (Transformers)

<details><summary>Click to see the direct usage in Transformers</summary>

</details>
-->

<!--
### Downstream Usage (Sentence Transformers)

You can finetune this model on your own dataset.

<details><summary>Click to expand</summary>

</details>
-->

<!--
### Out-of-Scope Use

*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->

## Evaluation

### Metrics

#### Knowledge Distillation

* Dataset: `en-ja`
* Evaluated with [<code>MSEEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.MSEEvaluator)

| Metric           | Value       |
|:-----------------|:------------|
| **negative_mse** | **-0.1723** |

#### Translation

* Dataset: `en-ja`
* Evaluated with [<code>TranslationEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.TranslationEvaluator)

| Metric            | Value     |
|:------------------|:----------|
| src2trg_accuracy  | 0.6883    |
| trg2src_accuracy  | 0.6617    |
| **mean_accuracy** | **0.675** |

<!--
## 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 Dataset

#### en-ja

* Dataset: en-ja
* Size: 8,692,806 training samples
* Columns: <code>english</code>, <code>non_english</code>, and <code>label</code>
* Approximate statistics based on the first 1000 samples:
  |         | english                                                                            | non_english                                                                        | label                                |
  |:--------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-------------------------------------|
  | type    | string                                                                             | string                                                                             | list                                 |
  | details | <ul><li>min: 8 tokens</li><li>mean: 72.37 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 37.76 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>size: 384 elements</li></ul> |
* Samples:
  | english                                                                                                | non_english                              | label                                                                                                                               |
  |:-------------------------------------------------------------------------------------------------------|:-----------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------|
  | <code>Are the basics of driving a car learning how to service it, or design it for that matter?</code> | <code>車の運転の基礎は 点検の仕方？それともデザインの仕方？</code> | <code>[0.04097634181380272, 0.015725482255220413, 0.04093917831778526, 0.005089071579277515, -0.008469141088426113, ...]</code>     |
  | <code>Are the basics of writing learning how to sharpen a quill?</code>                                | <code>執筆の基礎は羽ペンの削り方？</code>              | <code>[-0.0036177693400532007, 0.010684962384402752, -0.014135013334453106, -0.05535861477255821, -0.08116177469491959, ...]</code> |
  | <code>I don't think so.</code>                                                                         | <code>違うと思います</code>                     | <code>[-0.07840073108673096, -0.0229326281696558, -0.012929541990160942, -0.007635382004082203, -0.04817994683980942, ...]</code>   |
* Loss: [<code>MSELoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#mseloss)

### Evaluation Dataset

#### en-ja

* Dataset: en-ja
* Size: 7,244 evaluation samples
* Columns: <code>english</code>, <code>non_english</code>, and <code>label</code>
* Approximate statistics based on the first 1000 samples:
  |         | english                                                                            | non_english                                                                        | label                                |
  |:--------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-------------------------------------|
  | type    | string                                                                             | string                                                                             | list                                 |
  | details | <ul><li>min: 5 tokens</li><li>mean: 77.14 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 42.63 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>size: 384 elements</li></ul> |
* Samples:
  | english                                                                                                                                                    | non_english                                                               | label                                                                                                                           |
  |:-----------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------|
  | <code>Thank you so much, Chris.</code>                                                                                                                     | <code>どうもありがとう クリス このステージに立てる機会を</code>                                   | <code>[0.02692059800028801, 0.05314800143241882, 0.14048902690410614, -0.10380179435014725, -0.04118778929114342, ...]</code>   |
  | <code>And it's truly a great honor to have the opportunity to come to this stage twice; I'm extremely grateful.</code>                                     | <code>2度もいただけるというのは実に光栄なことで とてもうれしく思っています</code>                          | <code>[0.024387270212173462, 0.09500126540660858, 0.12180333584547043, -0.07149269431829453, -0.018444567918777466, ...]</code> |
  | <code>I have been blown away by this conference, and I want to thank all of you for the many nice comments about what I had to say the other night.</code> | <code>このカンファレンスには圧倒されっぱなしです 皆さんから― 前回の講演に対していただいた温かいコメントにお礼を申し上げたい</code> | <code>[0.015005433931946754, 0.014678305946290493, 0.13112004101276398, 0.03133269399404526, 0.06942533701658249, ...]</code>   |
* Loss: [<code>MSELoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#mseloss)

### Training Hyperparameters
#### Non-Default Hyperparameters

- `eval_strategy`: steps
- `per_device_train_batch_size`: 256
- `per_device_eval_batch_size`: 256
- `gradient_accumulation_steps`: 4
- `learning_rate`: 0.0003
- `num_train_epochs`: 10
- `warmup_ratio`: 0.15
- `bf16`: True

#### All Hyperparameters
<details><summary>Click to expand</summary>

- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: steps
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 256
- `per_device_eval_batch_size`: 256
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 4
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 0.0003
- `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`: 0.15
- `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`: True
- `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`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `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`: None
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `include_for_metrics`: []
- `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
- `average_tokens_across_devices`: False
- `prompts`: None
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional

</details>

### Training Logs
<details><summary>Click to expand</summary>

| Epoch  | Step  | Training Loss | en-ja loss | en-ja_negative_mse | en-ja_mean_accuracy |
|:------:|:-----:|:-------------:|:----------:|:------------------:|:-------------------:|
| 0.0118 | 100   | 0.0049        | -          | -                  | -                   |
| 0.0236 | 200   | 0.004         | -          | -                  | -                   |
| 0.0353 | 300   | 0.0038        | -          | -                  | -                   |
| 0.0471 | 400   | 0.0037        | -          | -                  | -                   |
| 0.0589 | 500   | 0.0037        | -          | -                  | -                   |
| 0.0707 | 600   | 0.0037        | -          | -                  | -                   |
| 0.0825 | 700   | 0.0036        | -          | -                  | -                   |
| 0.0942 | 800   | 0.0036        | -          | -                  | -                   |
| 0.1060 | 900   | 0.0035        | -          | -                  | -                   |
| 0.1178 | 1000  | 0.0035        | 0.0034     | -0.34472314        | 0.0121              |
| 0.1296 | 1100  | 0.0035        | -          | -                  | -                   |
| 0.1414 | 1200  | 0.0034        | -          | -                  | -                   |
| 0.1531 | 1300  | 0.0034        | -          | -                  | -                   |
| 0.1649 | 1400  | 0.0034        | -          | -                  | -                   |
| 0.1767 | 1500  | 0.0033        | -          | -                  | -                   |
| 0.1885 | 1600  | 0.0033        | -          | -                  | -                   |
| 0.2003 | 1700  | 0.0032        | -          | -                  | -                   |
| 0.2120 | 1800  | 0.0032        | -          | -                  | -                   |
| 0.2238 | 1900  | 0.0032        | -          | -                  | -                   |
| 0.2356 | 2000  | 0.0031        | 0.0031     | -0.3021978         | 0.0279              |
| 0.2474 | 2100  | 0.0031        | -          | -                  | -                   |
| 0.2592 | 2200  | 0.0031        | -          | -                  | -                   |
| 0.2709 | 2300  | 0.0031        | -          | -                  | -                   |
| 0.2827 | 2400  | 0.003         | -          | -                  | -                   |
| 0.2945 | 2500  | 0.003         | -          | -                  | -                   |
| 0.3063 | 2600  | 0.003         | -          | -                  | -                   |
| 0.3180 | 2700  | 0.0029        | -          | -                  | -                   |
| 0.3298 | 2800  | 0.0029        | -          | -                  | -                   |
| 0.3416 | 2900  | 0.0029        | -          | -                  | -                   |
| 0.3534 | 3000  | 0.0028        | 0.0027     | -0.27366027        | 0.0888              |
| 0.3652 | 3100  | 0.0028        | -          | -                  | -                   |
| 0.3769 | 3200  | 0.0028        | -          | -                  | -                   |
| 0.3887 | 3300  | 0.0027        | -          | -                  | -                   |
| 0.4005 | 3400  | 0.0027        | -          | -                  | -                   |
| 0.4123 | 3500  | 0.0027        | -          | -                  | -                   |
| 0.4241 | 3600  | 0.0026        | -          | -                  | -                   |
| 0.4358 | 3700  | 0.0026        | -          | -                  | -                   |
| 0.4476 | 3800  | 0.0026        | -          | -                  | -                   |
| 0.4594 | 3900  | 0.0025        | -          | -                  | -                   |
| 0.4712 | 4000  | 0.0025        | 0.0024     | -0.25388333        | 0.2314              |
| 0.4830 | 4100  | 0.0025        | -          | -                  | -                   |
| 0.4947 | 4200  | 0.0024        | -          | -                  | -                   |
| 0.5065 | 4300  | 0.0024        | -          | -                  | -                   |
| 0.5183 | 4400  | 0.0024        | -          | -                  | -                   |
| 0.5301 | 4500  | 0.0023        | -          | -                  | -                   |
| 0.5419 | 4600  | 0.0023        | -          | -                  | -                   |
| 0.5536 | 4700  | 0.0023        | -          | -                  | -                   |
| 0.5654 | 4800  | 0.0023        | -          | -                  | -                   |
| 0.5772 | 4900  | 0.0022        | -          | -                  | -                   |
| 0.5890 | 5000  | 0.0022        | 0.0021     | -0.23925437        | 0.3782              |
| 0.6008 | 5100  | 0.0022        | -          | -                  | -                   |
| 0.6125 | 5200  | 0.0022        | -          | -                  | -                   |
| 0.6243 | 5300  | 0.0021        | -          | -                  | -                   |
| 0.6361 | 5400  | 0.0021        | -          | -                  | -                   |
| 0.6479 | 5500  | 0.0021        | -          | -                  | -                   |
| 0.6597 | 5600  | 0.0021        | -          | -                  | -                   |
| 0.6714 | 5700  | 0.0021        | -          | -                  | -                   |
| 0.6832 | 5800  | 0.002         | -          | -                  | -                   |
| 0.6950 | 5900  | 0.002         | -          | -                  | -                   |
| 0.7068 | 6000  | 0.002         | 0.0020     | -0.22806446        | 0.4660              |
| 0.7186 | 6100  | 0.002         | -          | -                  | -                   |
| 0.7303 | 6200  | 0.002         | -          | -                  | -                   |
| 0.7421 | 6300  | 0.002         | -          | -                  | -                   |
| 0.7539 | 6400  | 0.0019        | -          | -                  | -                   |
| 0.7657 | 6500  | 0.0019        | -          | -                  | -                   |
| 0.7775 | 6600  | 0.0019        | -          | -                  | -                   |
| 0.7892 | 6700  | 0.0019        | -          | -                  | -                   |
| 0.8010 | 6800  | 0.0019        | -          | -                  | -                   |
| 0.8128 | 6900  | 0.0019        | -          | -                  | -                   |
| 0.8246 | 7000  | 0.0018        | 0.0018     | -0.2197086         | 0.5271              |
| 0.8364 | 7100  | 0.0018        | -          | -                  | -                   |
| 0.8481 | 7200  | 0.0018        | -          | -                  | -                   |
| 0.8599 | 7300  | 0.0018        | -          | -                  | -                   |
| 0.8717 | 7400  | 0.0018        | -          | -                  | -                   |
| 0.8835 | 7500  | 0.0018        | -          | -                  | -                   |
| 0.8952 | 7600  | 0.0018        | -          | -                  | -                   |
| 0.9070 | 7700  | 0.0018        | -          | -                  | -                   |
| 0.9188 | 7800  | 0.0018        | -          | -                  | -                   |
| 0.9306 | 7900  | 0.0018        | -          | -                  | -                   |
| 0.9424 | 8000  | 0.0017        | 0.0017     | -0.21387897        | 0.5574              |
| 0.9541 | 8100  | 0.0017        | -          | -                  | -                   |
| 0.9659 | 8200  | 0.0017        | -          | -                  | -                   |
| 0.9777 | 8300  | 0.0017        | -          | -                  | -                   |
| 0.9895 | 8400  | 0.0017        | -          | -                  | -                   |
| 1.0012 | 8500  | 0.0017        | -          | -                  | -                   |
| 1.0130 | 8600  | 0.0017        | -          | -                  | -                   |
| 1.0247 | 8700  | 0.0017        | -          | -                  | -                   |
| 1.0365 | 8800  | 0.0017        | -          | -                  | -                   |
| 1.0483 | 8900  | 0.0017        | -          | -                  | -                   |
| 1.0601 | 9000  | 0.0017        | 0.0016     | -0.2085446         | 0.5752              |
| 1.0719 | 9100  | 0.0016        | -          | -                  | -                   |
| 1.0836 | 9200  | 0.0016        | -          | -                  | -                   |
| 1.0954 | 9300  | 0.0016        | -          | -                  | -                   |
| 1.1072 | 9400  | 0.0016        | -          | -                  | -                   |
| 1.1190 | 9500  | 0.0016        | -          | -                  | -                   |
| 1.1308 | 9600  | 0.0016        | -          | -                  | -                   |
| 1.1425 | 9700  | 0.0016        | -          | -                  | -                   |
| 1.1543 | 9800  | 0.0016        | -          | -                  | -                   |
| 1.1661 | 9900  | 0.0016        | -          | -                  | -                   |
| 1.1779 | 10000 | 0.0016        | 0.0016     | -0.20458691        | 0.5946              |
| 1.1897 | 10100 | 0.0016        | -          | -                  | -                   |
| 1.2014 | 10200 | 0.0016        | -          | -                  | -                   |
| 1.2132 | 10300 | 0.0016        | -          | -                  | -                   |
| 1.2250 | 10400 | 0.0016        | -          | -                  | -                   |
| 1.2368 | 10500 | 0.0016        | -          | -                  | -                   |
| 1.2485 | 10600 | 0.0016        | -          | -                  | -                   |
| 1.2603 | 10700 | 0.0015        | -          | -                  | -                   |
| 1.2721 | 10800 | 0.0015        | -          | -                  | -                   |
| 1.2839 | 10900 | 0.0015        | -          | -                  | -                   |
| 1.2957 | 11000 | 0.0015        | 0.0015     | -0.20193738        | 0.6010              |
| 1.3074 | 11100 | 0.0015        | -          | -                  | -                   |
| 1.3192 | 11200 | 0.0015        | -          | -                  | -                   |
| 1.3310 | 11300 | 0.0015        | -          | -                  | -                   |
| 1.3428 | 11400 | 0.0015        | -          | -                  | -                   |
| 1.3546 | 11500 | 0.0015        | -          | -                  | -                   |
| 1.3663 | 11600 | 0.0015        | -          | -                  | -                   |
| 1.3781 | 11700 | 0.0015        | -          | -                  | -                   |
| 1.3899 | 11800 | 0.0015        | -          | -                  | -                   |
| 1.4017 | 11900 | 0.0015        | -          | -                  | -                   |
| 1.4135 | 12000 | 0.0015        | 0.0015     | -0.19939835        | 0.6132              |
| 1.4252 | 12100 | 0.0015        | -          | -                  | -                   |
| 1.4370 | 12200 | 0.0015        | -          | -                  | -                   |
| 1.4488 | 12300 | 0.0015        | -          | -                  | -                   |
| 1.4606 | 12400 | 0.0015        | -          | -                  | -                   |
| 1.4724 | 12500 | 0.0015        | -          | -                  | -                   |
| 1.4841 | 12600 | 0.0015        | -          | -                  | -                   |
| 1.4959 | 12700 | 0.0015        | -          | -                  | -                   |
| 1.5077 | 12800 | 0.0015        | -          | -                  | -                   |
| 1.5195 | 12900 | 0.0015        | -          | -                  | -                   |
| 1.5313 | 13000 | 0.0015        | 0.0014     | -0.19621891        | 0.6252              |
| 1.5430 | 13100 | 0.0014        | -          | -                  | -                   |
| 1.5548 | 13200 | 0.0014        | -          | -                  | -                   |
| 1.5666 | 13300 | 0.0014        | -          | -                  | -                   |
| 1.5784 | 13400 | 0.0014        | -          | -                  | -                   |
| 1.5902 | 13500 | 0.0014        | -          | -                  | -                   |
| 1.6019 | 13600 | 0.0014        | -          | -                  | -                   |
| 1.6137 | 13700 | 0.0014        | -          | -                  | -                   |
| 1.6255 | 13800 | 0.0014        | -          | -                  | -                   |
| 1.6373 | 13900 | 0.0014        | -          | -                  | -                   |
| 1.6491 | 14000 | 0.0014        | 0.0014     | -0.19430138        | 0.6285              |
| 1.6608 | 14100 | 0.0014        | -          | -                  | -                   |
| 1.6726 | 14200 | 0.0014        | -          | -                  | -                   |
| 1.6844 | 14300 | 0.0014        | -          | -                  | -                   |
| 1.6962 | 14400 | 0.0014        | -          | -                  | -                   |
| 1.7080 | 14500 | 0.0014        | -          | -                  | -                   |
| 1.7197 | 14600 | 0.0014        | -          | -                  | -                   |
| 1.7315 | 14700 | 0.0014        | -          | -                  | -                   |
| 1.7433 | 14800 | 0.0014        | -          | -                  | -                   |
| 1.7551 | 14900 | 0.0014        | -          | -                  | -                   |
| 1.7669 | 15000 | 0.0014        | 0.0014     | -0.19249634        | 0.6341              |
| 1.7786 | 15100 | 0.0014        | -          | -                  | -                   |
| 1.7904 | 15200 | 0.0014        | -          | -                  | -                   |
| 1.8022 | 15300 | 0.0014        | -          | -                  | -                   |
| 1.8140 | 15400 | 0.0014        | -          | -                  | -                   |
| 1.8258 | 15500 | 0.0014        | -          | -                  | -                   |
| 1.8375 | 15600 | 0.0014        | -          | -                  | -                   |
| 1.8493 | 15700 | 0.0014        | -          | -                  | -                   |
| 1.8611 | 15800 | 0.0014        | -          | -                  | -                   |
| 1.8729 | 15900 | 0.0014        | -          | -                  | -                   |
| 1.8846 | 16000 | 0.0014        | 0.0014     | -0.19071046        | 0.6386              |
| 1.8964 | 16100 | 0.0014        | -          | -                  | -                   |
| 1.9082 | 16200 | 0.0014        | -          | -                  | -                   |
| 1.9200 | 16300 | 0.0014        | -          | -                  | -                   |
| 1.9318 | 16400 | 0.0014        | -          | -                  | -                   |
| 1.9435 | 16500 | 0.0014        | -          | -                  | -                   |
| 1.9553 | 16600 | 0.0014        | -          | -                  | -                   |
| 1.9671 | 16700 | 0.0014        | -          | -                  | -                   |
| 1.9789 | 16800 | 0.0014        | -          | -                  | -                   |
| 1.9907 | 16900 | 0.0014        | -          | -                  | -                   |
| 2.0024 | 17000 | 0.0013        | 0.0014     | -0.1893078         | 0.6416              |
| 2.0141 | 17100 | 0.0013        | -          | -                  | -                   |
| 2.0259 | 17200 | 0.0013        | -          | -                  | -                   |
| 2.0377 | 17300 | 0.0013        | -          | -                  | -                   |
| 2.0495 | 17400 | 0.0013        | -          | -                  | -                   |
| 2.0613 | 17500 | 0.0013        | -          | -                  | -                   |
| 2.0730 | 17600 | 0.0013        | -          | -                  | -                   |
| 2.0848 | 17700 | 0.0013        | -          | -                  | -                   |
| 2.0966 | 17800 | 0.0013        | -          | -                  | -                   |
| 2.1084 | 17900 | 0.0013        | -          | -                  | -                   |
| 2.1202 | 18000 | 0.0013        | 0.0013     | -0.188142          | 0.6453              |
| 2.1319 | 18100 | 0.0013        | -          | -                  | -                   |
| 2.1437 | 18200 | 0.0013        | -          | -                  | -                   |
| 2.1555 | 18300 | 0.0013        | -          | -                  | -                   |
| 2.1673 | 18400 | 0.0013        | -          | -                  | -                   |
| 2.1790 | 18500 | 0.0013        | -          | -                  | -                   |
| 2.1908 | 18600 | 0.0013        | -          | -                  | -                   |
| 2.2026 | 18700 | 0.0013        | -          | -                  | -                   |
| 2.2144 | 18800 | 0.0013        | -          | -                  | -                   |
| 2.2262 | 18900 | 0.0013        | -          | -                  | -                   |
| 2.2379 | 19000 | 0.0013        | 0.0013     | -0.18757328        | 0.6469              |
| 2.2497 | 19100 | 0.0013        | -          | -                  | -                   |
| 2.2615 | 19200 | 0.0013        | -          | -                  | -                   |
| 2.2733 | 19300 | 0.0013        | -          | -                  | -                   |
| 2.2851 | 19400 | 0.0013        | -          | -                  | -                   |
| 2.2968 | 19500 | 0.0013        | -          | -                  | -                   |
| 2.3086 | 19600 | 0.0013        | -          | -                  | -                   |
| 2.3204 | 19700 | 0.0013        | -          | -                  | -                   |
| 2.3322 | 19800 | 0.0013        | -          | -                  | -                   |
| 2.3440 | 19900 | 0.0013        | -          | -                  | -                   |
| 2.3557 | 20000 | 0.0013        | 0.0013     | -0.18630134        | 0.6434              |
| 2.3675 | 20100 | 0.0013        | -          | -                  | -                   |
| 2.3793 | 20200 | 0.0013        | -          | -                  | -                   |
| 2.3911 | 20300 | 0.0013        | -          | -                  | -                   |
| 2.4029 | 20400 | 0.0013        | -          | -                  | -                   |
| 2.4146 | 20500 | 0.0013        | -          | -                  | -                   |
| 2.4264 | 20600 | 0.0013        | -          | -                  | -                   |
| 2.4382 | 20700 | 0.0013        | -          | -                  | -                   |
| 2.4500 | 20800 | 0.0013        | -          | -                  | -                   |
| 2.4618 | 20900 | 0.0013        | -          | -                  | -                   |
| 2.4735 | 21000 | 0.0013        | 0.0013     | -0.18556643        | 0.6488              |
| 2.4853 | 21100 | 0.0013        | -          | -                  | -                   |
| 2.4971 | 21200 | 0.0013        | -          | -                  | -                   |
| 2.5089 | 21300 | 0.0013        | -          | -                  | -                   |
| 2.5207 | 21400 | 0.0013        | -          | -                  | -                   |
| 2.5324 | 21500 | 0.0013        | -          | -                  | -                   |
| 2.5442 | 21600 | 0.0013        | -          | -                  | -                   |
| 2.5560 | 21700 | 0.0013        | -          | -                  | -                   |
| 2.5678 | 21800 | 0.0013        | -          | -                  | -                   |
| 2.5796 | 21900 | 0.0013        | -          | -                  | -                   |
| 2.5913 | 22000 | 0.0013        | 0.0013     | -0.18505765        | 0.6485              |
| 2.6031 | 22100 | 0.0013        | -          | -                  | -                   |
| 2.6149 | 22200 | 0.0013        | -          | -                  | -                   |
| 2.6267 | 22300 | 0.0013        | -          | -                  | -                   |
| 2.6385 | 22400 | 0.0013        | -          | -                  | -                   |
| 2.6502 | 22500 | 0.0013        | -          | -                  | -                   |
| 2.6620 | 22600 | 0.0013        | -          | -                  | -                   |
| 2.6738 | 22700 | 0.0013        | -          | -                  | -                   |
| 2.6856 | 22800 | 0.0013        | -          | -                  | -                   |
| 2.6974 | 22900 | 0.0013        | -          | -                  | -                   |
| 2.7091 | 23000 | 0.0013        | 0.0013     | -0.18397436        | 0.6518              |
| 2.7209 | 23100 | 0.0013        | -          | -                  | -                   |
| 2.7327 | 23200 | 0.0013        | -          | -                  | -                   |
| 2.7445 | 23300 | 0.0013        | -          | -                  | -                   |
| 2.7563 | 23400 | 0.0013        | -          | -                  | -                   |
| 2.7680 | 23500 | 0.0013        | -          | -                  | -                   |
| 2.7798 | 23600 | 0.0013        | -          | -                  | -                   |
| 2.7916 | 23700 | 0.0013        | -          | -                  | -                   |
| 2.8034 | 23800 | 0.0013        | -          | -                  | -                   |
| 2.8151 | 23900 | 0.0013        | -          | -                  | -                   |
| 2.8269 | 24000 | 0.0013        | 0.0013     | -0.18347077        | 0.6547              |
| 2.8387 | 24100 | 0.0013        | -          | -                  | -                   |
| 2.8505 | 24200 | 0.0013        | -          | -                  | -                   |
| 2.8623 | 24300 | 0.0013        | -          | -                  | -                   |
| 2.8740 | 24400 | 0.0013        | -          | -                  | -                   |
| 2.8858 | 24500 | 0.0013        | -          | -                  | -                   |
| 2.8976 | 24600 | 0.0013        | -          | -                  | -                   |
| 2.9094 | 24700 | 0.0013        | -          | -                  | -                   |
| 2.9212 | 24800 | 0.0013        | -          | -                  | -                   |
| 2.9329 | 24900 | 0.0013        | -          | -                  | -                   |
| 2.9447 | 25000 | 0.0013        | 0.0013     | -0.18285994        | 0.6518              |
| 2.9565 | 25100 | 0.0013        | -          | -                  | -                   |
| 2.9683 | 25200 | 0.0013        | -          | -                  | -                   |
| 2.9801 | 25300 | 0.0013        | -          | -                  | -                   |
| 2.9918 | 25400 | 0.0013        | -          | -                  | -                   |
| 3.0035 | 25500 | 0.0012        | -          | -                  | -                   |
| 3.0153 | 25600 | 0.0013        | -          | -                  | -                   |
| 3.0271 | 25700 | 0.0012        | -          | -                  | -                   |
| 3.0389 | 25800 | 0.0013        | -          | -                  | -                   |
| 3.0507 | 25900 | 0.0012        | -          | -                  | -                   |
| 3.0624 | 26000 | 0.0012        | 0.0013     | -0.18248549        | 0.6536              |
| 3.0742 | 26100 | 0.0012        | -          | -                  | -                   |
| 3.0860 | 26200 | 0.0012        | -          | -                  | -                   |
| 3.0978 | 26300 | 0.0012        | -          | -                  | -                   |
| 3.1096 | 26400 | 0.0012        | -          | -                  | -                   |
| 3.1213 | 26500 | 0.0012        | -          | -                  | -                   |
| 3.1331 | 26600 | 0.0012        | -          | -                  | -                   |
| 3.1449 | 26700 | 0.0012        | -          | -                  | -                   |
| 3.1567 | 26800 | 0.0012        | -          | -                  | -                   |
| 3.1684 | 26900 | 0.0012        | -          | -                  | -                   |
| 3.1802 | 27000 | 0.0012        | 0.0013     | -0.1820667         | 0.6569              |
| 3.1920 | 27100 | 0.0012        | -          | -                  | -                   |
| 3.2038 | 27200 | 0.0012        | -          | -                  | -                   |
| 3.2156 | 27300 | 0.0012        | -          | -                  | -                   |
| 3.2273 | 27400 | 0.0012        | -          | -                  | -                   |
| 3.2391 | 27500 | 0.0012        | -          | -                  | -                   |
| 3.2509 | 27600 | 0.0012        | -          | -                  | -                   |
| 3.2627 | 27700 | 0.0012        | -          | -                  | -                   |
| 3.2745 | 27800 | 0.0012        | -          | -                  | -                   |
| 3.2862 | 27900 | 0.0012        | -          | -                  | -                   |
| 3.2980 | 28000 | 0.0012        | 0.0013     | -0.18136427        | 0.6596              |
| 3.3098 | 28100 | 0.0012        | -          | -                  | -                   |
| 3.3216 | 28200 | 0.0012        | -          | -                  | -                   |
| 3.3334 | 28300 | 0.0012        | -          | -                  | -                   |
| 3.3451 | 28400 | 0.0012        | -          | -                  | -                   |
| 3.3569 | 28500 | 0.0012        | -          | -                  | -                   |
| 3.3687 | 28600 | 0.0012        | -          | -                  | -                   |
| 3.3805 | 28700 | 0.0012        | -          | -                  | -                   |
| 3.3923 | 28800 | 0.0012        | -          | -                  | -                   |
| 3.4040 | 28900 | 0.0012        | -          | -                  | -                   |
| 3.4158 | 29000 | 0.0012        | 0.0012     | -0.18090644        | 0.6586              |
| 3.4276 | 29100 | 0.0012        | -          | -                  | -                   |
| 3.4394 | 29200 | 0.0012        | -          | -                  | -                   |
| 3.4512 | 29300 | 0.0012        | -          | -                  | -                   |
| 3.4629 | 29400 | 0.0012        | -          | -                  | -                   |
| 3.4747 | 29500 | 0.0012        | -          | -                  | -                   |
| 3.4865 | 29600 | 0.0012        | -          | -                  | -                   |
| 3.4983 | 29700 | 0.0012        | -          | -                  | -                   |
| 3.5101 | 29800 | 0.0012        | -          | -                  | -                   |
| 3.5218 | 29900 | 0.0012        | -          | -                  | -                   |
| 3.5336 | 30000 | 0.0012        | 0.0012     | -0.18087307        | 0.6602              |
| 3.5454 | 30100 | 0.0012        | -          | -                  | -                   |
| 3.5572 | 30200 | 0.0012        | -          | -                  | -                   |
| 3.5690 | 30300 | 0.0012        | -          | -                  | -                   |
| 3.5807 | 30400 | 0.0012        | -          | -                  | -                   |
| 3.5925 | 30500 | 0.0012        | -          | -                  | -                   |
| 3.6043 | 30600 | 0.0012        | -          | -                  | -                   |
| 3.6161 | 30700 | 0.0012        | -          | -                  | -                   |
| 3.6279 | 30800 | 0.0012        | -          | -                  | -                   |
| 3.6396 | 30900 | 0.0012        | -          | -                  | -                   |
| 3.6514 | 31000 | 0.0012        | 0.0012     | -0.17998679        | 0.6612              |
| 3.6632 | 31100 | 0.0012        | -          | -                  | -                   |
| 3.6750 | 31200 | 0.0012        | -          | -                  | -                   |
| 3.6868 | 31300 | 0.0012        | -          | -                  | -                   |
| 3.6985 | 31400 | 0.0012        | -          | -                  | -                   |
| 3.7103 | 31500 | 0.0012        | -          | -                  | -                   |
| 3.7221 | 31600 | 0.0012        | -          | -                  | -                   |
| 3.7339 | 31700 | 0.0012        | -          | -                  | -                   |
| 3.7456 | 31800 | 0.0012        | -          | -                  | -                   |
| 3.7574 | 31900 | 0.0012        | -          | -                  | -                   |
| 3.7692 | 32000 | 0.0012        | 0.0012     | -0.17991492        | 0.6630              |
| 3.7810 | 32100 | 0.0012        | -          | -                  | -                   |
| 3.7928 | 32200 | 0.0012        | -          | -                  | -                   |
| 3.8045 | 32300 | 0.0012        | -          | -                  | -                   |
| 3.8163 | 32400 | 0.0012        | -          | -                  | -                   |
| 3.8281 | 32500 | 0.0012        | -          | -                  | -                   |
| 3.8399 | 32600 | 0.0012        | -          | -                  | -                   |
| 3.8517 | 32700 | 0.0012        | -          | -                  | -                   |
| 3.8634 | 32800 | 0.0012        | -          | -                  | -                   |
| 3.8752 | 32900 | 0.0012        | -          | -                  | -                   |
| 3.8870 | 33000 | 0.0012        | 0.0012     | -0.1794728         | 0.6632              |
| 3.8988 | 33100 | 0.0012        | -          | -                  | -                   |
| 3.9106 | 33200 | 0.0012        | -          | -                  | -                   |
| 3.9223 | 33300 | 0.0012        | -          | -                  | -                   |
| 3.9341 | 33400 | 0.0012        | -          | -                  | -                   |
| 3.9459 | 33500 | 0.0012        | -          | -                  | -                   |
| 3.9577 | 33600 | 0.0012        | -          | -                  | -                   |
| 3.9695 | 33700 | 0.0012        | -          | -                  | -                   |
| 3.9812 | 33800 | 0.0012        | -          | -                  | -                   |
| 3.9930 | 33900 | 0.0012        | -          | -                  | -                   |
| 4.0047 | 34000 | 0.0012        | 0.0012     | -0.17887509        | 0.6643              |
| 4.0165 | 34100 | 0.0012        | -          | -                  | -                   |
| 4.0283 | 34200 | 0.0012        | -          | -                  | -                   |
| 4.0401 | 34300 | 0.0012        | -          | -                  | -                   |
| 4.0518 | 34400 | 0.0012        | -          | -                  | -                   |
| 4.0636 | 34500 | 0.0012        | -          | -                  | -                   |
| 4.0754 | 34600 | 0.0012        | -          | -                  | -                   |
| 4.0872 | 34700 | 0.0012        | -          | -                  | -                   |
| 4.0989 | 34800 | 0.0012        | -          | -                  | -                   |
| 4.1107 | 34900 | 0.0012        | -          | -                  | -                   |
| 4.1225 | 35000 | 0.0012        | 0.0012     | -0.17876983        | 0.6648              |
| 4.1343 | 35100 | 0.0012        | -          | -                  | -                   |
| 4.1461 | 35200 | 0.0012        | -          | -                  | -                   |
| 4.1578 | 35300 | 0.0012        | -          | -                  | -                   |
| 4.1696 | 35400 | 0.0012        | -          | -                  | -                   |
| 4.1814 | 35500 | 0.0012        | -          | -                  | -                   |
| 4.1932 | 35600 | 0.0012        | -          | -                  | -                   |
| 4.2050 | 35700 | 0.0012        | -          | -                  | -                   |
| 4.2167 | 35800 | 0.0012        | -          | -                  | -                   |
| 4.2285 | 35900 | 0.0012        | -          | -                  | -                   |
| 4.2403 | 36000 | 0.0012        | 0.0012     | -0.17866188        | 0.6629              |
| 4.2521 | 36100 | 0.0012        | -          | -                  | -                   |
| 4.2639 | 36200 | 0.0012        | -          | -                  | -                   |
| 4.2756 | 36300 | 0.0012        | -          | -                  | -                   |
| 4.2874 | 36400 | 0.0012        | -          | -                  | -                   |
| 4.2992 | 36500 | 0.0012        | -          | -                  | -                   |
| 4.3110 | 36600 | 0.0012        | -          | -                  | -                   |
| 4.3228 | 36700 | 0.0012        | -          | -                  | -                   |
| 4.3345 | 36800 | 0.0012        | -          | -                  | -                   |
| 4.3463 | 36900 | 0.0012        | -          | -                  | -                   |
| 4.3581 | 37000 | 0.0012        | 0.0012     | -0.17826374        | 0.6642              |
| 4.3699 | 37100 | 0.0012        | -          | -                  | -                   |
| 4.3817 | 37200 | 0.0012        | -          | -                  | -                   |
| 4.3934 | 37300 | 0.0012        | -          | -                  | -                   |
| 4.4052 | 37400 | 0.0012        | -          | -                  | -                   |
| 4.4170 | 37500 | 0.0012        | -          | -                  | -                   |
| 4.4288 | 37600 | 0.0012        | -          | -                  | -                   |
| 4.4406 | 37700 | 0.0012        | -          | -                  | -                   |
| 4.4523 | 37800 | 0.0012        | -          | -                  | -                   |
| 4.4641 | 37900 | 0.0012        | -          | -                  | -                   |
| 4.4759 | 38000 | 0.0012        | 0.0012     | -0.17813009        | 0.6654              |
| 4.4877 | 38100 | 0.0012        | -          | -                  | -                   |
| 4.4995 | 38200 | 0.0012        | -          | -                  | -                   |
| 4.5112 | 38300 | 0.0012        | -          | -                  | -                   |
| 4.5230 | 38400 | 0.0012        | -          | -                  | -                   |
| 4.5348 | 38500 | 0.0012        | -          | -                  | -                   |
| 4.5466 | 38600 | 0.0012        | -          | -                  | -                   |
| 4.5584 | 38700 | 0.0012        | -          | -                  | -                   |
| 4.5701 | 38800 | 0.0012        | -          | -                  | -                   |
| 4.5819 | 38900 | 0.0012        | -          | -                  | -                   |
| 4.5937 | 39000 | 0.0012        | 0.0012     | -0.17787422        | 0.6677              |
| 4.6055 | 39100 | 0.0012        | -          | -                  | -                   |
| 4.6173 | 39200 | 0.0012        | -          | -                  | -                   |
| 4.6290 | 39300 | 0.0012        | -          | -                  | -                   |
| 4.6408 | 39400 | 0.0012        | -          | -                  | -                   |
| 4.6526 | 39500 | 0.0012        | -          | -                  | -                   |
| 4.6644 | 39600 | 0.0012        | -          | -                  | -                   |
| 4.6761 | 39700 | 0.0012        | -          | -                  | -                   |
| 4.6879 | 39800 | 0.0012        | -          | -                  | -                   |
| 4.6997 | 39900 | 0.0012        | -          | -                  | -                   |
| 4.7115 | 40000 | 0.0012        | 0.0012     | -0.17763866        | 0.6631              |
| 4.7233 | 40100 | 0.0012        | -          | -                  | -                   |
| 4.7350 | 40200 | 0.0012        | -          | -                  | -                   |
| 4.7468 | 40300 | 0.0012        | -          | -                  | -                   |
| 4.7586 | 40400 | 0.0012        | -          | -                  | -                   |
| 4.7704 | 40500 | 0.0012        | -          | -                  | -                   |
| 4.7822 | 40600 | 0.0012        | -          | -                  | -                   |
| 4.7939 | 40700 | 0.0012        | -          | -                  | -                   |
| 4.8057 | 40800 | 0.0012        | -          | -                  | -                   |
| 4.8175 | 40900 | 0.0012        | -          | -                  | -                   |
| 4.8293 | 41000 | 0.0012        | 0.0012     | -0.17747028        | 0.6683              |
| 4.8411 | 41100 | 0.0012        | -          | -                  | -                   |
| 4.8528 | 41200 | 0.0012        | -          | -                  | -                   |
| 4.8646 | 41300 | 0.0012        | -          | -                  | -                   |
| 4.8764 | 41400 | 0.0012        | -          | -                  | -                   |
| 4.8882 | 41500 | 0.0012        | -          | -                  | -                   |
| 4.9000 | 41600 | 0.0012        | -          | -                  | -                   |
| 4.9117 | 41700 | 0.0012        | -          | -                  | -                   |
| 4.9235 | 41800 | 0.0012        | -          | -                  | -                   |
| 4.9353 | 41900 | 0.0012        | -          | -                  | -                   |
| 4.9471 | 42000 | 0.0012        | 0.0012     | -0.1769735         | 0.6677              |
| 4.9589 | 42100 | 0.0012        | -          | -                  | -                   |
| 4.9706 | 42200 | 0.0012        | -          | -                  | -                   |
| 4.9824 | 42300 | 0.0012        | -          | -                  | -                   |
| 4.9942 | 42400 | 0.0012        | -          | -                  | -                   |
| 5.0059 | 42500 | 0.0012        | -          | -                  | -                   |
| 5.0177 | 42600 | 0.0012        | -          | -                  | -                   |
| 5.0294 | 42700 | 0.0012        | -          | -                  | -                   |
| 5.0412 | 42800 | 0.0012        | -          | -                  | -                   |
| 5.0530 | 42900 | 0.0012        | -          | -                  | -                   |
| 5.0648 | 43000 | 0.0012        | 0.0012     | -0.17719762        | 0.6653              |
| 5.0766 | 43100 | 0.0012        | -          | -                  | -                   |
| 5.0883 | 43200 | 0.0012        | -          | -                  | -                   |
| 5.1001 | 43300 | 0.0012        | -          | -                  | -                   |
| 5.1119 | 43400 | 0.0012        | -          | -                  | -                   |
| 5.1237 | 43500 | 0.0012        | -          | -                  | -                   |
| 5.1355 | 43600 | 0.0012        | -          | -                  | -                   |
| 5.1472 | 43700 | 0.0012        | -          | -                  | -                   |
| 5.1590 | 43800 | 0.0012        | -          | -                  | -                   |
| 5.1708 | 43900 | 0.0012        | -          | -                  | -                   |
| 5.1826 | 44000 | 0.0012        | 0.0012     | -0.17653656        | 0.6693              |
| 5.1944 | 44100 | 0.0012        | -          | -                  | -                   |
| 5.2061 | 44200 | 0.0012        | -          | -                  | -                   |
| 5.2179 | 44300 | 0.0012        | -          | -                  | -                   |
| 5.2297 | 44400 | 0.0012        | -          | -                  | -                   |
| 5.2415 | 44500 | 0.0012        | -          | -                  | -                   |
| 5.2533 | 44600 | 0.0012        | -          | -                  | -                   |
| 5.2650 | 44700 | 0.0012        | -          | -                  | -                   |
| 5.2768 | 44800 | 0.0012        | -          | -                  | -                   |
| 5.2886 | 44900 | 0.0012        | -          | -                  | -                   |
| 5.3004 | 45000 | 0.0012        | 0.0012     | -0.17657608        | 0.6683              |
| 5.3122 | 45100 | 0.0012        | -          | -                  | -                   |
| 5.3239 | 45200 | 0.0012        | -          | -                  | -                   |
| 5.3357 | 45300 | 0.0012        | -          | -                  | -                   |
| 5.3475 | 45400 | 0.0012        | -          | -                  | -                   |
| 5.3593 | 45500 | 0.0012        | -          | -                  | -                   |
| 5.3711 | 45600 | 0.0012        | -          | -                  | -                   |
| 5.3828 | 45700 | 0.0012        | -          | -                  | -                   |
| 5.3946 | 45800 | 0.0012        | -          | -                  | -                   |
| 5.4064 | 45900 | 0.0012        | -          | -                  | -                   |
| 5.4182 | 46000 | 0.0012        | 0.0012     | -0.17643414        | 0.6694              |
| 5.4300 | 46100 | 0.0012        | -          | -                  | -                   |
| 5.4417 | 46200 | 0.0012        | -          | -                  | -                   |
| 5.4535 | 46300 | 0.0012        | -          | -                  | -                   |
| 5.4653 | 46400 | 0.0012        | -          | -                  | -                   |
| 5.4771 | 46500 | 0.0012        | -          | -                  | -                   |
| 5.4889 | 46600 | 0.0012        | -          | -                  | -                   |
| 5.5006 | 46700 | 0.0012        | -          | -                  | -                   |
| 5.5124 | 46800 | 0.0012        | -          | -                  | -                   |
| 5.5242 | 46900 | 0.0012        | -          | -                  | -                   |
| 5.5360 | 47000 | 0.0012        | 0.0012     | -0.17619923        | 0.6679              |
| 5.5478 | 47100 | 0.0012        | -          | -                  | -                   |
| 5.5595 | 47200 | 0.0012        | -          | -                  | -                   |
| 5.5713 | 47300 | 0.0012        | -          | -                  | -                   |
| 5.5831 | 47400 | 0.0012        | -          | -                  | -                   |
| 5.5949 | 47500 | 0.0012        | -          | -                  | -                   |
| 5.6066 | 47600 | 0.0012        | -          | -                  | -                   |
| 5.6184 | 47700 | 0.0012        | -          | -                  | -                   |
| 5.6302 | 47800 | 0.0012        | -          | -                  | -                   |
| 5.6420 | 47900 | 0.0012        | -          | -                  | -                   |
| 5.6538 | 48000 | 0.0012        | 0.0012     | -0.17586452        | 0.6694              |
| 5.6655 | 48100 | 0.0012        | -          | -                  | -                   |
| 5.6773 | 48200 | 0.0012        | -          | -                  | -                   |
| 5.6891 | 48300 | 0.0012        | -          | -                  | -                   |
| 5.7009 | 48400 | 0.0012        | -          | -                  | -                   |
| 5.7127 | 48500 | 0.0012        | -          | -                  | -                   |
| 5.7244 | 48600 | 0.0012        | -          | -                  | -                   |
| 5.7362 | 48700 | 0.0012        | -          | -                  | -                   |
| 5.7480 | 48800 | 0.0012        | -          | -                  | -                   |
| 5.7598 | 48900 | 0.0012        | -          | -                  | -                   |
| 5.7716 | 49000 | 0.0012        | 0.0012     | -0.1760546         | 0.6687              |
| 5.7833 | 49100 | 0.0012        | -          | -                  | -                   |
| 5.7951 | 49200 | 0.0012        | -          | -                  | -                   |
| 5.8069 | 49300 | 0.0012        | -          | -                  | -                   |
| 5.8187 | 49400 | 0.0012        | -          | -                  | -                   |
| 5.8305 | 49500 | 0.0012        | -          | -                  | -                   |
| 5.8422 | 49600 | 0.0012        | -          | -                  | -                   |
| 5.8540 | 49700 | 0.0012        | -          | -                  | -                   |
| 5.8658 | 49800 | 0.0012        | -          | -                  | -                   |
| 5.8776 | 49900 | 0.0012        | -          | -                  | -                   |
| 5.8894 | 50000 | 0.0012        | 0.0012     | -0.17587146        | 0.6677              |
| 5.9011 | 50100 | 0.0012        | -          | -                  | -                   |
| 5.9129 | 50200 | 0.0012        | -          | -                  | -                   |
| 5.9247 | 50300 | 0.0012        | -          | -                  | -                   |
| 5.9365 | 50400 | 0.0012        | -          | -                  | -                   |
| 5.9483 | 50500 | 0.0012        | -          | -                  | -                   |
| 5.9600 | 50600 | 0.0012        | -          | -                  | -                   |
| 5.9718 | 50700 | 0.0012        | -          | -                  | -                   |
| 5.9836 | 50800 | 0.0012        | -          | -                  | -                   |
| 5.9954 | 50900 | 0.0012        | -          | -                  | -                   |
| 6.0071 | 51000 | 0.0011        | 0.0012     | -0.17524663        | 0.6717              |
| 6.0188 | 51100 | 0.0012        | -          | -                  | -                   |
| 6.0306 | 51200 | 0.0012        | -          | -                  | -                   |
| 6.0424 | 51300 | 0.0012        | -          | -                  | -                   |
| 6.0542 | 51400 | 0.0012        | -          | -                  | -                   |
| 6.0660 | 51500 | 0.0012        | -          | -                  | -                   |
| 6.0777 | 51600 | 0.0012        | -          | -                  | -                   |
| 6.0895 | 51700 | 0.0012        | -          | -                  | -                   |
| 6.1013 | 51800 | 0.0012        | -          | -                  | -                   |
| 6.1131 | 51900 | 0.0012        | -          | -                  | -                   |
| 6.1249 | 52000 | 0.0012        | 0.0012     | -0.17546739        | 0.6696              |
| 6.1366 | 52100 | 0.0012        | -          | -                  | -                   |
| 6.1484 | 52200 | 0.0012        | -          | -                  | -                   |
| 6.1602 | 52300 | 0.0012        | -          | -                  | -                   |
| 6.1720 | 52400 | 0.0012        | -          | -                  | -                   |
| 6.1838 | 52500 | 0.0012        | -          | -                  | -                   |
| 6.1955 | 52600 | 0.0012        | -          | -                  | -                   |
| 6.2073 | 52700 | 0.0012        | -          | -                  | -                   |
| 6.2191 | 52800 | 0.0012        | -          | -                  | -                   |
| 6.2309 | 52900 | 0.0012        | -          | -                  | -                   |
| 6.2427 | 53000 | 0.0012        | 0.0012     | -0.17500012        | 0.6687              |
| 6.2544 | 53100 | 0.0012        | -          | -                  | -                   |
| 6.2662 | 53200 | 0.0012        | -          | -                  | -                   |
| 6.2780 | 53300 | 0.0012        | -          | -                  | -                   |
| 6.2898 | 53400 | 0.0012        | -          | -                  | -                   |
| 6.3016 | 53500 | 0.0011        | -          | -                  | -                   |
| 6.3133 | 53600 | 0.0012        | -          | -                  | -                   |
| 6.3251 | 53700 | 0.0012        | -          | -                  | -                   |
| 6.3369 | 53800 | 0.0012        | -          | -                  | -                   |
| 6.3487 | 53900 | 0.0012        | -          | -                  | -                   |
| 6.3605 | 54000 | 0.0012        | 0.0012     | -0.1750529         | 0.6728              |
| 6.3722 | 54100 | 0.0012        | -          | -                  | -                   |
| 6.3840 | 54200 | 0.0012        | -          | -                  | -                   |
| 6.3958 | 54300 | 0.0012        | -          | -                  | -                   |
| 6.4076 | 54400 | 0.0012        | -          | -                  | -                   |
| 6.4194 | 54500 | 0.0012        | -          | -                  | -                   |
| 6.4311 | 54600 | 0.0011        | -          | -                  | -                   |
| 6.4429 | 54700 | 0.0012        | -          | -                  | -                   |
| 6.4547 | 54800 | 0.0012        | -          | -                  | -                   |
| 6.4665 | 54900 | 0.0011        | -          | -                  | -                   |
| 6.4783 | 55000 | 0.0011        | 0.0012     | -0.17491975        | 0.6687              |
| 6.4900 | 55100 | 0.0012        | -          | -                  | -                   |
| 6.5018 | 55200 | 0.0012        | -          | -                  | -                   |
| 6.5136 | 55300 | 0.0011        | -          | -                  | -                   |
| 6.5254 | 55400 | 0.0011        | -          | -                  | -                   |
| 6.5371 | 55500 | 0.0011        | -          | -                  | -                   |
| 6.5489 | 55600 | 0.0011        | -          | -                  | -                   |
| 6.5607 | 55700 | 0.0011        | -          | -                  | -                   |
| 6.5725 | 55800 | 0.0011        | -          | -                  | -                   |
| 6.5843 | 55900 | 0.0012        | -          | -                  | -                   |
| 6.5960 | 56000 | 0.0012        | 0.0012     | -0.17456226        | 0.6726              |
| 6.6078 | 56100 | 0.0012        | -          | -                  | -                   |
| 6.6196 | 56200 | 0.0011        | -          | -                  | -                   |
| 6.6314 | 56300 | 0.0012        | -          | -                  | -                   |
| 6.6432 | 56400 | 0.0011        | -          | -                  | -                   |
| 6.6549 | 56500 | 0.0011        | -          | -                  | -                   |
| 6.6667 | 56600 | 0.0011        | -          | -                  | -                   |
| 6.6785 | 56700 | 0.0011        | -          | -                  | -                   |
| 6.6903 | 56800 | 0.0011        | -          | -                  | -                   |
| 6.7021 | 56900 | 0.0012        | -          | -                  | -                   |
| 6.7138 | 57000 | 0.0011        | 0.0012     | -0.17479357        | 0.6721              |
| 6.7256 | 57100 | 0.0011        | -          | -                  | -                   |
| 6.7374 | 57200 | 0.0012        | -          | -                  | -                   |
| 6.7492 | 57300 | 0.0011        | -          | -                  | -                   |
| 6.7610 | 57400 | 0.0011        | -          | -                  | -                   |
| 6.7727 | 57500 | 0.0011        | -          | -                  | -                   |
| 6.7845 | 57600 | 0.0011        | -          | -                  | -                   |
| 6.7963 | 57700 | 0.0011        | -          | -                  | -                   |
| 6.8081 | 57800 | 0.0011        | -          | -                  | -                   |
| 6.8199 | 57900 | 0.0011        | -          | -                  | -                   |
| 6.8316 | 58000 | 0.0011        | 0.0012     | -0.17439803        | 0.6710              |
| 6.8434 | 58100 | 0.0011        | -          | -                  | -                   |
| 6.8552 | 58200 | 0.0011        | -          | -                  | -                   |
| 6.8670 | 58300 | 0.0011        | -          | -                  | -                   |
| 6.8788 | 58400 | 0.0011        | -          | -                  | -                   |
| 6.8905 | 58500 | 0.0011        | -          | -                  | -                   |
| 6.9023 | 58600 | 0.0011        | -          | -                  | -                   |
| 6.9141 | 58700 | 0.0011        | -          | -                  | -                   |
| 6.9259 | 58800 | 0.0011        | -          | -                  | -                   |
| 6.9377 | 58900 | 0.0011        | -          | -                  | -                   |
| 6.9494 | 59000 | 0.0011        | 0.0012     | -0.17475043        | 0.6718              |
| 6.9612 | 59100 | 0.0011        | -          | -                  | -                   |
| 6.9730 | 59200 | 0.0011        | -          | -                  | -                   |
| 6.9848 | 59300 | 0.0011        | -          | -                  | -                   |
| 6.9966 | 59400 | 0.0011        | -          | -                  | -                   |
| 7.0082 | 59500 | 0.0011        | -          | -                  | -                   |
| 7.0200 | 59600 | 0.0011        | -          | -                  | -                   |
| 7.0318 | 59700 | 0.0011        | -          | -                  | -                   |
| 7.0436 | 59800 | 0.0011        | -          | -                  | -                   |
| 7.0554 | 59900 | 0.0011        | -          | -                  | -                   |
| 7.0671 | 60000 | 0.0011        | 0.0012     | -0.17430946        | 0.6722              |
| 7.0789 | 60100 | 0.0011        | -          | -                  | -                   |
| 7.0907 | 60200 | 0.0011        | -          | -                  | -                   |
| 7.1025 | 60300 | 0.0011        | -          | -                  | -                   |
| 7.1143 | 60400 | 0.0011        | -          | -                  | -                   |
| 7.1260 | 60500 | 0.0011        | -          | -                  | -                   |
| 7.1378 | 60600 | 0.0011        | -          | -                  | -                   |
| 7.1496 | 60700 | 0.0011        | -          | -                  | -                   |
| 7.1614 | 60800 | 0.0011        | -          | -                  | -                   |
| 7.1732 | 60900 | 0.0011        | -          | -                  | -                   |
| 7.1849 | 61000 | 0.0011        | 0.0012     | -0.17427135        | 0.6732              |
| 7.1967 | 61100 | 0.0011        | -          | -                  | -                   |
| 7.2085 | 61200 | 0.0011        | -          | -                  | -                   |
| 7.2203 | 61300 | 0.0011        | -          | -                  | -                   |
| 7.2321 | 61400 | 0.0011        | -          | -                  | -                   |
| 7.2438 | 61500 | 0.0011        | -          | -                  | -                   |
| 7.2556 | 61600 | 0.0011        | -          | -                  | -                   |
| 7.2674 | 61700 | 0.0011        | -          | -                  | -                   |
| 7.2792 | 61800 | 0.0011        | -          | -                  | -                   |
| 7.2910 | 61900 | 0.0011        | -          | -                  | -                   |
| 7.3027 | 62000 | 0.0011        | 0.0012     | -0.17400834        | 0.6719              |
| 7.3145 | 62100 | 0.0011        | -          | -                  | -                   |
| 7.3263 | 62200 | 0.0011        | -          | -                  | -                   |
| 7.3381 | 62300 | 0.0011        | -          | -                  | -                   |
| 7.3499 | 62400 | 0.0011        | -          | -                  | -                   |
| 7.3616 | 62500 | 0.0011        | -          | -                  | -                   |
| 7.3734 | 62600 | 0.0011        | -          | -                  | -                   |
| 7.3852 | 62700 | 0.0011        | -          | -                  | -                   |
| 7.3970 | 62800 | 0.0011        | -          | -                  | -                   |
| 7.4088 | 62900 | 0.0011        | -          | -                  | -                   |
| 7.4205 | 63000 | 0.0011        | 0.0012     | -0.1740251         | 0.6726              |
| 7.4323 | 63100 | 0.0011        | -          | -                  | -                   |
| 7.4441 | 63200 | 0.0011        | -          | -                  | -                   |
| 7.4559 | 63300 | 0.0011        | -          | -                  | -                   |
| 7.4677 | 63400 | 0.0011        | -          | -                  | -                   |
| 7.4794 | 63500 | 0.0011        | -          | -                  | -                   |
| 7.4912 | 63600 | 0.0011        | -          | -                  | -                   |
| 7.5030 | 63700 | 0.0011        | -          | -                  | -                   |
| 7.5148 | 63800 | 0.0011        | -          | -                  | -                   |
| 7.5265 | 63900 | 0.0011        | -          | -                  | -                   |
| 7.5383 | 64000 | 0.0011        | 0.0012     | -0.17380536        | 0.6712              |
| 7.5501 | 64100 | 0.0011        | -          | -                  | -                   |
| 7.5619 | 64200 | 0.0011        | -          | -                  | -                   |
| 7.5737 | 64300 | 0.0011        | -          | -                  | -                   |
| 7.5854 | 64400 | 0.0011        | -          | -                  | -                   |
| 7.5972 | 64500 | 0.0011        | -          | -                  | -                   |
| 7.6090 | 64600 | 0.0011        | -          | -                  | -                   |
| 7.6208 | 64700 | 0.0011        | -          | -                  | -                   |
| 7.6326 | 64800 | 0.0011        | -          | -                  | -                   |
| 7.6443 | 64900 | 0.0011        | -          | -                  | -                   |
| 7.6561 | 65000 | 0.0011        | 0.0012     | -0.17366579        | 0.6723              |
| 7.6679 | 65100 | 0.0011        | -          | -                  | -                   |
| 7.6797 | 65200 | 0.0011        | -          | -                  | -                   |
| 7.6915 | 65300 | 0.0011        | -          | -                  | -                   |
| 7.7032 | 65400 | 0.0011        | -          | -                  | -                   |
| 7.7150 | 65500 | 0.0011        | -          | -                  | -                   |
| 7.7268 | 65600 | 0.0011        | -          | -                  | -                   |
| 7.7386 | 65700 | 0.0011        | -          | -                  | -                   |
| 7.7504 | 65800 | 0.0011        | -          | -                  | -                   |
| 7.7621 | 65900 | 0.0011        | -          | -                  | -                   |
| 7.7739 | 66000 | 0.0011        | 0.0012     | -0.17369126        | 0.6746              |
| 7.7857 | 66100 | 0.0011        | -          | -                  | -                   |
| 7.7975 | 66200 | 0.0011        | -          | -                  | -                   |
| 7.8093 | 66300 | 0.0011        | -          | -                  | -                   |
| 7.8210 | 66400 | 0.0011        | -          | -                  | -                   |
| 7.8328 | 66500 | 0.0011        | -          | -                  | -                   |
| 7.8446 | 66600 | 0.0011        | -          | -                  | -                   |
| 7.8564 | 66700 | 0.0011        | -          | -                  | -                   |
| 7.8682 | 66800 | 0.0011        | -          | -                  | -                   |
| 7.8799 | 66900 | 0.0011        | -          | -                  | -                   |
| 7.8917 | 67000 | 0.0011        | 0.0012     | -0.17330332        | 0.6740              |
| 7.9035 | 67100 | 0.0011        | -          | -                  | -                   |
| 7.9153 | 67200 | 0.0011        | -          | -                  | -                   |
| 7.9271 | 67300 | 0.0011        | -          | -                  | -                   |
| 7.9388 | 67400 | 0.0011        | -          | -                  | -                   |
| 7.9506 | 67500 | 0.0011        | -          | -                  | -                   |
| 7.9624 | 67600 | 0.0011        | -          | -                  | -                   |
| 7.9742 | 67700 | 0.0011        | -          | -                  | -                   |
| 7.9860 | 67800 | 0.0011        | -          | -                  | -                   |
| 7.9977 | 67900 | 0.0011        | -          | -                  | -                   |
| 8.0094 | 68000 | 0.0011        | 0.0012     | -0.17326406        | 0.6732              |
| 8.0212 | 68100 | 0.0011        | -          | -                  | -                   |
| 8.0330 | 68200 | 0.0011        | -          | -                  | -                   |
| 8.0448 | 68300 | 0.0011        | -          | -                  | -                   |
| 8.0565 | 68400 | 0.0011        | -          | -                  | -                   |
| 8.0683 | 68500 | 0.0011        | -          | -                  | -                   |
| 8.0801 | 68600 | 0.0011        | -          | -                  | -                   |
| 8.0919 | 68700 | 0.0011        | -          | -                  | -                   |
| 8.1037 | 68800 | 0.0011        | -          | -                  | -                   |
| 8.1154 | 68900 | 0.0011        | -          | -                  | -                   |
| 8.1272 | 69000 | 0.0011        | 0.0012     | -0.17333928        | 0.6730              |
| 8.1390 | 69100 | 0.0011        | -          | -                  | -                   |
| 8.1508 | 69200 | 0.0011        | -          | -                  | -                   |
| 8.1626 | 69300 | 0.0011        | -          | -                  | -                   |
| 8.1743 | 69400 | 0.0011        | -          | -                  | -                   |
| 8.1861 | 69500 | 0.0011        | -          | -                  | -                   |
| 8.1979 | 69600 | 0.0011        | -          | -                  | -                   |
| 8.2097 | 69700 | 0.0011        | -          | -                  | -                   |
| 8.2215 | 69800 | 0.0011        | -          | -                  | -                   |
| 8.2332 | 69900 | 0.0011        | -          | -                  | -                   |
| 8.2450 | 70000 | 0.0011        | 0.0012     | -0.17320158        | 0.6726              |
| 8.2568 | 70100 | 0.0011        | -          | -                  | -                   |
| 8.2686 | 70200 | 0.0011        | -          | -                  | -                   |
| 8.2804 | 70300 | 0.0011        | -          | -                  | -                   |
| 8.2921 | 70400 | 0.0011        | -          | -                  | -                   |
| 8.3039 | 70500 | 0.0011        | -          | -                  | -                   |
| 8.3157 | 70600 | 0.0011        | -          | -                  | -                   |
| 8.3275 | 70700 | 0.0011        | -          | -                  | -                   |
| 8.3393 | 70800 | 0.0011        | -          | -                  | -                   |
| 8.3510 | 70900 | 0.0011        | -          | -                  | -                   |
| 8.3628 | 71000 | 0.0011        | 0.0012     | -0.17346236        | 0.6726              |
| 8.3746 | 71100 | 0.0011        | -          | -                  | -                   |
| 8.3864 | 71200 | 0.0011        | -          | -                  | -                   |
| 8.3982 | 71300 | 0.0011        | -          | -                  | -                   |
| 8.4099 | 71400 | 0.0011        | -          | -                  | -                   |
| 8.4217 | 71500 | 0.0011        | -          | -                  | -                   |
| 8.4335 | 71600 | 0.0011        | -          | -                  | -                   |
| 8.4453 | 71700 | 0.0011        | -          | -                  | -                   |
| 8.4570 | 71800 | 0.0011        | -          | -                  | -                   |
| 8.4688 | 71900 | 0.0011        | -          | -                  | -                   |
| 8.4806 | 72000 | 0.0011        | 0.0012     | -0.17322065        | 0.6749              |
| 8.4924 | 72100 | 0.0011        | -          | -                  | -                   |
| 8.5042 | 72200 | 0.0011        | -          | -                  | -                   |
| 8.5159 | 72300 | 0.0011        | -          | -                  | -                   |
| 8.5277 | 72400 | 0.0011        | -          | -                  | -                   |
| 8.5395 | 72500 | 0.0011        | -          | -                  | -                   |
| 8.5513 | 72600 | 0.0011        | -          | -                  | -                   |
| 8.5631 | 72700 | 0.0011        | -          | -                  | -                   |
| 8.5748 | 72800 | 0.0011        | -          | -                  | -                   |
| 8.5866 | 72900 | 0.0011        | -          | -                  | -                   |
| 8.5984 | 73000 | 0.0011        | 0.0011     | -0.1729941         | 0.6725              |
| 8.6102 | 73100 | 0.0011        | -          | -                  | -                   |
| 8.6220 | 73200 | 0.0011        | -          | -                  | -                   |
| 8.6337 | 73300 | 0.0011        | -          | -                  | -                   |
| 8.6455 | 73400 | 0.0011        | -          | -                  | -                   |
| 8.6573 | 73500 | 0.0011        | -          | -                  | -                   |
| 8.6691 | 73600 | 0.0011        | -          | -                  | -                   |
| 8.6809 | 73700 | 0.0011        | -          | -                  | -                   |
| 8.6926 | 73800 | 0.0011        | -          | -                  | -                   |
| 8.7044 | 73900 | 0.0011        | -          | -                  | -                   |
| 8.7162 | 74000 | 0.0011        | 0.0011     | -0.17297848        | 0.6719              |
| 8.7280 | 74100 | 0.0011        | -          | -                  | -                   |
| 8.7398 | 74200 | 0.0011        | -          | -                  | -                   |
| 8.7515 | 74300 | 0.0011        | -          | -                  | -                   |
| 8.7633 | 74400 | 0.0011        | -          | -                  | -                   |
| 8.7751 | 74500 | 0.0011        | -          | -                  | -                   |
| 8.7869 | 74600 | 0.0011        | -          | -                  | -                   |
| 8.7987 | 74700 | 0.0011        | -          | -                  | -                   |
| 8.8104 | 74800 | 0.0011        | -          | -                  | -                   |
| 8.8222 | 74900 | 0.0011        | -          | -                  | -                   |
| 8.8340 | 75000 | 0.0011        | 0.0011     | -0.17291391        | 0.6728              |
| 8.8458 | 75100 | 0.0011        | -          | -                  | -                   |
| 8.8576 | 75200 | 0.0011        | -          | -                  | -                   |
| 8.8693 | 75300 | 0.0011        | -          | -                  | -                   |
| 8.8811 | 75400 | 0.0011        | -          | -                  | -                   |
| 8.8929 | 75500 | 0.0011        | -          | -                  | -                   |
| 8.9047 | 75600 | 0.0011        | -          | -                  | -                   |
| 8.9165 | 75700 | 0.0011        | -          | -                  | -                   |
| 8.9282 | 75800 | 0.0011        | -          | -                  | -                   |
| 8.9400 | 75900 | 0.0011        | -          | -                  | -                   |
| 8.9518 | 76000 | 0.0011        | 0.0011     | -0.1728144         | 0.6741              |
| 8.9636 | 76100 | 0.0011        | -          | -                  | -                   |
| 8.9754 | 76200 | 0.0011        | -          | -                  | -                   |
| 8.9871 | 76300 | 0.0011        | -          | -                  | -                   |
| 8.9989 | 76400 | 0.0011        | -          | -                  | -                   |
| 9.0106 | 76500 | 0.0011        | -          | -                  | -                   |
| 9.0224 | 76600 | 0.0011        | -          | -                  | -                   |
| 9.0342 | 76700 | 0.0011        | -          | -                  | -                   |
| 9.0459 | 76800 | 0.0011        | -          | -                  | -                   |
| 9.0577 | 76900 | 0.0011        | -          | -                  | -                   |
| 9.0695 | 77000 | 0.0011        | 0.0011     | -0.1725926         | 0.6728              |
| 9.0813 | 77100 | 0.0011        | -          | -                  | -                   |
| 9.0931 | 77200 | 0.0011        | -          | -                  | -                   |
| 9.1048 | 77300 | 0.0011        | -          | -                  | -                   |
| 9.1166 | 77400 | 0.0011        | -          | -                  | -                   |
| 9.1284 | 77500 | 0.0011        | -          | -                  | -                   |
| 9.1402 | 77600 | 0.0011        | -          | -                  | -                   |
| 9.1520 | 77700 | 0.0011        | -          | -                  | -                   |
| 9.1637 | 77800 | 0.0011        | -          | -                  | -                   |
| 9.1755 | 77900 | 0.0011        | -          | -                  | -                   |
| 9.1873 | 78000 | 0.0011        | 0.0011     | -0.17272119        | 0.6735              |
| 9.1991 | 78100 | 0.0011        | -          | -                  | -                   |
| 9.2109 | 78200 | 0.0011        | -          | -                  | -                   |
| 9.2226 | 78300 | 0.0011        | -          | -                  | -                   |
| 9.2344 | 78400 | 0.0011        | -          | -                  | -                   |
| 9.2462 | 78500 | 0.0011        | -          | -                  | -                   |
| 9.2580 | 78600 | 0.0011        | -          | -                  | -                   |
| 9.2698 | 78700 | 0.0011        | -          | -                  | -                   |
| 9.2815 | 78800 | 0.0011        | -          | -                  | -                   |
| 9.2933 | 78900 | 0.0011        | -          | -                  | -                   |
| 9.3051 | 79000 | 0.0011        | 0.0011     | -0.1726715         | 0.6730              |
| 9.3169 | 79100 | 0.0011        | -          | -                  | -                   |
| 9.3287 | 79200 | 0.0011        | -          | -                  | -                   |
| 9.3404 | 79300 | 0.0011        | -          | -                  | -                   |
| 9.3522 | 79400 | 0.0011        | -          | -                  | -                   |
| 9.3640 | 79500 | 0.0011        | -          | -                  | -                   |
| 9.3758 | 79600 | 0.0011        | -          | -                  | -                   |
| 9.3875 | 79700 | 0.0011        | -          | -                  | -                   |
| 9.3993 | 79800 | 0.0011        | -          | -                  | -                   |
| 9.4111 | 79900 | 0.0011        | -          | -                  | -                   |
| 9.4229 | 80000 | 0.0011        | 0.0011     | -0.172526          | 0.6737              |
| 9.4347 | 80100 | 0.0011        | -          | -                  | -                   |
| 9.4464 | 80200 | 0.0011        | -          | -                  | -                   |
| 9.4582 | 80300 | 0.0011        | -          | -                  | -                   |
| 9.4700 | 80400 | 0.0011        | -          | -                  | -                   |
| 9.4818 | 80500 | 0.0011        | -          | -                  | -                   |
| 9.4936 | 80600 | 0.0011        | -          | -                  | -                   |
| 9.5053 | 80700 | 0.0011        | -          | -                  | -                   |
| 9.5171 | 80800 | 0.0011        | -          | -                  | -                   |
| 9.5289 | 80900 | 0.0011        | -          | -                  | -                   |
| 9.5407 | 81000 | 0.0011        | 0.0011     | -0.1724438         | 0.6749              |
| 9.5525 | 81100 | 0.0011        | -          | -                  | -                   |
| 9.5642 | 81200 | 0.0011        | -          | -                  | -                   |
| 9.5760 | 81300 | 0.0011        | -          | -                  | -                   |
| 9.5878 | 81400 | 0.0011        | -          | -                  | -                   |
| 9.5996 | 81500 | 0.0011        | -          | -                  | -                   |
| 9.6114 | 81600 | 0.0011        | -          | -                  | -                   |
| 9.6231 | 81700 | 0.0011        | -          | -                  | -                   |
| 9.6349 | 81800 | 0.0011        | -          | -                  | -                   |
| 9.6467 | 81900 | 0.0011        | -          | -                  | -                   |
| 9.6585 | 82000 | 0.0011        | 0.0011     | -0.17250738        | 0.6729              |
| 9.6703 | 82100 | 0.0011        | -          | -                  | -                   |
| 9.6820 | 82200 | 0.0011        | -          | -                  | -                   |
| 9.6938 | 82300 | 0.0011        | -          | -                  | -                   |
| 9.7056 | 82400 | 0.0011        | -          | -                  | -                   |
| 9.7174 | 82500 | 0.0011        | -          | -                  | -                   |
| 9.7292 | 82600 | 0.0011        | -          | -                  | -                   |
| 9.7409 | 82700 | 0.0011        | -          | -                  | -                   |
| 9.7527 | 82800 | 0.0011        | -          | -                  | -                   |
| 9.7645 | 82900 | 0.0011        | -          | -                  | -                   |
| 9.7763 | 83000 | 0.0011        | 0.0011     | -0.1723447         | 0.6728              |
| 9.7881 | 83100 | 0.0011        | -          | -                  | -                   |
| 9.7998 | 83200 | 0.0011        | -          | -                  | -                   |
| 9.8116 | 83300 | 0.0011        | -          | -                  | -                   |
| 9.8234 | 83400 | 0.0011        | -          | -                  | -                   |
| 9.8352 | 83500 | 0.0011        | -          | -                  | -                   |
| 9.8470 | 83600 | 0.0011        | -          | -                  | -                   |
| 9.8587 | 83700 | 0.0011        | -          | -                  | -                   |
| 9.8705 | 83800 | 0.0011        | -          | -                  | -                   |
| 9.8823 | 83900 | 0.0011        | -          | -                  | -                   |
| 9.8941 | 84000 | 0.0011        | 0.0011     | -0.17230988        | 0.6750              |
| 9.9059 | 84100 | 0.0011        | -          | -                  | -                   |
| 9.9176 | 84200 | 0.0011        | -          | -                  | -                   |
| 9.9294 | 84300 | 0.0011        | -          | -                  | -                   |
| 9.9412 | 84400 | 0.0011        | -          | -                  | -                   |
| 9.9530 | 84500 | 0.0011        | -          | -                  | -                   |
| 9.9647 | 84600 | 0.0011        | -          | -                  | -                   |
| 9.9765 | 84700 | 0.0011        | -          | -                  | -                   |
| 9.9883 | 84800 | 0.0011        | -          | -                  | -                   |

</details>

### Framework Versions
- Python: 3.10.16
- Sentence Transformers: 3.3.1
- Transformers: 4.48.0
- PyTorch: 2.5.1+cu124
- Accelerate: 1.2.1
- Datasets: 3.2.0
- Tokenizers: 0.21.0

## 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",
}
```

#### MSELoss
```bibtex
@inproceedings{reimers-2020-multilingual-sentence-bert,
    title = "Making Monolingual Sentence Embeddings Multilingual using Knowledge Distillation",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2020",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/2004.09813",
}
```

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