sentence-transformers safetensors bert sentence-similarity feature-extraction generated_from_trainer dataset_size:499500 loss:MSELoss arxiv:1908.10084 arxiv:2004.09813 base_model:lemon-mint/KoEn-Embed-Turbo-v0.6 base_model:finetune:lemon-mint/KoEn-Embed-Turbo-v0.6 model-index autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: lemon-mint/KoEn-Embed-Turbo-v0.6
datasets: []
language: []
library_name: sentence-transformers
metrics:
- pearson_cosine
- spearman_cosine
- pearson_manhattan
- spearman_manhattan
- pearson_euclidean
- spearman_euclidean
- pearson_dot
- spearman_dot
- pearson_max
- spearman_max
- cosine_accuracy@1
- cosine_accuracy@3
- cosine_accuracy@5
- cosine_accuracy@10
- cosine_precision@1
- cosine_precision@3
- cosine_precision@5
- cosine_precision@10
- cosine_recall@1
- cosine_recall@3
- cosine_recall@5
- cosine_recall@10
- cosine_ndcg@10
- cosine_mrr@10
- cosine_map@100
- dot_accuracy@1
- dot_accuracy@3
- dot_accuracy@5
- dot_accuracy@10
- dot_precision@1
- dot_precision@3
- dot_precision@5
- dot_precision@10
- dot_recall@1
- dot_recall@3
- dot_recall@5
- dot_recall@10
- dot_ndcg@10
- dot_mrr@10
- dot_map@100
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:499500
- loss:MSELoss
widget:
- source_sentence: 'query: 순드리 우탐찬다니의 대표적인 단편 소설은 무엇입니까?'
  sentences:
  - 'query: What works have been influenced by "Fourth World"?'
  - 'query: 학교 건물의 건축 스타일은 무엇입니까?'
  - 'query: Which group of people''s experiences did the JERS study aim to document?'
- source_sentence: 'query: 비센테 게레로 시정촌의 주요 산업은 무엇입니까?'
  sentences:
  - 'query: 캐나다의 지방 선거는 어떤 주체가 관할합니까?'
  - 'query: 2024년 네브래스카주 상원 특별 선거에서 승리할 것으로 예상되는 후보는 누구입니까?'
  - 'query: 라말링게슈와라 사원 단지에 있는 사원들은 모두 같은 시대에 지어졌습니까?'
- source_sentence: 'query: 세인트 존의 부인은 결혼 전에 어떤 직업을 가졌습니까?'
  sentences:
  - 'query: What led to amateur astronomy becoming an independent hobby activity distinct
    from professional astronomy?'
  - 'query: HIK 학교는 어떤 시대에 설립되었나요?'
  - 'query: 호주에서 "스쿼터"가 된 사람들은 대부분 어떤 계층의 사람들이었나요?'
- source_sentence: 'query: How many home runs did Eddie Mathews hit in 1957?'
  sentences:
  - 'query: How long did Major live in the White House?'
  - 'query: How many points did Lithuania receive in the Eurovision Song Contest semi-final
    in 2005?'
  - 'query: Why did Loretta Tupper return to show business?'
- source_sentence: 'query: 해롤드 데이비스는 어떤 국가의 선수였나요?'
  sentences:
  - 'query: 릴리는 어떤 스포츠를 좋아했습니까?'
  - 'query: 안토니오 데 카스트로 마이어는 1988년에 어떤 행위로 인해 논란을 일으켰습니까?'
  - 'query: When was the Herefordshire Light Infantry founded?'
model-index:
- name: SentenceTransformer based on lemon-mint/KoEn-Embed-Turbo-v0.6
  results:
  - task:
      type: semantic-similarity
      name: Semantic Similarity
    dataset:
      name: sts dev
      type: sts-dev
    metrics:
    - type: pearson_cosine
      value: 0.7166865142404676
      name: Pearson Cosine
    - type: spearman_cosine
      value: 0.7179436638586734
      name: Spearman Cosine
    - type: pearson_manhattan
      value: 0.6562645352982684
      name: Pearson Manhattan
    - type: spearman_manhattan
      value: 0.6713564101735439
      name: Spearman Manhattan
    - type: pearson_euclidean
      value: 0.6576343568691049
      name: Pearson Euclidean
    - type: spearman_euclidean
      value: 0.6720055780017863
      name: Spearman Euclidean
    - type: pearson_dot
      value: 0.581317643897043
      name: Pearson Dot
    - type: spearman_dot
      value: 0.6227048224971706
      name: Spearman Dot
    - type: pearson_max
      value: 0.7166865142404676
      name: Pearson Max
    - type: spearman_max
      value: 0.7179436638586734
      name: Spearman Max
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: Ko StrategyQA dev
      type: Ko-StrategyQA-dev
    metrics:
    - type: cosine_accuracy@1
      value: 0.16722972972972974
      name: Cosine Accuracy@1
    - type: cosine_accuracy@3
      value: 0.25844594594594594
      name: Cosine Accuracy@3
    - type: cosine_accuracy@5
      value: 0.30236486486486486
      name: Cosine Accuracy@5
    - type: cosine_accuracy@10
      value: 0.38006756756756754
      name: Cosine Accuracy@10
    - type: cosine_precision@1
      value: 0.16722972972972974
      name: Cosine Precision@1
    - type: cosine_precision@3
      value: 0.09853603603603603
      name: Cosine Precision@3
    - type: cosine_precision@5
      value: 0.07128378378378379
      name: Cosine Precision@5
    - type: cosine_precision@10
      value: 0.04746621621621622
      name: Cosine Precision@10
    - type: cosine_recall@1
      value: 0.10484234234234234
      name: Cosine Recall@1
    - type: cosine_recall@3
      value: 0.1760698198198198
      name: Cosine Recall@3
    - type: cosine_recall@5
      value: 0.21348536036036034
      name: Cosine Recall@5
    - type: cosine_recall@10
      value: 0.27516891891891887
      name: Cosine Recall@10
    - type: cosine_ndcg@10
      value: 0.20750097993183542
      name: Cosine Ndcg@10
    - type: cosine_mrr@10
      value: 0.22642307486057478
      name: Cosine Mrr@10
    - type: cosine_map@100
      value: 0.1760894166796981
      name: Cosine Map@100
    - type: dot_accuracy@1
      value: 0.13682432432432431
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.2195945945945946
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.2635135135135135
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.33952702702702703
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.13682432432432431
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.08614864864864864
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.06317567567567568
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.043243243243243246
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.09127252252252252
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.1596846846846847
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.1899493243243243
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.2541103603603604
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.18669639273900773
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.19339473401973398
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.15927201068719438
      name: Dot Map@100
  - task:
      type: semantic-similarity
      name: Semantic Similarity
    dataset:
      name: sts test
      type: sts-test
    metrics:
    - type: pearson_cosine
      value: 0.6269313573543648
      name: Pearson Cosine
    - type: spearman_cosine
      value: 0.6185961220418067
      name: Spearman Cosine
    - type: pearson_manhattan
      value: 0.578738833621439
      name: Pearson Manhattan
    - type: spearman_manhattan
      value: 0.5839976753348799
      name: Spearman Manhattan
    - type: pearson_euclidean
      value: 0.5793449665959343
      name: Pearson Euclidean
    - type: spearman_euclidean
      value: 0.5843842345712776
      name: Spearman Euclidean
    - type: pearson_dot
      value: 0.4781712564220267
      name: Pearson Dot
    - type: spearman_dot
      value: 0.5057919404595702
      name: Spearman Dot
    - type: pearson_max
      value: 0.6269313573543648
      name: Pearson Max
    - type: spearman_max
      value: 0.6185961220418067
      name: Spearman Max
---

# SentenceTransformer based on lemon-mint/KoEn-Embed-Turbo-v0.6

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [lemon-mint/KoEn-Embed-Turbo-v0.6](https://huggingface.co/lemon-mint/KoEn-Embed-Turbo-v0.6). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

## Model Details

### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [lemon-mint/KoEn-Embed-Turbo-v0.6](https://huggingface.co/lemon-mint/KoEn-Embed-Turbo-v0.6) <!-- at revision 1abdff38c28070af95add5419649dee02b8d175c -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 768 tokens
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **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': 512, 'do_lower_case': False}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)
```

## Usage

### Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

```bash
pip install -U sentence-transformers
```

Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("lemon-mint/KoEn-Embed-Turbo-v0.7-final")
# Run inference
sentences = [
    'query: 해롤드 데이비스는 어떤 국가의 선수였나요?',
    'query: 릴리는 어떤 스포츠를 좋아했습니까?',
    'query: 안토니오 데 카스트로 마이어는 1988년에 어떤 행위로 인해 논란을 일으켰습니까?',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

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

<!--
### 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

#### Semantic Similarity
* Dataset: `sts-dev`
* Evaluated with [<code>EmbeddingSimilarityEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.EmbeddingSimilarityEvaluator)

| Metric              | Value      |
|:--------------------|:-----------|
| pearson_cosine      | 0.7167     |
| **spearman_cosine** | **0.7179** |
| pearson_manhattan   | 0.6563     |
| spearman_manhattan  | 0.6714     |
| pearson_euclidean   | 0.6576     |
| spearman_euclidean  | 0.672      |
| pearson_dot         | 0.5813     |
| spearman_dot        | 0.6227     |
| pearson_max         | 0.7167     |
| spearman_max        | 0.7179     |

#### Information Retrieval
* Dataset: `Ko-StrategyQA-dev`
* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)

| Metric              | Value      |
|:--------------------|:-----------|
| cosine_accuracy@1   | 0.1672     |
| cosine_accuracy@3   | 0.2584     |
| cosine_accuracy@5   | 0.3024     |
| cosine_accuracy@10  | 0.3801     |
| cosine_precision@1  | 0.1672     |
| cosine_precision@3  | 0.0985     |
| cosine_precision@5  | 0.0713     |
| cosine_precision@10 | 0.0475     |
| cosine_recall@1     | 0.1048     |
| cosine_recall@3     | 0.1761     |
| cosine_recall@5     | 0.2135     |
| cosine_recall@10    | 0.2752     |
| cosine_ndcg@10      | 0.2075     |
| cosine_mrr@10       | 0.2264     |
| **cosine_map@100**  | **0.1761** |
| dot_accuracy@1      | 0.1368     |
| dot_accuracy@3      | 0.2196     |
| dot_accuracy@5      | 0.2635     |
| dot_accuracy@10     | 0.3395     |
| dot_precision@1     | 0.1368     |
| dot_precision@3     | 0.0861     |
| dot_precision@5     | 0.0632     |
| dot_precision@10    | 0.0432     |
| dot_recall@1        | 0.0913     |
| dot_recall@3        | 0.1597     |
| dot_recall@5        | 0.1899     |
| dot_recall@10       | 0.2541     |
| dot_ndcg@10         | 0.1867     |
| dot_mrr@10          | 0.1934     |
| dot_map@100         | 0.1593     |

#### Semantic Similarity
* Dataset: `sts-test`
* Evaluated with [<code>EmbeddingSimilarityEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.EmbeddingSimilarityEvaluator)

| Metric              | Value      |
|:--------------------|:-----------|
| pearson_cosine      | 0.6269     |
| **spearman_cosine** | **0.6186** |
| pearson_manhattan   | 0.5787     |
| spearman_manhattan  | 0.584      |
| pearson_euclidean   | 0.5793     |
| spearman_euclidean  | 0.5844     |
| pearson_dot         | 0.4782     |
| spearman_dot        | 0.5058     |
| pearson_max         | 0.6269     |
| spearman_max        | 0.6186     |

<!--
## 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 Hyperparameters
#### Non-Default Hyperparameters

- `eval_strategy`: steps
- `per_device_train_batch_size`: 48
- `per_device_eval_batch_size`: 4
- `learning_rate`: 0.0001
- `num_train_epochs`: 1
- `warmup_ratio`: 0.05
- `fp16`: True
- `push_to_hub`: True
- `hub_model_id`: lemon-mint/KoEn-Embed-Turbo-v0.7
- `hub_strategy`: checkpoint
- `hub_private_repo`: 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`: 48
- `per_device_eval_batch_size`: 4
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `learning_rate`: 0.0001
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 1
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.05
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: False
- `fp16`: True
- `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`: True
- `resume_from_checkpoint`: None
- `hub_model_id`: lemon-mint/KoEn-Embed-Turbo-v0.7
- `hub_strategy`: checkpoint
- `hub_private_repo`: True
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`: 
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional

</details>

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

| Epoch  | Step  | Training Loss | loss   | Ko-StrategyQA-dev_cosine_map@100 | sts-dev_spearman_cosine | sts-test_spearman_cosine |
|:------:|:-----:|:-------------:|:------:|:--------------------------------:|:-----------------------:|:------------------------:|
| 0      | 0     | -             | -      | 0.1939                           | 0.7345                  | -                        |
| 0.0010 | 10    | 0.0005        | -      | -                                | -                       | -                        |
| 0.0019 | 20    | 0.0005        | -      | -                                | -                       | -                        |
| 0.0029 | 30    | 0.0005        | -      | -                                | -                       | -                        |
| 0.0038 | 40    | 0.0005        | -      | -                                | -                       | -                        |
| 0.0048 | 50    | 0.0005        | -      | -                                | -                       | -                        |
| 0.0058 | 60    | 0.0005        | -      | -                                | -                       | -                        |
| 0.0067 | 70    | 0.0005        | -      | -                                | -                       | -                        |
| 0.0077 | 80    | 0.0005        | -      | -                                | -                       | -                        |
| 0.0086 | 90    | 0.0005        | -      | -                                | -                       | -                        |
| 0.0096 | 100   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0106 | 110   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0115 | 120   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0125 | 130   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0135 | 140   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0144 | 150   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0154 | 160   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0163 | 170   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0173 | 180   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0183 | 190   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0192 | 200   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0202 | 210   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0211 | 220   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0221 | 230   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0231 | 240   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0240 | 250   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0250 | 260   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0259 | 270   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0269 | 280   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0279 | 290   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0288 | 300   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0298 | 310   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0307 | 320   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0317 | 330   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0327 | 340   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0336 | 350   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0346 | 360   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0356 | 370   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0365 | 380   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0375 | 390   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0384 | 400   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0394 | 410   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0404 | 420   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0413 | 430   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0423 | 440   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0432 | 450   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0442 | 460   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0452 | 470   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0461 | 480   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0471 | 490   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0480 | 500   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0490 | 510   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0500 | 520   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0509 | 530   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0519 | 540   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0528 | 550   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0538 | 560   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0548 | 570   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0557 | 580   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0567 | 590   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0577 | 600   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0586 | 610   | 0.0006        | -      | -                                | -                       | -                        |
| 0.0596 | 620   | 0.0006        | -      | -                                | -                       | -                        |
| 0.0605 | 630   | 0.0006        | -      | -                                | -                       | -                        |
| 0.0615 | 640   | 0.0006        | -      | -                                | -                       | -                        |
| 0.0625 | 650   | 0.0006        | -      | -                                | -                       | -                        |
| 0.0634 | 660   | 0.0006        | -      | -                                | -                       | -                        |
| 0.0644 | 670   | 0.0006        | -      | -                                | -                       | -                        |
| 0.0653 | 680   | 0.0006        | -      | -                                | -                       | -                        |
| 0.0663 | 690   | 0.0006        | -      | -                                | -                       | -                        |
| 0.0673 | 700   | 0.0006        | -      | -                                | -                       | -                        |
| 0.0682 | 710   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0692 | 720   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0701 | 730   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0711 | 740   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0721 | 750   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0730 | 760   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0740 | 770   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0749 | 780   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0759 | 790   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0769 | 800   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0778 | 810   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0788 | 820   | 0.0006        | -      | -                                | -                       | -                        |
| 0.0798 | 830   | 0.0006        | -      | -                                | -                       | -                        |
| 0.0807 | 840   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0817 | 850   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0826 | 860   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0836 | 870   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0846 | 880   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0855 | 890   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0865 | 900   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0874 | 910   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0884 | 920   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0894 | 930   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0903 | 940   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0913 | 950   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0922 | 960   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0932 | 970   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0942 | 980   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0951 | 990   | 0.0005        | -      | -                                | -                       | -                        |
| 0.0961 | 1000  | 0.0005        | 0.0005 | 0.1772                           | 0.7242                  | -                        |
| 0.0971 | 1010  | 0.0005        | -      | -                                | -                       | -                        |
| 0.0980 | 1020  | 0.0005        | -      | -                                | -                       | -                        |
| 0.0990 | 1030  | 0.0005        | -      | -                                | -                       | -                        |
| 0.0999 | 1040  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1009 | 1050  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1019 | 1060  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1028 | 1070  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1038 | 1080  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1047 | 1090  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1057 | 1100  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1067 | 1110  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1076 | 1120  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1086 | 1130  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1095 | 1140  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1105 | 1150  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1115 | 1160  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1124 | 1170  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1134 | 1180  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1143 | 1190  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1153 | 1200  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1163 | 1210  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1172 | 1220  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1182 | 1230  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1192 | 1240  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1201 | 1250  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1211 | 1260  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1220 | 1270  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1230 | 1280  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1240 | 1290  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1249 | 1300  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1259 | 1310  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1268 | 1320  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1278 | 1330  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1288 | 1340  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1297 | 1350  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1307 | 1360  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1316 | 1370  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1326 | 1380  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1336 | 1390  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1345 | 1400  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1355 | 1410  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1364 | 1420  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1374 | 1430  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1384 | 1440  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1393 | 1450  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1403 | 1460  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1413 | 1470  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1422 | 1480  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1432 | 1490  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1441 | 1500  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1451 | 1510  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1461 | 1520  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1470 | 1530  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1480 | 1540  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1489 | 1550  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1499 | 1560  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1509 | 1570  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1518 | 1580  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1528 | 1590  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1537 | 1600  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1547 | 1610  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1557 | 1620  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1566 | 1630  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1576 | 1640  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1585 | 1650  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1595 | 1660  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1605 | 1670  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1614 | 1680  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1624 | 1690  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1634 | 1700  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1643 | 1710  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1653 | 1720  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1662 | 1730  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1672 | 1740  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1682 | 1750  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1691 | 1760  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1701 | 1770  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1710 | 1780  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1720 | 1790  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1730 | 1800  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1739 | 1810  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1749 | 1820  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1758 | 1830  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1768 | 1840  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1778 | 1850  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1787 | 1860  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1797 | 1870  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1806 | 1880  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1816 | 1890  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1826 | 1900  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1835 | 1910  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1845 | 1920  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1855 | 1930  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1864 | 1940  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1874 | 1950  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1883 | 1960  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1893 | 1970  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1903 | 1980  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1912 | 1990  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1922 | 2000  | 0.0005        | 0.0005 | 0.1923                           | 0.7319                  | -                        |
| 0.1931 | 2010  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1941 | 2020  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1951 | 2030  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1960 | 2040  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1970 | 2050  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1979 | 2060  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1989 | 2070  | 0.0005        | -      | -                                | -                       | -                        |
| 0.1999 | 2080  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2008 | 2090  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2018 | 2100  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2027 | 2110  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2037 | 2120  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2047 | 2130  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2056 | 2140  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2066 | 2150  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2076 | 2160  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2085 | 2170  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2095 | 2180  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2104 | 2190  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2114 | 2200  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2124 | 2210  | 0.0006        | -      | -                                | -                       | -                        |
| 0.2133 | 2220  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2143 | 2230  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2152 | 2240  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2162 | 2250  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2172 | 2260  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2181 | 2270  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2191 | 2280  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2200 | 2290  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2210 | 2300  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2220 | 2310  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2229 | 2320  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2239 | 2330  | 0.0006        | -      | -                                | -                       | -                        |
| 0.2248 | 2340  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2258 | 2350  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2268 | 2360  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2277 | 2370  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2287 | 2380  | 0.0006        | -      | -                                | -                       | -                        |
| 0.2297 | 2390  | 0.0006        | -      | -                                | -                       | -                        |
| 0.2306 | 2400  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2316 | 2410  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2325 | 2420  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2335 | 2430  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2345 | 2440  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2354 | 2450  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2364 | 2460  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2373 | 2470  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2383 | 2480  | 0.0006        | -      | -                                | -                       | -                        |
| 0.2393 | 2490  | 0.0006        | -      | -                                | -                       | -                        |
| 0.2402 | 2500  | 0.0006        | -      | -                                | -                       | -                        |
| 0.2412 | 2510  | 0.0006        | -      | -                                | -                       | -                        |
| 0.2421 | 2520  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2431 | 2530  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2441 | 2540  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2450 | 2550  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2460 | 2560  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2469 | 2570  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2479 | 2580  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2489 | 2590  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2498 | 2600  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2508 | 2610  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2518 | 2620  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2527 | 2630  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2537 | 2640  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2546 | 2650  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2556 | 2660  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2566 | 2670  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2575 | 2680  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2585 | 2690  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2594 | 2700  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2604 | 2710  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2614 | 2720  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2623 | 2730  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2633 | 2740  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2642 | 2750  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2652 | 2760  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2662 | 2770  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2671 | 2780  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2681 | 2790  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2690 | 2800  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2700 | 2810  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2710 | 2820  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2719 | 2830  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2729 | 2840  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2739 | 2850  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2748 | 2860  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2758 | 2870  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2767 | 2880  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2777 | 2890  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2787 | 2900  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2796 | 2910  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2806 | 2920  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2815 | 2930  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2825 | 2940  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2835 | 2950  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2844 | 2960  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2854 | 2970  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2863 | 2980  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2873 | 2990  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2883 | 3000  | 0.0005        | 0.0005 | 0.1970                           | 0.7232                  | -                        |
| 0.2892 | 3010  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2902 | 3020  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2912 | 3030  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2921 | 3040  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2931 | 3050  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2940 | 3060  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2950 | 3070  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2960 | 3080  | 0.0005        | -      | -                                | -                       | -                        |
| 0.2969 | 3090  | 0.0006        | -      | -                                | -                       | -                        |
| 0.2979 | 3100  | 0.0006        | -      | -                                | -                       | -                        |
| 0.2988 | 3110  | 0.0007        | -      | -                                | -                       | -                        |
| 0.2998 | 3120  | 0.0008        | -      | -                                | -                       | -                        |
| 0.3008 | 3130  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3017 | 3140  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3027 | 3150  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3036 | 3160  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3046 | 3170  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3056 | 3180  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3065 | 3190  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3075 | 3200  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3084 | 3210  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3094 | 3220  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3104 | 3230  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3113 | 3240  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3123 | 3250  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3133 | 3260  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3142 | 3270  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3152 | 3280  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3161 | 3290  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3171 | 3300  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3181 | 3310  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3190 | 3320  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3200 | 3330  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3209 | 3340  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3219 | 3350  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3229 | 3360  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3238 | 3370  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3248 | 3380  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3257 | 3390  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3267 | 3400  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3277 | 3410  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3286 | 3420  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3296 | 3430  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3305 | 3440  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3315 | 3450  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3325 | 3460  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3334 | 3470  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3344 | 3480  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3354 | 3490  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3363 | 3500  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3373 | 3510  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3382 | 3520  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3392 | 3530  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3402 | 3540  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3411 | 3550  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3421 | 3560  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3430 | 3570  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3440 | 3580  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3450 | 3590  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3459 | 3600  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3469 | 3610  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3478 | 3620  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3488 | 3630  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3498 | 3640  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3507 | 3650  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3517 | 3660  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3526 | 3670  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3536 | 3680  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3546 | 3690  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3555 | 3700  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3565 | 3710  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3575 | 3720  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3584 | 3730  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3594 | 3740  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3603 | 3750  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3613 | 3760  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3623 | 3770  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3632 | 3780  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3642 | 3790  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3651 | 3800  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3661 | 3810  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3671 | 3820  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3680 | 3830  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3690 | 3840  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3699 | 3850  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3709 | 3860  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3719 | 3870  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3728 | 3880  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3738 | 3890  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3747 | 3900  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3757 | 3910  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3767 | 3920  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3776 | 3930  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3786 | 3940  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3796 | 3950  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3805 | 3960  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3815 | 3970  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3824 | 3980  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3834 | 3990  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3844 | 4000  | 0.0005        | 0.0005 | 0.1905                           | 0.7171                  | -                        |
| 0.3853 | 4010  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3863 | 4020  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3872 | 4030  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3882 | 4040  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3892 | 4050  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3901 | 4060  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3911 | 4070  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3920 | 4080  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3930 | 4090  | 0.0006        | -      | -                                | -                       | -                        |
| 0.3940 | 4100  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3949 | 4110  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3959 | 4120  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3968 | 4130  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3978 | 4140  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3988 | 4150  | 0.0005        | -      | -                                | -                       | -                        |
| 0.3997 | 4160  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4007 | 4170  | 0.0006        | -      | -                                | -                       | -                        |
| 0.4017 | 4180  | 0.0006        | -      | -                                | -                       | -                        |
| 0.4026 | 4190  | 0.0006        | -      | -                                | -                       | -                        |
| 0.4036 | 4200  | 0.0006        | -      | -                                | -                       | -                        |
| 0.4045 | 4210  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4055 | 4220  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4065 | 4230  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4074 | 4240  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4084 | 4250  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4093 | 4260  | 0.0006        | -      | -                                | -                       | -                        |
| 0.4103 | 4270  | 0.0006        | -      | -                                | -                       | -                        |
| 0.4113 | 4280  | 0.0006        | -      | -                                | -                       | -                        |
| 0.4122 | 4290  | 0.0006        | -      | -                                | -                       | -                        |
| 0.4132 | 4300  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4141 | 4310  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4151 | 4320  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4161 | 4330  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4170 | 4340  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4180 | 4350  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4189 | 4360  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4199 | 4370  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4209 | 4380  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4218 | 4390  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4228 | 4400  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4238 | 4410  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4247 | 4420  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4257 | 4430  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4266 | 4440  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4276 | 4450  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4286 | 4460  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4295 | 4470  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4305 | 4480  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4314 | 4490  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4324 | 4500  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4334 | 4510  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4343 | 4520  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4353 | 4530  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4362 | 4540  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4372 | 4550  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4382 | 4560  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4391 | 4570  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4401 | 4580  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4410 | 4590  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4420 | 4600  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4430 | 4610  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4439 | 4620  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4449 | 4630  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4459 | 4640  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4468 | 4650  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4478 | 4660  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4487 | 4670  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4497 | 4680  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4507 | 4690  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4516 | 4700  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4526 | 4710  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4535 | 4720  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4545 | 4730  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4555 | 4740  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4564 | 4750  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4574 | 4760  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4583 | 4770  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4593 | 4780  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4603 | 4790  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4612 | 4800  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4622 | 4810  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4631 | 4820  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4641 | 4830  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4651 | 4840  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4660 | 4850  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4670 | 4860  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4680 | 4870  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4689 | 4880  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4699 | 4890  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4708 | 4900  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4718 | 4910  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4728 | 4920  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4737 | 4930  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4747 | 4940  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4756 | 4950  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4766 | 4960  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4776 | 4970  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4785 | 4980  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4795 | 4990  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4804 | 5000  | 0.0005        | 0.0005 | 0.1699                           | 0.7125                  | -                        |
| 0.4814 | 5010  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4824 | 5020  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4833 | 5030  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4843 | 5040  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4853 | 5050  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4862 | 5060  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4872 | 5070  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4881 | 5080  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4891 | 5090  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4901 | 5100  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4910 | 5110  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4920 | 5120  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4929 | 5130  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4939 | 5140  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4949 | 5150  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4958 | 5160  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4968 | 5170  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4977 | 5180  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4987 | 5190  | 0.0005        | -      | -                                | -                       | -                        |
| 0.4997 | 5200  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5006 | 5210  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5016 | 5220  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5025 | 5230  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5035 | 5240  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5045 | 5250  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5054 | 5260  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5064 | 5270  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5074 | 5280  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5083 | 5290  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5093 | 5300  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5102 | 5310  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5112 | 5320  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5122 | 5330  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5131 | 5340  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5141 | 5350  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5150 | 5360  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5160 | 5370  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5170 | 5380  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5179 | 5390  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5189 | 5400  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5198 | 5410  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5208 | 5420  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5218 | 5430  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5227 | 5440  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5237 | 5450  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5246 | 5460  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5256 | 5470  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5266 | 5480  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5275 | 5490  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5285 | 5500  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5295 | 5510  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5304 | 5520  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5314 | 5530  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5323 | 5540  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5333 | 5550  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5343 | 5560  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5352 | 5570  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5362 | 5580  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5371 | 5590  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5381 | 5600  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5391 | 5610  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5400 | 5620  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5410 | 5630  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5419 | 5640  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5429 | 5650  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5439 | 5660  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5448 | 5670  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5458 | 5680  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5467 | 5690  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5477 | 5700  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5487 | 5710  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5496 | 5720  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5506 | 5730  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5516 | 5740  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5525 | 5750  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5535 | 5760  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5544 | 5770  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5554 | 5780  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5564 | 5790  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5573 | 5800  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5583 | 5810  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5592 | 5820  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5602 | 5830  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5612 | 5840  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5621 | 5850  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5631 | 5860  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5640 | 5870  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5650 | 5880  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5660 | 5890  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5669 | 5900  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5679 | 5910  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5688 | 5920  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5698 | 5930  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5708 | 5940  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5717 | 5950  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5727 | 5960  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5737 | 5970  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5746 | 5980  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5756 | 5990  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5765 | 6000  | 0.0005        | 0.0005 | 0.1619                           | 0.7043                  | -                        |
| 0.5775 | 6010  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5785 | 6020  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5794 | 6030  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5804 | 6040  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5813 | 6050  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5823 | 6060  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5833 | 6070  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5842 | 6080  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5852 | 6090  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5861 | 6100  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5871 | 6110  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5881 | 6120  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5890 | 6130  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5900 | 6140  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5909 | 6150  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5919 | 6160  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5929 | 6170  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5938 | 6180  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5948 | 6190  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5958 | 6200  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5967 | 6210  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5977 | 6220  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5986 | 6230  | 0.0005        | -      | -                                | -                       | -                        |
| 0.5996 | 6240  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6006 | 6250  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6015 | 6260  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6025 | 6270  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6034 | 6280  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6044 | 6290  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6054 | 6300  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6063 | 6310  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6073 | 6320  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6082 | 6330  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6092 | 6340  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6102 | 6350  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6111 | 6360  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6121 | 6370  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6130 | 6380  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6140 | 6390  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6150 | 6400  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6159 | 6410  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6169 | 6420  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6179 | 6430  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6188 | 6440  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6198 | 6450  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6207 | 6460  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6217 | 6470  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6227 | 6480  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6236 | 6490  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6246 | 6500  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6255 | 6510  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6265 | 6520  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6275 | 6530  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6284 | 6540  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6294 | 6550  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6303 | 6560  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6313 | 6570  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6323 | 6580  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6332 | 6590  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6342 | 6600  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6351 | 6610  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6361 | 6620  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6371 | 6630  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6380 | 6640  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6390 | 6650  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6400 | 6660  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6409 | 6670  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6419 | 6680  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6428 | 6690  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6438 | 6700  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6448 | 6710  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6457 | 6720  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6467 | 6730  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6476 | 6740  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6486 | 6750  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6496 | 6760  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6505 | 6770  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6515 | 6780  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6524 | 6790  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6534 | 6800  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6544 | 6810  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6553 | 6820  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6563 | 6830  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6572 | 6840  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6582 | 6850  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6592 | 6860  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6601 | 6870  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6611 | 6880  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6621 | 6890  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6630 | 6900  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6640 | 6910  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6649 | 6920  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6659 | 6930  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6669 | 6940  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6678 | 6950  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6688 | 6960  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6697 | 6970  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6707 | 6980  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6717 | 6990  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6726 | 7000  | 0.0005        | 0.0005 | 0.1697                           | 0.7102                  | -                        |
| 0.6736 | 7010  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6745 | 7020  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6755 | 7030  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6765 | 7040  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6774 | 7050  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6784 | 7060  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6794 | 7070  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6803 | 7080  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6813 | 7090  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6822 | 7100  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6832 | 7110  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6842 | 7120  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6851 | 7130  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6861 | 7140  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6870 | 7150  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6880 | 7160  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6890 | 7170  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6899 | 7180  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6909 | 7190  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6918 | 7200  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6928 | 7210  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6938 | 7220  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6947 | 7230  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6957 | 7240  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6966 | 7250  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6976 | 7260  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6986 | 7270  | 0.0005        | -      | -                                | -                       | -                        |
| 0.6995 | 7280  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7005 | 7290  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7015 | 7300  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7024 | 7310  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7034 | 7320  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7043 | 7330  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7053 | 7340  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7063 | 7350  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7072 | 7360  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7082 | 7370  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7091 | 7380  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7101 | 7390  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7111 | 7400  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7120 | 7410  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7130 | 7420  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7139 | 7430  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7149 | 7440  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7159 | 7450  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7168 | 7460  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7178 | 7470  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7187 | 7480  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7197 | 7490  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7207 | 7500  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7216 | 7510  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7226 | 7520  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7236 | 7530  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7245 | 7540  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7255 | 7550  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7264 | 7560  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7274 | 7570  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7284 | 7580  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7293 | 7590  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7303 | 7600  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7312 | 7610  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7322 | 7620  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7332 | 7630  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7341 | 7640  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7351 | 7650  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7360 | 7660  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7370 | 7670  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7380 | 7680  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7389 | 7690  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7399 | 7700  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7408 | 7710  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7418 | 7720  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7428 | 7730  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7437 | 7740  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7447 | 7750  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7457 | 7760  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7466 | 7770  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7476 | 7780  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7485 | 7790  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7495 | 7800  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7505 | 7810  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7514 | 7820  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7524 | 7830  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7533 | 7840  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7543 | 7850  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7553 | 7860  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7562 | 7870  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7572 | 7880  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7581 | 7890  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7591 | 7900  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7601 | 7910  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7610 | 7920  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7620 | 7930  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7629 | 7940  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7639 | 7950  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7649 | 7960  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7658 | 7970  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7668 | 7980  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7678 | 7990  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7687 | 8000  | 0.0005        | 0.0004 | 0.1568                           | 0.7088                  | -                        |
| 0.7697 | 8010  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7706 | 8020  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7716 | 8030  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7726 | 8040  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7735 | 8050  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7745 | 8060  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7754 | 8070  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7764 | 8080  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7774 | 8090  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7783 | 8100  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7793 | 8110  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7802 | 8120  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7812 | 8130  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7822 | 8140  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7831 | 8150  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7841 | 8160  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7850 | 8170  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7860 | 8180  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7870 | 8190  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7879 | 8200  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7889 | 8210  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7899 | 8220  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7908 | 8230  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7918 | 8240  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7927 | 8250  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7937 | 8260  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7947 | 8270  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7956 | 8280  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7966 | 8290  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7975 | 8300  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7985 | 8310  | 0.0005        | -      | -                                | -                       | -                        |
| 0.7995 | 8320  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8004 | 8330  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8014 | 8340  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8023 | 8350  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8033 | 8360  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8043 | 8370  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8052 | 8380  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8062 | 8390  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8071 | 8400  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8081 | 8410  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8091 | 8420  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8100 | 8430  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8110 | 8440  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8120 | 8450  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8129 | 8460  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8139 | 8470  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8148 | 8480  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8158 | 8490  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8168 | 8500  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8177 | 8510  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8187 | 8520  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8196 | 8530  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8206 | 8540  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8216 | 8550  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8225 | 8560  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8235 | 8570  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8244 | 8580  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8254 | 8590  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8264 | 8600  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8273 | 8610  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8283 | 8620  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8292 | 8630  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8302 | 8640  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8312 | 8650  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8321 | 8660  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8331 | 8670  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8341 | 8680  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8350 | 8690  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8360 | 8700  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8369 | 8710  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8379 | 8720  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8389 | 8730  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8398 | 8740  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8408 | 8750  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8417 | 8760  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8427 | 8770  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8437 | 8780  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8446 | 8790  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8456 | 8800  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8465 | 8810  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8475 | 8820  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8485 | 8830  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8494 | 8840  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8504 | 8850  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8514 | 8860  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8523 | 8870  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8533 | 8880  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8542 | 8890  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8552 | 8900  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8562 | 8910  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8571 | 8920  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8581 | 8930  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8590 | 8940  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8600 | 8950  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8610 | 8960  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8619 | 8970  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8629 | 8980  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8638 | 8990  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8648 | 9000  | 0.0005        | 0.0004 | 0.1817                           | 0.7175                  | -                        |
| 0.8658 | 9010  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8667 | 9020  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8677 | 9030  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8686 | 9040  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8696 | 9050  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8706 | 9060  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8715 | 9070  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8725 | 9080  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8735 | 9090  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8744 | 9100  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8754 | 9110  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8763 | 9120  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8773 | 9130  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8783 | 9140  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8792 | 9150  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8802 | 9160  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8811 | 9170  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8821 | 9180  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8831 | 9190  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8840 | 9200  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8850 | 9210  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8859 | 9220  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8869 | 9230  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8879 | 9240  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8888 | 9250  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8898 | 9260  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8907 | 9270  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8917 | 9280  | 0.0004        | -      | -                                | -                       | -                        |
| 0.8927 | 9290  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8936 | 9300  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8946 | 9310  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8956 | 9320  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8965 | 9330  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8975 | 9340  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8984 | 9350  | 0.0005        | -      | -                                | -                       | -                        |
| 0.8994 | 9360  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9004 | 9370  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9013 | 9380  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9023 | 9390  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9032 | 9400  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9042 | 9410  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9052 | 9420  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9061 | 9430  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9071 | 9440  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9080 | 9450  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9090 | 9460  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9100 | 9470  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9109 | 9480  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9119 | 9490  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9128 | 9500  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9138 | 9510  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9148 | 9520  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9157 | 9530  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9167 | 9540  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9177 | 9550  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9186 | 9560  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9196 | 9570  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9205 | 9580  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9215 | 9590  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9225 | 9600  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9234 | 9610  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9244 | 9620  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9253 | 9630  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9263 | 9640  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9273 | 9650  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9282 | 9660  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9292 | 9670  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9301 | 9680  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9311 | 9690  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9321 | 9700  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9330 | 9710  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9340 | 9720  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9349 | 9730  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9359 | 9740  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9369 | 9750  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9378 | 9760  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9388 | 9770  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9398 | 9780  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9407 | 9790  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9417 | 9800  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9426 | 9810  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9436 | 9820  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9446 | 9830  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9455 | 9840  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9465 | 9850  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9474 | 9860  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9484 | 9870  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9494 | 9880  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9503 | 9890  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9513 | 9900  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9522 | 9910  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9532 | 9920  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9542 | 9930  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9551 | 9940  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9561 | 9950  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9570 | 9960  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9580 | 9970  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9590 | 9980  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9599 | 9990  | 0.0005        | -      | -                                | -                       | -                        |
| 0.9609 | 10000 | 0.0005        | 0.0004 | 0.1764                           | 0.7179                  | -                        |
| 0.9619 | 10010 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9628 | 10020 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9638 | 10030 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9647 | 10040 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9657 | 10050 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9667 | 10060 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9676 | 10070 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9686 | 10080 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9695 | 10090 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9705 | 10100 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9715 | 10110 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9724 | 10120 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9734 | 10130 | 0.0004        | -      | -                                | -                       | -                        |
| 0.9743 | 10140 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9753 | 10150 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9763 | 10160 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9772 | 10170 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9782 | 10180 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9791 | 10190 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9801 | 10200 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9811 | 10210 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9820 | 10220 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9830 | 10230 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9840 | 10240 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9849 | 10250 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9859 | 10260 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9868 | 10270 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9878 | 10280 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9888 | 10290 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9897 | 10300 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9907 | 10310 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9916 | 10320 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9926 | 10330 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9936 | 10340 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9945 | 10350 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9955 | 10360 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9964 | 10370 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9974 | 10380 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9984 | 10390 | 0.0005        | -      | -                                | -                       | -                        |
| 0.9993 | 10400 | 0.0005        | -      | -                                | -                       | -                        |
| 1.0    | 10407 | -             | -      | 0.1761                           | -                       | 0.6186                   |

</details>

### Framework Versions
- Python: 3.10.13
- Sentence Transformers: 3.0.1
- Transformers: 4.42.3
- PyTorch: 2.1.2
- Accelerate: 0.31.0
- Datasets: 2.19.2
- Tokenizers: 0.19.1

## Citation

### BibTeX

#### Sentence Transformers
```bibtex
@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}
```

#### 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",
}
```

<!--
## Glossary

*Clearly define terms in order to be accessible across audiences.*
-->

<!--
## Model Card Authors

*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
-->

<!--
## Model Card Contact

*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
-->