sentence-transformers safetensors xlm-roberta sentence-similarity feature-extraction generated_from_trainer dataset_size:181350 loss:MatryoshkaLoss loss:MultipleNegativesRankingLoss arxiv:1908.10084 arxiv:2205.13147 arxiv:1705.00652 base_model:hiieu/halong_embedding base_model:finetune:hiieu/halong_embedding model-index autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: hiieu/halong_embedding
library_name: sentence-transformers
metrics:
- 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
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:181350
- loss:MatryoshkaLoss
- loss:MultipleNegativesRankingLoss
widget:
- source_sentence: quyết_định điều_chuyển tài_sản công có yêu_cầu_là quyết_định điều_chuyển
    tài_sản hoặc văn_bản hồi_đáp .
  sentences:
  - cấp lại giấy chứng_nhận đăng_ký tàu cá do cấp nào thực_hiện ?
  - thủ_tục cấp lại giấy_phép thành_lập văn_phòng đại_diện tại việt_nam của doanh_nghiệp
    kinh_doanh dịch_vụ lữ_hành nước_ngoài trong trường_hợp giấy_phép thành_lập văn_phòng
    đại_diện bị mất , bị hủy_hoại , bị hư_hỏng * hoặc bị tiêu_hủy có yêu_cầu thành_phần
    hồ_sơ những gì ?
  - quyết_định điều_chuyển tài_sản công có kết_quả_thực_hiện là gì ?
- source_sentence: 'chuyển trường đối_với học_sinh trung_học cơ_sở . có phí , lệ_phí
    là : trực_tiếp : trực_tuyến : dịch_vụ bưu_chính :'
  sentences:
  - cấp giấy chứng_nhận là lương_y cho các đối_tượng quy_định tại khoản 6 , điều 1
    , thông_tư số 29 / 2015 / tt - byt có cách_thức nộp hồ_sơ như thế_nào ?
  - chuyển trường đối_với học_sinh trung_học cơ_sở . có phí , lệ_phí là bao_nhiêu
    ?
  - chuyển_đổi công_ty trách_nhiệm hữu_hạn một thành_viên thành_công_ty trách_nhiệm
    hữu_hạn hai thành_viên trở lên có cách_thức nộp hồ_sơ như thế_nào ?
- source_sentence: thủ_tục đăng_ký khai_tử do cơ_quan ủy_ban nhân_dân & nbsp ; xã
    , & nbsp ; phường , & nbsp ; thị_trấn . thực_hiện
  sentences:
  - tiếp_nhận người có công vào cơ_sở nuôi_dưỡng , điều_dưỡng người có công do tỉnh
    quản_lý_do cấp nào thực_hiện ?
  - cấp giấy_phép hoạt_động đối_với cơ_sở khám bệnh , chữa bệnh khi thay_đổi người
    chịu trách_nhiệm chuyên_môn của cơ_sở khám bệnh , chữa bệnh thuộc thẩm_quyền của
    sở y_tế được thực_hiện mức_độ mấy ?
  - thủ_tục đăng_ký khai_tử do cơ_quan nào giải_quyết ?
- source_sentence: thẩm_định nội_dung điều_chỉnh báo_cáo nghiên_cứu khả_thi , quyết_định
    phê_duyệt điều_chỉnh dự_án ppp do nhà đầu_tư đề_xuất có_thể nộp hồ_sơ trực_tiếp
  sentences:
  - tiếp_tục hưởng trợ_cấp thất_nghiệp do cấp nào thực_hiện ?
  - thủ_tục tặng giấy_khen của chủ_tịch ubnd cấp huyện về thành_tích thi_đua theo
    đợt , chuyên_đề có kết_quả_thực_hiện là gì ?
  - thẩm_định nội_dung điều_chỉnh báo_cáo nghiên_cứu khả_thi , quyết_định phê_duyệt
    điều_chỉnh dự_án ppp do nhà đầu_tư đề_xuất có cách_thức nộp hồ_sơ như thế_nào
    ?
- source_sentence: thủ_tục cấp thẻ hướng_dẫn_viên du_lịch nội_địa có yêu_cầu_là thẻ
    hướng_dẫn_viên du_lịch nội_địa
  sentences:
  - đăng_ký thay_đổi nội_dung giấy chứng_nhận đăng_ký thành_lập đối_với cơ_sở trợ_giúp
    xã_hội ngoài công_lập thuộc thẩm_quyền thành_lập của phòng lao_động – thương_binh
    và xã_hội có cách_thức nộp hồ_sơ như thế_nào ?
  - thủ_tục cấp thẻ hướng_dẫn_viên du_lịch nội_địa có kết_quả_thực_hiện là gì ?
  - cấp giấy_phép hoạt_động khám , chữa bệnh_nhân_đạo đối_với bệnh_viện trên địa_bàn
    quản_lý của sở y_tế ( trừ các bệnh_viện thuộc thẩm_quyền của bộ y_tế và bộ quốc_phòng
    ) và áp_dụng đối_với trường_hợp khi thay_đổi hình_thức tổ_chức , chia tách , hợp_nhất
    , sáp_nhập có phí , lệ_phí là bao_nhiêu ?
model-index:
- name: SentenceTransformer based on hiieu/halong_embedding
  results:
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: dim 768
      type: dim_768
    metrics:
    - type: cosine_accuracy@1
      value: 0.07722084367245657
      name: Cosine Accuracy@1
    - type: cosine_accuracy@3
      value: 0.2276923076923077
      name: Cosine Accuracy@3
    - type: cosine_accuracy@5
      value: 0.38272952853598013
      name: Cosine Accuracy@5
    - type: cosine_accuracy@10
      value: 0.7556327543424317
      name: Cosine Accuracy@10
    - type: cosine_precision@1
      value: 0.07722084367245657
      name: Cosine Precision@1
    - type: cosine_precision@3
      value: 0.07589743589743589
      name: Cosine Precision@3
    - type: cosine_precision@5
      value: 0.07654590570719602
      name: Cosine Precision@5
    - type: cosine_precision@10
      value: 0.07556327543424317
      name: Cosine Precision@10
    - type: cosine_recall@1
      value: 0.07722084367245657
      name: Cosine Recall@1
    - type: cosine_recall@3
      value: 0.2276923076923077
      name: Cosine Recall@3
    - type: cosine_recall@5
      value: 0.38272952853598013
      name: Cosine Recall@5
    - type: cosine_recall@10
      value: 0.7556327543424317
      name: Cosine Recall@10
    - type: cosine_ndcg@10
      value: 0.34468606717626604
      name: Cosine Ndcg@10
    - type: cosine_mrr@10
      value: 0.22301110717240238
      name: Cosine Mrr@10
    - type: cosine_map@100
      value: 0.23457267281323796
      name: Cosine Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: dim 512
      type: dim_512
    metrics:
    - type: cosine_accuracy@1
      value: 0.07732009925558313
      name: Cosine Accuracy@1
    - type: cosine_accuracy@3
      value: 0.22754342431761787
      name: Cosine Accuracy@3
    - type: cosine_accuracy@5
      value: 0.3767741935483871
      name: Cosine Accuracy@5
    - type: cosine_accuracy@10
      value: 0.756575682382134
      name: Cosine Accuracy@10
    - type: cosine_precision@1
      value: 0.07732009925558313
      name: Cosine Precision@1
    - type: cosine_precision@3
      value: 0.07584780810587262
      name: Cosine Precision@3
    - type: cosine_precision@5
      value: 0.07535483870967742
      name: Cosine Precision@5
    - type: cosine_precision@10
      value: 0.0756575682382134
      name: Cosine Precision@10
    - type: cosine_recall@1
      value: 0.07732009925558313
      name: Cosine Recall@1
    - type: cosine_recall@3
      value: 0.22754342431761787
      name: Cosine Recall@3
    - type: cosine_recall@5
      value: 0.3767741935483871
      name: Cosine Recall@5
    - type: cosine_recall@10
      value: 0.756575682382134
      name: Cosine Recall@10
    - type: cosine_ndcg@10
      value: 0.344481905116331
      name: Cosine Ndcg@10
    - type: cosine_mrr@10
      value: 0.22261735397219734
      name: Cosine Mrr@10
    - type: cosine_map@100
      value: 0.23408070439624204
      name: Cosine Map@100
---

# SentenceTransformer based on hiieu/halong_embedding

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [hiieu/halong_embedding](https://huggingface.co/hiieu/halong_embedding) on the json dataset. 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:** [hiieu/halong_embedding](https://huggingface.co/hiieu/halong_embedding) <!-- at revision b57776031035f70ed2030d2e35ecc533eb0f8f71 -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 768 dimensions
- **Similarity Function:** Cosine Similarity
- **Training Dataset:**
    - json
<!-- - **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: XLMRobertaModel 
  (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})
  (2): Normalize()
)
```

## Usage

### Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

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

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

# Download from the 🤗 Hub
model = SentenceTransformer("anhtuansh/halong_embedding-Financial-Matryoshka-1e-200k")
# Run inference
sentences = [
    'thủ_tục cấp thẻ hướng_dẫn_viên du_lịch nội_địa có yêu_cầu_là thẻ hướng_dẫn_viên du_lịch nội_địa',
    'thủ_tục cấp thẻ hướng_dẫn_viên du_lịch nội_địa có kết_quả_thực_hiện là gì ?',
    'cấp giấy_phép hoạt_động khám , chữa bệnh_nhân_đạo đối_với bệnh_viện trên địa_bàn quản_lý của sở y_tế ( trừ các bệnh_viện thuộc thẩm_quyền của bộ y_tế và bộ quốc_phòng ) và áp_dụng đối_với trường_hợp khi thay_đổi hình_thức tổ_chức , chia tách , hợp_nhất , sáp_nhập có phí , lệ_phí là bao_nhiêu ?',
]
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

#### Information Retrieval

* Datasets: `dim_768` and `dim_512`
* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)

| Metric              | dim_768    | dim_512    |
|:--------------------|:-----------|:-----------|
| cosine_accuracy@1   | 0.0772     | 0.0773     |
| cosine_accuracy@3   | 0.2277     | 0.2275     |
| cosine_accuracy@5   | 0.3827     | 0.3768     |
| cosine_accuracy@10  | 0.7556     | 0.7566     |
| cosine_precision@1  | 0.0772     | 0.0773     |
| cosine_precision@3  | 0.0759     | 0.0758     |
| cosine_precision@5  | 0.0765     | 0.0754     |
| cosine_precision@10 | 0.0756     | 0.0757     |
| cosine_recall@1     | 0.0772     | 0.0773     |
| cosine_recall@3     | 0.2277     | 0.2275     |
| cosine_recall@5     | 0.3827     | 0.3768     |
| cosine_recall@10    | 0.7556     | 0.7566     |
| **cosine_ndcg@10**  | **0.3447** | **0.3445** |
| cosine_mrr@10       | 0.223      | 0.2226     |
| cosine_map@100      | 0.2346     | 0.2341     |

<!--
## Bias, Risks and Limitations

*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->

<!--
### Recommendations

*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->

## Training Details

### Training Dataset

#### json

* Dataset: json
* Size: 181,350 training samples
* Columns: <code>positive</code> and <code>anchor</code>
* Approximate statistics based on the first 1000 samples:
  |         | positive                                                                             | anchor                                                                              |
  |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
  | type    | string                                                                               | string                                                                              |
  | details | <ul><li>min: 14 tokens</li><li>mean: 147.11 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 18 tokens</li><li>mean: 58.38 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | anchor                                                                                                                                                                        |
  |:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>tính tiền cấp quyền khai_thác tài_nguyên nước đối_với công_trình chưa vận_hành cấp tỉnh có yêu_cầu_là .</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | <code>tính tiền cấp quyền khai_thác tài_nguyên nước đối_với công_trình chưa vận_hành cấp tỉnh có yêu_cầu gì ?</code>                                                          |
  | <code>xóa_đăng_ký hành_nghề và thu_hồi thẻ công_chứng_viên trường_hợp công_chứng_viên không còn hành_nghề tại tổ_chức hành_nghề công_chứng được thực_hiện mức_độ trực_tuyến toàn_trình</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | <code>xóa_đăng_ký hành_nghề và thu_hồi thẻ công_chứng_viên trường_hợp công_chứng_viên không còn hành_nghề tại tổ_chức hành_nghề công_chứng được thực_hiện mức_độ mấy ?</code> |
  | <code>thủ_tục cấp giấy chứng_nhận đủ điều_kiện kinh_doanh hoạt_động thể_thao đối_với môn mô_tô nước trên biển có trình_tự thực_hiện như sau : doanh_nghiệp gửi hồ_sơ đến cơ_quan chuyên_môn về thể_dục , thể_thao thuộc ủy_ban nhân nhân cấp tỉnh nơi đăng_ký địa_điểm kinh_doanh hoạt_động thể_thao hoặc nơi doanh_nghiệp có trụ_sở chính trong trường_hợp_doanh_nghiệp có nhiều địa_điểm kinh_doanh hoạt_động thể_thao . cơ_quan chuyên_môn về thể_dục , thể_thao thuộc ủy_ban nhân_dân cấp tỉnh ( sau đây gọi là cơ_quan cấp giấy chứng_nhận đủ điều_kiện ) cấp cho doanh_nghiệp giấy tiếp_nhận hồ_sơ . trường_hợp hồ_sơ cần sửa_đổi , bổ_sung , cơ_quan cấp giấy chứng_nhận đủ điều_kiện thông_báo trực_tiếp hoặc bằng văn_bản những nội_dung cần sửa_đổi , bổ_sung đến doanh_nghiệp trong thời_hạn 03 ngày làm_việc , kể từ ngày nhận hồ_sơ .</code> | <code>thủ_tục cấp giấy chứng_nhận đủ điều_kiện kinh_doanh hoạt_động thể_thao đối_với môn mô_tô nước trên biển có trình_tự thực_hiện như thế_nào ?</code>                      |
* Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
  ```json
  {
      "loss": "MultipleNegativesRankingLoss",
      "matryoshka_dims": [
          768,
          512
      ],
      "matryoshka_weights": [
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  ```

### Evaluation Dataset

#### json

* Dataset: json
* Size: 20,150 evaluation samples
* Columns: <code>positive</code> and <code>anchor</code>
* Approximate statistics based on the first 1000 samples:
  |         | positive                                                                             | anchor                                                                              |
  |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
  | type    | string                                                                               | string                                                                              |
  | details | <ul><li>min: 17 tokens</li><li>mean: 140.54 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 18 tokens</li><li>mean: 58.04 tokens</li><li>max: 293 tokens</li></ul> |
* Samples:
  | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | anchor                                                                                                                                                                                                                    |
  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>điều_chỉnh quyết_định thu_hồi đất , giao đất , cho thuê đất , cho phép chuyển mục_đích sử_dụng đất của thủ_tướng chính_phủ đã ban_hành trước ngày 01 tháng 7 năm 2004 có yêu_cầu hồ_sơ gồm : 1 . hồ_sơ do người sử_dụng đất nộp 01 bộ tại sở tài_nguyên và môi_trường gồm : văn_bản đề_nghị điều_chỉnh quyết_định thu_hồi đất , giao đất , cho thuê đất , cho phép chuyển mục_đích sử_dụng đất của thủ_tướng chính_phủ ban_hành trước ngày 01 tháng 7 năm 2004 theo mẫu_số 03 ban_hành kèm theo thông_tư 33 / 2017 / tt - btnmtbản sao quyết_định thu_hồi đất , giao đất , cho thuê đất , cho phép chuyển mục_đích sử_dụng đất của thủ_tướng chính_phủ đã ban_hành trước ngày 01 tháng 7 năm 2004bản sao giấy chứng_nhận quyền sử_dụng đất hoặc giấy chứng_nhận quyền sở_hữu nhà ở và quyền sử_dụng đất ở hoặc giấy chứng_nhận quyền sử_dụng đất , quyền sở_hữu nhà ở và tài_sản khác gắn liền với đất đã cấp ( nếu có ) bản_sao giấy_phép đầu_tư hoặc giấy chứng_nhận đầu_tư hoặc giấy đăng_ký kinh_doanh hoặc văn_bản chấp_thuận chủ_t...</code> | <code>điều_chỉnh quyết_định thu_hồi đất , giao đất , cho thuê đất , cho phép chuyển mục_đích sử_dụng đất của thủ_tướng chính_phủ đã ban_hành trước ngày 01 tháng 7 năm 2004 có yêu_cầu thành_phần hồ_sơ những gì ?</code> |
  | <code>thủ_tục thông_báo hủy kết_quả phong phẩm hoặc suy cử chức_sắc đối_với các trường_hợp quy_định tại khoản 2 điều 33 của luật tín_ngưỡng , tôn_giáo được thực_hiện mức_độ trực_tuyến toàn_trình</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | <code>thủ_tục thông_báo hủy kết_quả phong phẩm hoặc suy cử chức_sắc đối_với các trường_hợp quy_định tại khoản 2 điều 33 của luật tín_ngưỡng , tôn_giáo được thực_hiện mức_độ mấy ?</code>                                 |
  | <code>thủ_tục đính_chính giấy chứng_nhận đã cấp có phí , lệ_phí là : trực_tiếp :</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | <code>thủ_tục đính_chính giấy chứng_nhận đã cấp có phí , lệ_phí là bao_nhiêu ?</code>                                                                                                                                     |
* Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
  ```json
  {
      "loss": "MultipleNegativesRankingLoss",
      "matryoshka_dims": [
          768,
          512
      ],
      "matryoshka_weights": [
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  ```

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

- `eval_strategy`: epoch
- `per_device_train_batch_size`: 2
- `per_device_eval_batch_size`: 2
- `gradient_accumulation_steps`: 2
- `learning_rate`: 2e-05
- `num_train_epochs`: 1
- `lr_scheduler_type`: cosine
- `warmup_ratio`: 0.1
- `fp16`: True
- `tf32`: False
- `load_best_model_at_end`: True
- `optim`: adamw_torch_fused
- `batch_sampler`: no_duplicates

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

- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: epoch
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 2
- `per_device_eval_batch_size`: 2
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 2
- `eval_accumulation_steps`: None
- `learning_rate`: 2e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 1
- `max_steps`: -1
- `lr_scheduler_type`: cosine
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.1
- `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`: False
- `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`: True
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch_fused
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`: 
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `prompts`: None
- `batch_sampler`: no_duplicates
- `multi_dataset_batch_sampler`: proportional

</details>

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

| Epoch   | Step      | Training Loss | Validation Loss | dim_768_cosine_ndcg@10 | dim_512_cosine_ndcg@10 |
|:-------:|:---------:|:-------------:|:---------------:|:----------------------:|:----------------------:|
| 0       | 0         | -             | -               | 0.2210                 | 0.2171                 |
| 0.0002  | 10        | 0.0497        | -               | -                      | -                      |
| 0.0004  | 20        | 0.0396        | -               | -                      | -                      |
| 0.0007  | 30        | 0.0246        | -               | -                      | -                      |
| 0.0009  | 40        | 0.0846        | -               | -                      | -                      |
| 0.0011  | 50        | 0.0078        | -               | -                      | -                      |
| 0.0013  | 60        | 0.1394        | -               | -                      | -                      |
| 0.0015  | 70        | 0.0095        | -               | -                      | -                      |
| 0.0018  | 80        | 0.0084        | -               | -                      | -                      |
| 0.0020  | 90        | 0.002         | -               | -                      | -                      |
| 0.0022  | 100       | 0.0053        | -               | -                      | -                      |
| 0.0024  | 110       | 0.0676        | -               | -                      | -                      |
| 0.0026  | 120       | 0.0761        | -               | -                      | -                      |
| 0.0029  | 130       | 0.0044        | -               | -                      | -                      |
| 0.0031  | 140       | 0.0004        | -               | -                      | -                      |
| 0.0033  | 150       | 0.0012        | -               | -                      | -                      |
| 0.0035  | 160       | 0.0121        | -               | -                      | -                      |
| 0.0037  | 170       | 0.0054        | -               | -                      | -                      |
| 0.0040  | 180       | 0.0038        | -               | -                      | -                      |
| 0.0042  | 190       | 0.0022        | -               | -                      | -                      |
| 0.0044  | 200       | 0.0036        | -               | -                      | -                      |
| 0.0046  | 210       | 0.0021        | -               | -                      | -                      |
| 0.0049  | 220       | 0.0018        | -               | -                      | -                      |
| 0.0051  | 230       | 0.0009        | -               | -                      | -                      |
| 0.0053  | 240       | 0.0005        | -               | -                      | -                      |
| 0.0055  | 250       | 0.0009        | -               | -                      | -                      |
| 0.0057  | 260       | 0.0007        | -               | -                      | -                      |
| 0.0060  | 270       | 0.0355        | -               | -                      | -                      |
| 0.0062  | 280       | 0.0002        | -               | -                      | -                      |
| 0.0064  | 290       | 0.001         | -               | -                      | -                      |
| 0.0066  | 300       | 0.0014        | -               | -                      | -                      |
| 0.0068  | 310       | 0.0008        | -               | -                      | -                      |
| 0.0071  | 320       | 0.0019        | -               | -                      | -                      |
| 0.0073  | 330       | 0.0006        | -               | -                      | -                      |
| 0.0075  | 340       | 0.0006        | -               | -                      | -                      |
| 0.0077  | 350       | 0.0016        | -               | -                      | -                      |
| 0.0079  | 360       | 0.0003        | -               | -                      | -                      |
| 0.0082  | 370       | 0.048         | -               | -                      | -                      |
| 0.0084  | 380       | 0.0           | -               | -                      | -                      |
| 0.0086  | 390       | 0.0002        | -               | -                      | -                      |
| 0.0088  | 400       | 0.001         | -               | -                      | -                      |
| 0.0090  | 410       | 0.0026        | -               | -                      | -                      |
| 0.0093  | 420       | 0.0           | -               | -                      | -                      |
| 0.0095  | 430       | 0.0016        | -               | -                      | -                      |
| 0.0097  | 440       | 0.0001        | -               | -                      | -                      |
| 0.0099  | 450       | 0.0           | -               | -                      | -                      |
| 0.0101  | 460       | 0.0           | -               | -                      | -                      |
| 0.0104  | 470       | 0.0001        | -               | -                      | -                      |
| 0.0106  | 480       | 0.0397        | -               | -                      | -                      |
| 0.0108  | 490       | 0.0005        | -               | -                      | -                      |
| 0.0110  | 500       | 0.0056        | -               | -                      | -                      |
| 0.0112  | 510       | 0.0194        | -               | -                      | -                      |
| 0.0115  | 520       | 0.0           | -               | -                      | -                      |
| 0.0117  | 530       | 0.0012        | -               | -                      | -                      |
| 0.0119  | 540       | 0.0           | -               | -                      | -                      |
| 0.0121  | 550       | 0.0           | -               | -                      | -                      |
| 0.0124  | 560       | 0.0002        | -               | -                      | -                      |
| 0.0126  | 570       | 0.0001        | -               | -                      | -                      |
| 0.0128  | 580       | 0.0           | -               | -                      | -                      |
| 0.0130  | 590       | 0.0001        | -               | -                      | -                      |
| 0.0132  | 600       | 0.0002        | -               | -                      | -                      |
| 0.0135  | 610       | 0.0           | -               | -                      | -                      |
| 0.0137  | 620       | 0.0           | -               | -                      | -                      |
| 0.0139  | 630       | 0.0033        | -               | -                      | -                      |
| 0.0141  | 640       | 0.0           | -               | -                      | -                      |
| 0.0143  | 650       | 0.0           | -               | -                      | -                      |
| 0.0146  | 660       | 0.0           | -               | -                      | -                      |
| 0.0148  | 670       | 0.0           | -               | -                      | -                      |
| 0.0150  | 680       | 0.0           | -               | -                      | -                      |
| 0.0152  | 690       | 0.0           | -               | -                      | -                      |
| 0.0154  | 700       | 0.0001        | -               | -                      | -                      |
| 0.0157  | 710       | 0.0001        | -               | -                      | -                      |
| 0.0159  | 720       | 0.0           | -               | -                      | -                      |
| 0.0161  | 730       | 0.0           | -               | -                      | -                      |
| 0.0163  | 740       | 0.0           | -               | -                      | -                      |
| 0.0165  | 750       | 0.0           | -               | -                      | -                      |
| 0.0168  | 760       | 0.0           | -               | -                      | -                      |
| 0.0170  | 770       | 0.0           | -               | -                      | -                      |
| 0.0172  | 780       | 0.0001        | -               | -                      | -                      |
| 0.0174  | 790       | 0.0           | -               | -                      | -                      |
| 0.0176  | 800       | 0.0001        | -               | -                      | -                      |
| 0.0179  | 810       | 0.0           | -               | -                      | -                      |
| 0.0181  | 820       | 0.0           | -               | -                      | -                      |
| 0.0183  | 830       | 0.0053        | -               | -                      | -                      |
| 0.0185  | 840       | 0.0           | -               | -                      | -                      |
| 0.0187  | 850       | 0.0           | -               | -                      | -                      |
| 0.0190  | 860       | 0.0002        | -               | -                      | -                      |
| 0.0192  | 870       | 0.0           | -               | -                      | -                      |
| 0.0194  | 880       | 0.0001        | -               | -                      | -                      |
| 0.0196  | 890       | 0.0007        | -               | -                      | -                      |
| 0.0199  | 900       | 0.0           | -               | -                      | -                      |
| 0.0201  | 910       | 0.009         | -               | -                      | -                      |
| 0.0203  | 920       | 0.0           | -               | -                      | -                      |
| 0.0205  | 930       | 0.0002        | -               | -                      | -                      |
| 0.0207  | 940       | 0.0           | -               | -                      | -                      |
| 0.0210  | 950       | 0.0           | -               | -                      | -                      |
| 0.0212  | 960       | 0.0006        | -               | -                      | -                      |
| 0.0214  | 970       | 0.0           | -               | -                      | -                      |
| 0.0216  | 980       | 0.0034        | -               | -                      | -                      |
| 0.0218  | 990       | 0.0           | -               | -                      | -                      |
| 0.0221  | 1000      | 0.0           | -               | -                      | -                      |
| 0.0223  | 1010      | 0.0001        | -               | -                      | -                      |
| 0.0225  | 1020      | 0.0           | -               | -                      | -                      |
| 0.0227  | 1030      | 0.0           | -               | -                      | -                      |
| 0.0229  | 1040      | 0.0           | -               | -                      | -                      |
| 0.0232  | 1050      | 0.0           | -               | -                      | -                      |
| 0.0234  | 1060      | 0.0           | -               | -                      | -                      |
| 0.0236  | 1070      | 0.0           | -               | -                      | -                      |
| 0.0238  | 1080      | 0.0238        | -               | -                      | -                      |
| 0.0240  | 1090      | 0.0           | -               | -                      | -                      |
| 0.0243  | 1100      | 0.0           | -               | -                      | -                      |
| 0.0245  | 1110      | 0.0008        | -               | -                      | -                      |
| 0.0247  | 1120      | 0.0           | -               | -                      | -                      |
| 0.0249  | 1130      | 0.0013        | -               | -                      | -                      |
| 0.0251  | 1140      | 0.0           | -               | -                      | -                      |
| 0.0254  | 1150      | 0.0           | -               | -                      | -                      |
| 0.0256  | 1160      | 0.0           | -               | -                      | -                      |
| 0.0258  | 1170      | 0.0           | -               | -                      | -                      |
| 0.0260  | 1180      | 0.0           | -               | -                      | -                      |
| 0.0262  | 1190      | 0.0001        | -               | -                      | -                      |
| 0.0265  | 1200      | 0.0           | -               | -                      | -                      |
| 0.0267  | 1210      | 0.0001        | -               | -                      | -                      |
| 0.0269  | 1220      | 0.003         | -               | -                      | -                      |
| 0.0271  | 1230      | 0.0           | -               | -                      | -                      |
| 0.0274  | 1240      | 0.0004        | -               | -                      | -                      |
| 0.0276  | 1250      | 0.0           | -               | -                      | -                      |
| 0.0278  | 1260      | 0.0           | -               | -                      | -                      |
| 0.0280  | 1270      | 0.0           | -               | -                      | -                      |
| 0.0282  | 1280      | 0.0001        | -               | -                      | -                      |
| 0.0285  | 1290      | 0.0001        | -               | -                      | -                      |
| 0.0287  | 1300      | 0.0           | -               | -                      | -                      |
| 0.0289  | 1310      | 0.0002        | -               | -                      | -                      |
| 0.0291  | 1320      | 0.0055        | -               | -                      | -                      |
| 0.0293  | 1330      | 0.0           | -               | -                      | -                      |
| 0.0296  | 1340      | 0.0           | -               | -                      | -                      |
| 0.0298  | 1350      | 0.0           | -               | -                      | -                      |
| 0.0300  | 1360      | 0.0           | -               | -                      | -                      |
| 0.0302  | 1370      | 0.0001        | -               | -                      | -                      |
| 0.0304  | 1380      | 0.0           | -               | -                      | -                      |
| 0.0307  | 1390      | 0.0           | -               | -                      | -                      |
| 0.0309  | 1400      | 0.0           | -               | -                      | -                      |
| 0.0311  | 1410      | 0.0           | -               | -                      | -                      |
| 0.0313  | 1420      | 0.0           | -               | -                      | -                      |
| 0.0315  | 1430      | 0.0           | -               | -                      | -                      |
| 0.0318  | 1440      | 0.0001        | -               | -                      | -                      |
| 0.0320  | 1450      | 0.0           | -               | -                      | -                      |
| 0.0322  | 1460      | 0.0           | -               | -                      | -                      |
| 0.0324  | 1470      | 0.0001        | -               | -                      | -                      |
| 0.0326  | 1480      | 0.0           | -               | -                      | -                      |
| 0.0329  | 1490      | 0.0           | -               | -                      | -                      |
| 0.0331  | 1500      | 0.0001        | -               | -                      | -                      |
| 0.0333  | 1510      | 0.0           | -               | -                      | -                      |
| 0.0335  | 1520      | 0.0           | -               | -                      | -                      |
| 0.0337  | 1530      | 0.0           | -               | -                      | -                      |
| 0.0340  | 1540      | 0.0           | -               | -                      | -                      |
| 0.0342  | 1550      | 0.0           | -               | -                      | -                      |
| 0.0344  | 1560      | 0.0001        | -               | -                      | -                      |
| 0.0346  | 1570      | 0.0           | -               | -                      | -                      |
| 0.0348  | 1580      | 0.0           | -               | -                      | -                      |
| 0.0351  | 1590      | 0.0011        | -               | -                      | -                      |
| 0.0353  | 1600      | 0.0           | -               | -                      | -                      |
| 0.0355  | 1610      | 0.0           | -               | -                      | -                      |
| 0.0357  | 1620      | 0.0002        | -               | -                      | -                      |
| 0.0360  | 1630      | 0.0           | -               | -                      | -                      |
| 0.0362  | 1640      | 0.0008        | -               | -                      | -                      |
| 0.0364  | 1650      | 0.0001        | -               | -                      | -                      |
| 0.0366  | 1660      | 0.0           | -               | -                      | -                      |
| 0.0368  | 1670      | 0.0           | -               | -                      | -                      |
| 0.0371  | 1680      | 0.0001        | -               | -                      | -                      |
| 0.0373  | 1690      | 0.008         | -               | -                      | -                      |
| 0.0375  | 1700      | 0.0013        | -               | -                      | -                      |
| 0.0377  | 1710      | 0.0001        | -               | -                      | -                      |
| 0.0379  | 1720      | 0.0           | -               | -                      | -                      |
| 0.0382  | 1730      | 0.0001        | -               | -                      | -                      |
| 0.0384  | 1740      | 0.002         | -               | -                      | -                      |
| 0.0386  | 1750      | 0.0002        | -               | -                      | -                      |
| 0.0388  | 1760      | 0.0008        | -               | -                      | -                      |
| 0.0390  | 1770      | 0.0           | -               | -                      | -                      |
| 0.0393  | 1780      | 0.0           | -               | -                      | -                      |
| 0.0395  | 1790      | 0.0           | -               | -                      | -                      |
| 0.0397  | 1800      | 0.0           | -               | -                      | -                      |
| 0.0399  | 1810      | 0.0001        | -               | -                      | -                      |
| 0.0401  | 1820      | 0.0           | -               | -                      | -                      |
| 0.0404  | 1830      | 0.0           | -               | -                      | -                      |
| 0.0406  | 1840      | 0.0039        | -               | -                      | -                      |
| 0.0408  | 1850      | 0.0           | -               | -                      | -                      |
| 0.0410  | 1860      | 0.0           | -               | -                      | -                      |
| 0.0412  | 1870      | 0.0           | -               | -                      | -                      |
| 0.0415  | 1880      | 0.0           | -               | -                      | -                      |
| 0.0417  | 1890      | 0.0           | -               | -                      | -                      |
| 0.0419  | 1900      | 0.0           | -               | -                      | -                      |
| 0.0421  | 1910      | 0.0           | -               | -                      | -                      |
| 0.0423  | 1920      | 0.0042        | -               | -                      | -                      |
| 0.0426  | 1930      | 0.0001        | -               | -                      | -                      |
| 0.0428  | 1940      | 0.0           | -               | -                      | -                      |
| 0.0430  | 1950      | 0.0           | -               | -                      | -                      |
| 0.0432  | 1960      | 0.0           | -               | -                      | -                      |
| 0.0435  | 1970      | 0.0           | -               | -                      | -                      |
| 0.0437  | 1980      | 0.0           | -               | -                      | -                      |
| 0.0439  | 1990      | 0.0           | -               | -                      | -                      |
| 0.0441  | 2000      | 0.0002        | -               | -                      | -                      |
| 0.0443  | 2010      | 0.0           | -               | -                      | -                      |
| 0.0446  | 2020      | 0.0           | -               | -                      | -                      |
| 0.0448  | 2030      | 0.0           | -               | -                      | -                      |
| 0.0450  | 2040      | 0.0           | -               | -                      | -                      |
| 0.0452  | 2050      | 0.0001        | -               | -                      | -                      |
| 0.0454  | 2060      | 0.0           | -               | -                      | -                      |
| 0.0457  | 2070      | 0.0           | -               | -                      | -                      |
| 0.0459  | 2080      | 0.0           | -               | -                      | -                      |
| 0.0461  | 2090      | 0.0001        | -               | -                      | -                      |
| 0.0463  | 2100      | 0.0           | -               | -                      | -                      |
| 0.0465  | 2110      | 0.0           | -               | -                      | -                      |
| 0.0468  | 2120      | 0.0001        | -               | -                      | -                      |
| 0.0470  | 2130      | 0.0           | -               | -                      | -                      |
| 0.0472  | 2140      | 0.0           | -               | -                      | -                      |
| 0.0474  | 2150      | 0.0           | -               | -                      | -                      |
| 0.0476  | 2160      | 0.0           | -               | -                      | -                      |
| 0.0479  | 2170      | 0.0           | -               | -                      | -                      |
| 0.0481  | 2180      | 0.0           | -               | -                      | -                      |
| 0.0483  | 2190      | 0.0           | -               | -                      | -                      |
| 0.0485  | 2200      | 0.0           | -               | -                      | -                      |
| 0.0487  | 2210      | 0.0           | -               | -                      | -                      |
| 0.0490  | 2220      | 0.0           | -               | -                      | -                      |
| 0.0492  | 2230      | 0.0055        | -               | -                      | -                      |
| 0.0494  | 2240      | 0.0           | -               | -                      | -                      |
| 0.0496  | 2250      | 0.0           | -               | -                      | -                      |
| 0.0498  | 2260      | 0.0           | -               | -                      | -                      |
| 0.0501  | 2270      | 0.0           | -               | -                      | -                      |
| 0.0503  | 2280      | 0.0           | -               | -                      | -                      |
| 0.0505  | 2290      | 0.0           | -               | -                      | -                      |
| 0.0507  | 2300      | 0.0           | -               | -                      | -                      |
| 0.0510  | 2310      | 0.0           | -               | -                      | -                      |
| 0.0512  | 2320      | 0.0           | -               | -                      | -                      |
| 0.0514  | 2330      | 0.0001        | -               | -                      | -                      |
| 0.0516  | 2340      | 0.0           | -               | -                      | -                      |
| 0.0518  | 2350      | 0.0           | -               | -                      | -                      |
| 0.0521  | 2360      | 0.0           | -               | -                      | -                      |
| 0.0523  | 2370      | 0.0           | -               | -                      | -                      |
| 0.0525  | 2380      | 0.0           | -               | -                      | -                      |
| 0.0527  | 2390      | 0.0           | -               | -                      | -                      |
| 0.0529  | 2400      | 0.0001        | -               | -                      | -                      |
| 0.0532  | 2410      | 0.0           | -               | -                      | -                      |
| 0.0534  | 2420      | 0.0           | -               | -                      | -                      |
| 0.0536  | 2430      | 0.0001        | -               | -                      | -                      |
| 0.0538  | 2440      | 0.0           | -               | -                      | -                      |
| 0.0540  | 2450      | 0.0001        | -               | -                      | -                      |
| 0.0543  | 2460      | 0.0           | -               | -                      | -                      |
| 0.0545  | 2470      | 0.0           | -               | -                      | -                      |
| 0.0547  | 2480      | 0.0           | -               | -                      | -                      |
| 0.0549  | 2490      | 0.0           | -               | -                      | -                      |
| 0.0551  | 2500      | 0.0001        | -               | -                      | -                      |
| 0.0554  | 2510      | 0.0           | -               | -                      | -                      |
| 0.0556  | 2520      | 0.0           | -               | -                      | -                      |
| 0.0558  | 2530      | 0.0001        | -               | -                      | -                      |
| 0.0560  | 2540      | 0.0           | -               | -                      | -                      |
| 0.0562  | 2550      | 0.0           | -               | -                      | -                      |
| 0.0565  | 2560      | 0.0           | -               | -                      | -                      |
| 0.0567  | 2570      | 0.0           | -               | -                      | -                      |
| 0.0569  | 2580      | 0.0           | -               | -                      | -                      |
| 0.0571  | 2590      | 0.0001        | -               | -                      | -                      |
| 0.0573  | 2600      | 0.001         | -               | -                      | -                      |
| 0.0576  | 2610      | 0.0001        | -               | -                      | -                      |
| 0.0578  | 2620      | 0.0198        | -               | -                      | -                      |
| 0.0580  | 2630      | 0.0           | -               | -                      | -                      |
| 0.0582  | 2640      | 0.0001        | -               | -                      | -                      |
| 0.0585  | 2650      | 0.0           | -               | -                      | -                      |
| 0.0587  | 2660      | 0.0004        | -               | -                      | -                      |
| 0.0589  | 2670      | 0.0001        | -               | -                      | -                      |
| 0.0591  | 2680      | 0.0           | -               | -                      | -                      |
| 0.0593  | 2690      | 0.0           | -               | -                      | -                      |
| 0.0596  | 2700      | 0.0           | -               | -                      | -                      |
| 0.0598  | 2710      | 0.0001        | -               | -                      | -                      |
| 0.0600  | 2720      | 0.0           | -               | -                      | -                      |
| 0.0602  | 2730      | 0.0           | -               | -                      | -                      |
| 0.0604  | 2740      | 0.0           | -               | -                      | -                      |
| 0.0607  | 2750      | 0.0           | -               | -                      | -                      |
| 0.0609  | 2760      | 0.0002        | -               | -                      | -                      |
| 0.0611  | 2770      | 0.0           | -               | -                      | -                      |
| 0.0613  | 2780      | 0.0           | -               | -                      | -                      |
| 0.0615  | 2790      | 0.0           | -               | -                      | -                      |
| 0.0618  | 2800      | 0.0           | -               | -                      | -                      |
| 0.0620  | 2810      | 0.0           | -               | -                      | -                      |
| 0.0622  | 2820      | 0.0001        | -               | -                      | -                      |
| 0.0624  | 2830      | 0.0           | -               | -                      | -                      |
| 0.0626  | 2840      | 0.0003        | -               | -                      | -                      |
| 0.0629  | 2850      | 0.0           | -               | -                      | -                      |
| 0.0631  | 2860      | 0.0           | -               | -                      | -                      |
| 0.0633  | 2870      | 0.0           | -               | -                      | -                      |
| 0.0635  | 2880      | 0.0           | -               | -                      | -                      |
| 0.0637  | 2890      | 0.0           | -               | -                      | -                      |
| 0.0640  | 2900      | 0.0           | -               | -                      | -                      |
| 0.0642  | 2910      | 0.0           | -               | -                      | -                      |
| 0.0644  | 2920      | 0.0           | -               | -                      | -                      |
| 0.0646  | 2930      | 0.0           | -               | -                      | -                      |
| 0.0648  | 2940      | 0.0           | -               | -                      | -                      |
| 0.0651  | 2950      | 0.0           | -               | -                      | -                      |
| 0.0653  | 2960      | 0.0           | -               | -                      | -                      |
| 0.0655  | 2970      | 0.0           | -               | -                      | -                      |
| 0.0657  | 2980      | 0.0           | -               | -                      | -                      |
| 0.0659  | 2990      | 0.0           | -               | -                      | -                      |
| 0.0662  | 3000      | 0.0           | -               | -                      | -                      |
| 0.0664  | 3010      | 0.0           | -               | -                      | -                      |
| 0.0666  | 3020      | 0.0           | -               | -                      | -                      |
| 0.0668  | 3030      | 0.0           | -               | -                      | -                      |
| 0.0671  | 3040      | 0.0           | -               | -                      | -                      |
| 0.0673  | 3050      | 0.0           | -               | -                      | -                      |
| 0.0675  | 3060      | 0.0           | -               | -                      | -                      |
| 0.0677  | 3070      | 0.0           | -               | -                      | -                      |
| 0.0679  | 3080      | 0.0           | -               | -                      | -                      |
| 0.0682  | 3090      | 0.0           | -               | -                      | -                      |
| 0.0684  | 3100      | 0.0           | -               | -                      | -                      |
| 0.0686  | 3110      | 0.0           | -               | -                      | -                      |
| 0.0688  | 3120      | 0.0           | -               | -                      | -                      |
| 0.0690  | 3130      | 0.0           | -               | -                      | -                      |
| 0.0693  | 3140      | 0.0           | -               | -                      | -                      |
| 0.0695  | 3150      | 0.0           | -               | -                      | -                      |
| 0.0697  | 3160      | 0.0           | -               | -                      | -                      |
| 0.0699  | 3170      | 0.0           | -               | -                      | -                      |
| 0.0701  | 3180      | 0.0           | -               | -                      | -                      |
| 0.0704  | 3190      | 0.0           | -               | -                      | -                      |
| 0.0706  | 3200      | 0.0           | -               | -                      | -                      |
| 0.0708  | 3210      | 0.0003        | -               | -                      | -                      |
| 0.0710  | 3220      | 0.0           | -               | -                      | -                      |
| 0.0712  | 3230      | 0.0           | -               | -                      | -                      |
| 0.0715  | 3240      | 0.0           | -               | -                      | -                      |
| 0.0717  | 3250      | 0.0           | -               | -                      | -                      |
| 0.0719  | 3260      | 0.0           | -               | -                      | -                      |
| 0.0721  | 3270      | 0.0001        | -               | -                      | -                      |
| 0.0723  | 3280      | 0.0           | -               | -                      | -                      |
| 0.0726  | 3290      | 0.0           | -               | -                      | -                      |
| 0.0728  | 3300      | 0.0           | -               | -                      | -                      |
| 0.0730  | 3310      | 0.0           | -               | -                      | -                      |
| 0.0732  | 3320      | 0.0           | -               | -                      | -                      |
| 0.0734  | 3330      | 0.0           | -               | -                      | -                      |
| 0.0737  | 3340      | 0.0           | -               | -                      | -                      |
| 0.0739  | 3350      | 0.0           | -               | -                      | -                      |
| 0.0741  | 3360      | 0.0           | -               | -                      | -                      |
| 0.0743  | 3370      | 0.0           | -               | -                      | -                      |
| 0.0746  | 3380      | 0.0           | -               | -                      | -                      |
| 0.0748  | 3390      | 0.0           | -               | -                      | -                      |
| 0.0750  | 3400      | 0.0           | -               | -                      | -                      |
| 0.0752  | 3410      | 0.0005        | -               | -                      | -                      |
| 0.0754  | 3420      | 0.0001        | -               | -                      | -                      |
| 0.0757  | 3430      | 0.0           | -               | -                      | -                      |
| 0.0759  | 3440      | 0.0           | -               | -                      | -                      |
| 0.0761  | 3450      | 0.0           | -               | -                      | -                      |
| 0.0763  | 3460      | 0.0001        | -               | -                      | -                      |
| 0.0765  | 3470      | 0.0001        | -               | -                      | -                      |
| 0.0768  | 3480      | 0.0           | -               | -                      | -                      |
| 0.0770  | 3490      | 0.0           | -               | -                      | -                      |
| 0.0772  | 3500      | 0.0           | -               | -                      | -                      |
| 0.0774  | 3510      | 0.0009        | -               | -                      | -                      |
| 0.0776  | 3520      | 0.0022        | -               | -                      | -                      |
| 0.0779  | 3530      | 0.0001        | -               | -                      | -                      |
| 0.0781  | 3540      | 0.0           | -               | -                      | -                      |
| 0.0783  | 3550      | 0.0           | -               | -                      | -                      |
| 0.0785  | 3560      | 0.0001        | -               | -                      | -                      |
| 0.0787  | 3570      | 0.0           | -               | -                      | -                      |
| 0.0790  | 3580      | 0.0           | -               | -                      | -                      |
| 0.0792  | 3590      | 0.0003        | -               | -                      | -                      |
| 0.0794  | 3600      | 0.0003        | -               | -                      | -                      |
| 0.0796  | 3610      | 0.0001        | -               | -                      | -                      |
| 0.0798  | 3620      | 0.0003        | -               | -                      | -                      |
| 0.0801  | 3630      | 0.0           | -               | -                      | -                      |
| 0.0803  | 3640      | 0.0           | -               | -                      | -                      |
| 0.0805  | 3650      | 0.0           | -               | -                      | -                      |
| 0.0807  | 3660      | 0.0           | -               | -                      | -                      |
| 0.0809  | 3670      | 0.0           | -               | -                      | -                      |
| 0.0812  | 3680      | 0.0           | -               | -                      | -                      |
| 0.0814  | 3690      | 0.0028        | -               | -                      | -                      |
| 0.0816  | 3700      | 0.0001        | -               | -                      | -                      |
| 0.0818  | 3710      | 0.0001        | -               | -                      | -                      |
| 0.0821  | 3720      | 0.0001        | -               | -                      | -                      |
| 0.0823  | 3730      | 0.0           | -               | -                      | -                      |
| 0.0825  | 3740      | 0.0006        | -               | -                      | -                      |
| 0.0827  | 3750      | 0.0003        | -               | -                      | -                      |
| 0.0829  | 3760      | 0.0           | -               | -                      | -                      |
| 0.0832  | 3770      | 0.0           | -               | -                      | -                      |
| 0.0834  | 3780      | 0.0           | -               | -                      | -                      |
| 0.0836  | 3790      | 0.0           | -               | -                      | -                      |
| 0.0838  | 3800      | 0.0           | -               | -                      | -                      |
| 0.0840  | 3810      | 0.0           | -               | -                      | -                      |
| 0.0843  | 3820      | 0.0           | -               | -                      | -                      |
| 0.0845  | 3830      | 0.0           | -               | -                      | -                      |
| 0.0847  | 3840      | 0.0           | -               | -                      | -                      |
| 0.0849  | 3850      | 0.0           | -               | -                      | -                      |
| 0.0851  | 3860      | 0.0           | -               | -                      | -                      |
| 0.0854  | 3870      | 0.0           | -               | -                      | -                      |
| 0.0856  | 3880      | 0.0           | -               | -                      | -                      |
| 0.0858  | 3890      | 0.0           | -               | -                      | -                      |
| 0.0860  | 3900      | 0.0           | -               | -                      | -                      |
| 0.0862  | 3910      | 0.0           | -               | -                      | -                      |
| 0.0865  | 3920      | 0.0           | -               | -                      | -                      |
| 0.0867  | 3930      | 0.0           | -               | -                      | -                      |
| 0.0869  | 3940      | 0.0           | -               | -                      | -                      |
| 0.0871  | 3950      | 0.0           | -               | -                      | -                      |
| 0.0873  | 3960      | 0.0           | -               | -                      | -                      |
| 0.0876  | 3970      | 0.0019        | -               | -                      | -                      |
| 0.0878  | 3980      | 0.0           | -               | -                      | -                      |
| 0.0880  | 3990      | 0.0           | -               | -                      | -                      |
| 0.0882  | 4000      | 0.0002        | -               | -                      | -                      |
| 0.0884  | 4010      | 0.0001        | -               | -                      | -                      |
| 0.0887  | 4020      | 0.0           | -               | -                      | -                      |
| 0.0889  | 4030      | 0.0002        | -               | -                      | -                      |
| 0.0891  | 4040      | 0.0           | -               | -                      | -                      |
| 0.0893  | 4050      | 0.0           | -               | -                      | -                      |
| 0.0896  | 4060      | 0.0001        | -               | -                      | -                      |
| 0.0898  | 4070      | 0.0           | -               | -                      | -                      |
| 0.0900  | 4080      | 0.0           | -               | -                      | -                      |
| 0.0902  | 4090      | 0.0           | -               | -                      | -                      |
| 0.0904  | 4100      | 0.0           | -               | -                      | -                      |
| 0.0907  | 4110      | 0.0           | -               | -                      | -                      |
| 0.0909  | 4120      | 0.0           | -               | -                      | -                      |
| 0.0911  | 4130      | 0.0           | -               | -                      | -                      |
| 0.0913  | 4140      | 0.0           | -               | -                      | -                      |
| 0.0915  | 4150      | 0.0           | -               | -                      | -                      |
| 0.0918  | 4160      | 0.0           | -               | -                      | -                      |
| 0.0920  | 4170      | 0.0           | -               | -                      | -                      |
| 0.0922  | 4180      | 0.0           | -               | -                      | -                      |
| 0.0924  | 4190      | 0.0           | -               | -                      | -                      |
| 0.0926  | 4200      | 0.0           | -               | -                      | -                      |
| 0.0929  | 4210      | 0.0           | -               | -                      | -                      |
| 0.0931  | 4220      | 0.0           | -               | -                      | -                      |
| 0.0933  | 4230      | 0.0           | -               | -                      | -                      |
| 0.0935  | 4240      | 0.0           | -               | -                      | -                      |
| 0.0937  | 4250      | 0.0           | -               | -                      | -                      |
| 0.0940  | 4260      | 0.0           | -               | -                      | -                      |
| 0.0942  | 4270      | 0.0           | -               | -                      | -                      |
| 0.0944  | 4280      | 0.0           | -               | -                      | -                      |
| 0.0946  | 4290      | 0.0           | -               | -                      | -                      |
| 0.0948  | 4300      | 0.0           | -               | -                      | -                      |
| 0.0951  | 4310      | 0.0009        | -               | -                      | -                      |
| 0.0953  | 4320      | 0.0           | -               | -                      | -                      |
| 0.0955  | 4330      | 0.0011        | -               | -                      | -                      |
| 0.0957  | 4340      | 0.0           | -               | -                      | -                      |
| 0.0959  | 4350      | 0.0001        | -               | -                      | -                      |
| 0.0962  | 4360      | 0.0           | -               | -                      | -                      |
| 0.0964  | 4370      | 0.0001        | -               | -                      | -                      |
| 0.0966  | 4380      | 0.0           | -               | -                      | -                      |
| 0.0968  | 4390      | 0.0           | -               | -                      | -                      |
| 0.0970  | 4400      | 0.0           | -               | -                      | -                      |
| 0.0973  | 4410      | 0.0           | -               | -                      | -                      |
| 0.0975  | 4420      | 0.0001        | -               | -                      | -                      |
| 0.0977  | 4430      | 0.0           | -               | -                      | -                      |
| 0.0979  | 4440      | 0.0           | -               | -                      | -                      |
| 0.0982  | 4450      | 0.0           | -               | -                      | -                      |
| 0.0984  | 4460      | 0.0           | -               | -                      | -                      |
| 0.0986  | 4470      | 0.0           | -               | -                      | -                      |
| 0.0988  | 4480      | 0.0           | -               | -                      | -                      |
| 0.0990  | 4490      | 0.0           | -               | -                      | -                      |
| 0.0993  | 4500      | 0.0           | -               | -                      | -                      |
| 0.0995  | 4510      | 0.0           | -               | -                      | -                      |
| 0.0997  | 4520      | 0.0           | -               | -                      | -                      |
| 0.0999  | 4530      | 0.0           | -               | -                      | -                      |
| 0.1001  | 4540      | 0.0           | -               | -                      | -                      |
| 0.1004  | 4550      | 0.0           | -               | -                      | -                      |
| 0.1006  | 4560      | 0.0           | -               | -                      | -                      |
| 0.1008  | 4570      | 0.0           | -               | -                      | -                      |
| 0.1010  | 4580      | 0.04          | -               | -                      | -                      |
| 0.1012  | 4590      | 0.0           | -               | -                      | -                      |
| 0.1015  | 4600      | 0.0           | -               | -                      | -                      |
| 0.1017  | 4610      | 0.0           | -               | -                      | -                      |
| 0.1019  | 4620      | 0.0           | -               | -                      | -                      |
| 0.1021  | 4630      | 0.0005        | -               | -                      | -                      |
| 0.1023  | 4640      | 0.0001        | -               | -                      | -                      |
| 0.1026  | 4650      | 0.0002        | -               | -                      | -                      |
| 0.1028  | 4660      | 0.0           | -               | -                      | -                      |
| 0.1030  | 4670      | 0.0           | -               | -                      | -                      |
| 0.1032  | 4680      | 0.0           | -               | -                      | -                      |
| 0.1034  | 4690      | 0.0002        | -               | -                      | -                      |
| 0.1037  | 4700      | 0.0           | -               | -                      | -                      |
| 0.1039  | 4710      | 0.0           | -               | -                      | -                      |
| 0.1041  | 4720      | 0.0           | -               | -                      | -                      |
| 0.1043  | 4730      | 0.0           | -               | -                      | -                      |
| 0.1045  | 4740      | 0.0001        | -               | -                      | -                      |
| 0.1048  | 4750      | 0.0           | -               | -                      | -                      |
| 0.1050  | 4760      | 0.0           | -               | -                      | -                      |
| 0.1052  | 4770      | 0.0           | -               | -                      | -                      |
| 0.1054  | 4780      | 0.0           | -               | -                      | -                      |
| 0.1057  | 4790      | 0.0           | -               | -                      | -                      |
| 0.1059  | 4800      | 0.0001        | -               | -                      | -                      |
| 0.1061  | 4810      | 0.0           | -               | -                      | -                      |
| 0.1063  | 4820      | 0.0           | -               | -                      | -                      |
| 0.1065  | 4830      | 0.0           | -               | -                      | -                      |
| 0.1068  | 4840      | 0.0           | -               | -                      | -                      |
| 0.1070  | 4850      | 0.0001        | -               | -                      | -                      |
| 0.1072  | 4860      | 0.0           | -               | -                      | -                      |
| 0.1074  | 4870      | 0.0           | -               | -                      | -                      |
| 0.1076  | 4880      | 0.0           | -               | -                      | -                      |
| 0.1079  | 4890      | 0.0           | -               | -                      | -                      |
| 0.1081  | 4900      | 0.0           | -               | -                      | -                      |
| 0.1083  | 4910      | 0.0001        | -               | -                      | -                      |
| 0.1085  | 4920      | 0.0           | -               | -                      | -                      |
| 0.1087  | 4930      | 0.0           | -               | -                      | -                      |
| 0.1090  | 4940      | 0.0444        | -               | -                      | -                      |
| 0.1092  | 4950      | 0.0001        | -               | -                      | -                      |
| 0.1094  | 4960      | 0.0001        | -               | -                      | -                      |
| 0.1096  | 4970      | 0.0001        | -               | -                      | -                      |
| 0.1098  | 4980      | 0.0           | -               | -                      | -                      |
| 0.1101  | 4990      | 0.0001        | -               | -                      | -                      |
| 0.1103  | 5000      | 0.0           | -               | -                      | -                      |
| 0.1105  | 5010      | 0.0           | -               | -                      | -                      |
| 0.1107  | 5020      | 0.0           | -               | -                      | -                      |
| 0.1109  | 5030      | 0.0583        | -               | -                      | -                      |
| 0.1112  | 5040      | 0.0           | -               | -                      | -                      |
| 0.1114  | 5050      | 0.0015        | -               | -                      | -                      |
| 0.1116  | 5060      | 0.0006        | -               | -                      | -                      |
| 0.1118  | 5070      | 0.0029        | -               | -                      | -                      |
| 0.1120  | 5080      | 0.0024        | -               | -                      | -                      |
| 0.1123  | 5090      | 0.002         | -               | -                      | -                      |
| 0.1125  | 5100      | 0.0002        | -               | -                      | -                      |
| 0.1127  | 5110      | 0.0008        | -               | -                      | -                      |
| 0.1129  | 5120      | 0.0001        | -               | -                      | -                      |
| 0.1132  | 5130      | 0.0001        | -               | -                      | -                      |
| 0.1134  | 5140      | 0.0           | -               | -                      | -                      |
| 0.1136  | 5150      | 0.0           | -               | -                      | -                      |
| 0.1138  | 5160      | 0.0           | -               | -                      | -                      |
| 0.1140  | 5170      | 0.0           | -               | -                      | -                      |
| 0.1143  | 5180      | 0.0           | -               | -                      | -                      |
| 0.1145  | 5190      | 0.0           | -               | -                      | -                      |
| 0.1147  | 5200      | 0.0           | -               | -                      | -                      |
| 0.1149  | 5210      | 0.0005        | -               | -                      | -                      |
| 0.1151  | 5220      | 0.0399        | -               | -                      | -                      |
| 0.1154  | 5230      | 0.0           | -               | -                      | -                      |
| 0.1156  | 5240      | 0.0001        | -               | -                      | -                      |
| 0.1158  | 5250      | 0.0           | -               | -                      | -                      |
| 0.1160  | 5260      | 0.0           | -               | -                      | -                      |
| 0.1162  | 5270      | 0.0001        | -               | -                      | -                      |
| 0.1165  | 5280      | 0.0           | -               | -                      | -                      |
| 0.1167  | 5290      | 0.0007        | -               | -                      | -                      |
| 0.1169  | 5300      | 0.0003        | -               | -                      | -                      |
| 0.1171  | 5310      | 0.0001        | -               | -                      | -                      |
| 0.1173  | 5320      | 0.0           | -               | -                      | -                      |
| 0.1176  | 5330      | 0.0           | -               | -                      | -                      |
| 0.1178  | 5340      | 0.0           | -               | -                      | -                      |
| 0.1180  | 5350      | 0.0           | -               | -                      | -                      |
| 0.1182  | 5360      | 0.0009        | -               | -                      | -                      |
| 0.1184  | 5370      | 0.0           | -               | -                      | -                      |
| 0.1187  | 5380      | 0.0           | -               | -                      | -                      |
| 0.1189  | 5390      | 0.0047        | -               | -                      | -                      |
| 0.1191  | 5400      | 0.0           | -               | -                      | -                      |
| 0.1193  | 5410      | 0.0001        | -               | -                      | -                      |
| 0.1195  | 5420      | 0.0           | -               | -                      | -                      |
| 0.1198  | 5430      | 0.0           | -               | -                      | -                      |
| 0.1200  | 5440      | 0.0           | -               | -                      | -                      |
| 0.1202  | 5450      | 0.0           | -               | -                      | -                      |
| 0.1204  | 5460      | 0.0           | -               | -                      | -                      |
| 0.1207  | 5470      | 0.0           | -               | -                      | -                      |
| 0.1209  | 5480      | 0.0           | -               | -                      | -                      |
| 0.1211  | 5490      | 0.0           | -               | -                      | -                      |
| 0.1213  | 5500      | 0.0           | -               | -                      | -                      |
| 0.1215  | 5510      | 0.0002        | -               | -                      | -                      |
| 0.1218  | 5520      | 0.0           | -               | -                      | -                      |
| 0.1220  | 5530      | 0.0005        | -               | -                      | -                      |
| 0.1222  | 5540      | 0.0           | -               | -                      | -                      |
| 0.1224  | 5550      | 0.0           | -               | -                      | -                      |
| 0.1226  | 5560      | 0.0           | -               | -                      | -                      |
| 0.1229  | 5570      | 0.0002        | -               | -                      | -                      |
| 0.1231  | 5580      | 0.0           | -               | -                      | -                      |
| 0.1233  | 5590      | 0.0           | -               | -                      | -                      |
| 0.1235  | 5600      | 0.0           | -               | -                      | -                      |
| 0.1237  | 5610      | 0.0           | -               | -                      | -                      |
| 0.1240  | 5620      | 0.0           | -               | -                      | -                      |
| 0.1242  | 5630      | 0.0           | -               | -                      | -                      |
| 0.1244  | 5640      | 0.0           | -               | -                      | -                      |
| 0.1246  | 5650      | 0.0001        | -               | -                      | -                      |
| 0.1248  | 5660      | 0.0           | -               | -                      | -                      |
| 0.1251  | 5670      | 0.0           | -               | -                      | -                      |
| 0.1253  | 5680      | 0.0           | -               | -                      | -                      |
| 0.1255  | 5690      | 0.0           | -               | -                      | -                      |
| 0.1257  | 5700      | 0.0           | -               | -                      | -                      |
| 0.1259  | 5710      | 0.0289        | -               | -                      | -                      |
| 0.1262  | 5720      | 0.0122        | -               | -                      | -                      |
| 0.1264  | 5730      | 0.0           | -               | -                      | -                      |
| 0.1266  | 5740      | 0.0001        | -               | -                      | -                      |
| 0.1268  | 5750      | 0.0001        | -               | -                      | -                      |
| 0.1270  | 5760      | 0.0002        | -               | -                      | -                      |
| 0.1273  | 5770      | 0.0           | -               | -                      | -                      |
| 0.1275  | 5780      | 0.0           | -               | -                      | -                      |
| 0.1277  | 5790      | 0.0           | -               | -                      | -                      |
| 0.1279  | 5800      | 0.0001        | -               | -                      | -                      |
| 0.1281  | 5810      | 0.0           | -               | -                      | -                      |
| 0.1284  | 5820      | 0.0           | -               | -                      | -                      |
| 0.1286  | 5830      | 0.0           | -               | -                      | -                      |
| 0.1288  | 5840      | 0.0           | -               | -                      | -                      |
| 0.1290  | 5850      | 0.0001        | -               | -                      | -                      |
| 0.1293  | 5860      | 0.0           | -               | -                      | -                      |
| 0.1295  | 5870      | 0.0           | -               | -                      | -                      |
| 0.1297  | 5880      | 0.0001        | -               | -                      | -                      |
| 0.1299  | 5890      | 0.0           | -               | -                      | -                      |
| 0.1301  | 5900      | 0.0           | -               | -                      | -                      |
| 0.1304  | 5910      | 0.0004        | -               | -                      | -                      |
| 0.1306  | 5920      | 0.0           | -               | -                      | -                      |
| 0.1308  | 5930      | 0.0           | -               | -                      | -                      |
| 0.1310  | 5940      | 0.0           | -               | -                      | -                      |
| 0.1312  | 5950      | 0.0           | -               | -                      | -                      |
| 0.1315  | 5960      | 0.0           | -               | -                      | -                      |
| 0.1317  | 5970      | 0.0           | -               | -                      | -                      |
| 0.1319  | 5980      | 0.0           | -               | -                      | -                      |
| 0.1321  | 5990      | 0.0001        | -               | -                      | -                      |
| 0.1323  | 6000      | 0.0           | -               | -                      | -                      |
| 0.1326  | 6010      | 0.0001        | -               | -                      | -                      |
| 0.1328  | 6020      | 0.0           | -               | -                      | -                      |
| 0.1330  | 6030      | 0.0           | -               | -                      | -                      |
| 0.1332  | 6040      | 0.0           | -               | -                      | -                      |
| 0.1334  | 6050      | 0.0006        | -               | -                      | -                      |
| 0.1337  | 6060      | 0.0           | -               | -                      | -                      |
| 0.1339  | 6070      | 0.0           | -               | -                      | -                      |
| 0.1341  | 6080      | 0.0           | -               | -                      | -                      |
| 0.1343  | 6090      | 0.0           | -               | -                      | -                      |
| 0.1345  | 6100      | 0.0           | -               | -                      | -                      |
| 0.1348  | 6110      | 0.0006        | -               | -                      | -                      |
| 0.1350  | 6120      | 0.0           | -               | -                      | -                      |
| 0.1352  | 6130      | 0.0           | -               | -                      | -                      |
| 0.1354  | 6140      | 0.0001        | -               | -                      | -                      |
| 0.1356  | 6150      | 0.0           | -               | -                      | -                      |
| 0.1359  | 6160      | 0.0           | -               | -                      | -                      |
| 0.1361  | 6170      | 0.0           | -               | -                      | -                      |
| 0.1363  | 6180      | 0.0           | -               | -                      | -                      |
| 0.1365  | 6190      | 0.0001        | -               | -                      | -                      |
| 0.1368  | 6200      | 0.0           | -               | -                      | -                      |
| 0.1370  | 6210      | 0.0           | -               | -                      | -                      |
| 0.1372  | 6220      | 0.0001        | -               | -                      | -                      |
| 0.1374  | 6230      | 0.0001        | -               | -                      | -                      |
| 0.1376  | 6240      | 0.0           | -               | -                      | -                      |
| 0.1379  | 6250      | 0.0004        | -               | -                      | -                      |
| 0.1381  | 6260      | 0.0           | -               | -                      | -                      |
| 0.1383  | 6270      | 0.0011        | -               | -                      | -                      |
| 0.1385  | 6280      | 0.0001        | -               | -                      | -                      |
| 0.1387  | 6290      | 0.0001        | -               | -                      | -                      |
| 0.1390  | 6300      | 0.0           | -               | -                      | -                      |
| 0.1392  | 6310      | 0.0009        | -               | -                      | -                      |
| 0.1394  | 6320      | 0.0001        | -               | -                      | -                      |
| 0.1396  | 6330      | 0.0001        | -               | -                      | -                      |
| 0.1398  | 6340      | 0.0           | -               | -                      | -                      |
| 0.1401  | 6350      | 0.0           | -               | -                      | -                      |
| 0.1403  | 6360      | 0.0           | -               | -                      | -                      |
| 0.1405  | 6370      | 0.0           | -               | -                      | -                      |
| 0.1407  | 6380      | 0.0           | -               | -                      | -                      |
| 0.1409  | 6390      | 0.0           | -               | -                      | -                      |
| 0.1412  | 6400      | 0.0           | -               | -                      | -                      |
| 0.1414  | 6410      | 0.0           | -               | -                      | -                      |
| 0.1416  | 6420      | 0.0002        | -               | -                      | -                      |
| 0.1418  | 6430      | 0.0           | -               | -                      | -                      |
| 0.1420  | 6440      | 0.0           | -               | -                      | -                      |
| 0.1423  | 6450      | 0.0           | -               | -                      | -                      |
| 0.1425  | 6460      | 0.0           | -               | -                      | -                      |
| 0.1427  | 6470      | 0.0           | -               | -                      | -                      |
| 0.1429  | 6480      | 0.0001        | -               | -                      | -                      |
| 0.1431  | 6490      | 0.0           | -               | -                      | -                      |
| 0.1434  | 6500      | 0.0           | -               | -                      | -                      |
| 0.1436  | 6510      | 0.0           | -               | -                      | -                      |
| 0.1438  | 6520      | 0.0           | -               | -                      | -                      |
| 0.1440  | 6530      | 0.0036        | -               | -                      | -                      |
| 0.1443  | 6540      | 0.0           | -               | -                      | -                      |
| 0.1445  | 6550      | 0.0           | -               | -                      | -                      |
| 0.1447  | 6560      | 0.0215        | -               | -                      | -                      |
| 0.1449  | 6570      | 0.0001        | -               | -                      | -                      |
| 0.1451  | 6580      | 0.0003        | -               | -                      | -                      |
| 0.1454  | 6590      | 0.0002        | -               | -                      | -                      |
| 0.1456  | 6600      | 0.0004        | -               | -                      | -                      |
| 0.1458  | 6610      | 0.0           | -               | -                      | -                      |
| 0.1460  | 6620      | 0.0           | -               | -                      | -                      |
| 0.1462  | 6630      | 0.0           | -               | -                      | -                      |
| 0.1465  | 6640      | 0.0           | -               | -                      | -                      |
| 0.1467  | 6650      | 0.0001        | -               | -                      | -                      |
| 0.1469  | 6660      | 0.0           | -               | -                      | -                      |
| 0.1471  | 6670      | 0.0002        | -               | -                      | -                      |
| 0.1473  | 6680      | 0.0           | -               | -                      | -                      |
| 0.1476  | 6690      | 0.0001        | -               | -                      | -                      |
| 0.1478  | 6700      | 0.0           | -               | -                      | -                      |
| 0.1480  | 6710      | 0.0           | -               | -                      | -                      |
| 0.1482  | 6720      | 0.0           | -               | -                      | -                      |
| 0.1484  | 6730      | 0.0           | -               | -                      | -                      |
| 0.1487  | 6740      | 0.0001        | -               | -                      | -                      |
| 0.1489  | 6750      | 0.0           | -               | -                      | -                      |
| 0.1491  | 6760      | 0.0           | -               | -                      | -                      |
| 0.1493  | 6770      | 0.0           | -               | -                      | -                      |
| 0.1495  | 6780      | 0.0           | -               | -                      | -                      |
| 0.1498  | 6790      | 0.0           | -               | -                      | -                      |
| 0.1500  | 6800      | 0.0           | -               | -                      | -                      |
| 0.1502  | 6810      | 0.0           | -               | -                      | -                      |
| 0.1504  | 6820      | 0.0           | -               | -                      | -                      |
| 0.1506  | 6830      | 0.0727        | -               | -                      | -                      |
| 0.1509  | 6840      | 0.0           | -               | -                      | -                      |
| 0.1511  | 6850      | 0.0           | -               | -                      | -                      |
| 0.1513  | 6860      | 0.0           | -               | -                      | -                      |
| 0.1515  | 6870      | 0.0           | -               | -                      | -                      |
| 0.1518  | 6880      | 0.0           | -               | -                      | -                      |
| 0.1520  | 6890      | 0.002         | -               | -                      | -                      |
| 0.1522  | 6900      | 0.0014        | -               | -                      | -                      |
| 0.1524  | 6910      | 0.0001        | -               | -                      | -                      |
| 0.1526  | 6920      | 0.0001        | -               | -                      | -                      |
| 0.1529  | 6930      | 0.0           | -               | -                      | -                      |
| 0.1531  | 6940      | 0.0           | -               | -                      | -                      |
| 0.1533  | 6950      | 0.0002        | -               | -                      | -                      |
| 0.1535  | 6960      | 0.0           | -               | -                      | -                      |
| 0.1537  | 6970      | 0.0           | -               | -                      | -                      |
| 0.1540  | 6980      | 0.0           | -               | -                      | -                      |
| 0.1542  | 6990      | 0.0           | -               | -                      | -                      |
| 0.1544  | 7000      | 0.0           | -               | -                      | -                      |
| 0.1546  | 7010      | 0.0           | -               | -                      | -                      |
| 0.1548  | 7020      | 0.0           | -               | -                      | -                      |
| 0.1551  | 7030      | 0.0           | -               | -                      | -                      |
| 0.1553  | 7040      | 0.0           | -               | -                      | -                      |
| 0.1555  | 7050      | 0.0           | -               | -                      | -                      |
| 0.1557  | 7060      | 0.0           | -               | -                      | -                      |
| 0.1559  | 7070      | 0.0           | -               | -                      | -                      |
| 0.1562  | 7080      | 0.0006        | -               | -                      | -                      |
| 0.1564  | 7090      | 0.0           | -               | -                      | -                      |
| 0.1566  | 7100      | 0.0001        | -               | -                      | -                      |
| 0.1568  | 7110      | 0.0003        | -               | -                      | -                      |
| 0.1570  | 7120      | 0.0           | -               | -                      | -                      |
| 0.1573  | 7130      | 0.0           | -               | -                      | -                      |
| 0.1575  | 7140      | 0.0           | -               | -                      | -                      |
| 0.1577  | 7150      | 0.0001        | -               | -                      | -                      |
| 0.1579  | 7160      | 0.0           | -               | -                      | -                      |
| 0.1581  | 7170      | 0.0           | -               | -                      | -                      |
| 0.1584  | 7180      | 0.0           | -               | -                      | -                      |
| 0.1586  | 7190      | 0.0           | -               | -                      | -                      |
| 0.1588  | 7200      | 0.0           | -               | -                      | -                      |
| 0.1590  | 7210      | 0.0           | -               | -                      | -                      |
| 0.1593  | 7220      | 0.0           | -               | -                      | -                      |
| 0.1595  | 7230      | 0.0           | -               | -                      | -                      |
| 0.1597  | 7240      | 0.0           | -               | -                      | -                      |
| 0.1599  | 7250      | 0.0           | -               | -                      | -                      |
| 0.1601  | 7260      | 0.0           | -               | -                      | -                      |
| 0.1604  | 7270      | 0.0           | -               | -                      | -                      |
| 0.1606  | 7280      | 0.0           | -               | -                      | -                      |
| 0.1608  | 7290      | 0.0           | -               | -                      | -                      |
| 0.1610  | 7300      | 0.0           | -               | -                      | -                      |
| 0.1612  | 7310      | 0.0           | -               | -                      | -                      |
| 0.1615  | 7320      | 0.0           | -               | -                      | -                      |
| 0.1617  | 7330      | 0.0           | -               | -                      | -                      |
| 0.1619  | 7340      | 0.0           | -               | -                      | -                      |
| 0.1621  | 7350      | 0.0004        | -               | -                      | -                      |
| 0.1623  | 7360      | 0.0001        | -               | -                      | -                      |
| 0.1626  | 7370      | 0.0           | -               | -                      | -                      |
| 0.1628  | 7380      | 0.0           | -               | -                      | -                      |
| 0.1630  | 7390      | 0.0           | -               | -                      | -                      |
| 0.1632  | 7400      | 0.0001        | -               | -                      | -                      |
| 0.1634  | 7410      | 0.0002        | -               | -                      | -                      |
| 0.1637  | 7420      | 0.0           | -               | -                      | -                      |
| 0.1639  | 7430      | 0.0           | -               | -                      | -                      |
| 0.1641  | 7440      | 0.0136        | -               | -                      | -                      |
| 0.1643  | 7450      | 0.0003        | -               | -                      | -                      |
| 0.1645  | 7460      | 0.0004        | -               | -                      | -                      |
| 0.1648  | 7470      | 0.0           | -               | -                      | -                      |
| 0.1650  | 7480      | 0.0           | -               | -                      | -                      |
| 0.1652  | 7490      | 0.0           | -               | -                      | -                      |
| 0.1654  | 7500      | 0.0           | -               | -                      | -                      |
| 0.1656  | 7510      | 0.0           | -               | -                      | -                      |
| 0.1659  | 7520      | 0.0           | -               | -                      | -                      |
| 0.1661  | 7530      | 0.0           | -               | -                      | -                      |
| 0.1663  | 7540      | 0.0           | -               | -                      | -                      |
| 0.1665  | 7550      | 0.0           | -               | -                      | -                      |
| 0.1667  | 7560      | 0.0           | -               | -                      | -                      |
| 0.1670  | 7570      | 0.0216        | -               | -                      | -                      |
| 0.1672  | 7580      | 0.0           | -               | -                      | -                      |
| 0.1674  | 7590      | 0.0001        | -               | -                      | -                      |
| 0.1676  | 7600      | 0.0           | -               | -                      | -                      |
| 0.1679  | 7610      | 0.0           | -               | -                      | -                      |
| 0.1681  | 7620      | 0.0           | -               | -                      | -                      |
| 0.1683  | 7630      | 0.0001        | -               | -                      | -                      |
| 0.1685  | 7640      | 0.0           | -               | -                      | -                      |
| 0.1687  | 7650      | 0.0           | -               | -                      | -                      |
| 0.1690  | 7660      | 0.0           | -               | -                      | -                      |
| 0.1692  | 7670      | 0.0           | -               | -                      | -                      |
| 0.1694  | 7680      | 0.0           | -               | -                      | -                      |
| 0.1696  | 7690      | 0.0           | -               | -                      | -                      |
| 0.1698  | 7700      | 0.0           | -               | -                      | -                      |
| 0.1701  | 7710      | 0.0           | -               | -                      | -                      |
| 0.1703  | 7720      | 0.0           | -               | -                      | -                      |
| 0.1705  | 7730      | 0.0           | -               | -                      | -                      |
| 0.1707  | 7740      | 0.0           | -               | -                      | -                      |
| 0.1709  | 7750      | 0.0           | -               | -                      | -                      |
| 0.1712  | 7760      | 0.0           | -               | -                      | -                      |
| 0.1714  | 7770      | 0.0           | -               | -                      | -                      |
| 0.1716  | 7780      | 0.0           | -               | -                      | -                      |
| 0.1718  | 7790      | 0.0001        | -               | -                      | -                      |
| 0.1720  | 7800      | 0.0           | -               | -                      | -                      |
| 0.1723  | 7810      | 0.0           | -               | -                      | -                      |
| 0.1725  | 7820      | 0.0002        | -               | -                      | -                      |
| 0.1727  | 7830      | 0.0           | -               | -                      | -                      |
| 0.1729  | 7840      | 0.0           | -               | -                      | -                      |
| 0.1731  | 7850      | 0.0           | -               | -                      | -                      |
| 0.1734  | 7860      | 0.0           | -               | -                      | -                      |
| 0.1736  | 7870      | 0.0           | -               | -                      | -                      |
| 0.1738  | 7880      | 0.0           | -               | -                      | -                      |
| 0.1740  | 7890      | 0.0           | -               | -                      | -                      |
| 0.1742  | 7900      | 0.0           | -               | -                      | -                      |
| 0.1745  | 7910      | 0.0           | -               | -                      | -                      |
| 0.1747  | 7920      | 0.0001        | -               | -                      | -                      |
| 0.1749  | 7930      | 0.0003        | -               | -                      | -                      |
| 0.1751  | 7940      | 0.0           | -               | -                      | -                      |
| 0.1754  | 7950      | 0.0           | -               | -                      | -                      |
| 0.1756  | 7960      | 0.0004        | -               | -                      | -                      |
| 0.1758  | 7970      | 0.0           | -               | -                      | -                      |
| 0.1760  | 7980      | 0.0           | -               | -                      | -                      |
| 0.1762  | 7990      | 0.0001        | -               | -                      | -                      |
| 0.1765  | 8000      | 0.0           | -               | -                      | -                      |
| 0.1767  | 8010      | 0.0           | -               | -                      | -                      |
| 0.1769  | 8020      | 0.0001        | -               | -                      | -                      |
| 0.1771  | 8030      | 0.0           | -               | -                      | -                      |
| 0.1773  | 8040      | 0.0           | -               | -                      | -                      |
| 0.1776  | 8050      | 0.0           | -               | -                      | -                      |
| 0.1778  | 8060      | 0.0001        | -               | -                      | -                      |
| 0.1780  | 8070      | 0.0           | -               | -                      | -                      |
| 0.1782  | 8080      | 0.0           | -               | -                      | -                      |
| 0.1784  | 8090      | 0.0           | -               | -                      | -                      |
| 0.1787  | 8100      | 0.0           | -               | -                      | -                      |
| 0.1789  | 8110      | 0.0           | -               | -                      | -                      |
| 0.1791  | 8120      | 0.0           | -               | -                      | -                      |
| 0.1793  | 8130      | 0.0           | -               | -                      | -                      |
| 0.1795  | 8140      | 0.0001        | -               | -                      | -                      |
| 0.1798  | 8150      | 0.0           | -               | -                      | -                      |
| 0.1800  | 8160      | 0.0           | -               | -                      | -                      |
| 0.1802  | 8170      | 0.0           | -               | -                      | -                      |
| 0.1804  | 8180      | 0.0           | -               | -                      | -                      |
| 0.1806  | 8190      | 0.0           | -               | -                      | -                      |
| 0.1809  | 8200      | 0.0           | -               | -                      | -                      |
| 0.1811  | 8210      | 0.0           | -               | -                      | -                      |
| 0.1813  | 8220      | 0.0           | -               | -                      | -                      |
| 0.1815  | 8230      | 0.0           | -               | -                      | -                      |
| 0.1817  | 8240      | 0.0           | -               | -                      | -                      |
| 0.1820  | 8250      | 0.0           | -               | -                      | -                      |
| 0.1822  | 8260      | 0.0           | -               | -                      | -                      |
| 0.1824  | 8270      | 0.0           | -               | -                      | -                      |
| 0.1826  | 8280      | 0.0           | -               | -                      | -                      |
| 0.1829  | 8290      | 0.0           | -               | -                      | -                      |
| 0.1831  | 8300      | 0.0           | -               | -                      | -                      |
| 0.1833  | 8310      | 0.0           | -               | -                      | -                      |
| 0.1835  | 8320      | 0.0           | -               | -                      | -                      |
| 0.1837  | 8330      | 0.0           | -               | -                      | -                      |
| 0.1840  | 8340      | 0.0           | -               | -                      | -                      |
| 0.1842  | 8350      | 0.0           | -               | -                      | -                      |
| 0.1844  | 8360      | 0.0           | -               | -                      | -                      |
| 0.1846  | 8370      | 0.0           | -               | -                      | -                      |
| 0.1848  | 8380      | 0.0           | -               | -                      | -                      |
| 0.1851  | 8390      | 0.0           | -               | -                      | -                      |
| 0.1853  | 8400      | 0.0           | -               | -                      | -                      |
| 0.1855  | 8410      | 0.0           | -               | -                      | -                      |
| 0.1857  | 8420      | 0.0           | -               | -                      | -                      |
| 0.1859  | 8430      | 0.0           | -               | -                      | -                      |
| 0.1862  | 8440      | 0.0           | -               | -                      | -                      |
| 0.1864  | 8450      | 0.0           | -               | -                      | -                      |
| 0.1866  | 8460      | 0.0           | -               | -                      | -                      |
| 0.1868  | 8470      | 0.0002        | -               | -                      | -                      |
| 0.1870  | 8480      | 0.0           | -               | -                      | -                      |
| 0.1873  | 8490      | 0.0           | -               | -                      | -                      |
| 0.1875  | 8500      | 0.0           | -               | -                      | -                      |
| 0.1877  | 8510      | 0.0           | -               | -                      | -                      |
| 0.1879  | 8520      | 0.0           | -               | -                      | -                      |
| 0.1881  | 8530      | 0.0           | -               | -                      | -                      |
| 0.1884  | 8540      | 0.0           | -               | -                      | -                      |
| 0.1886  | 8550      | 0.0           | -               | -                      | -                      |
| 0.1888  | 8560      | 0.0           | -               | -                      | -                      |
| 0.1890  | 8570      | 0.0           | -               | -                      | -                      |
| 0.1892  | 8580      | 0.0           | -               | -                      | -                      |
| 0.1895  | 8590      | 0.0001        | -               | -                      | -                      |
| 0.1897  | 8600      | 0.0           | -               | -                      | -                      |
| 0.1899  | 8610      | 0.0           | -               | -                      | -                      |
| 0.1901  | 8620      | 0.0           | -               | -                      | -                      |
| 0.1904  | 8630      | 0.0           | -               | -                      | -                      |
| 0.1906  | 8640      | 0.0           | -               | -                      | -                      |
| 0.1908  | 8650      | 0.0           | -               | -                      | -                      |
| 0.1910  | 8660      | 0.0           | -               | -                      | -                      |
| 0.1912  | 8670      | 0.0           | -               | -                      | -                      |
| 0.1915  | 8680      | 0.0           | -               | -                      | -                      |
| 0.1917  | 8690      | 0.0           | -               | -                      | -                      |
| 0.1919  | 8700      | 0.0           | -               | -                      | -                      |
| 0.1921  | 8710      | 0.0           | -               | -                      | -                      |
| 0.1923  | 8720      | 0.0           | -               | -                      | -                      |
| 0.1926  | 8730      | 0.0           | -               | -                      | -                      |
| 0.1928  | 8740      | 0.0           | -               | -                      | -                      |
| 0.1930  | 8750      | 0.0           | -               | -                      | -                      |
| 0.1932  | 8760      | 0.0           | -               | -                      | -                      |
| 0.1934  | 8770      | 0.0           | -               | -                      | -                      |
| 0.1937  | 8780      | 0.0           | -               | -                      | -                      |
| 0.1939  | 8790      | 0.0           | -               | -                      | -                      |
| 0.1941  | 8800      | 0.0           | -               | -                      | -                      |
| 0.1943  | 8810      | 0.0           | -               | -                      | -                      |
| 0.1945  | 8820      | 0.0002        | -               | -                      | -                      |
| 0.1948  | 8830      | 0.0           | -               | -                      | -                      |
| 0.1950  | 8840      | 0.0           | -               | -                      | -                      |
| 0.1952  | 8850      | 0.0           | -               | -                      | -                      |
| 0.1954  | 8860      | 0.0           | -               | -                      | -                      |
| 0.1956  | 8870      | 0.0111        | -               | -                      | -                      |
| 0.1959  | 8880      | 0.0           | -               | -                      | -                      |
| 0.1961  | 8890      | 0.0002        | -               | -                      | -                      |
| 0.1963  | 8900      | 0.0           | -               | -                      | -                      |
| 0.1965  | 8910      | 0.0           | -               | -                      | -                      |
| 0.1967  | 8920      | 0.0           | -               | -                      | -                      |
| 0.1970  | 8930      | 0.0           | -               | -                      | -                      |
| 0.1972  | 8940      | 0.0           | -               | -                      | -                      |
| 0.1974  | 8950      | 0.0           | -               | -                      | -                      |
| 0.1976  | 8960      | 0.0           | -               | -                      | -                      |
| 0.1978  | 8970      | 0.0           | -               | -                      | -                      |
| 0.1981  | 8980      | 0.0           | -               | -                      | -                      |
| 0.1983  | 8990      | 0.0           | -               | -                      | -                      |
| 0.1985  | 9000      | 0.0           | -               | -                      | -                      |
| 0.1987  | 9010      | 0.0           | -               | -                      | -                      |
| 0.1990  | 9020      | 0.0           | -               | -                      | -                      |
| 0.1992  | 9030      | 0.0           | -               | -                      | -                      |
| 0.1994  | 9040      | 0.0001        | -               | -                      | -                      |
| 0.1996  | 9050      | 0.0           | -               | -                      | -                      |
| 0.1998  | 9060      | 0.0           | -               | -                      | -                      |
| 0.2001  | 9070      | 0.0           | -               | -                      | -                      |
| 0.2003  | 9080      | 0.0           | -               | -                      | -                      |
| 0.2005  | 9090      | 0.0           | -               | -                      | -                      |
| 0.2007  | 9100      | 0.0           | -               | -                      | -                      |
| 0.2009  | 9110      | 0.0           | -               | -                      | -                      |
| 0.2012  | 9120      | 0.0           | -               | -                      | -                      |
| 0.2014  | 9130      | 0.0001        | -               | -                      | -                      |
| 0.2016  | 9140      | 0.0           | -               | -                      | -                      |
| 0.2018  | 9150      | 0.0021        | -               | -                      | -                      |
| 0.2020  | 9160      | 0.0           | -               | -                      | -                      |
| 0.2023  | 9170      | 0.0003        | -               | -                      | -                      |
| 0.2025  | 9180      | 0.0001        | -               | -                      | -                      |
| 0.2027  | 9190      | 0.0001        | -               | -                      | -                      |
| 0.2029  | 9200      | 0.0           | -               | -                      | -                      |
| 0.2031  | 9210      | 0.0           | -               | -                      | -                      |
| 0.2034  | 9220      | 0.0           | -               | -                      | -                      |
| 0.2036  | 9230      | 0.0           | -               | -                      | -                      |
| 0.2038  | 9240      | 0.0           | -               | -                      | -                      |
| 0.2040  | 9250      | 0.0001        | -               | -                      | -                      |
| 0.2042  | 9260      | 0.0           | -               | -                      | -                      |
| 0.2045  | 9270      | 0.0           | -               | -                      | -                      |
| 0.2047  | 9280      | 0.0           | -               | -                      | -                      |
| 0.2049  | 9290      | 0.0007        | -               | -                      | -                      |
| 0.2051  | 9300      | 0.0           | -               | -                      | -                      |
| 0.2053  | 9310      | 0.0           | -               | -                      | -                      |
| 0.2056  | 9320      | 0.0032        | -               | -                      | -                      |
| 0.2058  | 9330      | 0.0001        | -               | -                      | -                      |
| 0.2060  | 9340      | 0.0003        | -               | -                      | -                      |
| 0.2062  | 9350      | 0.0           | -               | -                      | -                      |
| 0.2065  | 9360      | 0.0001        | -               | -                      | -                      |
| 0.2067  | 9370      | 0.0024        | -               | -                      | -                      |
| 0.2069  | 9380      | 0.0098        | -               | -                      | -                      |
| 0.2071  | 9390      | 0.0           | -               | -                      | -                      |
| 0.2073  | 9400      | 0.0001        | -               | -                      | -                      |
| 0.2076  | 9410      | 0.0           | -               | -                      | -                      |
| 0.2078  | 9420      | 0.0568        | -               | -                      | -                      |
| 0.2080  | 9430      | 0.0001        | -               | -                      | -                      |
| 0.2082  | 9440      | 0.0001        | -               | -                      | -                      |
| 0.2084  | 9450      | 0.0           | -               | -                      | -                      |
| 0.2087  | 9460      | 0.0001        | -               | -                      | -                      |
| 0.2089  | 9470      | 0.0           | -               | -                      | -                      |
| 0.2091  | 9480      | 0.0001        | -               | -                      | -                      |
| 0.2093  | 9490      | 0.0           | -               | -                      | -                      |
| 0.2095  | 9500      | 0.0           | -               | -                      | -                      |
| 0.2098  | 9510      | 0.0           | -               | -                      | -                      |
| 0.2100  | 9520      | 0.0           | -               | -                      | -                      |
| 0.2102  | 9530      | 0.0           | -               | -                      | -                      |
| 0.2104  | 9540      | 0.0           | -               | -                      | -                      |
| 0.2106  | 9550      | 0.0           | -               | -                      | -                      |
| 0.2109  | 9560      | 0.0           | -               | -                      | -                      |
| 0.2111  | 9570      | 0.0           | -               | -                      | -                      |
| 0.2113  | 9580      | 0.0           | -               | -                      | -                      |
| 0.2115  | 9590      | 0.0           | -               | -                      | -                      |
| 0.2117  | 9600      | 0.0           | -               | -                      | -                      |
| 0.2120  | 9610      | 0.0           | -               | -                      | -                      |
| 0.2122  | 9620      | 0.0           | -               | -                      | -                      |
| 0.2124  | 9630      | 0.0002        | -               | -                      | -                      |
| 0.2126  | 9640      | 0.0001        | -               | -                      | -                      |
| 0.2128  | 9650      | 0.0           | -               | -                      | -                      |
| 0.2131  | 9660      | 0.0           | -               | -                      | -                      |
| 0.2133  | 9670      | 0.0           | -               | -                      | -                      |
| 0.2135  | 9680      | 0.0002        | -               | -                      | -                      |
| 0.2137  | 9690      | 0.0           | -               | -                      | -                      |
| 0.2140  | 9700      | 0.0001        | -               | -                      | -                      |
| 0.2142  | 9710      | 0.052         | -               | -                      | -                      |
| 0.2144  | 9720      | 0.0           | -               | -                      | -                      |
| 0.2146  | 9730      | 0.0           | -               | -                      | -                      |
| 0.2148  | 9740      | 0.0001        | -               | -                      | -                      |
| 0.2151  | 9750      | 0.0           | -               | -                      | -                      |
| 0.2153  | 9760      | 0.0001        | -               | -                      | -                      |
| 0.2155  | 9770      | 0.0           | -               | -                      | -                      |
| 0.2157  | 9780      | 0.0005        | -               | -                      | -                      |
| 0.2159  | 9790      | 0.0           | -               | -                      | -                      |
| 0.2162  | 9800      | 0.0           | -               | -                      | -                      |
| 0.2164  | 9810      | 0.0           | -               | -                      | -                      |
| 0.2166  | 9820      | 0.0           | -               | -                      | -                      |
| 0.2168  | 9830      | 0.0           | -               | -                      | -                      |
| 0.2170  | 9840      | 0.0           | -               | -                      | -                      |
| 0.2173  | 9850      | 0.0           | -               | -                      | -                      |
| 0.2175  | 9860      | 0.0002        | -               | -                      | -                      |
| 0.2177  | 9870      | 0.0008        | -               | -                      | -                      |
| 0.2179  | 9880      | 0.0005        | -               | -                      | -                      |
| 0.2181  | 9890      | 0.0003        | -               | -                      | -                      |
| 0.2184  | 9900      | 0.0           | -               | -                      | -                      |
| 0.2186  | 9910      | 0.0           | -               | -                      | -                      |
| 0.2188  | 9920      | 0.0           | -               | -                      | -                      |
| 0.2190  | 9930      | 0.0           | -               | -                      | -                      |
| 0.2192  | 9940      | 0.0002        | -               | -                      | -                      |
| 0.2195  | 9950      | 0.0           | -               | -                      | -                      |
| 0.2197  | 9960      | 0.0           | -               | -                      | -                      |
| 0.2199  | 9970      | 0.0           | -               | -                      | -                      |
| 0.2201  | 9980      | 0.0           | -               | -                      | -                      |
| 0.2203  | 9990      | 0.0           | -               | -                      | -                      |
| 0.2206  | 10000     | 0.0           | -               | -                      | -                      |
| 0.2208  | 10010     | 0.0           | -               | -                      | -                      |
| 0.2210  | 10020     | 0.0           | -               | -                      | -                      |
| 0.2212  | 10030     | 0.0           | -               | -                      | -                      |
| 0.2215  | 10040     | 0.0           | -               | -                      | -                      |
| 0.2217  | 10050     | 0.0           | -               | -                      | -                      |
| 0.2219  | 10060     | 0.0           | -               | -                      | -                      |
| 0.2221  | 10070     | 0.0           | -               | -                      | -                      |
| 0.2223  | 10080     | 0.0           | -               | -                      | -                      |
| 0.2226  | 10090     | 0.0           | -               | -                      | -                      |
| 0.2228  | 10100     | 0.0002        | -               | -                      | -                      |
| 0.2230  | 10110     | 0.0           | -               | -                      | -                      |
| 0.2232  | 10120     | 0.0           | -               | -                      | -                      |
| 0.2234  | 10130     | 0.0           | -               | -                      | -                      |
| 0.2237  | 10140     | 0.0           | -               | -                      | -                      |
| 0.2239  | 10150     | 0.0           | -               | -                      | -                      |
| 0.2241  | 10160     | 0.0           | -               | -                      | -                      |
| 0.2243  | 10170     | 0.0           | -               | -                      | -                      |
| 0.2245  | 10180     | 0.0           | -               | -                      | -                      |
| 0.2248  | 10190     | 0.0           | -               | -                      | -                      |
| 0.2250  | 10200     | 0.0           | -               | -                      | -                      |
| 0.2252  | 10210     | 0.0002        | -               | -                      | -                      |
| 0.2254  | 10220     | 0.0           | -               | -                      | -                      |
| 0.2256  | 10230     | 0.0           | -               | -                      | -                      |
| 0.2259  | 10240     | 0.0           | -               | -                      | -                      |
| 0.2261  | 10250     | 0.0           | -               | -                      | -                      |
| 0.2263  | 10260     | 0.0001        | -               | -                      | -                      |
| 0.2265  | 10270     | 0.0           | -               | -                      | -                      |
| 0.2267  | 10280     | 0.0004        | -               | -                      | -                      |
| 0.2270  | 10290     | 0.0           | -               | -                      | -                      |
| 0.2272  | 10300     | 0.0001        | -               | -                      | -                      |
| 0.2274  | 10310     | 0.0004        | -               | -                      | -                      |
| 0.2276  | 10320     | 0.0           | -               | -                      | -                      |
| 0.2278  | 10330     | 0.0           | -               | -                      | -                      |
| 0.2281  | 10340     | 0.0           | -               | -                      | -                      |
| 0.2283  | 10350     | 0.0           | -               | -                      | -                      |
| 0.2285  | 10360     | 0.0001        | -               | -                      | -                      |
| 0.2287  | 10370     | 0.0           | -               | -                      | -                      |
| 0.2289  | 10380     | 0.0           | -               | -                      | -                      |
| 0.2292  | 10390     | 0.0           | -               | -                      | -                      |
| 0.2294  | 10400     | 0.0           | -               | -                      | -                      |
| 0.2296  | 10410     | 0.0           | -               | -                      | -                      |
| 0.2298  | 10420     | 0.002         | -               | -                      | -                      |
| 0.2301  | 10430     | 0.0           | -               | -                      | -                      |
| 0.2303  | 10440     | 0.0002        | -               | -                      | -                      |
| 0.2305  | 10450     | 0.0           | -               | -                      | -                      |
| 0.2307  | 10460     | 0.0001        | -               | -                      | -                      |
| 0.2309  | 10470     | 0.0001        | -               | -                      | -                      |
| 0.2312  | 10480     | 0.0           | -               | -                      | -                      |
| 0.2314  | 10490     | 0.0           | -               | -                      | -                      |
| 0.2316  | 10500     | 0.0           | -               | -                      | -                      |
| 0.2318  | 10510     | 0.0           | -               | -                      | -                      |
| 0.2320  | 10520     | 0.0001        | -               | -                      | -                      |
| 0.2323  | 10530     | 0.0           | -               | -                      | -                      |
| 0.2325  | 10540     | 0.0001        | -               | -                      | -                      |
| 0.2327  | 10550     | 0.0           | -               | -                      | -                      |
| 0.2329  | 10560     | 0.0           | -               | -                      | -                      |
| 0.2331  | 10570     | 0.0           | -               | -                      | -                      |
| 0.2334  | 10580     | 0.0           | -               | -                      | -                      |
| 0.2336  | 10590     | 0.0           | -               | -                      | -                      |
| 0.2338  | 10600     | 0.0           | -               | -                      | -                      |
| 0.2340  | 10610     | 0.0002        | -               | -                      | -                      |
| 0.2342  | 10620     | 0.0004        | -               | -                      | -                      |
| 0.2345  | 10630     | 0.0           | -               | -                      | -                      |
| 0.2347  | 10640     | 0.0           | -               | -                      | -                      |
| 0.2349  | 10650     | 0.0           | -               | -                      | -                      |
| 0.2351  | 10660     | 0.0034        | -               | -                      | -                      |
| 0.2353  | 10670     | 0.0014        | -               | -                      | -                      |
| 0.2356  | 10680     | 0.0001        | -               | -                      | -                      |
| 0.2358  | 10690     | 0.0001        | -               | -                      | -                      |
| 0.2360  | 10700     | 0.0           | -               | -                      | -                      |
| 0.2362  | 10710     | 0.0           | -               | -                      | -                      |
| 0.2364  | 10720     | 0.0           | -               | -                      | -                      |
| 0.2367  | 10730     | 0.0           | -               | -                      | -                      |
| 0.2369  | 10740     | 0.0           | -               | -                      | -                      |
| 0.2371  | 10750     | 0.0           | -               | -                      | -                      |
| 0.2373  | 10760     | 0.0           | -               | -                      | -                      |
| 0.2376  | 10770     | 0.0           | -               | -                      | -                      |
| 0.2378  | 10780     | 0.0001        | -               | -                      | -                      |
| 0.2380  | 10790     | 0.0           | -               | -                      | -                      |
| 0.2382  | 10800     | 0.0           | -               | -                      | -                      |
| 0.2384  | 10810     | 0.0           | -               | -                      | -                      |
| 0.2387  | 10820     | 0.0           | -               | -                      | -                      |
| 0.2389  | 10830     | 0.0           | -               | -                      | -                      |
| 0.2391  | 10840     | 0.0           | -               | -                      | -                      |
| 0.2393  | 10850     | 0.0           | -               | -                      | -                      |
| 0.2395  | 10860     | 0.0           | -               | -                      | -                      |
| 0.2398  | 10870     | 0.0           | -               | -                      | -                      |
| 0.2400  | 10880     | 0.0           | -               | -                      | -                      |
| 0.2402  | 10890     | 0.0           | -               | -                      | -                      |
| 0.2404  | 10900     | 0.0           | -               | -                      | -                      |
| 0.2406  | 10910     | 0.0442        | -               | -                      | -                      |
| 0.2409  | 10920     | 0.0           | -               | -                      | -                      |
| 0.2411  | 10930     | 0.0           | -               | -                      | -                      |
| 0.2413  | 10940     | 0.0           | -               | -                      | -                      |
| 0.2415  | 10950     | 0.0           | -               | -                      | -                      |
| 0.2417  | 10960     | 0.0           | -               | -                      | -                      |
| 0.2420  | 10970     | 0.0           | -               | -                      | -                      |
| 0.2422  | 10980     | 0.0001        | -               | -                      | -                      |
| 0.2424  | 10990     | 0.0           | -               | -                      | -                      |
| 0.2426  | 11000     | 0.0           | -               | -                      | -                      |
| 0.2428  | 11010     | 0.0001        | -               | -                      | -                      |
| 0.2431  | 11020     | 0.0           | -               | -                      | -                      |
| 0.2433  | 11030     | 0.0           | -               | -                      | -                      |
| 0.2435  | 11040     | 0.0           | -               | -                      | -                      |
| 0.2437  | 11050     | 0.0           | -               | -                      | -                      |
| 0.2439  | 11060     | 0.0           | -               | -                      | -                      |
| 0.2442  | 11070     | 0.0           | -               | -                      | -                      |
| 0.2444  | 11080     | 0.0           | -               | -                      | -                      |
| 0.2446  | 11090     | 0.0           | -               | -                      | -                      |
| 0.2448  | 11100     | 0.0001        | -               | -                      | -                      |
| 0.2451  | 11110     | 0.0           | -               | -                      | -                      |
| 0.2453  | 11120     | 0.0           | -               | -                      | -                      |
| 0.2455  | 11130     | 0.0           | -               | -                      | -                      |
| 0.2457  | 11140     | 0.0           | -               | -                      | -                      |
| 0.2459  | 11150     | 0.0           | -               | -                      | -                      |
| 0.2462  | 11160     | 0.0002        | -               | -                      | -                      |
| 0.2464  | 11170     | 0.0           | -               | -                      | -                      |
| 0.2466  | 11180     | 0.0           | -               | -                      | -                      |
| 0.2468  | 11190     | 0.0           | -               | -                      | -                      |
| 0.2470  | 11200     | 0.0           | -               | -                      | -                      |
| 0.2473  | 11210     | 0.0004        | -               | -                      | -                      |
| 0.2475  | 11220     | 0.0004        | -               | -                      | -                      |
| 0.2477  | 11230     | 0.0001        | -               | -                      | -                      |
| 0.2479  | 11240     | 0.0           | -               | -                      | -                      |
| 0.2481  | 11250     | 0.0           | -               | -                      | -                      |
| 0.2484  | 11260     | 0.0           | -               | -                      | -                      |
| 0.2486  | 11270     | 0.0           | -               | -                      | -                      |
| 0.2488  | 11280     | 0.0           | -               | -                      | -                      |
| 0.2490  | 11290     | 0.0           | -               | -                      | -                      |
| 0.2492  | 11300     | 0.0           | -               | -                      | -                      |
| 0.2495  | 11310     | 0.0           | -               | -                      | -                      |
| 0.2497  | 11320     | 0.0           | -               | -                      | -                      |
| 0.2499  | 11330     | 0.0           | -               | -                      | -                      |
| 0.2501  | 11340     | 0.0           | -               | -                      | -                      |
| 0.2503  | 11350     | 0.0001        | -               | -                      | -                      |
| 0.2506  | 11360     | 0.0           | -               | -                      | -                      |
| 0.2508  | 11370     | 0.0           | -               | -                      | -                      |
| 0.2510  | 11380     | 0.0           | -               | -                      | -                      |
| 0.2512  | 11390     | 0.0           | -               | -                      | -                      |
| 0.2514  | 11400     | 0.0           | -               | -                      | -                      |
| 0.2517  | 11410     | 0.0           | -               | -                      | -                      |
| 0.2519  | 11420     | 0.0001        | -               | -                      | -                      |
| 0.2521  | 11430     | 0.0477        | -               | -                      | -                      |
| 0.2523  | 11440     | 0.0           | -               | -                      | -                      |
| 0.2526  | 11450     | 0.0           | -               | -                      | -                      |
| 0.2528  | 11460     | 0.0           | -               | -                      | -                      |
| 0.2530  | 11470     | 0.0           | -               | -                      | -                      |
| 0.2532  | 11480     | 0.0           | -               | -                      | -                      |
| 0.2534  | 11490     | 0.0001        | -               | -                      | -                      |
| 0.2537  | 11500     | 0.0           | -               | -                      | -                      |
| 0.2539  | 11510     | 0.0           | -               | -                      | -                      |
| 0.2541  | 11520     | 0.0           | -               | -                      | -                      |
| 0.2543  | 11530     | 0.0           | -               | -                      | -                      |
| 0.2545  | 11540     | 0.0           | -               | -                      | -                      |
| 0.2548  | 11550     | 0.0           | -               | -                      | -                      |
| 0.2550  | 11560     | 0.0           | -               | -                      | -                      |
| 0.2552  | 11570     | 0.0           | -               | -                      | -                      |
| 0.2554  | 11580     | 0.0           | -               | -                      | -                      |
| 0.2556  | 11590     | 0.0           | -               | -                      | -                      |
| 0.2559  | 11600     | 0.0           | -               | -                      | -                      |
| 0.2561  | 11610     | 0.0           | -               | -                      | -                      |
| 0.2563  | 11620     | 0.0           | -               | -                      | -                      |
| 0.2565  | 11630     | 0.0           | -               | -                      | -                      |
| 0.2567  | 11640     | 0.0           | -               | -                      | -                      |
| 0.2570  | 11650     | 0.0001        | -               | -                      | -                      |
| 0.2572  | 11660     | 0.0           | -               | -                      | -                      |
| 0.2574  | 11670     | 0.0           | -               | -                      | -                      |
| 0.2576  | 11680     | 0.0           | -               | -                      | -                      |
| 0.2578  | 11690     | 0.0           | -               | -                      | -                      |
| 0.2581  | 11700     | 0.0           | -               | -                      | -                      |
| 0.2583  | 11710     | 0.0           | -               | -                      | -                      |
| 0.2585  | 11720     | 0.0           | -               | -                      | -                      |
| 0.2587  | 11730     | 0.0           | -               | -                      | -                      |
| 0.2589  | 11740     | 0.0           | -               | -                      | -                      |
| 0.2592  | 11750     | 0.0162        | -               | -                      | -                      |
| 0.2594  | 11760     | 0.0001        | -               | -                      | -                      |
| 0.2596  | 11770     | 0.0001        | -               | -                      | -                      |
| 0.2598  | 11780     | 0.0001        | -               | -                      | -                      |
| 0.2600  | 11790     | 0.0           | -               | -                      | -                      |
| 0.2603  | 11800     | 0.0           | -               | -                      | -                      |
| 0.2605  | 11810     | 0.0012        | -               | -                      | -                      |
| 0.2607  | 11820     | 0.0001        | -               | -                      | -                      |
| 0.2609  | 11830     | 0.0001        | -               | -                      | -                      |
| 0.2612  | 11840     | 0.0           | -               | -                      | -                      |
| 0.2614  | 11850     | 0.0001        | -               | -                      | -                      |
| 0.2616  | 11860     | 0.0           | -               | -                      | -                      |
| 0.2618  | 11870     | 0.0           | -               | -                      | -                      |
| 0.2620  | 11880     | 0.0           | -               | -                      | -                      |
| 0.2623  | 11890     | 0.0           | -               | -                      | -                      |
| 0.2625  | 11900     | 0.0           | -               | -                      | -                      |
| 0.2627  | 11910     | 0.0           | -               | -                      | -                      |
| 0.2629  | 11920     | 0.0           | -               | -                      | -                      |
| 0.2631  | 11930     | 0.0           | -               | -                      | -                      |
| 0.2634  | 11940     | 0.0           | -               | -                      | -                      |
| 0.2636  | 11950     | 0.0           | -               | -                      | -                      |
| 0.2638  | 11960     | 0.0           | -               | -                      | -                      |
| 0.2640  | 11970     | 0.0001        | -               | -                      | -                      |
| 0.2642  | 11980     | 0.0           | -               | -                      | -                      |
| 0.2645  | 11990     | 0.0           | -               | -                      | -                      |
| 0.2647  | 12000     | 0.0025        | -               | -                      | -                      |
| 0.2649  | 12010     | 0.0           | -               | -                      | -                      |
| 0.2651  | 12020     | 0.0002        | -               | -                      | -                      |
| 0.2653  | 12030     | 0.0           | -               | -                      | -                      |
| 0.2656  | 12040     | 0.0           | -               | -                      | -                      |
| 0.2658  | 12050     | 0.0001        | -               | -                      | -                      |
| 0.2660  | 12060     | 0.0001        | -               | -                      | -                      |
| 0.2662  | 12070     | 0.0           | -               | -                      | -                      |
| 0.2664  | 12080     | 0.0           | -               | -                      | -                      |
| 0.2667  | 12090     | 0.0001        | -               | -                      | -                      |
| 0.2669  | 12100     | 0.0002        | -               | -                      | -                      |
| 0.2671  | 12110     | 0.0           | -               | -                      | -                      |
| 0.2673  | 12120     | 0.0001        | -               | -                      | -                      |
| 0.2675  | 12130     | 0.0           | -               | -                      | -                      |
| 0.2678  | 12140     | 0.0           | -               | -                      | -                      |
| 0.2680  | 12150     | 0.0           | -               | -                      | -                      |
| 0.2682  | 12160     | 0.0           | -               | -                      | -                      |
| 0.2684  | 12170     | 0.0           | -               | -                      | -                      |
| 0.2687  | 12180     | 0.0144        | -               | -                      | -                      |
| 0.2689  | 12190     | 0.0001        | -               | -                      | -                      |
| 0.2691  | 12200     | 0.0003        | -               | -                      | -                      |
| 0.2693  | 12210     | 0.0           | -               | -                      | -                      |
| 0.2695  | 12220     | 0.0           | -               | -                      | -                      |
| 0.2698  | 12230     | 0.0           | -               | -                      | -                      |
| 0.2700  | 12240     | 0.013         | -               | -                      | -                      |
| 0.2702  | 12250     | 0.0           | -               | -                      | -                      |
| 0.2704  | 12260     | 0.0           | -               | -                      | -                      |
| 0.2706  | 12270     | 0.0002        | -               | -                      | -                      |
| 0.2709  | 12280     | 0.0           | -               | -                      | -                      |
| 0.2711  | 12290     | 0.0           | -               | -                      | -                      |
| 0.2713  | 12300     | 0.0           | -               | -                      | -                      |
| 0.2715  | 12310     | 0.0           | -               | -                      | -                      |
| 0.2717  | 12320     | 0.0           | -               | -                      | -                      |
| 0.2720  | 12330     | 0.0           | -               | -                      | -                      |
| 0.2722  | 12340     | 0.0           | -               | -                      | -                      |
| 0.2724  | 12350     | 0.0002        | -               | -                      | -                      |
| 0.2726  | 12360     | 0.0           | -               | -                      | -                      |
| 0.2728  | 12370     | 0.0           | -               | -                      | -                      |
| 0.2731  | 12380     | 0.0           | -               | -                      | -                      |
| 0.2733  | 12390     | 0.0           | -               | -                      | -                      |
| 0.2735  | 12400     | 0.0           | -               | -                      | -                      |
| 0.2737  | 12410     | 0.0           | -               | -                      | -                      |
| 0.2739  | 12420     | 0.0           | -               | -                      | -                      |
| 0.2742  | 12430     | 0.0           | -               | -                      | -                      |
| 0.2744  | 12440     | 0.0           | -               | -                      | -                      |
| 0.2746  | 12450     | 0.0002        | -               | -                      | -                      |
| 0.2748  | 12460     | 0.0           | -               | -                      | -                      |
| 0.2750  | 12470     | 0.0           | -               | -                      | -                      |
| 0.2753  | 12480     | 0.0           | -               | -                      | -                      |
| 0.2755  | 12490     | 0.0           | -               | -                      | -                      |
| 0.2757  | 12500     | 0.0           | -               | -                      | -                      |
| 0.2759  | 12510     | 0.0           | -               | -                      | -                      |
| 0.2762  | 12520     | 0.0           | -               | -                      | -                      |
| 0.2764  | 12530     | 0.0           | -               | -                      | -                      |
| 0.2766  | 12540     | 0.0           | -               | -                      | -                      |
| 0.2768  | 12550     | 0.0           | -               | -                      | -                      |
| 0.2770  | 12560     | 0.0           | -               | -                      | -                      |
| 0.2773  | 12570     | 0.0           | -               | -                      | -                      |
| 0.2775  | 12580     | 0.0           | -               | -                      | -                      |
| 0.2777  | 12590     | 0.0           | -               | -                      | -                      |
| 0.2779  | 12600     | 0.0           | -               | -                      | -                      |
| 0.2781  | 12610     | 0.0           | -               | -                      | -                      |
| 0.2784  | 12620     | 0.0           | -               | -                      | -                      |
| 0.2786  | 12630     | 0.0           | -               | -                      | -                      |
| 0.2788  | 12640     | 0.0           | -               | -                      | -                      |
| 0.2790  | 12650     | 0.0           | -               | -                      | -                      |
| 0.2792  | 12660     | 0.0           | -               | -                      | -                      |
| 0.2795  | 12670     | 0.0           | -               | -                      | -                      |
| 0.2797  | 12680     | 0.0           | -               | -                      | -                      |
| 0.2799  | 12690     | 0.0           | -               | -                      | -                      |
| 0.2801  | 12700     | 0.0           | -               | -                      | -                      |
| 0.2803  | 12710     | 0.0           | -               | -                      | -                      |
| 0.2806  | 12720     | 0.0           | -               | -                      | -                      |
| 0.2808  | 12730     | 0.0           | -               | -                      | -                      |
| 0.2810  | 12740     | 0.0           | -               | -                      | -                      |
| 0.2812  | 12750     | 0.0           | -               | -                      | -                      |
| 0.2814  | 12760     | 0.0           | -               | -                      | -                      |
| 0.2817  | 12770     | 0.0           | -               | -                      | -                      |
| 0.2819  | 12780     | 0.0           | -               | -                      | -                      |
| 0.2821  | 12790     | 0.0           | -               | -                      | -                      |
| 0.2823  | 12800     | 0.0           | -               | -                      | -                      |
| 0.2825  | 12810     | 0.0           | -               | -                      | -                      |
| 0.2828  | 12820     | 0.0           | -               | -                      | -                      |
| 0.2830  | 12830     | 0.0           | -               | -                      | -                      |
| 0.2832  | 12840     | 0.0           | -               | -                      | -                      |
| 0.2834  | 12850     | 0.0           | -               | -                      | -                      |
| 0.2837  | 12860     | 0.0           | -               | -                      | -                      |
| 0.2839  | 12870     | 0.0           | -               | -                      | -                      |
| 0.2841  | 12880     | 0.0           | -               | -                      | -                      |
| 0.2843  | 12890     | 0.0           | -               | -                      | -                      |
| 0.2845  | 12900     | 0.0           | -               | -                      | -                      |
| 0.2848  | 12910     | 0.0           | -               | -                      | -                      |
| 0.2850  | 12920     | 0.0           | -               | -                      | -                      |
| 0.2852  | 12930     | 0.0           | -               | -                      | -                      |
| 0.2854  | 12940     | 0.0007        | -               | -                      | -                      |
| 0.2856  | 12950     | 0.0           | -               | -                      | -                      |
| 0.2859  | 12960     | 0.0           | -               | -                      | -                      |
| 0.2861  | 12970     | 0.0           | -               | -                      | -                      |
| 0.2863  | 12980     | 0.0           | -               | -                      | -                      |
| 0.2865  | 12990     | 0.0           | -               | -                      | -                      |
| 0.2867  | 13000     | 0.0           | -               | -                      | -                      |
| 0.2870  | 13010     | 0.0           | -               | -                      | -                      |
| 0.2872  | 13020     | 0.0           | -               | -                      | -                      |
| 0.2874  | 13030     | 0.0001        | -               | -                      | -                      |
| 0.2876  | 13040     | 0.0           | -               | -                      | -                      |
| 0.2878  | 13050     | 0.0           | -               | -                      | -                      |
| 0.2881  | 13060     | 0.0           | -               | -                      | -                      |
| 0.2883  | 13070     | 0.0           | -               | -                      | -                      |
| 0.2885  | 13080     | 0.0           | -               | -                      | -                      |
| 0.2887  | 13090     | 0.0           | -               | -                      | -                      |
| 0.2889  | 13100     | 0.0           | -               | -                      | -                      |
| 0.2892  | 13110     | 0.0           | -               | -                      | -                      |
| 0.2894  | 13120     | 0.0           | -               | -                      | -                      |
| 0.2896  | 13130     | 0.0           | -               | -                      | -                      |
| 0.2898  | 13140     | 0.0           | -               | -                      | -                      |
| 0.2900  | 13150     | 0.0           | -               | -                      | -                      |
| 0.2903  | 13160     | 0.0           | -               | -                      | -                      |
| 0.2905  | 13170     | 0.0           | -               | -                      | -                      |
| 0.2907  | 13180     | 0.0           | -               | -                      | -                      |
| 0.2909  | 13190     | 0.0           | -               | -                      | -                      |
| 0.2911  | 13200     | 0.0           | -               | -                      | -                      |
| 0.2914  | 13210     | 0.0           | -               | -                      | -                      |
| 0.2916  | 13220     | 0.0           | -               | -                      | -                      |
| 0.2918  | 13230     | 0.0           | -               | -                      | -                      |
| 0.2920  | 13240     | 0.0           | -               | -                      | -                      |
| 0.2923  | 13250     | 0.0           | -               | -                      | -                      |
| 0.2925  | 13260     | 0.0           | -               | -                      | -                      |
| 0.2927  | 13270     | 0.0           | -               | -                      | -                      |
| 0.2929  | 13280     | 0.0           | -               | -                      | -                      |
| 0.2931  | 13290     | 0.0           | -               | -                      | -                      |
| 0.2934  | 13300     | 0.0           | -               | -                      | -                      |
| 0.2936  | 13310     | 0.0           | -               | -                      | -                      |
| 0.2938  | 13320     | 0.0           | -               | -                      | -                      |
| 0.2940  | 13330     | 0.0           | -               | -                      | -                      |
| 0.2942  | 13340     | 0.0           | -               | -                      | -                      |
| 0.2945  | 13350     | 0.0           | -               | -                      | -                      |
| 0.2947  | 13360     | 0.0           | -               | -                      | -                      |
| 0.2949  | 13370     | 0.0           | -               | -                      | -                      |
| 0.2951  | 13380     | 0.0002        | -               | -                      | -                      |
| 0.2953  | 13390     | 0.0           | -               | -                      | -                      |
| 0.2956  | 13400     | 0.0           | -               | -                      | -                      |
| 0.2958  | 13410     | 0.0           | -               | -                      | -                      |
| 0.2960  | 13420     | 0.0           | -               | -                      | -                      |
| 0.2962  | 13430     | 0.0           | -               | -                      | -                      |
| 0.2964  | 13440     | 0.0           | -               | -                      | -                      |
| 0.2967  | 13450     | 0.0           | -               | -                      | -                      |
| 0.2969  | 13460     | 0.0           | -               | -                      | -                      |
| 0.2971  | 13470     | 0.0           | -               | -                      | -                      |
| 0.2973  | 13480     | 0.0           | -               | -                      | -                      |
| 0.2975  | 13490     | 0.0           | -               | -                      | -                      |
| 0.2978  | 13500     | 0.0           | -               | -                      | -                      |
| 0.2980  | 13510     | 0.0           | -               | -                      | -                      |
| 0.2982  | 13520     | 0.0           | -               | -                      | -                      |
| 0.2984  | 13530     | 0.0           | -               | -                      | -                      |
| 0.2986  | 13540     | 0.0           | -               | -                      | -                      |
| 0.2989  | 13550     | 0.0           | -               | -                      | -                      |
| 0.2991  | 13560     | 0.0           | -               | -                      | -                      |
| 0.2993  | 13570     | 0.0           | -               | -                      | -                      |
| 0.2995  | 13580     | 0.0           | -               | -                      | -                      |
| 0.2998  | 13590     | 0.0           | -               | -                      | -                      |
| 0.3000  | 13600     | 0.0           | -               | -                      | -                      |
| 0.3002  | 13610     | 0.0           | -               | -                      | -                      |
| 0.3004  | 13620     | 0.0           | -               | -                      | -                      |
| 0.3006  | 13630     | 0.0           | -               | -                      | -                      |
| 0.3009  | 13640     | 0.0           | -               | -                      | -                      |
| 0.3011  | 13650     | 0.0           | -               | -                      | -                      |
| 0.3013  | 13660     | 0.0           | -               | -                      | -                      |
| 0.3015  | 13670     | 0.0           | -               | -                      | -                      |
| 0.3017  | 13680     | 0.0           | -               | -                      | -                      |
| 0.3020  | 13690     | 0.0           | -               | -                      | -                      |
| 0.3022  | 13700     | 0.0           | -               | -                      | -                      |
| 0.3024  | 13710     | 0.0           | -               | -                      | -                      |
| 0.3026  | 13720     | 0.0           | -               | -                      | -                      |
| 0.3028  | 13730     | 0.0           | -               | -                      | -                      |
| 0.3031  | 13740     | 0.0           | -               | -                      | -                      |
| 0.3033  | 13750     | 0.0           | -               | -                      | -                      |
| 0.3035  | 13760     | 0.0           | -               | -                      | -                      |
| 0.3037  | 13770     | 0.0           | -               | -                      | -                      |
| 0.3039  | 13780     | 0.0           | -               | -                      | -                      |
| 0.3042  | 13790     | 0.0           | -               | -                      | -                      |
| 0.3044  | 13800     | 0.0           | -               | -                      | -                      |
| 0.3046  | 13810     | 0.0           | -               | -                      | -                      |
| 0.3048  | 13820     | 0.0           | -               | -                      | -                      |
| 0.3050  | 13830     | 0.0002        | -               | -                      | -                      |
| 0.3053  | 13840     | 0.0           | -               | -                      | -                      |
| 0.3055  | 13850     | 0.0005        | -               | -                      | -                      |
| 0.3057  | 13860     | 0.0           | -               | -                      | -                      |
| 0.3059  | 13870     | 0.0           | -               | -                      | -                      |
| 0.3061  | 13880     | 0.0           | -               | -                      | -                      |
| 0.3064  | 13890     | 0.0001        | -               | -                      | -                      |
| 0.3066  | 13900     | 0.0001        | -               | -                      | -                      |
| 0.3068  | 13910     | 0.0           | -               | -                      | -                      |
| 0.3070  | 13920     | 0.0           | -               | -                      | -                      |
| 0.3073  | 13930     | 0.0           | -               | -                      | -                      |
| 0.3075  | 13940     | 0.0002        | -               | -                      | -                      |
| 0.3077  | 13950     | 0.0           | -               | -                      | -                      |
| 0.3079  | 13960     | 0.0           | -               | -                      | -                      |
| 0.3081  | 13970     | 0.0           | -               | -                      | -                      |
| 0.3084  | 13980     | 0.0           | -               | -                      | -                      |
| 0.3086  | 13990     | 0.0           | -               | -                      | -                      |
| 0.3088  | 14000     | 0.0005        | -               | -                      | -                      |
| 0.3090  | 14010     | 0.0           | -               | -                      | -                      |
| 0.3092  | 14020     | 0.0002        | -               | -                      | -                      |
| 0.3095  | 14030     | 0.0001        | -               | -                      | -                      |
| 0.3097  | 14040     | 0.0           | -               | -                      | -                      |
| 0.3099  | 14050     | 0.0           | -               | -                      | -                      |
| 0.3101  | 14060     | 0.0           | -               | -                      | -                      |
| 0.3103  | 14070     | 0.0451        | -               | -                      | -                      |
| 0.3106  | 14080     | 0.0           | -               | -                      | -                      |
| 0.3108  | 14090     | 0.0           | -               | -                      | -                      |
| 0.3110  | 14100     | 0.0           | -               | -                      | -                      |
| 0.3112  | 14110     | 0.0001        | -               | -                      | -                      |
| 0.3114  | 14120     | 0.0           | -               | -                      | -                      |
| 0.3117  | 14130     | 0.0           | -               | -                      | -                      |
| 0.3119  | 14140     | 0.0008        | -               | -                      | -                      |
| 0.3121  | 14150     | 0.0           | -               | -                      | -                      |
| 0.3123  | 14160     | 0.0           | -               | -                      | -                      |
| 0.3125  | 14170     | 0.0002        | -               | -                      | -                      |
| 0.3128  | 14180     | 0.0           | -               | -                      | -                      |
| 0.3130  | 14190     | 0.0005        | -               | -                      | -                      |
| 0.3132  | 14200     | 0.0           | -               | -                      | -                      |
| 0.3134  | 14210     | 0.0           | -               | -                      | -                      |
| 0.3136  | 14220     | 0.0           | -               | -                      | -                      |
| 0.3139  | 14230     | 0.0001        | -               | -                      | -                      |
| 0.3141  | 14240     | 0.0           | -               | -                      | -                      |
| 0.3143  | 14250     | 0.0           | -               | -                      | -                      |
| 0.3145  | 14260     | 0.0           | -               | -                      | -                      |
| 0.3148  | 14270     | 0.0001        | -               | -                      | -                      |
| 0.3150  | 14280     | 0.0           | -               | -                      | -                      |
| 0.3152  | 14290     | 0.0           | -               | -                      | -                      |
| 0.3154  | 14300     | 0.0           | -               | -                      | -                      |
| 0.3156  | 14310     | 0.0           | -               | -                      | -                      |
| 0.3159  | 14320     | 0.0           | -               | -                      | -                      |
| 0.3161  | 14330     | 0.0           | -               | -                      | -                      |
| 0.3163  | 14340     | 0.0           | -               | -                      | -                      |
| 0.3165  | 14350     | 0.0           | -               | -                      | -                      |
| 0.3167  | 14360     | 0.0           | -               | -                      | -                      |
| 0.3170  | 14370     | 0.0           | -               | -                      | -                      |
| 0.3172  | 14380     | 0.0119        | -               | -                      | -                      |
| 0.3174  | 14390     | 0.0           | -               | -                      | -                      |
| 0.3176  | 14400     | 0.0002        | -               | -                      | -                      |
| 0.3178  | 14410     | 0.0008        | -               | -                      | -                      |
| 0.3181  | 14420     | 0.0           | -               | -                      | -                      |
| 0.3183  | 14430     | 0.0002        | -               | -                      | -                      |
| 0.3185  | 14440     | 0.0001        | -               | -                      | -                      |
| 0.3187  | 14450     | 0.0003        | -               | -                      | -                      |
| 0.3189  | 14460     | 0.0002        | -               | -                      | -                      |
| 0.3192  | 14470     | 0.0           | -               | -                      | -                      |
| 0.3194  | 14480     | 0.0           | -               | -                      | -                      |
| 0.3196  | 14490     | 0.0           | -               | -                      | -                      |
| 0.3198  | 14500     | 0.0           | -               | -                      | -                      |
| 0.3200  | 14510     | 0.0           | -               | -                      | -                      |
| 0.3203  | 14520     | 0.0           | -               | -                      | -                      |
| 0.3205  | 14530     | 0.0           | -               | -                      | -                      |
| 0.3207  | 14540     | 0.0           | -               | -                      | -                      |
| 0.3209  | 14550     | 0.0           | -               | -                      | -                      |
| 0.3211  | 14560     | 0.0146        | -               | -                      | -                      |
| 0.3214  | 14570     | 0.0           | -               | -                      | -                      |
| 0.3216  | 14580     | 0.0001        | -               | -                      | -                      |
| 0.3218  | 14590     | 0.0           | -               | -                      | -                      |
| 0.3220  | 14600     | 0.0           | -               | -                      | -                      |
| 0.3222  | 14610     | 0.0           | -               | -                      | -                      |
| 0.3225  | 14620     | 0.0           | -               | -                      | -                      |
| 0.3227  | 14630     | 0.0002        | -               | -                      | -                      |
| 0.3229  | 14640     | 0.0           | -               | -                      | -                      |
| 0.3231  | 14650     | 0.0           | -               | -                      | -                      |
| 0.3234  | 14660     | 0.0           | -               | -                      | -                      |
| 0.3236  | 14670     | 0.0006        | -               | -                      | -                      |
| 0.3238  | 14680     | 0.0           | -               | -                      | -                      |
| 0.3240  | 14690     | 0.0           | -               | -                      | -                      |
| 0.3242  | 14700     | 0.0           | -               | -                      | -                      |
| 0.3245  | 14710     | 0.0           | -               | -                      | -                      |
| 0.3247  | 14720     | 0.0152        | -               | -                      | -                      |
| 0.3249  | 14730     | 0.0           | -               | -                      | -                      |
| 0.3251  | 14740     | 0.0           | -               | -                      | -                      |
| 0.3253  | 14750     | 0.0           | -               | -                      | -                      |
| 0.3256  | 14760     | 0.0           | -               | -                      | -                      |
| 0.3258  | 14770     | 0.0009        | -               | -                      | -                      |
| 0.3260  | 14780     | 0.0           | -               | -                      | -                      |
| 0.3262  | 14790     | 0.0001        | -               | -                      | -                      |
| 0.3264  | 14800     | 0.0           | -               | -                      | -                      |
| 0.3267  | 14810     | 0.0           | -               | -                      | -                      |
| 0.3269  | 14820     | 0.0           | -               | -                      | -                      |
| 0.3271  | 14830     | 0.0           | -               | -                      | -                      |
| 0.3273  | 14840     | 0.0           | -               | -                      | -                      |
| 0.3275  | 14850     | 0.0           | -               | -                      | -                      |
| 0.3278  | 14860     | 0.0           | -               | -                      | -                      |
| 0.3280  | 14870     | 0.0           | -               | -                      | -                      |
| 0.3282  | 14880     | 0.0           | -               | -                      | -                      |
| 0.3284  | 14890     | 0.0           | -               | -                      | -                      |
| 0.3286  | 14900     | 0.0           | -               | -                      | -                      |
| 0.3289  | 14910     | 0.0           | -               | -                      | -                      |
| 0.3291  | 14920     | 0.0           | -               | -                      | -                      |
| 0.3293  | 14930     | 0.0001        | -               | -                      | -                      |
| 0.3295  | 14940     | 0.0           | -               | -                      | -                      |
| 0.3297  | 14950     | 0.0           | -               | -                      | -                      |
| 0.3300  | 14960     | 0.0           | -               | -                      | -                      |
| 0.3302  | 14970     | 0.0001        | -               | -                      | -                      |
| 0.3304  | 14980     | 0.0           | -               | -                      | -                      |
| 0.3306  | 14990     | 0.0002        | -               | -                      | -                      |
| 0.3309  | 15000     | 0.0           | -               | -                      | -                      |
| 0.3311  | 15010     | 0.0           | -               | -                      | -                      |
| 0.3313  | 15020     | 0.0022        | -               | -                      | -                      |
| 0.3315  | 15030     | 0.0           | -               | -                      | -                      |
| 0.3317  | 15040     | 0.0           | -               | -                      | -                      |
| 0.3320  | 15050     | 0.0           | -               | -                      | -                      |
| 0.3322  | 15060     | 0.0001        | -               | -                      | -                      |
| 0.3324  | 15070     | 0.0005        | -               | -                      | -                      |
| 0.3326  | 15080     | 0.0           | -               | -                      | -                      |
| 0.3328  | 15090     | 0.0           | -               | -                      | -                      |
| 0.3331  | 15100     | 0.0002        | -               | -                      | -                      |
| 0.3333  | 15110     | 0.0           | -               | -                      | -                      |
| 0.3335  | 15120     | 0.0           | -               | -                      | -                      |
| 0.3337  | 15130     | 0.0001        | -               | -                      | -                      |
| 0.3339  | 15140     | 0.0           | -               | -                      | -                      |
| 0.3342  | 15150     | 0.0001        | -               | -                      | -                      |
| 0.3344  | 15160     | 0.0001        | -               | -                      | -                      |
| 0.3346  | 15170     | 0.0           | -               | -                      | -                      |
| 0.3348  | 15180     | 0.0           | -               | -                      | -                      |
| 0.3350  | 15190     | 0.0           | -               | -                      | -                      |
| 0.3353  | 15200     | 0.0           | -               | -                      | -                      |
| 0.3355  | 15210     | 0.0           | -               | -                      | -                      |
| 0.3357  | 15220     | 0.0           | -               | -                      | -                      |
| 0.3359  | 15230     | 0.0           | -               | -                      | -                      |
| 0.3361  | 15240     | 0.0           | -               | -                      | -                      |
| 0.3364  | 15250     | 0.0           | -               | -                      | -                      |
| 0.3366  | 15260     | 0.0           | -               | -                      | -                      |
| 0.3368  | 15270     | 0.0           | -               | -                      | -                      |
| 0.3370  | 15280     | 0.0002        | -               | -                      | -                      |
| 0.3372  | 15290     | 0.0           | -               | -                      | -                      |
| 0.3375  | 15300     | 0.0           | -               | -                      | -                      |
| 0.3377  | 15310     | 0.0001        | -               | -                      | -                      |
| 0.3379  | 15320     | 0.0           | -               | -                      | -                      |
| 0.3381  | 15330     | 0.0           | -               | -                      | -                      |
| 0.3384  | 15340     | 0.0           | -               | -                      | -                      |
| 0.3386  | 15350     | 0.0           | -               | -                      | -                      |
| 0.3388  | 15360     | 0.0           | -               | -                      | -                      |
| 0.3390  | 15370     | 0.0           | -               | -                      | -                      |
| 0.3392  | 15380     | 0.0           | -               | -                      | -                      |
| 0.3395  | 15390     | 0.0           | -               | -                      | -                      |
| 0.3397  | 15400     | 0.0           | -               | -                      | -                      |
| 0.3399  | 15410     | 0.0           | -               | -                      | -                      |
| 0.3401  | 15420     | 0.0           | -               | -                      | -                      |
| 0.3403  | 15430     | 0.0           | -               | -                      | -                      |
| 0.3406  | 15440     | 0.0           | -               | -                      | -                      |
| 0.3408  | 15450     | 0.0           | -               | -                      | -                      |
| 0.3410  | 15460     | 0.0           | -               | -                      | -                      |
| 0.3412  | 15470     | 0.0           | -               | -                      | -                      |
| 0.3414  | 15480     | 0.0           | -               | -                      | -                      |
| 0.3417  | 15490     | 0.0           | -               | -                      | -                      |
| 0.3419  | 15500     | 0.0           | -               | -                      | -                      |
| 0.3421  | 15510     | 0.0           | -               | -                      | -                      |
| 0.3423  | 15520     | 0.0           | -               | -                      | -                      |
| 0.3425  | 15530     | 0.0001        | -               | -                      | -                      |
| 0.3428  | 15540     | 0.0           | -               | -                      | -                      |
| 0.3430  | 15550     | 0.0           | -               | -                      | -                      |
| 0.3432  | 15560     | 0.0           | -               | -                      | -                      |
| 0.3434  | 15570     | 0.0           | -               | -                      | -                      |
| 0.3436  | 15580     | 0.0           | -               | -                      | -                      |
| 0.3439  | 15590     | 0.0           | -               | -                      | -                      |
| 0.3441  | 15600     | 0.0           | -               | -                      | -                      |
| 0.3443  | 15610     | 0.0           | -               | -                      | -                      |
| 0.3445  | 15620     | 0.0           | -               | -                      | -                      |
| 0.3447  | 15630     | 0.0           | -               | -                      | -                      |
| 0.3450  | 15640     | 0.0001        | -               | -                      | -                      |
| 0.3452  | 15650     | 0.0           | -               | -                      | -                      |
| 0.3454  | 15660     | 0.0           | -               | -                      | -                      |
| 0.3456  | 15670     | 0.0           | -               | -                      | -                      |
| 0.3459  | 15680     | 0.0           | -               | -                      | -                      |
| 0.3461  | 15690     | 0.0           | -               | -                      | -                      |
| 0.3463  | 15700     | 0.0           | -               | -                      | -                      |
| 0.3465  | 15710     | 0.0           | -               | -                      | -                      |
| 0.3467  | 15720     | 0.0001        | -               | -                      | -                      |
| 0.3470  | 15730     | 0.0           | -               | -                      | -                      |
| 0.3472  | 15740     | 0.0           | -               | -                      | -                      |
| 0.3474  | 15750     | 0.0           | -               | -                      | -                      |
| 0.3476  | 15760     | 0.0           | -               | -                      | -                      |
| 0.3478  | 15770     | 0.0           | -               | -                      | -                      |
| 0.3481  | 15780     | 0.0           | -               | -                      | -                      |
| 0.3483  | 15790     | 0.0           | -               | -                      | -                      |
| 0.3485  | 15800     | 0.0           | -               | -                      | -                      |
| 0.3487  | 15810     | 0.0           | -               | -                      | -                      |
| 0.3489  | 15820     | 0.0           | -               | -                      | -                      |
| 0.3492  | 15830     | 0.0           | -               | -                      | -                      |
| 0.3494  | 15840     | 0.0           | -               | -                      | -                      |
| 0.3496  | 15850     | 0.0001        | -               | -                      | -                      |
| 0.3498  | 15860     | 0.0           | -               | -                      | -                      |
| 0.3500  | 15870     | 0.0           | -               | -                      | -                      |
| 0.3503  | 15880     | 0.0           | -               | -                      | -                      |
| 0.3505  | 15890     | 0.0           | -               | -                      | -                      |
| 0.3507  | 15900     | 0.0           | -               | -                      | -                      |
| 0.3509  | 15910     | 0.0007        | -               | -                      | -                      |
| 0.3511  | 15920     | 0.0           | -               | -                      | -                      |
| 0.3514  | 15930     | 0.0           | -               | -                      | -                      |
| 0.3516  | 15940     | 0.0           | -               | -                      | -                      |
| 0.3518  | 15950     | 0.0           | -               | -                      | -                      |
| 0.3520  | 15960     | 0.0           | -               | -                      | -                      |
| 0.3522  | 15970     | 0.0           | -               | -                      | -                      |
| 0.3525  | 15980     | 0.0           | -               | -                      | -                      |
| 0.3527  | 15990     | 0.0           | -               | -                      | -                      |
| 0.3529  | 16000     | 0.0           | -               | -                      | -                      |
| 0.3531  | 16010     | 0.0           | -               | -                      | -                      |
| 0.3533  | 16020     | 0.0           | -               | -                      | -                      |
| 0.3536  | 16030     | 0.0           | -               | -                      | -                      |
| 0.3538  | 16040     | 0.0           | -               | -                      | -                      |
| 0.3540  | 16050     | 0.0           | -               | -                      | -                      |
| 0.3542  | 16060     | 0.0           | -               | -                      | -                      |
| 0.3545  | 16070     | 0.0           | -               | -                      | -                      |
| 0.3547  | 16080     | 0.0           | -               | -                      | -                      |
| 0.3549  | 16090     | 0.0           | -               | -                      | -                      |
| 0.3551  | 16100     | 0.0           | -               | -                      | -                      |
| 0.3553  | 16110     | 0.0           | -               | -                      | -                      |
| 0.3556  | 16120     | 0.0           | -               | -                      | -                      |
| 0.3558  | 16130     | 0.0           | -               | -                      | -                      |
| 0.3560  | 16140     | 0.0           | -               | -                      | -                      |
| 0.3562  | 16150     | 0.0           | -               | -                      | -                      |
| 0.3564  | 16160     | 0.0           | -               | -                      | -                      |
| 0.3567  | 16170     | 0.0           | -               | -                      | -                      |
| 0.3569  | 16180     | 0.0           | -               | -                      | -                      |
| 0.3571  | 16190     | 0.0           | -               | -                      | -                      |
| 0.3573  | 16200     | 0.0           | -               | -                      | -                      |
| 0.3575  | 16210     | 0.0           | -               | -                      | -                      |
| 0.3578  | 16220     | 0.0           | -               | -                      | -                      |
| 0.3580  | 16230     | 0.0           | -               | -                      | -                      |
| 0.3582  | 16240     | 0.0           | -               | -                      | -                      |
| 0.3584  | 16250     | 0.0           | -               | -                      | -                      |
| 0.3586  | 16260     | 0.0           | -               | -                      | -                      |
| 0.3589  | 16270     | 0.0           | -               | -                      | -                      |
| 0.3591  | 16280     | 0.0           | -               | -                      | -                      |
| 0.3593  | 16290     | 0.0           | -               | -                      | -                      |
| 0.3595  | 16300     | 0.0           | -               | -                      | -                      |
| 0.3597  | 16310     | 0.0           | -               | -                      | -                      |
| 0.3600  | 16320     | 0.0           | -               | -                      | -                      |
| 0.3602  | 16330     | 0.0           | -               | -                      | -                      |
| 0.3604  | 16340     | 0.0           | -               | -                      | -                      |
| 0.3606  | 16350     | 0.0           | -               | -                      | -                      |
| 0.3608  | 16360     | 0.0           | -               | -                      | -                      |
| 0.3611  | 16370     | 0.0006        | -               | -                      | -                      |
| 0.3613  | 16380     | 0.0           | -               | -                      | -                      |
| 0.3615  | 16390     | 0.0           | -               | -                      | -                      |
| 0.3617  | 16400     | 0.0018        | -               | -                      | -                      |
| 0.3620  | 16410     | 0.0001        | -               | -                      | -                      |
| 0.3622  | 16420     | 0.0001        | -               | -                      | -                      |
| 0.3624  | 16430     | 0.0001        | -               | -                      | -                      |
| 0.3626  | 16440     | 0.0001        | -               | -                      | -                      |
| 0.3628  | 16450     | 0.0001        | -               | -                      | -                      |
| 0.3631  | 16460     | 0.0           | -               | -                      | -                      |
| 0.3633  | 16470     | 0.0           | -               | -                      | -                      |
| 0.3635  | 16480     | 0.0           | -               | -                      | -                      |
| 0.3637  | 16490     | 0.0           | -               | -                      | -                      |
| 0.3639  | 16500     | 0.0           | -               | -                      | -                      |
| 0.3642  | 16510     | 0.0           | -               | -                      | -                      |
| 0.3644  | 16520     | 0.0           | -               | -                      | -                      |
| 0.3646  | 16530     | 0.0           | -               | -                      | -                      |
| 0.3648  | 16540     | 0.0           | -               | -                      | -                      |
| 0.3650  | 16550     | 0.0           | -               | -                      | -                      |
| 0.3653  | 16560     | 0.0           | -               | -                      | -                      |
| 0.3655  | 16570     | 0.0002        | -               | -                      | -                      |
| 0.3657  | 16580     | 0.0001        | -               | -                      | -                      |
| 0.3659  | 16590     | 0.0           | -               | -                      | -                      |
| 0.3661  | 16600     | 0.0001        | -               | -                      | -                      |
| 0.3664  | 16610     | 0.0           | -               | -                      | -                      |
| 0.3666  | 16620     | 0.0001        | -               | -                      | -                      |
| 0.3668  | 16630     | 0.0           | -               | -                      | -                      |
| 0.3670  | 16640     | 0.0           | -               | -                      | -                      |
| 0.3672  | 16650     | 0.0           | -               | -                      | -                      |
| 0.3675  | 16660     | 0.0           | -               | -                      | -                      |
| 0.3677  | 16670     | 0.0           | -               | -                      | -                      |
| 0.3679  | 16680     | 0.0           | -               | -                      | -                      |
| 0.3681  | 16690     | 0.0           | -               | -                      | -                      |
| 0.3683  | 16700     | 0.0           | -               | -                      | -                      |
| 0.3686  | 16710     | 0.0           | -               | -                      | -                      |
| 0.3688  | 16720     | 0.0           | -               | -                      | -                      |
| 0.3690  | 16730     | 0.0           | -               | -                      | -                      |
| 0.3692  | 16740     | 0.0           | -               | -                      | -                      |
| 0.3695  | 16750     | 0.0           | -               | -                      | -                      |
| 0.3697  | 16760     | 0.0           | -               | -                      | -                      |
| 0.3699  | 16770     | 0.0           | -               | -                      | -                      |
| 0.3701  | 16780     | 0.0007        | -               | -                      | -                      |
| 0.3703  | 16790     | 0.0001        | -               | -                      | -                      |
| 0.3706  | 16800     | 0.0           | -               | -                      | -                      |
| 0.3708  | 16810     | 0.0           | -               | -                      | -                      |
| 0.3710  | 16820     | 0.0           | -               | -                      | -                      |
| 0.3712  | 16830     | 0.0218        | -               | -                      | -                      |
| 0.3714  | 16840     | 0.0001        | -               | -                      | -                      |
| 0.3717  | 16850     | 0.0           | -               | -                      | -                      |
| 0.3719  | 16860     | 0.0           | -               | -                      | -                      |
| 0.3721  | 16870     | 0.0           | -               | -                      | -                      |
| 0.3723  | 16880     | 0.0           | -               | -                      | -                      |
| 0.3725  | 16890     | 0.0           | -               | -                      | -                      |
| 0.3728  | 16900     | 0.0           | -               | -                      | -                      |
| 0.3730  | 16910     | 0.0           | -               | -                      | -                      |
| 0.3732  | 16920     | 0.0           | -               | -                      | -                      |
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| 0.4354  | 19740     | 0.0001        | -               | -                      | -                      |
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| 0.4385  | 19880     | 0.0001        | -               | -                      | -                      |
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| 0.4764  | 21600     | 0.0001        | -               | -                      | -                      |
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| 0.4998  | 22660     | 0.0001        | -               | -                      | -                      |
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| 0.5664  | 25680     | 0.0003        | -               | -                      | -                      |
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| 0.5669  | 25700     | 0.0001        | -               | -                      | -                      |
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| 0.5677  | 25740     | 0.0002        | -               | -                      | -                      |
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| 0.6405  | 29040     | 0.0004        | -               | -                      | -                      |
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| 0.6465  | 29310     | 0.0004        | -               | -                      | -                      |
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| 0.6500  | 29470     | 0.0003        | -               | -                      | -                      |
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| 0.6610  | 29970     | 0.0003        | -               | -                      | -                      |
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| 0.6743  | 30570     | 0.0007        | -               | -                      | -                      |
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| 0.6747  | 30590     | 0.0           | -               | -                      | -                      |
| 0.6749  | 30600     | 0.0           | -               | -                      | -                      |
| 0.6752  | 30610     | 0.0001        | -               | -                      | -                      |
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| 0.6763  | 30660     | 0.0008        | -               | -                      | -                      |
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| 0.6776  | 30720     | 0.0003        | -               | -                      | -                      |
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| 0.6813  | 30890     | 0.0           | -               | -                      | -                      |
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| 0.6818  | 30910     | 0.0           | -               | -                      | -                      |
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| 0.6831  | 30970     | 0.0           | -               | -                      | -                      |
| 0.6833  | 30980     | 0.0           | -               | -                      | -                      |
| 0.6835  | 30990     | 0.0007        | -               | -                      | -                      |
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| 0.6866  | 31130     | 0.0003        | -               | -                      | -                      |
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| 0.6902  | 31290     | 0.0           | -               | -                      | -                      |
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| 0.6917  | 31360     | 0.0001        | -               | -                      | -                      |
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| 0.6941  | 31470     | 0.0           | -               | -                      | -                      |
| 0.6943  | 31480     | 0.0           | -               | -                      | -                      |
| 0.6946  | 31490     | 0.0           | -               | -                      | -                      |
| 0.6948  | 31500     | 0.0001        | -               | -                      | -                      |
| 0.6950  | 31510     | 0.0           | -               | -                      | -                      |
| 0.6952  | 31520     | 0.0           | -               | -                      | -                      |
| 0.6955  | 31530     | 0.0           | -               | -                      | -                      |
| 0.6957  | 31540     | 0.0           | -               | -                      | -                      |
| 0.6959  | 31550     | 0.0           | -               | -                      | -                      |
| 0.6961  | 31560     | 0.0036        | -               | -                      | -                      |
| 0.6963  | 31570     | 0.0           | -               | -                      | -                      |
| 0.6966  | 31580     | 0.0           | -               | -                      | -                      |
| 0.6968  | 31590     | 0.0           | -               | -                      | -                      |
| 0.6970  | 31600     | 0.0           | -               | -                      | -                      |
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| 0.6974  | 31620     | 0.0           | -               | -                      | -                      |
| 0.6977  | 31630     | 0.0           | -               | -                      | -                      |
| 0.6979  | 31640     | 0.0           | -               | -                      | -                      |
| 0.6981  | 31650     | 0.0           | -               | -                      | -                      |
| 0.6983  | 31660     | 0.0           | -               | -                      | -                      |
| 0.6985  | 31670     | 0.0           | -               | -                      | -                      |
| 0.6988  | 31680     | 0.0           | -               | -                      | -                      |
| 0.6990  | 31690     | 0.0           | -               | -                      | -                      |
| 0.6992  | 31700     | 0.0           | -               | -                      | -                      |
| 0.6994  | 31710     | 0.0           | -               | -                      | -                      |
| 0.6996  | 31720     | 0.0           | -               | -                      | -                      |
| 0.6999  | 31730     | 0.0           | -               | -                      | -                      |
| 0.7001  | 31740     | 0.0           | -               | -                      | -                      |
| 0.7003  | 31750     | 0.0           | -               | -                      | -                      |
| 0.7005  | 31760     | 0.0           | -               | -                      | -                      |
| 0.7007  | 31770     | 0.0           | -               | -                      | -                      |
| 0.7010  | 31780     | 0.0           | -               | -                      | -                      |
| 0.7012  | 31790     | 0.0           | -               | -                      | -                      |
| 0.7014  | 31800     | 0.0           | -               | -                      | -                      |
| 0.7016  | 31810     | 0.0           | -               | -                      | -                      |
| 0.7018  | 31820     | 0.0           | -               | -                      | -                      |
| 0.7021  | 31830     | 0.0           | -               | -                      | -                      |
| 0.7023  | 31840     | 0.0           | -               | -                      | -                      |
| 0.7025  | 31850     | 0.0           | -               | -                      | -                      |
| 0.7027  | 31860     | 0.0           | -               | -                      | -                      |
| 0.7030  | 31870     | 0.0           | -               | -                      | -                      |
| 0.7032  | 31880     | 0.0           | -               | -                      | -                      |
| 0.7034  | 31890     | 0.0           | -               | -                      | -                      |
| 0.7036  | 31900     | 0.0           | -               | -                      | -                      |
| 0.7038  | 31910     | 0.0           | -               | -                      | -                      |
| 0.7041  | 31920     | 0.0           | -               | -                      | -                      |
| 0.7043  | 31930     | 0.0           | -               | -                      | -                      |
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| 0.8152  | 36960     | 0.0001        | -               | -                      | -                      |
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| 0.8353  | 37870     | 0.0           | -               | -                      | -                      |
| 0.8355  | 37880     | 0.0003        | -               | -                      | -                      |
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| 0.8360  | 37900     | 0.0           | -               | -                      | -                      |
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| 0.8377  | 37980     | 0.0001        | -               | -                      | -                      |
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| 0.8988  | 40750     | 0.0002        | -               | -                      | -                      |
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| 0.9449  | 42840     | 0.0002        | -               | -                      | -                      |
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| 0.9573  | 43400     | 0.0002        | -               | -                      | -                      |
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| 0.9652  | 43760     | 0.0004        | -               | -                      | -                      |
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| 0.9705  | 44000     | 0.0           | -               | -                      | -                      |
| 0.9707  | 44010     | 0.0           | -               | -                      | -                      |
| 0.9709  | 44020     | 0.0           | -               | -                      | -                      |
| 0.9712  | 44030     | 0.0           | -               | -                      | -                      |
| 0.9714  | 44040     | 0.0           | -               | -                      | -                      |
| 0.9716  | 44050     | 0.0           | -               | -                      | -                      |
| 0.9718  | 44060     | 0.0           | -               | -                      | -                      |
| 0.9720  | 44070     | 0.0           | -               | -                      | -                      |
| 0.9723  | 44080     | 0.0           | -               | -                      | -                      |
| 0.9725  | 44090     | 0.0           | -               | -                      | -                      |
| 0.9727  | 44100     | 0.0           | -               | -                      | -                      |
| 0.9729  | 44110     | 0.0           | -               | -                      | -                      |
| 0.9731  | 44120     | 0.0           | -               | -                      | -                      |
| 0.9734  | 44130     | 0.0           | -               | -                      | -                      |
| 0.9736  | 44140     | 0.0           | -               | -                      | -                      |
| 0.9738  | 44150     | 0.0           | -               | -                      | -                      |
| 0.9740  | 44160     | 0.0           | -               | -                      | -                      |
| 0.9742  | 44170     | 0.0           | -               | -                      | -                      |
| 0.9745  | 44180     | 0.0           | -               | -                      | -                      |
| 0.9747  | 44190     | 0.0           | -               | -                      | -                      |
| 0.9749  | 44200     | 0.0           | -               | -                      | -                      |
| 0.9751  | 44210     | 0.0           | -               | -                      | -                      |
| 0.9754  | 44220     | 0.0           | -               | -                      | -                      |
| 0.9756  | 44230     | 0.0           | -               | -                      | -                      |
| 0.9758  | 44240     | 0.0           | -               | -                      | -                      |
| 0.9760  | 44250     | 0.0           | -               | -                      | -                      |
| 0.9762  | 44260     | 0.0           | -               | -                      | -                      |
| 0.9765  | 44270     | 0.0           | -               | -                      | -                      |
| 0.9767  | 44280     | 0.0           | -               | -                      | -                      |
| 0.9769  | 44290     | 0.0           | -               | -                      | -                      |
| 0.9771  | 44300     | 0.0           | -               | -                      | -                      |
| 0.9773  | 44310     | 0.0           | -               | -                      | -                      |
| 0.9776  | 44320     | 0.0           | -               | -                      | -                      |
| 0.9778  | 44330     | 0.0           | -               | -                      | -                      |
| 0.9780  | 44340     | 0.0           | -               | -                      | -                      |
| 0.9782  | 44350     | 0.0           | -               | -                      | -                      |
| 0.9784  | 44360     | 0.0           | -               | -                      | -                      |
| 0.9787  | 44370     | 0.0           | -               | -                      | -                      |
| 0.9789  | 44380     | 0.0           | -               | -                      | -                      |
| 0.9791  | 44390     | 0.0           | -               | -                      | -                      |
| 0.9793  | 44400     | 0.0           | -               | -                      | -                      |
| 0.9795  | 44410     | 0.0           | -               | -                      | -                      |
| 0.9798  | 44420     | 0.0           | -               | -                      | -                      |
| 0.9800  | 44430     | 0.0           | -               | -                      | -                      |
| 0.9802  | 44440     | 0.0           | -               | -                      | -                      |
| 0.9804  | 44450     | 0.0           | -               | -                      | -                      |
| 0.9806  | 44460     | 0.0           | -               | -                      | -                      |
| 0.9809  | 44470     | 0.0           | -               | -                      | -                      |
| 0.9811  | 44480     | 0.0           | -               | -                      | -                      |
| 0.9813  | 44490     | 0.0           | -               | -                      | -                      |
| 0.9815  | 44500     | 0.0           | -               | -                      | -                      |
| 0.9817  | 44510     | 0.0           | -               | -                      | -                      |
| 0.9820  | 44520     | 0.0           | -               | -                      | -                      |
| 0.9822  | 44530     | 0.0           | -               | -                      | -                      |
| 0.9824  | 44540     | 0.0           | -               | -                      | -                      |
| 0.9826  | 44550     | 0.0           | -               | -                      | -                      |
| 0.9829  | 44560     | 0.0           | -               | -                      | -                      |
| 0.9831  | 44570     | 0.0           | -               | -                      | -                      |
| 0.9833  | 44580     | 0.0           | -               | -                      | -                      |
| 0.9835  | 44590     | 0.0           | -               | -                      | -                      |
| 0.9837  | 44600     | 0.0           | -               | -                      | -                      |
| 0.9840  | 44610     | 0.0           | -               | -                      | -                      |
| 0.9842  | 44620     | 0.0           | -               | -                      | -                      |
| 0.9844  | 44630     | 0.0           | -               | -                      | -                      |
| 0.9846  | 44640     | 0.0           | -               | -                      | -                      |
| 0.9848  | 44650     | 0.0           | -               | -                      | -                      |
| 0.9851  | 44660     | 0.0           | -               | -                      | -                      |
| 0.9853  | 44670     | 0.0           | -               | -                      | -                      |
| 0.9855  | 44680     | 0.0           | -               | -                      | -                      |
| 0.9857  | 44690     | 0.0           | -               | -                      | -                      |
| 0.9859  | 44700     | 0.0           | -               | -                      | -                      |
| 0.9862  | 44710     | 0.0           | -               | -                      | -                      |
| 0.9864  | 44720     | 0.0           | -               | -                      | -                      |
| 0.9866  | 44730     | 0.0           | -               | -                      | -                      |
| 0.9868  | 44740     | 0.0           | -               | -                      | -                      |
| 0.9870  | 44750     | 0.0           | -               | -                      | -                      |
| 0.9873  | 44760     | 0.0           | -               | -                      | -                      |
| 0.9875  | 44770     | 0.0           | -               | -                      | -                      |
| 0.9877  | 44780     | 0.0           | -               | -                      | -                      |
| 0.9879  | 44790     | 0.0           | -               | -                      | -                      |
| 0.9881  | 44800     | 0.0           | -               | -                      | -                      |
| 0.9884  | 44810     | 0.0           | -               | -                      | -                      |
| 0.9886  | 44820     | 0.0           | -               | -                      | -                      |
| 0.9888  | 44830     | 0.0           | -               | -                      | -                      |
| 0.9890  | 44840     | 0.0           | -               | -                      | -                      |
| 0.9892  | 44850     | 0.0           | -               | -                      | -                      |
| 0.9895  | 44860     | 0.0           | -               | -                      | -                      |
| 0.9897  | 44870     | 0.0           | -               | -                      | -                      |
| 0.9899  | 44880     | 0.0           | -               | -                      | -                      |
| 0.9901  | 44890     | 0.0           | -               | -                      | -                      |
| 0.9904  | 44900     | 0.0           | -               | -                      | -                      |
| 0.9906  | 44910     | 0.0           | -               | -                      | -                      |
| 0.9908  | 44920     | 0.0001        | -               | -                      | -                      |
| 0.9910  | 44930     | 0.0           | -               | -                      | -                      |
| 0.9912  | 44940     | 0.0           | -               | -                      | -                      |
| 0.9915  | 44950     | 0.0           | -               | -                      | -                      |
| 0.9917  | 44960     | 0.0           | -               | -                      | -                      |
| 0.9919  | 44970     | 0.0           | -               | -                      | -                      |
| 0.9921  | 44980     | 0.0           | -               | -                      | -                      |
| 0.9923  | 44990     | 0.0           | -               | -                      | -                      |
| 0.9926  | 45000     | 0.0           | -               | -                      | -                      |
| 0.9928  | 45010     | 0.0           | -               | -                      | -                      |
| 0.9930  | 45020     | 0.0           | -               | -                      | -                      |
| 0.9932  | 45030     | 0.0           | -               | -                      | -                      |
| 0.9934  | 45040     | 0.0           | -               | -                      | -                      |
| 0.9937  | 45050     | 0.0           | -               | -                      | -                      |
| 0.9939  | 45060     | 0.0           | -               | -                      | -                      |
| 0.9941  | 45070     | 0.0           | -               | -                      | -                      |
| 0.9943  | 45080     | 0.0           | -               | -                      | -                      |
| 0.9945  | 45090     | 0.0           | -               | -                      | -                      |
| 0.9948  | 45100     | 0.0021        | -               | -                      | -                      |
| 0.9950  | 45110     | 0.0           | -               | -                      | -                      |
| 0.9952  | 45120     | 0.0           | -               | -                      | -                      |
| 0.9954  | 45130     | 0.0           | -               | -                      | -                      |
| 0.9956  | 45140     | 0.0           | -               | -                      | -                      |
| 0.9959  | 45150     | 0.0           | -               | -                      | -                      |
| 0.9961  | 45160     | 0.0           | -               | -                      | -                      |
| 0.9963  | 45170     | 0.0           | -               | -                      | -                      |
| 0.9965  | 45180     | 0.0           | -               | -                      | -                      |
| 0.9967  | 45190     | 0.0           | -               | -                      | -                      |
| 0.9970  | 45200     | 0.0           | -               | -                      | -                      |
| 0.9972  | 45210     | 0.0           | -               | -                      | -                      |
| 0.9974  | 45220     | 0.0           | -               | -                      | -                      |
| 0.9976  | 45230     | 0.0           | -               | -                      | -                      |
| 0.9978  | 45240     | 0.0           | -               | -                      | -                      |
| 0.9981  | 45250     | 0.0           | -               | -                      | -                      |
| 0.9983  | 45260     | 0.0           | -               | -                      | -                      |
| 0.9985  | 45270     | 0.0           | -               | -                      | -                      |
| 0.9987  | 45280     | 0.0           | -               | -                      | -                      |
| 0.9990  | 45290     | 0.0           | -               | -                      | -                      |
| 0.9992  | 45300     | 0.0           | -               | -                      | -                      |
| 0.9994  | 45310     | 0.0038        | -               | -                      | -                      |
| 0.9996  | 45320     | 0.0           | -               | -                      | -                      |
| 0.9998  | 45330     | 0.0           | -               | -                      | -                      |
| **1.0** | **45337** | **-**         | **0.0003**      | **0.3447**             | **0.3445**             |

* The bold row denotes the saved checkpoint.
</details>

### Framework Versions
- Python: 3.10.14
- Sentence Transformers: 3.3.1
- Transformers: 4.41.2
- PyTorch: 2.1.2+cu121
- Accelerate: 0.29.3
- Datasets: 2.19.1
- 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",
}
```

#### MatryoshkaLoss
```bibtex
@misc{kusupati2024matryoshka,
    title={Matryoshka Representation Learning},
    author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
    year={2024},
    eprint={2205.13147},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}
```

#### MultipleNegativesRankingLoss
```bibtex
@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}
```

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