sentence-transformers safetensors bert sentence-similarity feature-extraction generated_from_trainer dataset_size:13930944 loss:MSELoss en multilingual es pt dataset:sentence-transformers/parallel-sentences-talks arxiv:1908.10084 arxiv:2004.09813 base_model:sentence-transformers/paraphrase-MiniLM-L6-v2 base_model:finetune:sentence-transformers/paraphrase-MiniLM-L6-v2 model-index autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: sentence-transformers/paraphrase-MiniLM-L6-v2
datasets:
- sentence-transformers/parallel-sentences-talks
language:
- en
- multilingual
- es
- pt
library_name: sentence-transformers
metrics:
- negative_mse
- src2trg_accuracy
- trg2src_accuracy
- mean_accuracy
- pearson_cosine
- spearman_cosine
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:13930944
- loss:MSELoss
widget:
- source_sentence: Custer recommends that Congress find a way to end the treaties
    with the Lakota as soon as possible.
  sentences:
  - Custer recomienda al Congreso encontrar un modo de terminar los tratados con los
    lakota lo antes posible.
  - Pero estos poros de aquí son especiales.
  - Esta es la intersección más directa, obvia, de las dos cosas.
- source_sentence: And the USFDA has a jurisdictional problem.
  sentences:
  - E a FDA dos Estados Unidos tem um problema de jurisdição.
  - Eu estimei que, atualmente no mundo, gastamos cerca de 106 vidas em média ensinando
    as pessoas a calcular manualmente.
  - Posso comprar aquele produto sem comprometer minha ética?
- source_sentence: In Sri Lanka, a decades-long civil war between the Tamil minority
    and the Sinhala majority led to a bloody climax in 2009, after perhaps as many
    as 100,000 people had been killed since 1983.
  sentences:
  - Portanto, temos de investir no desenvolvimento de líderes, líderes que tenham
    as habilidades, visão e determinação para fazer a paz.
  - No Sri Lanka, uma guerra civil de décadas entre a minoria tâmil e a maioria cingalesa
    levou a um clímax sangrento em 2009, após cerca de 100 mil pessoas serem assassinadas
    desde 1983.
  - Nos anos 90, houve uma série de escândalos relativos à produção de bens de marca
    nos EUA -- trabalho infantil, trabalho forçado, graves abusos de saúde e segurança
    --
- source_sentence: The provisions in the agreement may be complex, but so is the underlying
    conflict.
  sentences:
  - As saladas que você vê no McDonald's vêm desse trabalho -- eles terão uma salada
    asiática. Na Pepsi, dois terços do crescimento de rendimento vieram de seus alimentos
    saudáveis.
  - Não apenas esta, mas conectados com as idéias que estão aqui, para fazê-las mais
    coerentes.
  - O disposto no acordo pode ser complexo, mas assim é o conflito subjacente.
- source_sentence: We now call this place home.
  sentences:
  - e outros não contêm. Neste desenho, a célula branca azulada, no canto superior
    esquerdo não reage à luz porque não possui o poro ativado por luz.
  - Moramos ali. Agora é aqui a nossa casa.
  - É mais fácil do que se possa imaginar.
model-index:
- name: SentenceTransformer based on sentence-transformers/paraphrase-MiniLM-L6-v2
  results:
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: en pt br
      type: en-pt-br
    metrics:
    - type: negative_mse
      value: -4.06170654296875
      name: Negative Mse
  - task:
      type: translation
      name: Translation
    dataset:
      name: en pt br
      type: en-pt-br
    metrics:
    - type: src2trg_accuracy
      value: 0.9858870967741935
      name: Src2Trg Accuracy
    - type: trg2src_accuracy
      value: 0.9808467741935484
      name: Trg2Src Accuracy
    - type: mean_accuracy
      value: 0.983366935483871
      name: Mean Accuracy
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: en es
      type: en-es
    metrics:
    - type: negative_mse
      value: -4.247319221496582
      name: Negative Mse
  - task:
      type: translation
      name: Translation
    dataset:
      name: en es
      type: en-es
    metrics:
    - type: src2trg_accuracy
      value: 0.908008008008008
      name: Src2Trg Accuracy
    - type: trg2src_accuracy
      value: 0.897997997997998
      name: Trg2Src Accuracy
    - type: mean_accuracy
      value: 0.903003003003003
      name: Mean Accuracy
  - task:
      type: semantic-similarity
      name: Semantic Similarity
    dataset:
      name: sts17 es en test
      type: sts17-es-en-test
    metrics:
    - type: pearson_cosine
      value: 0.7713723133430411
      name: Pearson Cosine
    - type: spearman_cosine
      value: 0.7861741769541355
      name: Spearman Cosine
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: en pt
      type: en-pt
    metrics:
    - type: negative_mse
      value: -4.255536079406738
      name: Negative Mse
  - task:
      type: translation
      name: Translation
    dataset:
      name: en pt
      type: en-pt
    metrics:
    - type: src2trg_accuracy
      value: 0.8951160928742994
      name: Src2Trg Accuracy
    - type: trg2src_accuracy
      value: 0.8824059247397918
      name: Trg2Src Accuracy
    - type: mean_accuracy
      value: 0.8887610088070457
      name: Mean Accuracy
---

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

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/paraphrase-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L6-v2) on the [en-pt-br](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-talks), en-es and en-pt datasets. It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

## Model Details

### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [sentence-transformers/paraphrase-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L6-v2) <!-- at revision 9a27583f9c2cc7c03a95c08c5f087318109e2613 -->
- **Maximum Sequence Length:** 128 tokens
- **Output Dimensionality:** 384 dimensions
- **Similarity Function:** Cosine Similarity
- **Training Datasets:**
    - [en-pt-br](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-talks)
    - en-es
    - en-pt
- **Languages:** en, multilingual, es, pt
<!-- - **License:** Unknown -->

### Model Sources

- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)

### Full Model Architecture

```
SentenceTransformer(
  (0): Transformer({'max_seq_length': 128, 'do_lower_case': False}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)
```

## Usage

### Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

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

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

# Download from the 🤗 Hub
model = SentenceTransformer("jvanhoof/all-MiniLM-L6-multilingual-v2-en-es-pt-pt-br")
# Run inference
sentences = [
    'We now call this place home.',
    'Moramos ali. Agora é aqui a nossa casa.',
    'É mais fácil do que se possa imaginar.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]

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

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</details>
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You can finetune this model on your own dataset.

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## Evaluation

### Metrics

#### Knowledge Distillation

* Datasets: `en-pt-br`, `en-es` and `en-pt`
* Evaluated with [<code>MSEEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.MSEEvaluator)

| Metric           | en-pt-br    | en-es       | en-pt       |
|:-----------------|:------------|:------------|:------------|
| **negative_mse** | **-4.0617** | **-4.2473** | **-4.2555** |

#### Translation

* Datasets: `en-pt-br`, `en-es` and `en-pt`
* Evaluated with [<code>TranslationEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.TranslationEvaluator)

| Metric            | en-pt-br   | en-es     | en-pt      |
|:------------------|:-----------|:----------|:-----------|
| src2trg_accuracy  | 0.9859     | 0.908     | 0.8951     |
| trg2src_accuracy  | 0.9808     | 0.898     | 0.8824     |
| **mean_accuracy** | **0.9834** | **0.903** | **0.8888** |

#### Semantic Similarity

* Dataset: `sts17-es-en-test`
* Evaluated with [<code>EmbeddingSimilarityEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.EmbeddingSimilarityEvaluator)

| Metric              | Value      |
|:--------------------|:-----------|
| pearson_cosine      | 0.7714     |
| **spearman_cosine** | **0.7862** |

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## 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.*
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### Recommendations

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## Training Details

### Training Datasets

#### en-pt-br

* Dataset: [en-pt-br](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-talks) at [0c70bc6](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-talks/tree/0c70bc6714efb1df12f8a16b9056e4653563d128)
* Size: 405,807 training samples
* Columns: <code>english</code>, <code>non_english</code>, and <code>label</code>
* Approximate statistics based on the first 1000 samples:
  |         | english                                                                            | non_english                                                                        | label                                |
  |:--------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-------------------------------------|
  | type    | string                                                                             | string                                                                             | list                                 |
  | details | <ul><li>min: 4 tokens</li><li>mean: 23.98 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 36.86 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>size: 384 elements</li></ul> |
* Samples:
  | english                                                                                                                                                | non_english                                                                                                                                                | label                                                                                                                         |
  |:-------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------|
  | <code>And then there are certain conceptual things that can also benefit from hand calculating, but I think they're relatively small in number.</code> | <code>E também existem alguns aspectos conceituais que também podem se beneficiar do cálculo manual, mas eu acho que eles são relativamente poucos.</code> | <code>[-0.2655501961708069, 0.2715710997581482, 0.13977409899234772, 0.007375418208539486, -0.09395705163478851, ...]</code>  |
  | <code>One thing I often ask about is ancient Greek and how this relates.</code>                                                                        | <code>Uma coisa sobre a qual eu pergunto com frequencia é grego antigo e como ele se relaciona a isto.</code>                                              | <code>[0.34961527585983276, -0.01806497573852539, 0.06103038787841797, 0.11750973761081696, -0.34720802307128906, ...]</code> |
  | <code>See, the thing we're doing right now is we're forcing people to learn mathematics.</code>                                                        | <code>Vejam, o que estamos fazendo agora, é que estamos forçando as pessoas a aprender matemática.</code>                                                  | <code>[0.031645823270082474, -0.1787087768316269, -0.30170342326164246, 0.1304805874824524, -0.29176947474479675, ...]</code> |
* Loss: [<code>MSELoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#mseloss)

#### en-es

* Dataset: en-es
* Size: 6,889,042 training samples
* Columns: <code>english</code>, <code>non_english</code>, and <code>label</code>
* Approximate statistics based on the first 1000 samples:
  |         | english                                                                            | non_english                                                                        | label                                |
  |:--------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-------------------------------------|
  | type    | string                                                                             | string                                                                             | list                                 |
  | details | <ul><li>min: 4 tokens</li><li>mean: 24.04 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 35.11 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>size: 384 elements</li></ul> |
* Samples:
  | english                                                                                                                                                | non_english                                                                                                                              | label                                                                                                                         |
  |:-------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------|
  | <code>And then there are certain conceptual things that can also benefit from hand calculating, but I think they're relatively small in number.</code> | <code>Y luego hay ciertas aspectos conceptuales que pueden beneficiarse del cálculo a mano pero creo que son relativamente pocos.</code> | <code>[-0.2655501961708069, 0.2715710997581482, 0.13977409899234772, 0.007375418208539486, -0.09395705163478851, ...]</code>  |
  | <code>One thing I often ask about is ancient Greek and how this relates.</code>                                                                        | <code>Algo que pregunto a menudo es sobre el griego antiguo y cómo se relaciona.</code>                                                  | <code>[0.34961527585983276, -0.01806497573852539, 0.06103038787841797, 0.11750973761081696, -0.34720802307128906, ...]</code> |
  | <code>See, the thing we're doing right now is we're forcing people to learn mathematics.</code>                                                        | <code>Vean, lo que estamos haciendo ahora es forzar a la gente a aprender matemáticas.</code>                                            | <code>[0.031645823270082474, -0.1787087768316269, -0.30170342326164246, 0.1304805874824524, -0.29176947474479675, ...]</code> |
* Loss: [<code>MSELoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#mseloss)

#### en-pt

* Dataset: en-pt
* Size: 6,636,095 training samples
* Columns: <code>english</code>, <code>non_english</code>, and <code>label</code>
* Approximate statistics based on the first 1000 samples:
  |         | english                                                                           | non_english                                                                        | label                                |
  |:--------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-------------------------------------|
  | type    | string                                                                            | string                                                                             | list                                 |
  | details | <ul><li>min: 4 tokens</li><li>mean: 23.5 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 35.23 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>size: 384 elements</li></ul> |
* Samples:
  | english                                                                                                                                                                                                                                                          | non_english                                                                                                                                                                                                                                                                               | label                                                                                                                             |
  |:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------|
  | <code>And the country that does this first will, in my view, leapfrog others in achieving a new economy even, an improved economy, an improved outlook.</code>                                                                                                   | <code>E o país que fizer isto primeiro vai, na minha opinião, ultrapassar outros em alcançar uma nova economia até uma economia melhorada, uma visão melhorada.</code>                                                                                                                    | <code>[-0.1395619511604309, -0.1703503578901291, 0.21396367251873016, -0.29212212562561035, 0.2718254327774048, ...]</code>       |
  | <code>In fact, I even talk about us moving from what we often call now the "knowledge economy" to what we might call a "computational knowledge economy," where high-level math is integral to what everyone does in the way that knowledge currently is.</code> | <code>De facto, eu até falo de mudarmos do que chamamos hoje a economia do conhecimento para o que poderemos chamar a economia do conhecimento computacional, onde a matemática de alto nível está integrada no que toda a gente faz da forma que o conhecimento actualmente está.</code> | <code>[-0.002996142255142331, -0.34310653805732727, -0.09672430157661438, 0.23709852993488312, -0.013354267925024033, ...]</code> |
  | <code>We can engage so many more students with this, and they can have a better time doing it.</code>                                                                                                                                                            | <code>Podemos cativar tantos mais estudantes com isto, e eles podem divertir-se mais a fazê-lo.</code>                                                                                                                                                                                    | <code>[0.2670706808567047, 0.09549400955438614, -0.17057836055755615, -0.2152799665927887, -0.2832679748535156, ...]</code>       |
* Loss: [<code>MSELoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#mseloss)

### Evaluation Datasets

#### en-pt-br

* Dataset: [en-pt-br](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-talks) at [0c70bc6](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-talks/tree/0c70bc6714efb1df12f8a16b9056e4653563d128)
* Size: 992 evaluation samples
* Columns: <code>english</code>, <code>non_english</code>, and <code>label</code>
* Approximate statistics based on the first 992 samples:
  |         | english                                                                            | non_english                                                                       | label                                |
  |:--------|:-----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-------------------------------------|
  | type    | string                                                                             | string                                                                            | list                                 |
  | details | <ul><li>min: 4 tokens</li><li>mean: 24.37 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 38.6 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>size: 384 elements</li></ul> |
* Samples:
  | english                                                                                                                                                    | non_english                                                                                                                                                       | label                                                                                                                        |
  |:-----------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------|
  | <code>Thank you so much, Chris.</code>                                                                                                                     | <code>Muito obrigado, Chris.</code>                                                                                                                               | <code>[-0.1929965764284134, 0.051721055060625076, 0.3780047297477722, -0.20386895537376404, -0.2625442445278168, ...]</code> |
  | <code>And it's truly a great honor to have the opportunity to come to this stage twice; I'm extremely grateful.</code>                                     | <code>É realmente uma grande honra ter a oportunidade de estar neste palco pela segunda vez. Estou muito agradecido.</code>                                       | <code>[0.04667849838733673, 0.16640479862689972, 0.05405835807323456, -0.2507464587688446, -0.5305444002151489, ...]</code>  |
  | <code>I have been blown away by this conference, and I want to thank all of you for the many nice comments about what I had to say the other night.</code> | <code>Eu fui muito aplaudido por esta conferência e quero agradecer a todos pelos muitos comentários delicados sobre o que eu tinha a dizer naquela noite.</code> | <code>[0.04410325363278389, 0.2660813629627228, -0.013608227483928204, 0.08376947790384293, 0.22691071033477783, ...]</code> |
* Loss: [<code>MSELoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#mseloss)

#### en-es

* Dataset: en-es
* Size: 9,990 evaluation samples
* Columns: <code>english</code>, <code>non_english</code>, and <code>label</code>
* Approximate statistics based on the first 1000 samples:
  |         | english                                                                            | non_english                                                                        | label                                |
  |:--------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-------------------------------------|
  | type    | string                                                                             | string                                                                             | list                                 |
  | details | <ul><li>min: 4 tokens</li><li>mean: 24.39 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 36.38 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>size: 384 elements</li></ul> |
* Samples:
  | english                                                                                                                                                    | non_english                                                                                                                                                       | label                                                                                                                          |
  |:-----------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------|
  | <code>Thank you so much, Chris.</code>                                                                                                                     | <code>Muchas gracias Chris.</code>                                                                                                                                | <code>[-0.19299663603305817, 0.051721103489398956, 0.37800467014312744, -0.20386885106563568, -0.2625444531440735, ...]</code> |
  | <code>And it's truly a great honor to have the opportunity to come to this stage twice; I'm extremely grateful.</code>                                     | <code>Y es en verdad un gran honor tener la oportunidad de venir a este escenario por segunda vez. Estoy extremadamente agradecido.</code>                        | <code>[0.04667845368385315, 0.16640479862689972, 0.05405828729271889, -0.25074639916419983, -0.5305443406105042, ...]</code>   |
  | <code>I have been blown away by this conference, and I want to thank all of you for the many nice comments about what I had to say the other night.</code> | <code>He quedado conmovido por esta conferencia, y deseo agradecer a todos ustedes sus amables comentarios acerca de lo que tenía que decir la otra noche.</code> | <code>[0.04410335421562195, 0.2660813629627228, -0.01360794436186552, 0.08376938849687576, 0.22691065073013306, ...]</code>    |
* Loss: [<code>MSELoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#mseloss)

#### en-pt

* Dataset: en-pt
* Size: 9,992 evaluation samples
* Columns: <code>english</code>, <code>non_english</code>, and <code>label</code>
* Approximate statistics based on the first 1000 samples:
  |         | english                                                                            | non_english                                                                       | label                                |
  |:--------|:-----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-------------------------------------|
  | type    | string                                                                             | string                                                                            | list                                 |
  | details | <ul><li>min: 4 tokens</li><li>mean: 23.82 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 36.7 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>size: 384 elements</li></ul> |
* Samples:
  | english                                                                                                                                                    | non_english                                                                                                                                                          | label                                                                                                                          |
  |:-----------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------|
  | <code>Thank you so much, Chris.</code>                                                                                                                     | <code>Muito obrigado, Chris.</code>                                                                                                                                  | <code>[-0.19299663603305817, 0.051721103489398956, 0.37800467014312744, -0.20386885106563568, -0.2625444531440735, ...]</code> |
  | <code>And it's truly a great honor to have the opportunity to come to this stage twice; I'm extremely grateful.</code>                                     | <code>É realmente uma grande honra ter a oportunidade de pisar este palco pela segunda vez. Estou muito agradecido.</code>                                           | <code>[0.04667849838733673, 0.16640479862689972, 0.05405835807323456, -0.2507464587688446, -0.5305444002151489, ...]</code>    |
  | <code>I have been blown away by this conference, and I want to thank all of you for the many nice comments about what I had to say the other night.</code> | <code>Fiquei muito impressionado com esta conferência e quero agradecer a todos os imensos comentários simpáticos sobre o que eu tinha a dizer naquela noite.</code> | <code>[0.04410335421562195, 0.2660813629627228, -0.01360794436186552, 0.08376938849687576, 0.22691065073013306, ...]</code>    |
* Loss: [<code>MSELoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#mseloss)

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

- `eval_strategy`: steps
- `per_device_train_batch_size`: 128
- `per_device_eval_batch_size`: 128
- `gradient_accumulation_steps`: 8
- `num_train_epochs`: 6
- `warmup_ratio`: 0.15
- `bf16`: True

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

- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: steps
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 128
- `per_device_eval_batch_size`: 128
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 8
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 5e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 6
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.15
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: True
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `include_for_metrics`: []
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`: 
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `use_liger_kernel`: False
- `eval_use_gather_object`: False
- `average_tokens_across_devices`: False
- `prompts`: None
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional

</details>

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

| Epoch  | Step  | Training Loss | en-pt-br loss | en-es loss | en-pt loss | en-pt-br_negative_mse | en-pt-br_mean_accuracy | en-es_negative_mse | en-es_mean_accuracy | sts17-es-en-test_spearman_cosine | en-pt_negative_mse | en-pt_mean_accuracy |
|:------:|:-----:|:-------------:|:-------------:|:----------:|:----------:|:---------------------:|:----------------------:|:------------------:|:-------------------:|:--------------------------------:|:------------------:|:-------------------:|
| 0.0074 | 100   | 0.0512        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.0147 | 200   | 0.0505        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.0221 | 300   | 0.0496        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.0294 | 400   | 0.0489        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.0368 | 500   | 0.0483        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.0441 | 600   | 0.0479        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.0515 | 700   | 0.0476        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.0588 | 800   | 0.0474        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.0662 | 900   | 0.0471        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.0735 | 1000  | 0.0469        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.0809 | 1100  | 0.0467        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.0882 | 1200  | 0.0464        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.0956 | 1300  | 0.0461        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.1029 | 1400  | 0.046         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.1103 | 1500  | 0.0458        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.1176 | 1600  | 0.0456        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.1250 | 1700  | 0.0455        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.1323 | 1800  | 0.0454        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.1397 | 1900  | 0.0452        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.1470 | 2000  | 0.0452        | 0.0441        | 0.0454     | 0.0455     | -4.785339             | 0.5978                 | -4.9081144         | 0.5252              | 0.2460                           | -4.929552          | 0.4744              |
| 0.1544 | 2100  | 0.0449        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.1617 | 2200  | 0.0449        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.1691 | 2300  | 0.0448        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.1764 | 2400  | 0.0447        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.1838 | 2500  | 0.0446        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.1911 | 2600  | 0.0445        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.1985 | 2700  | 0.0443        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.2058 | 2800  | 0.0443        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.2132 | 2900  | 0.0442        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.2205 | 3000  | 0.0441        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.2279 | 3100  | 0.0441        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.2352 | 3200  | 0.0439        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.2426 | 3300  | 0.0439        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.2499 | 3400  | 0.0439        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.2573 | 3500  | 0.0438        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.2646 | 3600  | 0.0437        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.2720 | 3700  | 0.0436        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.2793 | 3800  | 0.0435        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.2867 | 3900  | 0.0436        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.2940 | 4000  | 0.0435        | 0.0424        | 0.0437     | 0.0438     | -4.5627975            | 0.8054                 | -4.6922235         | 0.7096              | 0.3575                           | -4.715491          | 0.6680              |
| 0.3014 | 4100  | 0.0434        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.3087 | 4200  | 0.0432        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.3161 | 4300  | 0.0433        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.3234 | 4400  | 0.0432        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.3308 | 4500  | 0.0432        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.3381 | 4600  | 0.0431        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.3455 | 4700  | 0.0431        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.3528 | 4800  | 0.043         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.3602 | 4900  | 0.043         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.3675 | 5000  | 0.043         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.3749 | 5100  | 0.0429        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.3822 | 5200  | 0.0429        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.3896 | 5300  | 0.0427        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.3969 | 5400  | 0.0428        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.4043 | 5500  | 0.0428        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.4116 | 5600  | 0.0427        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.4190 | 5700  | 0.0426        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.4263 | 5800  | 0.0427        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.4337 | 5900  | 0.0427        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.4410 | 6000  | 0.0425        | 0.0414        | 0.0428     | 0.0429     | -4.415331             | 0.8997                 | -4.566894          | 0.7969              | 0.4509                           | -4.5856175         | 0.7684              |
| 0.4484 | 6100  | 0.0425        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.4557 | 6200  | 0.0425        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.4631 | 6300  | 0.0426        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.4704 | 6400  | 0.0424        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.4778 | 6500  | 0.0424        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.4851 | 6600  | 0.0424        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.4925 | 6700  | 0.0423        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.4998 | 6800  | 0.0425        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.5072 | 6900  | 0.0423        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.5145 | 7000  | 0.0422        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.5219 | 7100  | 0.0423        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.5292 | 7200  | 0.0422        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.5366 | 7300  | 0.0422        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.5439 | 7400  | 0.0422        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.5513 | 7500  | 0.0422        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.5586 | 7600  | 0.0421        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.5660 | 7700  | 0.0421        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.5733 | 7800  | 0.0421        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.5807 | 7900  | 0.0421        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.5880 | 8000  | 0.0421        | 0.0409        | 0.0423     | 0.0424     | -4.325846             | 0.9400                 | -4.488157          | 0.8366              | 0.5334                           | -4.5032544         | 0.8170              |
| 0.5954 | 8100  | 0.0421        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6027 | 8200  | 0.042         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6101 | 8300  | 0.042         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6174 | 8400  | 0.042         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6248 | 8500  | 0.0421        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6321 | 8600  | 0.0419        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6395 | 8700  | 0.042         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6468 | 8800  | 0.0419        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6542 | 8900  | 0.0419        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6615 | 9000  | 0.0419        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6689 | 9100  | 0.0418        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6762 | 9200  | 0.0418        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6836 | 9300  | 0.0418        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6909 | 9400  | 0.0418        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.6983 | 9500  | 0.0418        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.7056 | 9600  | 0.0417        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.7130 | 9700  | 0.0417        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.7203 | 9800  | 0.0417        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.7277 | 9900  | 0.0417        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.7350 | 10000 | 0.0417        | 0.0405        | 0.0420     | 0.0420     | -4.2650604            | 0.9526                 | -4.434938          | 0.8587              | 0.6200                           | -4.4468904         | 0.8390              |
| 0.7424 | 10100 | 0.0416        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.7497 | 10200 | 0.0417        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.7571 | 10300 | 0.0416        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.7644 | 10400 | 0.0416        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.7718 | 10500 | 0.0416        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.7791 | 10600 | 0.0416        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.7865 | 10700 | 0.0416        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.7938 | 10800 | 0.0416        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.8012 | 10900 | 0.0415        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.8085 | 11000 | 0.0416        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.8159 | 11100 | 0.0415        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.8232 | 11200 | 0.0415        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.8306 | 11300 | 0.0415        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.8380 | 11400 | 0.0415        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.8453 | 11500 | 0.0415        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.8527 | 11600 | 0.0415        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.8600 | 11700 | 0.0414        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.8674 | 11800 | 0.0414        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.8747 | 11900 | 0.0414        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.8821 | 12000 | 0.0414        | 0.0402        | 0.0417     | 0.0417     | -4.2234926            | 0.9637                 | -4.3952775         | 0.8716              | 0.6684                           | -4.404395          | 0.8526              |
| 0.8894 | 12100 | 0.0414        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.8968 | 12200 | 0.0414        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9041 | 12300 | 0.0414        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9115 | 12400 | 0.0414        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9188 | 12500 | 0.0413        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9262 | 12600 | 0.0413        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9335 | 12700 | 0.0414        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9409 | 12800 | 0.0414        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9482 | 12900 | 0.0413        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9556 | 13000 | 0.0413        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9629 | 13100 | 0.0413        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9703 | 13200 | 0.0413        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9776 | 13300 | 0.0413        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9850 | 13400 | 0.0413        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9923 | 13500 | 0.0412        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 0.9997 | 13600 | 0.0413        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.0070 | 13700 | 0.0413        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.0144 | 13800 | 0.0413        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.0217 | 13900 | 0.0412        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.0291 | 14000 | 0.0412        | 0.0400        | 0.0415     | 0.0416     | -4.194809             | 0.9682                 | -4.36698           | 0.8798              | 0.6892                           | -4.37619           | 0.8621              |
| 1.0364 | 14100 | 0.0412        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.0438 | 14200 | 0.0412        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.0511 | 14300 | 0.0412        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.0585 | 14400 | 0.0412        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.0658 | 14500 | 0.0412        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.0732 | 14600 | 0.0412        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.0805 | 14700 | 0.0412        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.0879 | 14800 | 0.0412        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.0952 | 14900 | 0.0411        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.1026 | 15000 | 0.0411        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.1099 | 15100 | 0.0411        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.1173 | 15200 | 0.0411        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.1246 | 15300 | 0.0411        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.1320 | 15400 | 0.0411        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.1393 | 15500 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.1467 | 15600 | 0.0412        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.1540 | 15700 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.1614 | 15800 | 0.0411        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.1687 | 15900 | 0.0412        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.1761 | 16000 | 0.0411        | 0.0399        | 0.0414     | 0.0414     | -4.1725326            | 0.9728                 | -4.347921          | 0.8845              | 0.7072                           | -4.3567324         | 0.8679              |
| 1.1834 | 16100 | 0.0411        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.1908 | 16200 | 0.0411        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.1981 | 16300 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.2055 | 16400 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.2128 | 16500 | 0.0411        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.2202 | 16600 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.2275 | 16700 | 0.0411        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.2349 | 16800 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.2422 | 16900 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.2496 | 17000 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.2569 | 17100 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.2643 | 17200 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.2716 | 17300 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.2790 | 17400 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.2863 | 17500 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.2937 | 17600 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.3010 | 17700 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.3084 | 17800 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.3157 | 17900 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.3231 | 18000 | 0.041         | 0.0398        | 0.0413     | 0.0413     | -4.156324             | 0.9733                 | -4.3334045         | 0.8877              | 0.7126                           | -4.3421884         | 0.8721              |
| 1.3304 | 18100 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.3378 | 18200 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.3451 | 18300 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.3525 | 18400 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.3598 | 18500 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.3672 | 18600 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.3745 | 18700 | 0.041         | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.3819 | 18800 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.3892 | 18900 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.3966 | 19000 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.4039 | 19100 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.4113 | 19200 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.4186 | 19300 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.4260 | 19400 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.4333 | 19500 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.4407 | 19600 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.4480 | 19700 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.4554 | 19800 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.4627 | 19900 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.4701 | 20000 | 0.0409        | 0.0397        | 0.0413     | 0.0413     | -4.1426473            | 0.9763                 | -4.321089          | 0.8898              | 0.7271                           | -4.3293304         | 0.8749              |
| 1.4774 | 20100 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.4848 | 20200 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.4921 | 20300 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.4995 | 20400 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.5068 | 20500 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.5142 | 20600 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.5215 | 20700 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.5289 | 20800 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.5362 | 20900 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.5436 | 21000 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.5509 | 21100 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.5583 | 21200 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.5656 | 21300 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.5730 | 21400 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.5803 | 21500 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.5877 | 21600 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.5950 | 21700 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.6024 | 21800 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.6097 | 21900 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.6171 | 22000 | 0.0408        | 0.0397        | 0.0412     | 0.0412     | -4.1324744            | 0.9768                 | -4.312636          | 0.8920              | 0.7339                           | -4.320667          | 0.8767              |
| 1.6244 | 22100 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.6318 | 22200 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.6391 | 22300 | 0.0409        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.6465 | 22400 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.6538 | 22500 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.6612 | 22600 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.6686 | 22700 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.6759 | 22800 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.6833 | 22900 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.6906 | 23000 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.6980 | 23100 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.7053 | 23200 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.7127 | 23300 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.7200 | 23400 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.7274 | 23500 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.7347 | 23600 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.7421 | 23700 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.7494 | 23800 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.7568 | 23900 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.7641 | 24000 | 0.0408        | 0.0396        | 0.0411     | 0.0412     | -4.1245446            | 0.9748                 | -4.304793          | 0.8929              | 0.7383                           | -4.312529          | 0.8785              |
| 1.7715 | 24100 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.7788 | 24200 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.7862 | 24300 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.7935 | 24400 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8009 | 24500 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8082 | 24600 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8156 | 24700 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8229 | 24800 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8303 | 24900 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8376 | 25000 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8450 | 25100 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8523 | 25200 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8597 | 25300 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8670 | 25400 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8744 | 25500 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8817 | 25600 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8891 | 25700 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.8964 | 25800 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.9038 | 25900 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.9111 | 26000 | 0.0407        | 0.0396        | 0.0411     | 0.0411     | -4.115908             | 0.9793                 | -4.2973475         | 0.8952              | 0.7492                           | -4.3051677         | 0.8805              |
| 1.9185 | 26100 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.9258 | 26200 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.9332 | 26300 | 0.0408        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.9405 | 26400 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.9479 | 26500 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.9552 | 26600 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.9626 | 26700 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.9699 | 26800 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.9773 | 26900 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.9846 | 27000 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.9920 | 27100 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 1.9993 | 27200 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.0067 | 27300 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.0140 | 27400 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.0214 | 27500 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.0287 | 27600 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.0361 | 27700 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.0434 | 27800 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.0508 | 27900 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.0581 | 28000 | 0.0407        | 0.0395        | 0.0411     | 0.0411     | -4.1113133            | 0.9793                 | -4.291781          | 0.8963              | 0.7503                           | -4.3004823         | 0.8823              |
| 2.0655 | 28100 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.0728 | 28200 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.0802 | 28300 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.0875 | 28400 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.0949 | 28500 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1022 | 28600 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1096 | 28700 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1169 | 28800 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1243 | 28900 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1316 | 29000 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1390 | 29100 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1463 | 29200 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1537 | 29300 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1610 | 29400 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1684 | 29500 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1757 | 29600 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1831 | 29700 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1904 | 29800 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.1978 | 29900 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.2051 | 30000 | 0.0406        | 0.0395        | 0.0410     | 0.0410     | -4.103692             | 0.9783                 | -4.286089          | 0.8967              | 0.7587                           | -4.2947936         | 0.8821              |
| 2.2125 | 30100 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.2198 | 30200 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.2272 | 30300 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.2345 | 30400 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.2419 | 30500 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.2492 | 30600 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.2566 | 30700 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.2639 | 30800 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.2713 | 30900 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.2786 | 31000 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.2860 | 31100 | 0.0407        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.2933 | 31200 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.3007 | 31300 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.3080 | 31400 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.3154 | 31500 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.3227 | 31600 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.3301 | 31700 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.3374 | 31800 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.3448 | 31900 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.3521 | 32000 | 0.0406        | 0.0394        | 0.0410     | 0.0410     | -4.0995665            | 0.9788                 | -4.282365          | 0.8976              | 0.7618                           | -4.291147          | 0.8826              |
| 2.3595 | 32100 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.3668 | 32200 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.3742 | 32300 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.3815 | 32400 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.3889 | 32500 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.3962 | 32600 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4036 | 32700 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4109 | 32800 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4183 | 32900 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4256 | 33000 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4330 | 33100 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4403 | 33200 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4477 | 33300 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4550 | 33400 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4624 | 33500 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4697 | 33600 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4771 | 33700 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4844 | 33800 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4918 | 33900 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.4992 | 34000 | 0.0406        | 0.0394        | 0.0410     | 0.0410     | -4.0955496            | 0.9798                 | -4.278625          | 0.8985              | 0.7684                           | -4.2872252         | 0.8832              |
| 2.5065 | 34100 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.5139 | 34200 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.5212 | 34300 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.5286 | 34400 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.5359 | 34500 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.5433 | 34600 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.5506 | 34700 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.5580 | 34800 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.5653 | 34900 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.5727 | 35000 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.5800 | 35100 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.5874 | 35200 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.5947 | 35300 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.6021 | 35400 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.6094 | 35500 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.6168 | 35600 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.6241 | 35700 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.6315 | 35800 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.6388 | 35900 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.6462 | 36000 | 0.0405        | 0.0394        | 0.0410     | 0.0410     | -4.091509             | 0.9808                 | -4.2755327         | 0.8986              | 0.7703                           | -4.283869          | 0.8847              |
| 2.6535 | 36100 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.6609 | 36200 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.6682 | 36300 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.6756 | 36400 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.6829 | 36500 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.6903 | 36600 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.6976 | 36700 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.7050 | 36800 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.7123 | 36900 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.7197 | 37000 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.7270 | 37100 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.7344 | 37200 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.7417 | 37300 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.7491 | 37400 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.7564 | 37500 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.7638 | 37600 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.7711 | 37700 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.7785 | 37800 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.7858 | 37900 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.7932 | 38000 | 0.0405        | 0.0394        | 0.0409     | 0.0410     | -4.0881968            | 0.9819                 | -4.2728844         | 0.8990              | 0.7717                           | -4.281445          | 0.8851              |
| 2.8005 | 38100 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.8079 | 38200 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.8152 | 38300 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.8226 | 38400 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.8299 | 38500 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.8373 | 38600 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.8446 | 38700 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.8520 | 38800 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.8593 | 38900 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.8667 | 39000 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.8740 | 39100 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.8814 | 39200 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.8887 | 39300 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.8961 | 39400 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.9034 | 39500 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.9108 | 39600 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.9181 | 39700 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.9255 | 39800 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.9328 | 39900 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.9402 | 40000 | 0.0405        | 0.0393        | 0.0409     | 0.0409     | -4.0840244            | 0.9824                 | -4.2690845         | 0.9001              | 0.7744                           | -4.277667          | 0.8853              |
| 2.9475 | 40100 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.9549 | 40200 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.9622 | 40300 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.9696 | 40400 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.9769 | 40500 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.9843 | 40600 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.9916 | 40700 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 2.9990 | 40800 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.0063 | 40900 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.0137 | 41000 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.0210 | 41100 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.0284 | 41200 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.0357 | 41300 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.0431 | 41400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.0504 | 41500 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.0578 | 41600 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.0651 | 41700 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.0725 | 41800 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.0798 | 41900 | 0.0406        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.0872 | 42000 | 0.0405        | 0.0393        | 0.0409     | 0.0409     | -4.0831747            | 0.9819                 | -4.267492          | 0.9003              | 0.7798                           | -4.2760205         | 0.8860              |
| 3.0945 | 42100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1019 | 42200 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1092 | 42300 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1166 | 42400 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1239 | 42500 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1313 | 42600 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1386 | 42700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1460 | 42800 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1533 | 42900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1607 | 43000 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1680 | 43100 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1754 | 43200 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1827 | 43300 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1901 | 43400 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.1974 | 43500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.2048 | 43600 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.2121 | 43700 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.2195 | 43800 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.2268 | 43900 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.2342 | 44000 | 0.0405        | 0.0393        | 0.0409     | 0.0409     | -4.0802045            | 0.9824                 | -4.2650237         | 0.9005              | 0.7727                           | -4.2733293         | 0.8865              |
| 3.2415 | 44100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.2489 | 44200 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.2562 | 44300 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.2636 | 44400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.2709 | 44500 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.2783 | 44600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.2856 | 44700 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.2930 | 44800 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.3003 | 44900 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.3077 | 45000 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.3150 | 45100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.3224 | 45200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.3297 | 45300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.3371 | 45400 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.3445 | 45500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.3518 | 45600 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.3592 | 45700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.3665 | 45800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.3739 | 45900 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.3812 | 46000 | 0.0405        | 0.0393        | 0.0409     | 0.0409     | -4.078617             | 0.9829                 | -4.2630715         | 0.9009              | 0.7804                           | -4.271867          | 0.8867              |
| 3.3886 | 46100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.3959 | 46200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4033 | 46300 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4106 | 46400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4180 | 46500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4253 | 46600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4327 | 46700 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4400 | 46800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4474 | 46900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4547 | 47000 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4621 | 47100 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4694 | 47200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4768 | 47300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4841 | 47400 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4915 | 47500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.4988 | 47600 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.5062 | 47700 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.5135 | 47800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.5209 | 47900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.5282 | 48000 | 0.0404        | 0.0393        | 0.0409     | 0.0409     | -4.075687             | 0.9824                 | -4.260863          | 0.9012              | 0.7801                           | -4.2693996         | 0.8870              |
| 3.5356 | 48100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.5429 | 48200 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.5503 | 48300 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.5576 | 48400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.5650 | 48500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.5723 | 48600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.5797 | 48700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.5870 | 48800 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.5944 | 48900 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.6017 | 49000 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.6091 | 49100 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.6164 | 49200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.6238 | 49300 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.6311 | 49400 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.6385 | 49500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.6458 | 49600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.6532 | 49700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.6605 | 49800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.6679 | 49900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.6752 | 50000 | 0.0404        | 0.0393        | 0.0409     | 0.0409     | -4.074522             | 0.9824                 | -4.2595944         | 0.9015              | 0.7800                           | -4.2678404         | 0.8869              |
| 3.6826 | 50100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.6899 | 50200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.6973 | 50300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.7046 | 50400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.7120 | 50500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.7193 | 50600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.7267 | 50700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.7340 | 50800 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.7414 | 50900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.7487 | 51000 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.7561 | 51100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.7634 | 51200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.7708 | 51300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.7781 | 51400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.7855 | 51500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.7928 | 51600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.8002 | 51700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.8075 | 51800 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.8149 | 51900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.8222 | 52000 | 0.0405        | 0.0393        | 0.0408     | 0.0409     | -4.0725245            | 0.9829                 | -4.258272          | 0.9010              | 0.7804                           | -4.2663693         | 0.8873              |
| 3.8296 | 52100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.8369 | 52200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.8443 | 52300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.8516 | 52400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.8590 | 52500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.8663 | 52600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.8737 | 52700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.8810 | 52800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.8884 | 52900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.8957 | 53000 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.9031 | 53100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.9104 | 53200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.9178 | 53300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.9251 | 53400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.9325 | 53500 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.9398 | 53600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.9472 | 53700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.9545 | 53800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.9619 | 53900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.9692 | 54000 | 0.0404        | 0.0393        | 0.0408     | 0.0408     | -4.0710397            | 0.9834                 | -4.2558665         | 0.9017              | 0.7822                           | -4.264339          | 0.8871              |
| 3.9766 | 54100 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.9839 | 54200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.9913 | 54300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 3.9986 | 54400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.0060 | 54500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.0133 | 54600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.0207 | 54700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.0280 | 54800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.0354 | 54900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.0427 | 55000 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.0501 | 55100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.0574 | 55200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.0648 | 55300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.0721 | 55400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.0795 | 55500 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.0868 | 55600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.0942 | 55700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.1015 | 55800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.1089 | 55900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.1162 | 56000 | 0.0404        | 0.0393        | 0.0408     | 0.0408     | -4.0708294            | 0.9839                 | -4.255319          | 0.9020              | 0.7847                           | -4.2634797         | 0.8880              |
| 4.1236 | 56100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.1309 | 56200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.1383 | 56300 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.1456 | 56400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.1530 | 56500 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.1603 | 56600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.1677 | 56700 | 0.0405        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.1751 | 56800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.1824 | 56900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.1898 | 57000 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.1971 | 57100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.2045 | 57200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.2118 | 57300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.2192 | 57400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.2265 | 57500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.2339 | 57600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.2412 | 57700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.2486 | 57800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.2559 | 57900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.2633 | 58000 | 0.0403        | 0.0392        | 0.0408     | 0.0408     | -4.0691004            | 0.9829                 | -4.253834          | 0.9023              | 0.7827                           | -4.2621255         | 0.8880              |
| 4.2706 | 58100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.2780 | 58200 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.2853 | 58300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.2927 | 58400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3000 | 58500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3074 | 58600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3147 | 58700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3221 | 58800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3294 | 58900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3368 | 59000 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3441 | 59100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3515 | 59200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3588 | 59300 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3662 | 59400 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3735 | 59500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3809 | 59600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3882 | 59700 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.3956 | 59800 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.4029 | 59900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.4103 | 60000 | 0.0403        | 0.0392        | 0.0408     | 0.0408     | -4.067449             | 0.9824                 | -4.252402          | 0.9026              | 0.7815                           | -4.260964          | 0.8878              |
| 4.4176 | 60100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.4250 | 60200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.4323 | 60300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.4397 | 60400 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.4470 | 60500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.4544 | 60600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.4617 | 60700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.4691 | 60800 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.4764 | 60900 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.4838 | 61000 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.4911 | 61100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.4985 | 61200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.5058 | 61300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.5132 | 61400 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.5205 | 61500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.5279 | 61600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.5352 | 61700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.5426 | 61800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.5499 | 61900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.5573 | 62000 | 0.0403        | 0.0392        | 0.0408     | 0.0408     | -4.06687              | 0.9839                 | -4.2519274         | 0.9028              | 0.7839                           | -4.260144          | 0.8884              |
| 4.5646 | 62100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.5720 | 62200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.5793 | 62300 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.5867 | 62400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.5940 | 62500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6014 | 62600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6087 | 62700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6161 | 62800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6234 | 62900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6308 | 63000 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6381 | 63100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6455 | 63200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6528 | 63300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6602 | 63400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6675 | 63500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6749 | 63600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6822 | 63700 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6896 | 63800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.6969 | 63900 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.7043 | 64000 | 0.0403        | 0.0392        | 0.0408     | 0.0408     | -4.0657706            | 0.9829                 | -4.251195          | 0.9026              | 0.7835                           | -4.2593575         | 0.8881              |
| 4.7116 | 64100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.7190 | 64200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.7263 | 64300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.7337 | 64400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.7410 | 64500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.7484 | 64600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.7557 | 64700 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.7631 | 64800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.7704 | 64900 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.7778 | 65000 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.7851 | 65100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.7925 | 65200 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.7998 | 65300 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.8072 | 65400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.8145 | 65500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.8219 | 65600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.8292 | 65700 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.8366 | 65800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.8439 | 65900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.8513 | 66000 | 0.0404        | 0.0392        | 0.0408     | 0.0408     | -4.0652847            | 0.9834                 | -4.2506175         | 0.9028              | 0.7839                           | -4.2587624         | 0.8887              |
| 4.8586 | 66100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.8660 | 66200 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.8733 | 66300 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.8807 | 66400 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.8880 | 66500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.8954 | 66600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9027 | 66700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9101 | 66800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9174 | 66900 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9248 | 67000 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9321 | 67100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9395 | 67200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9468 | 67300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9542 | 67400 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9615 | 67500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9689 | 67600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9762 | 67700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9836 | 67800 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9909 | 67900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 4.9983 | 68000 | 0.0404        | 0.0392        | 0.0408     | 0.0408     | -4.0641384            | 0.9834                 | -4.2498612         | 0.9028              | 0.7849                           | -4.258079          | 0.8888              |
| 5.0057 | 68100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.0130 | 68200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.0204 | 68300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.0277 | 68400 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.0351 | 68500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.0424 | 68600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.0498 | 68700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.0571 | 68800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.0645 | 68900 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.0718 | 69000 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.0792 | 69100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.0865 | 69200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.0939 | 69300 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.1012 | 69400 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.1086 | 69500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.1159 | 69600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.1233 | 69700 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.1306 | 69800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.1380 | 69900 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.1453 | 70000 | 0.0404        | 0.0392        | 0.0408     | 0.0408     | -4.0635867            | 0.9829                 | -4.2490883         | 0.9027              | 0.7853                           | -4.2572694         | 0.8888              |
| 5.1527 | 70100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.1600 | 70200 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.1674 | 70300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.1747 | 70400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.1821 | 70500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.1894 | 70600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.1968 | 70700 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.2041 | 70800 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.2115 | 70900 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.2188 | 71000 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.2262 | 71100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.2335 | 71200 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.2409 | 71300 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.2482 | 71400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.2556 | 71500 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.2629 | 71600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.2703 | 71700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.2776 | 71800 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.2850 | 71900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.2923 | 72000 | 0.0403        | 0.0392        | 0.0408     | 0.0408     | -4.0629997            | 0.9829                 | -4.248385          | 0.9029              | 0.7867                           | -4.256695          | 0.8886              |
| 5.2997 | 72100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.3070 | 72200 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.3144 | 72300 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.3217 | 72400 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.3291 | 72500 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.3364 | 72600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.3438 | 72700 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.3511 | 72800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.3585 | 72900 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.3658 | 73000 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.3732 | 73100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.3805 | 73200 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.3879 | 73300 | 0.0402        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.3952 | 73400 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.4026 | 73500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.4099 | 73600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.4173 | 73700 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.4246 | 73800 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.4320 | 73900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.4393 | 74000 | 0.0403        | 0.0392        | 0.0408     | 0.0408     | -4.0628495            | 0.9834                 | -4.2482247         | 0.9030              | 0.7844                           | -4.256557          | 0.8888              |
| 5.4467 | 74100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.4540 | 74200 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.4614 | 74300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.4687 | 74400 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.4761 | 74500 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.4834 | 74600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.4908 | 74700 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.4981 | 74800 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.5055 | 74900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.5128 | 75000 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.5202 | 75100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.5275 | 75200 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.5349 | 75300 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.5422 | 75400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.5496 | 75500 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.5569 | 75600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.5643 | 75700 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.5716 | 75800 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.5790 | 75900 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.5863 | 76000 | 0.0404        | 0.0392        | 0.0408     | 0.0408     | -4.062086             | 0.9829                 | -4.247803          | 0.9032              | 0.7871                           | -4.2560315         | 0.8889              |
| 5.5937 | 76100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6010 | 76200 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6084 | 76300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6157 | 76400 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6231 | 76500 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6304 | 76600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6378 | 76700 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6451 | 76800 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6525 | 76900 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6598 | 77000 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6672 | 77100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6745 | 77200 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6819 | 77300 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6892 | 77400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.6966 | 77500 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.7039 | 77600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.7113 | 77700 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.7186 | 77800 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.7260 | 77900 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.7333 | 78000 | 0.0404        | 0.0392        | 0.0408     | 0.0408     | -4.062058             | 0.9834                 | -4.247644          | 0.9029              | 0.7858                           | -4.2557683         | 0.8888              |
| 5.7407 | 78100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.7480 | 78200 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.7554 | 78300 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.7627 | 78400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.7701 | 78500 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.7774 | 78600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.7848 | 78700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.7921 | 78800 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.7995 | 78900 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.8068 | 79000 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.8142 | 79100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.8215 | 79200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.8289 | 79300 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.8363 | 79400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.8436 | 79500 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.8510 | 79600 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.8583 | 79700 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.8657 | 79800 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.8730 | 79900 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.8804 | 80000 | 0.0403        | 0.0392        | 0.0408     | 0.0408     | -4.0617065            | 0.9834                 | -4.247319          | 0.9030              | 0.7862                           | -4.255536          | 0.8888              |
| 5.8877 | 80100 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.8951 | 80200 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9024 | 80300 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9098 | 80400 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9171 | 80500 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9245 | 80600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9318 | 80700 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9392 | 80800 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9465 | 80900 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9539 | 81000 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9612 | 81100 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9686 | 81200 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9759 | 81300 | 0.0404        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9833 | 81400 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9906 | 81500 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |
| 5.9980 | 81600 | 0.0403        | -             | -          | -          | -                     | -                      | -                  | -                   | -                                | -                  | -                   |

</details>

### Framework Versions
- Python: 3.12.7
- Sentence Transformers: 3.3.0
- Transformers: 4.46.2
- PyTorch: 2.5.1+cu124
- Accelerate: 1.1.1
- Datasets: 3.1.0
- Tokenizers: 0.20.3

## Citation

### BibTeX

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

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

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