sentence-transformers safetensors bert sentence-similarity feature-extraction generated_from_trainer dataset_size:1317 loss:MultipleNegativesRankingLoss arxiv:1908.10084 arxiv:1705.00652 base_model:cointegrated/rubert-tiny2 base_model:finetune:cointegrated/rubert-tiny2 model-index autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: cointegrated/rubert-tiny2
datasets: []
language: []
library_name: sentence-transformers
metrics:
- cosine_accuracy@1
- cosine_accuracy@3
- cosine_accuracy@5
- cosine_precision@1
- cosine_precision@3
- cosine_precision@5
- cosine_precision@10
- cosine_recall@1
- cosine_recall@3
- cosine_recall@5
- cosine_recall@10
- cosine_ndcg@10
- cosine_mrr@10
- cosine_map@100
- dot_accuracy@1
- dot_accuracy@3
- dot_accuracy@5
- dot_precision@1
- dot_precision@3
- dot_precision@5
- dot_precision@10
- dot_recall@1
- dot_recall@3
- dot_recall@5
- dot_recall@10
- dot_ndcg@10
- dot_mrr@10
- dot_map@100
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:1317
- loss:MultipleNegativesRankingLoss
widget:
- source_sentence: востановить лк
  sentences:
  - Создайте, пожалуйста, обращение в ИТ поддержку на портале support
  - Если руководитель не успел согласовать или не согласовать задачу по ЭЛН, БЛ автоматически
    согласовывается
  - 'При проблемах со входом в личный кабинет, прежде чем создавать заявку в поддержку,
    убедитесь, что заходите в ЛК на сайте https://company-x5.ru, указываете актуальные
    и верные логин и пароль. Если Вам неизвестен логин, обратитесь к руководителю
    (ДМ), он сможет посмотреть Ваш логин и сбросить пароль в веб-табеле. Для самостоятельного
    сброса пароля позвоните с вашего мобильного телефона на +7 (XXX) XXX XX XX, наберите
    добавочный номер 10100, нажмите * и подтвердите сброс пароля, нажав #. Обновленный
    пароль отправляется по SMS.'
- source_sentence: Можно ли изменить период больничного по беременности и родам, если
    в ЭЛН указаны другие периоды?
  sentences:
  - 'По процессу, после согласования заявки на УР, необходимо подписать доп. соглашение.
    Сотрудникам КЦ необходимо подписать дополнительное соглашение: - удаленно с помощью
    обмена скан-копий или фото документа, а при невозможности – подтверждением по
    электронной почте. Как только доп. соглашение любым образом подписывается, работник
    отдела кадров снимает блокировку в SAP HR с доп. соглашения и Вам представляется
    возможность создать график работы в ЛК.'
  - Сотрудник может продолжить работу во время больничного по беременности и родам,
    при этом ему будет выплачиваться заработная плата. Пособие по беременности и родам
    будет рассчитано с фактической даты ухода в отпуск по беременности и родам (соответственно,
    будет оплачено меньшее кол-во дней БИРа).
  - У данного руководителя отсутствует доступ к сервису "Удаленная работа" по правилу,
    поэтому его не видно в ЛК2. Возможно на штатной должности сотрудника "Уровень
    подчиненности до СЕО = -2", в таблице ZHRT_ESS_REMAPP для всех форматов настройки
    такого плана (ограничение на ШД руководителя CEO и -1)
- source_sentence: Нет моей команды в ЛК. С уважением ДМ
  sentences:
  - Пожалуйста, создайте заявку в разделе "Зарплатная карта", выбрав подтему "Изменение
    банковских реквизитов"
  - 'При проблемах со входом в личный кабинет, прежде чем создавать заявку в поддержку,
    убедитесь, что заходите в ЛК на сайте https://company-x5.ru, указываете актуальные
    и верные логин и пароль. Если Вам неизвестен логин, обратитесь к руководителю
    (ДМ), он сможет посмотреть Ваш логин и сбросить пароль в веб-табеле. Для самостоятельного
    сброса пароля позвоните с вашего мобильного телефона на +7 (XXX) XXX XX XX, наберите
    добавочный номер 10100, нажмите * и подтвердите сброс пароля, нажав #. Обновленный
    пароль отправляется по SMS.'
  - Если в "команде" нет подчиненных сотрудников просьба обратиться в поддержку для
    корректировки
- source_sentence: исчезли вкладки в личном кабинете
  sentences:
  - Кнопка "изменить номер" телефона находится в личном разделе в ЛК. Если доступа
    к ЛК нет, для смены номера телефона, обратитесь в поддержку
  - Для изменения графика работы сотрудника создайте заявку в разделе "Заявки" по
    теме "Табель/график/рабочее время", выбрав подтему "Изменение графика".
  - Если в "команде" нет подчиненных сотрудников просьба обратиться в поддержку для
    корректировки
- source_sentence: Дайте обратную связь по моей заявке,отправлен ли логин и пароль
    сотруднику
  sentences:
  - Создайте, пожалуйста, обращение в ИТ поддержку на портале support
  - 'При проблемах со входом в личный кабинет, прежде чем создавать заявку в поддержку,
    убедитесь, что заходите в ЛК на сайте https://company-x5.ru, указываете актуальные
    и верные логин и пароль. Если Вам неизвестен логин, обратитесь к руководителю
    (ДМ), он сможет посмотреть Ваш логин и сбросить пароль в веб-табеле. Для самостоятельного
    сброса пароля позвоните с вашего мобильного телефона на +7 (XXX) XXX XX XX, наберите
    добавочный номер 10100, нажмите * и подтвердите сброс пароля, нажав #. Обновленный
    пароль отправляется по SMS.'
  - На текущий момент данные по больничным листам поступают работодателю от СФР напрямую.
    Если больничный лист не был подтвержден, а затем появилась необходимость в его
    проведении, то сотруднику следует создать заявку в Личном кабинете по теме "Перерасчет
    пособий" и указать номер ЭЛН.
model-index:
- name: SentenceTransformer based on cointegrated/rubert-tiny2
  results:
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: test
      type: test
    metrics:
    - type: cosine_accuracy@1
      value: 0.6909090909090909
      name: Cosine Accuracy@1
    - type: cosine_accuracy@3
      value: 0.8303030303030303
      name: Cosine Accuracy@3
    - type: cosine_accuracy@5
      value: 0.8787878787878788
      name: Cosine Accuracy@5
    - type: cosine_precision@1
      value: 0.6909090909090909
      name: Cosine Precision@1
    - type: cosine_precision@3
      value: 0.2767676767676768
      name: Cosine Precision@3
    - type: cosine_precision@5
      value: 0.17575757575757572
      name: Cosine Precision@5
    - type: cosine_precision@10
      value: 0.0906060606060606
      name: Cosine Precision@10
    - type: cosine_recall@1
      value: 0.6909090909090909
      name: Cosine Recall@1
    - type: cosine_recall@3
      value: 0.8303030303030303
      name: Cosine Recall@3
    - type: cosine_recall@5
      value: 0.8787878787878788
      name: Cosine Recall@5
    - type: cosine_recall@10
      value: 0.906060606060606
      name: Cosine Recall@10
    - type: cosine_ndcg@10
      value: 0.8025561727971702
      name: Cosine Ndcg@10
    - type: cosine_mrr@10
      value: 0.7688119288119287
      name: Cosine Mrr@10
    - type: cosine_map@100
      value: 0.7729668802734949
      name: Cosine Map@100
    - type: dot_accuracy@1
      value: 0.6909090909090909
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.8303030303030303
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.8787878787878788
      name: Dot Accuracy@5
    - type: dot_precision@1
      value: 0.6909090909090909
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.2767676767676768
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.17575757575757572
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.0906060606060606
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.6909090909090909
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.8303030303030303
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.8787878787878788
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.906060606060606
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.8025561727971702
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.7688119288119287
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.7729668802734949
      name: Dot Map@100
---

# SentenceTransformer based on cointegrated/rubert-tiny2

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [cointegrated/rubert-tiny2](https://huggingface.co/cointegrated/rubert-tiny2). It maps sentences & paragraphs to a 312-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:** [cointegrated/rubert-tiny2](https://huggingface.co/cointegrated/rubert-tiny2) <!-- at revision dad72b8f77c5eef6995dd3e4691b758ba56b90c3 -->
- **Maximum Sequence Length:** 2048 tokens
- **Output Dimensionality:** 312 tokens
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

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

### Full Model Architecture

```
SentenceTransformer(
  (0): Transformer({'max_seq_length': 2048, 'do_lower_case': False}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 312, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, '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("WpythonW/RUbert-tiny_custom_test")
# Run inference
sentences = [
    'Дайте обратную связь по моей заявке,отправлен ли логин и пароль сотруднику',
    'При проблемах со входом в личный кабинет, прежде чем создавать заявку в поддержку, убедитесь, что заходите в ЛК на сайте https://company-x5.ru, указываете актуальные и верные логин и пароль. Если Вам неизвестен логин, обратитесь к руководителю (ДМ), он сможет посмотреть Ваш логин и сбросить пароль в веб-табеле. Для самостоятельного сброса пароля позвоните с вашего мобильного телефона на +7 (XXX) XXX XX XX, наберите добавочный номер 10100, нажмите * и подтвердите сброс пароля, нажав #. Обновленный пароль отправляется по SMS.',
    'Создайте, пожалуйста, обращение в ИТ поддержку на портале support',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 312]

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

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

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

</details>
-->

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

You can finetune this model on your own dataset.

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

</details>
-->

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

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

## Evaluation

### Metrics

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

| Metric              | Value     |
|:--------------------|:----------|
| cosine_accuracy@1   | 0.6909    |
| cosine_accuracy@3   | 0.8303    |
| cosine_accuracy@5   | 0.8788    |
| cosine_precision@1  | 0.6909    |
| cosine_precision@3  | 0.2768    |
| cosine_precision@5  | 0.1758    |
| cosine_precision@10 | 0.0906    |
| cosine_recall@1     | 0.6909    |
| cosine_recall@3     | 0.8303    |
| cosine_recall@5     | 0.8788    |
| cosine_recall@10    | 0.9061    |
| cosine_ndcg@10      | 0.8026    |
| cosine_mrr@10       | 0.7688    |
| **cosine_map@100**  | **0.773** |
| dot_accuracy@1      | 0.6909    |
| dot_accuracy@3      | 0.8303    |
| dot_accuracy@5      | 0.8788    |
| dot_precision@1     | 0.6909    |
| dot_precision@3     | 0.2768    |
| dot_precision@5     | 0.1758    |
| dot_precision@10    | 0.0906    |
| dot_recall@1        | 0.6909    |
| dot_recall@3        | 0.8303    |
| dot_recall@5        | 0.8788    |
| dot_recall@10       | 0.9061    |
| dot_ndcg@10         | 0.8026    |
| dot_mrr@10          | 0.7688    |
| dot_map@100         | 0.773     |

<!--
## Bias, Risks and Limitations

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

<!--
### Recommendations

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

## Training Details

### Training Dataset

#### Unnamed Dataset


* Size: 1,317 training samples
* Columns: <code>sentence_0</code> and <code>sentence_1</code>
* Approximate statistics based on the first 1000 samples:
  |         | sentence_0                                                                         | sentence_1                                                                         |
  |:--------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
  | type    | string                                                                             | string                                                                             |
  | details | <ul><li>min: 3 tokens</li><li>mean: 12.42 tokens</li><li>max: 107 tokens</li></ul> | <ul><li>min: 7 tokens</li><li>mean: 60.08 tokens</li><li>max: 371 tokens</li></ul> |
* Samples:
  | sentence_0                                                                                                                                                         | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
  |:-------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>Не могу оформить заявку на работу из дома</code>                                                                                                             | <code>Критерии доступности сервиса Удаленная Работа: 1.Сотрудник не на нулевой занятости: процент соединения (ИТ 1001) между штатной должностью и табельным номером на текущую дату больше 0; 2.Сотрудник на офисном графике работы: в ИТ 0007 Нормативное рабочее время на текущую дату установлен график, который в соответствии с Правилом ГРВ (таблица T508A) является офисным – поле KKRKH принимает одно из значений: {1; 2; 3; 4; 6}; 3.У сотрудника есть руководитель: наличие на текущую дату соединения (ИТ 1001) B012 между ОЕ сотрудника и ШД руководителям или BZ10 между ШД сотрудника и ШД руководителя; 4.Уровень CEO- руководителя сотрудника позволяет принимать заявки на УР: на штатной должности руководителя сотрудника установленное на текущую дату значение атрибута (ИТ 1222) Z_PM_CEO Уровень подчиненности до СЕО по сценарию Z_PM Управление эффективностью должностей отсутствует в таблице ZHRT_ESS_REMAPP для формата сотрудника (на данный момент ограничение только на CEO и -1 5.Сотруднику установлен признак «Удаленный офис»: на ШД сотрудника / на ОЕ сотрудника / на вышестоящей ОЕ (по пути анализа P-S-O-O) в ИТ 1010 Комп/ВспомСредства подтипе 9021 Работа на дому установлено значение 002 Удаленный офис. Если какой-то из критериев не выполняется, вкладка «удаленная работа» в личном кабинете будет не доступна. Для внесения изменений в систему SAP, необходимо обратиться к специалистам по кадрам.</code> |
  | <code>Не поступают заявки в работу, прошу настроить корректность их назначения. Была делегирована роль в ЛК от менеджера по кадрам, но заявки не поступают.</code> | <code>Создайте, пожалуйста, обращение в ИТ поддержку на портале support</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
  | <code>Нет возможности подписать график УР - отображается, что подписано все.</code>                                                                                | <code>Вам необходимо открыть сервис "Удаленная работа", далее выбрать "График УР". Заявка находится в статусе "Ожидание подписание". Нажмите на нее. Откроется заявка и будет активна кнопка "Подписать".</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
  ```json
  {
      "scale": 20.0,
      "similarity_fct": "cos_sim"
  }
  ```

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

- `eval_strategy`: steps
- `per_device_train_batch_size`: 512
- `per_device_eval_batch_size`: 512
- `num_train_epochs`: 1200
- `multi_dataset_batch_sampler`: round_robin

#### 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`: 512
- `per_device_eval_batch_size`: 512
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 5e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1
- `num_train_epochs`: 1200
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.0
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: False
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: 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
- `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
- `eval_use_gather_object`: False
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: round_robin

</details>

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

| Epoch     | Step | Training Loss | test_cosine_map@100 |
|:---------:|:----:|:-------------:|:-------------------:|
| 1.0       | 3    | -             | 0.2941              |
| 2.0       | 6    | -             | 0.2941              |
| 3.0       | 9    | -             | 0.2942              |
| 4.0       | 12   | -             | 0.2942              |
| 5.0       | 15   | -             | 0.2945              |
| 6.0       | 18   | -             | 0.2945              |
| 7.0       | 21   | -             | 0.2944              |
| 8.0       | 24   | -             | 0.2948              |
| 9.0       | 27   | -             | 0.2964              |
| 10.0      | 30   | -             | 0.2964              |
| 11.0      | 33   | -             | 0.2965              |
| 12.0      | 36   | -             | 0.2967              |
| 13.0      | 39   | -             | 0.2970              |
| 14.0      | 42   | -             | 0.2979              |
| 15.0      | 45   | -             | 0.2979              |
| 16.0      | 48   | -             | 0.2995              |
| 17.0      | 51   | -             | 0.3038              |
| 18.0      | 54   | -             | 0.3041              |
| 19.0      | 57   | -             | 0.3050              |
| 20.0      | 60   | -             | 0.3058              |
| 21.0      | 63   | -             | 0.3061              |
| 22.0      | 66   | -             | 0.3073              |
| 23.0      | 69   | -             | 0.3094              |
| 24.0      | 72   | -             | 0.3098              |
| 25.0      | 75   | -             | 0.3119              |
| 26.0      | 78   | -             | 0.3122              |
| 27.0      | 81   | -             | 0.3130              |
| 28.0      | 84   | -             | 0.3144              |
| 29.0      | 87   | -             | 0.3159              |
| 30.0      | 90   | -             | 0.3180              |
| 31.0      | 93   | -             | 0.3199              |
| 32.0      | 96   | -             | 0.3225              |
| 33.0      | 99   | -             | 0.3255              |
| 34.0      | 102  | -             | 0.3274              |
| 35.0      | 105  | -             | 0.3293              |
| 36.0      | 108  | -             | 0.3297              |
| 37.0      | 111  | -             | 0.3305              |
| 38.0      | 114  | -             | 0.3328              |
| 39.0      | 117  | -             | 0.3378              |
| 40.0      | 120  | -             | 0.3382              |
| 41.0      | 123  | -             | 0.3417              |
| 42.0      | 126  | -             | 0.3428              |
| 43.0      | 129  | -             | 0.3471              |
| 44.0      | 132  | -             | 0.3497              |
| 45.0      | 135  | -             | 0.3514              |
| 46.0      | 138  | -             | 0.3540              |
| 47.0      | 141  | -             | 0.3552              |
| 48.0      | 144  | -             | 0.3585              |
| 49.0      | 147  | -             | 0.3613              |
| 50.0      | 150  | -             | 0.3621              |
| 51.0      | 153  | -             | 0.3668              |
| 52.0      | 156  | -             | 0.3696              |
| 53.0      | 159  | -             | 0.3701              |
| 54.0      | 162  | -             | 0.3724              |
| 55.0      | 165  | -             | 0.3742              |
| 56.0      | 168  | -             | 0.3789              |
| 57.0      | 171  | -             | 0.3809              |
| 58.0      | 174  | -             | 0.3821              |
| 59.0      | 177  | -             | 0.3867              |
| 60.0      | 180  | -             | 0.3894              |
| 61.0      | 183  | -             | 0.3964              |
| 62.0      | 186  | -             | 0.3988              |
| 63.0      | 189  | -             | 0.4016              |
| 64.0      | 192  | -             | 0.4027              |
| 65.0      | 195  | -             | 0.4048              |
| 66.0      | 198  | -             | 0.4093              |
| 67.0      | 201  | -             | 0.4103              |
| 68.0      | 204  | -             | 0.4101              |
| 69.0      | 207  | -             | 0.4126              |
| 70.0      | 210  | -             | 0.4138              |
| 71.0      | 213  | -             | 0.4153              |
| 72.0      | 216  | -             | 0.4202              |
| 73.0      | 219  | -             | 0.4241              |
| 74.0      | 222  | -             | 0.4285              |
| 75.0      | 225  | -             | 0.4301              |
| 76.0      | 228  | -             | 0.4321              |
| 77.0      | 231  | -             | 0.4340              |
| 78.0      | 234  | -             | 0.4366              |
| 79.0      | 237  | -             | 0.4395              |
| 80.0      | 240  | -             | 0.4403              |
| 81.0      | 243  | -             | 0.4400              |
| 82.0      | 246  | -             | 0.4422              |
| 83.0      | 249  | -             | 0.4433              |
| 84.0      | 252  | -             | 0.4481              |
| 85.0      | 255  | -             | 0.4528              |
| 86.0      | 258  | -             | 0.4552              |
| 87.0      | 261  | -             | 0.4583              |
| 88.0      | 264  | -             | 0.4637              |
| 89.0      | 267  | -             | 0.4663              |
| 90.0      | 270  | -             | 0.4674              |
| 91.0      | 273  | -             | 0.4708              |
| 92.0      | 276  | -             | 0.4718              |
| 93.0      | 279  | -             | 0.4754              |
| 94.0      | 282  | -             | 0.4778              |
| 95.0      | 285  | -             | 0.4811              |
| 96.0      | 288  | -             | 0.4820              |
| 97.0      | 291  | -             | 0.4831              |
| 98.0      | 294  | -             | 0.4857              |
| 99.0      | 297  | -             | 0.4889              |
| 100.0     | 300  | -             | 0.4929              |
| 101.0     | 303  | -             | 0.4938              |
| 102.0     | 306  | -             | 0.4990              |
| 103.0     | 309  | -             | 0.5003              |
| 104.0     | 312  | -             | 0.5012              |
| 105.0     | 315  | -             | 0.5025              |
| 106.0     | 318  | -             | 0.5033              |
| 107.0     | 321  | -             | 0.5054              |
| 108.0     | 324  | -             | 0.5073              |
| 109.0     | 327  | -             | 0.5080              |
| 110.0     | 330  | -             | 0.5088              |
| 111.0     | 333  | -             | 0.5115              |
| 112.0     | 336  | -             | 0.5131              |
| 113.0     | 339  | -             | 0.5160              |
| 114.0     | 342  | -             | 0.5201              |
| 115.0     | 345  | -             | 0.5274              |
| 116.0     | 348  | -             | 0.5297              |
| 117.0     | 351  | -             | 0.5316              |
| 118.0     | 354  | -             | 0.5340              |
| 119.0     | 357  | -             | 0.5365              |
| 120.0     | 360  | -             | 0.5374              |
| 121.0     | 363  | -             | 0.5397              |
| 122.0     | 366  | -             | 0.5418              |
| 123.0     | 369  | -             | 0.5441              |
| 124.0     | 372  | -             | 0.5463              |
| 125.0     | 375  | -             | 0.5489              |
| 126.0     | 378  | -             | 0.5525              |
| 127.0     | 381  | -             | 0.5539              |
| 128.0     | 384  | -             | 0.5556              |
| 129.0     | 387  | -             | 0.5575              |
| 130.0     | 390  | -             | 0.5601              |
| 131.0     | 393  | -             | 0.5607              |
| 132.0     | 396  | -             | 0.5632              |
| 133.0     | 399  | -             | 0.5661              |
| 134.0     | 402  | -             | 0.5685              |
| 135.0     | 405  | -             | 0.5710              |
| 136.0     | 408  | -             | 0.5747              |
| 137.0     | 411  | -             | 0.5779              |
| 138.0     | 414  | -             | 0.5805              |
| 139.0     | 417  | -             | 0.5832              |
| 140.0     | 420  | -             | 0.5871              |
| 141.0     | 423  | -             | 0.5948              |
| 142.0     | 426  | -             | 0.5976              |
| 143.0     | 429  | -             | 0.5995              |
| 144.0     | 432  | -             | 0.6056              |
| 145.0     | 435  | -             | 0.6097              |
| 146.0     | 438  | -             | 0.6100              |
| 147.0     | 441  | -             | 0.6106              |
| 148.0     | 444  | -             | 0.6113              |
| 149.0     | 447  | -             | 0.6100              |
| 150.0     | 450  | -             | 0.6105              |
| 151.0     | 453  | -             | 0.6126              |
| 152.0     | 456  | -             | 0.6136              |
| 153.0     | 459  | -             | 0.6145              |
| 154.0     | 462  | -             | 0.6166              |
| 155.0     | 465  | -             | 0.6175              |
| 156.0     | 468  | -             | 0.6194              |
| 157.0     | 471  | -             | 0.6194              |
| 158.0     | 474  | -             | 0.6196              |
| 159.0     | 477  | -             | 0.6218              |
| 160.0     | 480  | -             | 0.6230              |
| 161.0     | 483  | -             | 0.6239              |
| 162.0     | 486  | -             | 0.6284              |
| 163.0     | 489  | -             | 0.6318              |
| 164.0     | 492  | -             | 0.6325              |
| 165.0     | 495  | -             | 0.6335              |
| 166.0     | 498  | -             | 0.6335              |
| 166.6667  | 500  | 4.7565        | -                   |
| 167.0     | 501  | -             | 0.6356              |
| 168.0     | 504  | -             | 0.6388              |
| 169.0     | 507  | -             | 0.6413              |
| 170.0     | 510  | -             | 0.6417              |
| 171.0     | 513  | -             | 0.6422              |
| 172.0     | 516  | -             | 0.6440              |
| 173.0     | 519  | -             | 0.6459              |
| 174.0     | 522  | -             | 0.6460              |
| 175.0     | 525  | -             | 0.6473              |
| 176.0     | 528  | -             | 0.6461              |
| 177.0     | 531  | -             | 0.6469              |
| 178.0     | 534  | -             | 0.6471              |
| 179.0     | 537  | -             | 0.6496              |
| 180.0     | 540  | -             | 0.6498              |
| 181.0     | 543  | -             | 0.6500              |
| 182.0     | 546  | -             | 0.6524              |
| 183.0     | 549  | -             | 0.6529              |
| 184.0     | 552  | -             | 0.6533              |
| 185.0     | 555  | -             | 0.6533              |
| 186.0     | 558  | -             | 0.6550              |
| 187.0     | 561  | -             | 0.6571              |
| 188.0     | 564  | -             | 0.6592              |
| 189.0     | 567  | -             | 0.6594              |
| 190.0     | 570  | -             | 0.6602              |
| 191.0     | 573  | -             | 0.6627              |
| 192.0     | 576  | -             | 0.6634              |
| 193.0     | 579  | -             | 0.6624              |
| 194.0     | 582  | -             | 0.6630              |
| 195.0     | 585  | -             | 0.6669              |
| 196.0     | 588  | -             | 0.6700              |
| 197.0     | 591  | -             | 0.6716              |
| 198.0     | 594  | -             | 0.6725              |
| 199.0     | 597  | -             | 0.6734              |
| 200.0     | 600  | -             | 0.6737              |
| 201.0     | 603  | -             | 0.6797              |
| 202.0     | 606  | -             | 0.6814              |
| 203.0     | 609  | -             | 0.6840              |
| 204.0     | 612  | -             | 0.6872              |
| 205.0     | 615  | -             | 0.6888              |
| 206.0     | 618  | -             | 0.6894              |
| 207.0     | 621  | -             | 0.6881              |
| 208.0     | 624  | -             | 0.6897              |
| 209.0     | 627  | -             | 0.6897              |
| 210.0     | 630  | -             | 0.6894              |
| 211.0     | 633  | -             | 0.6896              |
| 212.0     | 636  | -             | 0.6900              |
| 213.0     | 639  | -             | 0.6886              |
| 214.0     | 642  | -             | 0.6873              |
| 215.0     | 645  | -             | 0.6881              |
| 216.0     | 648  | -             | 0.6892              |
| 217.0     | 651  | -             | 0.6890              |
| 218.0     | 654  | -             | 0.6892              |
| 219.0     | 657  | -             | 0.6895              |
| 220.0     | 660  | -             | 0.6864              |
| 221.0     | 663  | -             | 0.6863              |
| 222.0     | 666  | -             | 0.6863              |
| 223.0     | 669  | -             | 0.6865              |
| 224.0     | 672  | -             | 0.6869              |
| 225.0     | 675  | -             | 0.6873              |
| 226.0     | 678  | -             | 0.6876              |
| 227.0     | 681  | -             | 0.6880              |
| 228.0     | 684  | -             | 0.6884              |
| 229.0     | 687  | -             | 0.6899              |
| 230.0     | 690  | -             | 0.6930              |
| 231.0     | 693  | -             | 0.6947              |
| 232.0     | 696  | -             | 0.6957              |
| 233.0     | 699  | -             | 0.6957              |
| 234.0     | 702  | -             | 0.6944              |
| 235.0     | 705  | -             | 0.6968              |
| 236.0     | 708  | -             | 0.6973              |
| 237.0     | 711  | -             | 0.6992              |
| 238.0     | 714  | -             | 0.6996              |
| 239.0     | 717  | -             | 0.7001              |
| 240.0     | 720  | -             | 0.7003              |
| 241.0     | 723  | -             | 0.6987              |
| 242.0     | 726  | -             | 0.6974              |
| 243.0     | 729  | -             | 0.6976              |
| 244.0     | 732  | -             | 0.6989              |
| 245.0     | 735  | -             | 0.6986              |
| 246.0     | 738  | -             | 0.6982              |
| 247.0     | 741  | -             | 0.6981              |
| 248.0     | 744  | -             | 0.7000              |
| 249.0     | 747  | -             | 0.7005              |
| 250.0     | 750  | -             | 0.7015              |
| 251.0     | 753  | -             | 0.7016              |
| 252.0     | 756  | -             | 0.7009              |
| 253.0     | 759  | -             | 0.7032              |
| 254.0     | 762  | -             | 0.7039              |
| 255.0     | 765  | -             | 0.7062              |
| 256.0     | 768  | -             | 0.7060              |
| 257.0     | 771  | -             | 0.7075              |
| 258.0     | 774  | -             | 0.7093              |
| 259.0     | 777  | -             | 0.7105              |
| 260.0     | 780  | -             | 0.7110              |
| 261.0     | 783  | -             | 0.7115              |
| 262.0     | 786  | -             | 0.7130              |
| 263.0     | 789  | -             | 0.7134              |
| 264.0     | 792  | -             | 0.7134              |
| 265.0     | 795  | -             | 0.7111              |
| 266.0     | 798  | -             | 0.7111              |
| 267.0     | 801  | -             | 0.7095              |
| 268.0     | 804  | -             | 0.7082              |
| 269.0     | 807  | -             | 0.7090              |
| 270.0     | 810  | -             | 0.7113              |
| 271.0     | 813  | -             | 0.7113              |
| 272.0     | 816  | -             | 0.7110              |
| 273.0     | 819  | -             | 0.7115              |
| 274.0     | 822  | -             | 0.7127              |
| 275.0     | 825  | -             | 0.7130              |
| 276.0     | 828  | -             | 0.7130              |
| 277.0     | 831  | -             | 0.7130              |
| 278.0     | 834  | -             | 0.7137              |
| 279.0     | 837  | -             | 0.7138              |
| 280.0     | 840  | -             | 0.7139              |
| 281.0     | 843  | -             | 0.7145              |
| 282.0     | 846  | -             | 0.7146              |
| 283.0     | 849  | -             | 0.7167              |
| 284.0     | 852  | -             | 0.7167              |
| 285.0     | 855  | -             | 0.7166              |
| 286.0     | 858  | -             | 0.7180              |
| 287.0     | 861  | -             | 0.7196              |
| 288.0     | 864  | -             | 0.7200              |
| 289.0     | 867  | -             | 0.7201              |
| 290.0     | 870  | -             | 0.7202              |
| 291.0     | 873  | -             | 0.7205              |
| 292.0     | 876  | -             | 0.7203              |
| 293.0     | 879  | -             | 0.7211              |
| 294.0     | 882  | -             | 0.7213              |
| 295.0     | 885  | -             | 0.7214              |
| 296.0     | 888  | -             | 0.7215              |
| 297.0     | 891  | -             | 0.7221              |
| 298.0     | 894  | -             | 0.7234              |
| 299.0     | 897  | -             | 0.7233              |
| 300.0     | 900  | -             | 0.7235              |
| 301.0     | 903  | -             | 0.7246              |
| 302.0     | 906  | -             | 0.7248              |
| 303.0     | 909  | -             | 0.7251              |
| 304.0     | 912  | -             | 0.7251              |
| 305.0     | 915  | -             | 0.7259              |
| 306.0     | 918  | -             | 0.7259              |
| 307.0     | 921  | -             | 0.7290              |
| 308.0     | 924  | -             | 0.7290              |
| 309.0     | 927  | -             | 0.7289              |
| 310.0     | 930  | -             | 0.7291              |
| 311.0     | 933  | -             | 0.7290              |
| 312.0     | 936  | -             | 0.7275              |
| 313.0     | 939  | -             | 0.7290              |
| 314.0     | 942  | -             | 0.7290              |
| 315.0     | 945  | -             | 0.7290              |
| 316.0     | 948  | -             | 0.7290              |
| 317.0     | 951  | -             | 0.7307              |
| 318.0     | 954  | -             | 0.7309              |
| 319.0     | 957  | -             | 0.7317              |
| 320.0     | 960  | -             | 0.7304              |
| 321.0     | 963  | -             | 0.7307              |
| 322.0     | 966  | -             | 0.7289              |
| 323.0     | 969  | -             | 0.7274              |
| 324.0     | 972  | -             | 0.7291              |
| 325.0     | 975  | -             | 0.7291              |
| 326.0     | 978  | -             | 0.7308              |
| 327.0     | 981  | -             | 0.7307              |
| 328.0     | 984  | -             | 0.7308              |
| 329.0     | 987  | -             | 0.7314              |
| 330.0     | 990  | -             | 0.7315              |
| 331.0     | 993  | -             | 0.7300              |
| 332.0     | 996  | -             | 0.7300              |
| 333.0     | 999  | -             | 0.7300              |
| 333.3333  | 1000 | 3.2971        | -                   |
| 334.0     | 1002 | -             | 0.7300              |
| 335.0     | 1005 | -             | 0.7311              |
| 336.0     | 1008 | -             | 0.7326              |
| 337.0     | 1011 | -             | 0.7310              |
| 338.0     | 1014 | -             | 0.7323              |
| 339.0     | 1017 | -             | 0.7338              |
| 340.0     | 1020 | -             | 0.7323              |
| 341.0     | 1023 | -             | 0.7324              |
| 342.0     | 1026 | -             | 0.7326              |
| 343.0     | 1029 | -             | 0.7331              |
| 344.0     | 1032 | -             | 0.7333              |
| 345.0     | 1035 | -             | 0.7330              |
| 346.0     | 1038 | -             | 0.7328              |
| 347.0     | 1041 | -             | 0.7332              |
| 348.0     | 1044 | -             | 0.7333              |
| 349.0     | 1047 | -             | 0.7334              |
| 350.0     | 1050 | -             | 0.7337              |
| 351.0     | 1053 | -             | 0.7337              |
| 352.0     | 1056 | -             | 0.7338              |
| 353.0     | 1059 | -             | 0.7323              |
| 354.0     | 1062 | -             | 0.7323              |
| 355.0     | 1065 | -             | 0.7321              |
| 356.0     | 1068 | -             | 0.7307              |
| 357.0     | 1071 | -             | 0.7307              |
| 358.0     | 1074 | -             | 0.7309              |
| 359.0     | 1077 | -             | 0.7311              |
| 360.0     | 1080 | -             | 0.7312              |
| 361.0     | 1083 | -             | 0.7318              |
| 362.0     | 1086 | -             | 0.7319              |
| 363.0     | 1089 | -             | 0.7318              |
| 364.0     | 1092 | -             | 0.7319              |
| 365.0     | 1095 | -             | 0.7319              |
| 366.0     | 1098 | -             | 0.7334              |
| 367.0     | 1101 | -             | 0.7329              |
| 368.0     | 1104 | -             | 0.7314              |
| 369.0     | 1107 | -             | 0.7314              |
| 370.0     | 1110 | -             | 0.7314              |
| 371.0     | 1113 | -             | 0.7315              |
| 372.0     | 1116 | -             | 0.7320              |
| 373.0     | 1119 | -             | 0.7335              |
| 374.0     | 1122 | -             | 0.7334              |
| 375.0     | 1125 | -             | 0.7334              |
| 376.0     | 1128 | -             | 0.7329              |
| 377.0     | 1131 | -             | 0.7319              |
| 378.0     | 1134 | -             | 0.7334              |
| 379.0     | 1137 | -             | 0.7334              |
| 380.0     | 1140 | -             | 0.7333              |
| 381.0     | 1143 | -             | 0.7332              |
| 382.0     | 1146 | -             | 0.7333              |
| 383.0     | 1149 | -             | 0.7344              |
| 384.0     | 1152 | -             | 0.7329              |
| 385.0     | 1155 | -             | 0.7329              |
| 386.0     | 1158 | -             | 0.7326              |
| 387.0     | 1161 | -             | 0.7327              |
| 388.0     | 1164 | -             | 0.7309              |
| 389.0     | 1167 | -             | 0.7327              |
| 390.0     | 1170 | -             | 0.7320              |
| 391.0     | 1173 | -             | 0.7321              |
| 392.0     | 1176 | -             | 0.7332              |
| 393.0     | 1179 | -             | 0.7332              |
| 394.0     | 1182 | -             | 0.7315              |
| 395.0     | 1185 | -             | 0.7351              |
| 396.0     | 1188 | -             | 0.7341              |
| 397.0     | 1191 | -             | 0.7341              |
| 398.0     | 1194 | -             | 0.7335              |
| 399.0     | 1197 | -             | 0.7370              |
| 400.0     | 1200 | -             | 0.7367              |
| 401.0     | 1203 | -             | 0.7369              |
| 402.0     | 1206 | -             | 0.7369              |
| 403.0     | 1209 | -             | 0.7369              |
| 404.0     | 1212 | -             | 0.7369              |
| 405.0     | 1215 | -             | 0.7354              |
| 406.0     | 1218 | -             | 0.7352              |
| 407.0     | 1221 | -             | 0.7373              |
| 408.0     | 1224 | -             | 0.7372              |
| 409.0     | 1227 | -             | 0.7366              |
| 410.0     | 1230 | -             | 0.7381              |
| 411.0     | 1233 | -             | 0.7367              |
| 412.0     | 1236 | -             | 0.7373              |
| 413.0     | 1239 | -             | 0.7386              |
| 414.0     | 1242 | -             | 0.7384              |
| 415.0     | 1245 | -             | 0.7387              |
| 416.0     | 1248 | -             | 0.7386              |
| 417.0     | 1251 | -             | 0.7386              |
| 418.0     | 1254 | -             | 0.7382              |
| 419.0     | 1257 | -             | 0.7366              |
| 420.0     | 1260 | -             | 0.7400              |
| 421.0     | 1263 | -             | 0.7399              |
| 422.0     | 1266 | -             | 0.7416              |
| 423.0     | 1269 | -             | 0.7440              |
| 424.0     | 1272 | -             | 0.7455              |
| 425.0     | 1275 | -             | 0.7459              |
| 426.0     | 1278 | -             | 0.7459              |
| 427.0     | 1281 | -             | 0.7458              |
| 428.0     | 1284 | -             | 0.7458              |
| 429.0     | 1287 | -             | 0.7458              |
| 430.0     | 1290 | -             | 0.7459              |
| 431.0     | 1293 | -             | 0.7457              |
| 432.0     | 1296 | -             | 0.7457              |
| 433.0     | 1299 | -             | 0.7459              |
| 434.0     | 1302 | -             | 0.7459              |
| 435.0     | 1305 | -             | 0.7459              |
| 436.0     | 1308 | -             | 0.7463              |
| 437.0     | 1311 | -             | 0.7460              |
| 438.0     | 1314 | -             | 0.7469              |
| 439.0     | 1317 | -             | 0.7479              |
| 440.0     | 1320 | -             | 0.7478              |
| 441.0     | 1323 | -             | 0.7464              |
| 442.0     | 1326 | -             | 0.7475              |
| 443.0     | 1329 | -             | 0.7476              |
| 444.0     | 1332 | -             | 0.7476              |
| 445.0     | 1335 | -             | 0.7481              |
| 446.0     | 1338 | -             | 0.7477              |
| 447.0     | 1341 | -             | 0.7466              |
| 448.0     | 1344 | -             | 0.7467              |
| 449.0     | 1347 | -             | 0.7462              |
| 450.0     | 1350 | -             | 0.7468              |
| 451.0     | 1353 | -             | 0.7467              |
| 452.0     | 1356 | -             | 0.7467              |
| 453.0     | 1359 | -             | 0.7481              |
| 454.0     | 1362 | -             | 0.7480              |
| 455.0     | 1365 | -             | 0.7483              |
| 456.0     | 1368 | -             | 0.7479              |
| 457.0     | 1371 | -             | 0.7464              |
| 458.0     | 1374 | -             | 0.7464              |
| 459.0     | 1377 | -             | 0.7474              |
| 460.0     | 1380 | -             | 0.7491              |
| 461.0     | 1383 | -             | 0.7494              |
| 462.0     | 1386 | -             | 0.7495              |
| 463.0     | 1389 | -             | 0.7491              |
| 464.0     | 1392 | -             | 0.7496              |
| 465.0     | 1395 | -             | 0.7497              |
| 466.0     | 1398 | -             | 0.7511              |
| 467.0     | 1401 | -             | 0.7511              |
| 468.0     | 1404 | -             | 0.7515              |
| 469.0     | 1407 | -             | 0.7515              |
| 470.0     | 1410 | -             | 0.7511              |
| 471.0     | 1413 | -             | 0.7511              |
| 472.0     | 1416 | -             | 0.7493              |
| 473.0     | 1419 | -             | 0.7491              |
| 474.0     | 1422 | -             | 0.7496              |
| 475.0     | 1425 | -             | 0.7496              |
| 476.0     | 1428 | -             | 0.7495              |
| 477.0     | 1431 | -             | 0.7494              |
| 478.0     | 1434 | -             | 0.7493              |
| 479.0     | 1437 | -             | 0.7495              |
| 480.0     | 1440 | -             | 0.7508              |
| 481.0     | 1443 | -             | 0.7509              |
| 482.0     | 1446 | -             | 0.7507              |
| 483.0     | 1449 | -             | 0.7501              |
| 484.0     | 1452 | -             | 0.7487              |
| 485.0     | 1455 | -             | 0.7493              |
| 486.0     | 1458 | -             | 0.7514              |
| 487.0     | 1461 | -             | 0.7513              |
| 488.0     | 1464 | -             | 0.7500              |
| 489.0     | 1467 | -             | 0.7502              |
| 490.0     | 1470 | -             | 0.7501              |
| 491.0     | 1473 | -             | 0.7504              |
| 492.0     | 1476 | -             | 0.7503              |
| 493.0     | 1479 | -             | 0.7489              |
| 494.0     | 1482 | -             | 0.7491              |
| 495.0     | 1485 | -             | 0.7489              |
| 496.0     | 1488 | -             | 0.7506              |
| 497.0     | 1491 | -             | 0.7506              |
| 498.0     | 1494 | -             | 0.7504              |
| 499.0     | 1497 | -             | 0.7504              |
| 500.0     | 1500 | 2.688         | 0.7503              |
| 501.0     | 1503 | -             | 0.7503              |
| 502.0     | 1506 | -             | 0.7504              |
| 503.0     | 1509 | -             | 0.7519              |
| 504.0     | 1512 | -             | 0.7522              |
| 505.0     | 1515 | -             | 0.7527              |
| 506.0     | 1518 | -             | 0.7526              |
| 507.0     | 1521 | -             | 0.7528              |
| 508.0     | 1524 | -             | 0.7527              |
| 509.0     | 1527 | -             | 0.7527              |
| 510.0     | 1530 | -             | 0.7525              |
| 511.0     | 1533 | -             | 0.7519              |
| 512.0     | 1536 | -             | 0.7527              |
| 513.0     | 1539 | -             | 0.7533              |
| 514.0     | 1542 | -             | 0.7533              |
| 515.0     | 1545 | -             | 0.7533              |
| 516.0     | 1548 | -             | 0.7538              |
| 517.0     | 1551 | -             | 0.7538              |
| 518.0     | 1554 | -             | 0.7534              |
| 519.0     | 1557 | -             | 0.7538              |
| 520.0     | 1560 | -             | 0.7539              |
| 521.0     | 1563 | -             | 0.7541              |
| 522.0     | 1566 | -             | 0.7538              |
| 523.0     | 1569 | -             | 0.7535              |
| 524.0     | 1572 | -             | 0.7516              |
| 525.0     | 1575 | -             | 0.7530              |
| 526.0     | 1578 | -             | 0.7530              |
| 527.0     | 1581 | -             | 0.7538              |
| 528.0     | 1584 | -             | 0.7573              |
| 529.0     | 1587 | -             | 0.7573              |
| 530.0     | 1590 | -             | 0.7570              |
| 531.0     | 1593 | -             | 0.7585              |
| 532.0     | 1596 | -             | 0.7584              |
| 533.0     | 1599 | -             | 0.7588              |
| 534.0     | 1602 | -             | 0.7588              |
| 535.0     | 1605 | -             | 0.7588              |
| 536.0     | 1608 | -             | 0.7584              |
| 537.0     | 1611 | -             | 0.7569              |
| 538.0     | 1614 | -             | 0.7572              |
| 539.0     | 1617 | -             | 0.7587              |
| 540.0     | 1620 | -             | 0.7582              |
| 541.0     | 1623 | -             | 0.7586              |
| 542.0     | 1626 | -             | 0.7587              |
| 543.0     | 1629 | -             | 0.7633              |
| 544.0     | 1632 | -             | 0.7629              |
| 545.0     | 1635 | -             | 0.7627              |
| 546.0     | 1638 | -             | 0.7624              |
| 547.0     | 1641 | -             | 0.7621              |
| 548.0     | 1644 | -             | 0.7626              |
| 549.0     | 1647 | -             | 0.7625              |
| 550.0     | 1650 | -             | 0.7610              |
| 551.0     | 1653 | -             | 0.7630              |
| 552.0     | 1656 | -             | 0.7630              |
| 553.0     | 1659 | -             | 0.7629              |
| 554.0     | 1662 | -             | 0.7659              |
| 555.0     | 1665 | -             | 0.7644              |
| 556.0     | 1668 | -             | 0.7648              |
| 557.0     | 1671 | -             | 0.7650              |
| 558.0     | 1674 | -             | 0.7645              |
| 559.0     | 1677 | -             | 0.7643              |
| 560.0     | 1680 | -             | 0.7646              |
| 561.0     | 1683 | -             | 0.7646              |
| 562.0     | 1686 | -             | 0.7636              |
| 563.0     | 1689 | -             | 0.7621              |
| 564.0     | 1692 | -             | 0.7624              |
| 565.0     | 1695 | -             | 0.7644              |
| 566.0     | 1698 | -             | 0.7657              |
| 567.0     | 1701 | -             | 0.7663              |
| 568.0     | 1704 | -             | 0.7645              |
| 569.0     | 1707 | -             | 0.7640              |
| 570.0     | 1710 | -             | 0.7639              |
| 571.0     | 1713 | -             | 0.7657              |
| 572.0     | 1716 | -             | 0.7663              |
| 573.0     | 1719 | -             | 0.7648              |
| 574.0     | 1722 | -             | 0.7649              |
| 575.0     | 1725 | -             | 0.7651              |
| 576.0     | 1728 | -             | 0.7648              |
| 577.0     | 1731 | -             | 0.7643              |
| 578.0     | 1734 | -             | 0.7643              |
| 579.0     | 1737 | -             | 0.7647              |
| 580.0     | 1740 | -             | 0.7648              |
| 581.0     | 1743 | -             | 0.7664              |
| 582.0     | 1746 | -             | 0.7679              |
| 583.0     | 1749 | -             | 0.7682              |
| 584.0     | 1752 | -             | 0.7652              |
| 585.0     | 1755 | -             | 0.7652              |
| 586.0     | 1758 | -             | 0.7638              |
| 587.0     | 1761 | -             | 0.7637              |
| 588.0     | 1764 | -             | 0.7638              |
| 589.0     | 1767 | -             | 0.7653              |
| 590.0     | 1770 | -             | 0.7653              |
| 591.0     | 1773 | -             | 0.7652              |
| 592.0     | 1776 | -             | 0.7631              |
| 593.0     | 1779 | -             | 0.7632              |
| 594.0     | 1782 | -             | 0.7629              |
| 595.0     | 1785 | -             | 0.7660              |
| 596.0     | 1788 | -             | 0.7677              |
| 597.0     | 1791 | -             | 0.7644              |
| 598.0     | 1794 | -             | 0.7628              |
| 599.0     | 1797 | -             | 0.7628              |
| 600.0     | 1800 | -             | 0.7629              |
| 601.0     | 1803 | -             | 0.7643              |
| 602.0     | 1806 | -             | 0.7657              |
| 603.0     | 1809 | -             | 0.7663              |
| 604.0     | 1812 | -             | 0.7656              |
| 605.0     | 1815 | -             | 0.7656              |
| 606.0     | 1818 | -             | 0.7638              |
| 607.0     | 1821 | -             | 0.7639              |
| 608.0     | 1824 | -             | 0.7642              |
| 609.0     | 1827 | -             | 0.7644              |
| 610.0     | 1830 | -             | 0.7642              |
| 611.0     | 1833 | -             | 0.7643              |
| 612.0     | 1836 | -             | 0.7643              |
| 613.0     | 1839 | -             | 0.7643              |
| 614.0     | 1842 | -             | 0.7659              |
| 615.0     | 1845 | -             | 0.7660              |
| 616.0     | 1848 | -             | 0.7642              |
| 617.0     | 1851 | -             | 0.7645              |
| 618.0     | 1854 | -             | 0.7630              |
| 619.0     | 1857 | -             | 0.7630              |
| 620.0     | 1860 | -             | 0.7643              |
| 621.0     | 1863 | -             | 0.7643              |
| 622.0     | 1866 | -             | 0.7640              |
| 623.0     | 1869 | -             | 0.7640              |
| 624.0     | 1872 | -             | 0.7641              |
| 625.0     | 1875 | -             | 0.7641              |
| 626.0     | 1878 | -             | 0.7642              |
| 627.0     | 1881 | -             | 0.7641              |
| 628.0     | 1884 | -             | 0.7655              |
| 629.0     | 1887 | -             | 0.7654              |
| 630.0     | 1890 | -             | 0.7654              |
| 631.0     | 1893 | -             | 0.7653              |
| 632.0     | 1896 | -             | 0.7638              |
| 633.0     | 1899 | -             | 0.7655              |
| 634.0     | 1902 | -             | 0.7656              |
| 635.0     | 1905 | -             | 0.7657              |
| 636.0     | 1908 | -             | 0.7659              |
| 637.0     | 1911 | -             | 0.7661              |
| 638.0     | 1914 | -             | 0.7661              |
| 639.0     | 1917 | -             | 0.7664              |
| 640.0     | 1920 | -             | 0.7667              |
| 641.0     | 1923 | -             | 0.7665              |
| 642.0     | 1926 | -             | 0.7664              |
| 643.0     | 1929 | -             | 0.7661              |
| 644.0     | 1932 | -             | 0.7661              |
| 645.0     | 1935 | -             | 0.7651              |
| 646.0     | 1938 | -             | 0.7652              |
| 647.0     | 1941 | -             | 0.7659              |
| 648.0     | 1944 | -             | 0.7659              |
| 649.0     | 1947 | -             | 0.7657              |
| 650.0     | 1950 | -             | 0.7657              |
| 651.0     | 1953 | -             | 0.7659              |
| 652.0     | 1956 | -             | 0.7660              |
| 653.0     | 1959 | -             | 0.7662              |
| 654.0     | 1962 | -             | 0.7661              |
| 655.0     | 1965 | -             | 0.7662              |
| 656.0     | 1968 | -             | 0.7658              |
| 657.0     | 1971 | -             | 0.7659              |
| 658.0     | 1974 | -             | 0.7675              |
| 659.0     | 1977 | -             | 0.7673              |
| 660.0     | 1980 | -             | 0.7670              |
| 661.0     | 1983 | -             | 0.7663              |
| 662.0     | 1986 | -             | 0.7664              |
| 663.0     | 1989 | -             | 0.7654              |
| 664.0     | 1992 | -             | 0.7654              |
| 665.0     | 1995 | -             | 0.7658              |
| 666.0     | 1998 | -             | 0.7658              |
| 666.6667  | 2000 | 2.5178        | -                   |
| 667.0     | 2001 | -             | 0.7673              |
| 668.0     | 2004 | -             | 0.7673              |
| 669.0     | 2007 | -             | 0.7670              |
| 670.0     | 2010 | -             | 0.7691              |
| 671.0     | 2013 | -             | 0.7691              |
| 672.0     | 2016 | -             | 0.7676              |
| 673.0     | 2019 | -             | 0.7670              |
| 674.0     | 2022 | -             | 0.7669              |
| 675.0     | 2025 | -             | 0.7664              |
| 676.0     | 2028 | -             | 0.7671              |
| 677.0     | 2031 | -             | 0.7674              |
| 678.0     | 2034 | -             | 0.7674              |
| 679.0     | 2037 | -             | 0.7674              |
| 680.0     | 2040 | -             | 0.7637              |
| 681.0     | 2043 | -             | 0.7641              |
| 682.0     | 2046 | -             | 0.7642              |
| 683.0     | 2049 | -             | 0.7626              |
| 684.0     | 2052 | -             | 0.7644              |
| 685.0     | 2055 | -             | 0.7640              |
| 686.0     | 2058 | -             | 0.7656              |
| 687.0     | 2061 | -             | 0.7656              |
| 688.0     | 2064 | -             | 0.7666              |
| 689.0     | 2067 | -             | 0.7669              |
| 690.0     | 2070 | -             | 0.7665              |
| 691.0     | 2073 | -             | 0.7668              |
| 692.0     | 2076 | -             | 0.7671              |
| 693.0     | 2079 | -             | 0.7674              |
| 694.0     | 2082 | -             | 0.7677              |
| 695.0     | 2085 | -             | 0.7671              |
| 696.0     | 2088 | -             | 0.7669              |
| 697.0     | 2091 | -             | 0.7664              |
| 698.0     | 2094 | -             | 0.7671              |
| 699.0     | 2097 | -             | 0.7665              |
| 700.0     | 2100 | -             | 0.7663              |
| 701.0     | 2103 | -             | 0.7667              |
| 702.0     | 2106 | -             | 0.7668              |
| 703.0     | 2109 | -             | 0.7672              |
| 704.0     | 2112 | -             | 0.7673              |
| 705.0     | 2115 | -             | 0.7672              |
| 706.0     | 2118 | -             | 0.7670              |
| 707.0     | 2121 | -             | 0.7669              |
| 708.0     | 2124 | -             | 0.7669              |
| 709.0     | 2127 | -             | 0.7667              |
| 710.0     | 2130 | -             | 0.7664              |
| 711.0     | 2133 | -             | 0.7647              |
| 712.0     | 2136 | -             | 0.7646              |
| 713.0     | 2139 | -             | 0.7647              |
| 714.0     | 2142 | -             | 0.7647              |
| 715.0     | 2145 | -             | 0.7649              |
| 716.0     | 2148 | -             | 0.7665              |
| 717.0     | 2151 | -             | 0.7666              |
| 718.0     | 2154 | -             | 0.7667              |
| 719.0     | 2157 | -             | 0.7666              |
| 720.0     | 2160 | -             | 0.7667              |
| 721.0     | 2163 | -             | 0.7666              |
| 722.0     | 2166 | -             | 0.7665              |
| 723.0     | 2169 | -             | 0.7652              |
| 724.0     | 2172 | -             | 0.7666              |
| 725.0     | 2175 | -             | 0.7665              |
| 726.0     | 2178 | -             | 0.7666              |
| 727.0     | 2181 | -             | 0.7665              |
| 728.0     | 2184 | -             | 0.7668              |
| 729.0     | 2187 | -             | 0.7665              |
| 730.0     | 2190 | -             | 0.7648              |
| 731.0     | 2193 | -             | 0.7665              |
| 732.0     | 2196 | -             | 0.7665              |
| 733.0     | 2199 | -             | 0.7666              |
| 734.0     | 2202 | -             | 0.7669              |
| 735.0     | 2205 | -             | 0.7666              |
| 736.0     | 2208 | -             | 0.7666              |
| 737.0     | 2211 | -             | 0.7680              |
| 738.0     | 2214 | -             | 0.7685              |
| 739.0     | 2217 | -             | 0.7671              |
| 740.0     | 2220 | -             | 0.7677              |
| 741.0     | 2223 | -             | 0.7672              |
| 742.0     | 2226 | -             | 0.7671              |
| 743.0     | 2229 | -             | 0.7688              |
| 744.0     | 2232 | -             | 0.7688              |
| 745.0     | 2235 | -             | 0.7691              |
| 746.0     | 2238 | -             | 0.7690              |
| 747.0     | 2241 | -             | 0.7687              |
| 748.0     | 2244 | -             | 0.7704              |
| 749.0     | 2247 | -             | 0.7704              |
| 750.0     | 2250 | -             | 0.7702              |
| 751.0     | 2253 | -             | 0.7697              |
| 752.0     | 2256 | -             | 0.7686              |
| 753.0     | 2259 | -             | 0.7700              |
| 754.0     | 2262 | -             | 0.7700              |
| 755.0     | 2265 | -             | 0.7702              |
| 756.0     | 2268 | -             | 0.7707              |
| 757.0     | 2271 | -             | 0.7685              |
| 758.0     | 2274 | -             | 0.7685              |
| 759.0     | 2277 | -             | 0.7686              |
| 760.0     | 2280 | -             | 0.7679              |
| 761.0     | 2283 | -             | 0.7682              |
| 762.0     | 2286 | -             | 0.7674              |
| 763.0     | 2289 | -             | 0.7676              |
| 764.0     | 2292 | -             | 0.7675              |
| 765.0     | 2295 | -             | 0.7703              |
| 766.0     | 2298 | -             | 0.7706              |
| 767.0     | 2301 | -             | 0.7714              |
| 768.0     | 2304 | -             | 0.7716              |
| 769.0     | 2307 | -             | 0.7717              |
| 770.0     | 2310 | -             | 0.7717              |
| 771.0     | 2313 | -             | 0.7717              |
| 772.0     | 2316 | -             | 0.7720              |
| 773.0     | 2319 | -             | 0.7719              |
| 774.0     | 2322 | -             | 0.7701              |
| 775.0     | 2325 | -             | 0.7701              |
| 776.0     | 2328 | -             | 0.7701              |
| 777.0     | 2331 | -             | 0.7698              |
| 778.0     | 2334 | -             | 0.7697              |
| 779.0     | 2337 | -             | 0.7692              |
| 780.0     | 2340 | -             | 0.7689              |
| 781.0     | 2343 | -             | 0.7687              |
| 782.0     | 2346 | -             | 0.7685              |
| 783.0     | 2349 | -             | 0.7688              |
| 784.0     | 2352 | -             | 0.7695              |
| 785.0     | 2355 | -             | 0.7696              |
| 786.0     | 2358 | -             | 0.7683              |
| 787.0     | 2361 | -             | 0.7700              |
| 788.0     | 2364 | -             | 0.7703              |
| 789.0     | 2367 | -             | 0.7704              |
| 790.0     | 2370 | -             | 0.7689              |
| 791.0     | 2373 | -             | 0.7689              |
| 792.0     | 2376 | -             | 0.7700              |
| 793.0     | 2379 | -             | 0.7683              |
| 794.0     | 2382 | -             | 0.7681              |
| 795.0     | 2385 | -             | 0.7678              |
| 796.0     | 2388 | -             | 0.7678              |
| 797.0     | 2391 | -             | 0.7678              |
| 798.0     | 2394 | -             | 0.7694              |
| 799.0     | 2397 | -             | 0.7696              |
| 800.0     | 2400 | -             | 0.7714              |
| 801.0     | 2403 | -             | 0.7715              |
| 802.0     | 2406 | -             | 0.7701              |
| 803.0     | 2409 | -             | 0.7680              |
| 804.0     | 2412 | -             | 0.7674              |
| 805.0     | 2415 | -             | 0.7670              |
| 806.0     | 2418 | -             | 0.7670              |
| 807.0     | 2421 | -             | 0.7669              |
| 808.0     | 2424 | -             | 0.7670              |
| 809.0     | 2427 | -             | 0.7669              |
| 810.0     | 2430 | -             | 0.7670              |
| 811.0     | 2433 | -             | 0.7670              |
| 812.0     | 2436 | -             | 0.7675              |
| 813.0     | 2439 | -             | 0.7681              |
| 814.0     | 2442 | -             | 0.7684              |
| 815.0     | 2445 | -             | 0.7686              |
| 816.0     | 2448 | -             | 0.7688              |
| 817.0     | 2451 | -             | 0.7693              |
| 818.0     | 2454 | -             | 0.7678              |
| 819.0     | 2457 | -             | 0.7675              |
| 820.0     | 2460 | -             | 0.7677              |
| 821.0     | 2463 | -             | 0.7688              |
| 822.0     | 2466 | -             | 0.7689              |
| 823.0     | 2469 | -             | 0.7701              |
| 824.0     | 2472 | -             | 0.7699              |
| 825.0     | 2475 | -             | 0.7711              |
| 826.0     | 2478 | -             | 0.7710              |
| 827.0     | 2481 | -             | 0.7716              |
| 828.0     | 2484 | -             | 0.7716              |
| 829.0     | 2487 | -             | 0.7719              |
| 830.0     | 2490 | -             | 0.7718              |
| 831.0     | 2493 | -             | 0.7720              |
| 832.0     | 2496 | -             | 0.7724              |
| 833.0     | 2499 | -             | 0.7724              |
| 833.3333  | 2500 | 2.4669        | -                   |
| 834.0     | 2502 | -             | 0.7722              |
| 835.0     | 2505 | -             | 0.7720              |
| 836.0     | 2508 | -             | 0.7700              |
| 837.0     | 2511 | -             | 0.7696              |
| 838.0     | 2514 | -             | 0.7702              |
| 839.0     | 2517 | -             | 0.7704              |
| 840.0     | 2520 | -             | 0.7703              |
| 841.0     | 2523 | -             | 0.7706              |
| 842.0     | 2526 | -             | 0.7713              |
| 843.0     | 2529 | -             | 0.7704              |
| 844.0     | 2532 | -             | 0.7698              |
| 845.0     | 2535 | -             | 0.7700              |
| 846.0     | 2538 | -             | 0.7705              |
| 847.0     | 2541 | -             | 0.7699              |
| 848.0     | 2544 | -             | 0.7702              |
| 849.0     | 2547 | -             | 0.7700              |
| 850.0     | 2550 | -             | 0.7699              |
| 851.0     | 2553 | -             | 0.7702              |
| 852.0     | 2556 | -             | 0.7717              |
| 853.0     | 2559 | -             | 0.7713              |
| 854.0     | 2562 | -             | 0.7723              |
| 855.0     | 2565 | -             | 0.7730              |
| 856.0     | 2568 | -             | 0.7735              |
| 857.0     | 2571 | -             | 0.7735              |
| 858.0     | 2574 | -             | 0.7720              |
| 859.0     | 2577 | -             | 0.7719              |
| 860.0     | 2580 | -             | 0.7715              |
| 861.0     | 2583 | -             | 0.7701              |
| 862.0     | 2586 | -             | 0.7696              |
| 863.0     | 2589 | -             | 0.7703              |
| 864.0     | 2592 | -             | 0.7702              |
| 865.0     | 2595 | -             | 0.7714              |
| 866.0     | 2598 | -             | 0.7714              |
| 867.0     | 2601 | -             | 0.7731              |
| 868.0     | 2604 | -             | 0.7734              |
| 869.0     | 2607 | -             | 0.7744              |
| 870.0     | 2610 | -             | 0.7729              |
| 871.0     | 2613 | -             | 0.7731              |
| 872.0     | 2616 | -             | 0.7718              |
| 873.0     | 2619 | -             | 0.7719              |
| 874.0     | 2622 | -             | 0.7736              |
| 875.0     | 2625 | -             | 0.7757              |
| 876.0     | 2628 | -             | 0.7757              |
| 877.0     | 2631 | -             | 0.7755              |
| 878.0     | 2634 | -             | 0.7765              |
| 879.0     | 2637 | -             | 0.7767              |
| 880.0     | 2640 | -             | 0.7743              |
| 881.0     | 2643 | -             | 0.7742              |
| 882.0     | 2646 | -             | 0.7743              |
| 883.0     | 2649 | -             | 0.7758              |
| 884.0     | 2652 | -             | 0.7761              |
| 885.0     | 2655 | -             | 0.7765              |
| 886.0     | 2658 | -             | 0.7761              |
| 887.0     | 2661 | -             | 0.7760              |
| 888.0     | 2664 | -             | 0.7730              |
| 889.0     | 2667 | -             | 0.7730              |
| 890.0     | 2670 | -             | 0.7730              |
| 891.0     | 2673 | -             | 0.7734              |
| 892.0     | 2676 | -             | 0.7737              |
| 893.0     | 2679 | -             | 0.7717              |
| 894.0     | 2682 | -             | 0.7724              |
| 895.0     | 2685 | -             | 0.7725              |
| 896.0     | 2688 | -             | 0.7741              |
| 897.0     | 2691 | -             | 0.7743              |
| 898.0     | 2694 | -             | 0.7742              |
| 899.0     | 2697 | -             | 0.7743              |
| 900.0     | 2700 | -             | 0.7759              |
| 901.0     | 2703 | -             | 0.7758              |
| 902.0     | 2706 | -             | 0.7765              |
| 903.0     | 2709 | -             | 0.7778              |
| 904.0     | 2712 | -             | 0.7779              |
| 905.0     | 2715 | -             | 0.7788              |
| 906.0     | 2718 | -             | 0.7773              |
| 907.0     | 2721 | -             | 0.7773              |
| 908.0     | 2724 | -             | 0.7757              |
| 909.0     | 2727 | -             | 0.7752              |
| 910.0     | 2730 | -             | 0.7766              |
| 911.0     | 2733 | -             | 0.7758              |
| 912.0     | 2736 | -             | 0.7760              |
| 913.0     | 2739 | -             | 0.7758              |
| 914.0     | 2742 | -             | 0.7745              |
| 915.0     | 2745 | -             | 0.7747              |
| 916.0     | 2748 | -             | 0.7727              |
| 917.0     | 2751 | -             | 0.7729              |
| 918.0     | 2754 | -             | 0.7735              |
| 919.0     | 2757 | -             | 0.7735              |
| 920.0     | 2760 | -             | 0.7736              |
| 921.0     | 2763 | -             | 0.7736              |
| 922.0     | 2766 | -             | 0.7737              |
| 923.0     | 2769 | -             | 0.7736              |
| 924.0     | 2772 | -             | 0.7736              |
| 925.0     | 2775 | -             | 0.7734              |
| 926.0     | 2778 | -             | 0.7723              |
| 927.0     | 2781 | -             | 0.7722              |
| 928.0     | 2784 | -             | 0.7721              |
| 929.0     | 2787 | -             | 0.7729              |
| 930.0     | 2790 | -             | 0.7726              |
| 931.0     | 2793 | -             | 0.7726              |
| 932.0     | 2796 | -             | 0.7722              |
| 933.0     | 2799 | -             | 0.7722              |
| 934.0     | 2802 | -             | 0.7706              |
| 935.0     | 2805 | -             | 0.7722              |
| 936.0     | 2808 | -             | 0.7722              |
| 937.0     | 2811 | -             | 0.7703              |
| 938.0     | 2814 | -             | 0.7720              |
| 939.0     | 2817 | -             | 0.7725              |
| 940.0     | 2820 | -             | 0.7724              |
| 941.0     | 2823 | -             | 0.7728              |
| 942.0     | 2826 | -             | 0.7734              |
| 943.0     | 2829 | -             | 0.7740              |
| 944.0     | 2832 | -             | 0.7732              |
| 945.0     | 2835 | -             | 0.7733              |
| 946.0     | 2838 | -             | 0.7729              |
| 947.0     | 2841 | -             | 0.7725              |
| 948.0     | 2844 | -             | 0.7724              |
| 949.0     | 2847 | -             | 0.7739              |
| 950.0     | 2850 | -             | 0.7741              |
| 951.0     | 2853 | -             | 0.7754              |
| 952.0     | 2856 | -             | 0.7759              |
| 953.0     | 2859 | -             | 0.7752              |
| 954.0     | 2862 | -             | 0.7745              |
| 955.0     | 2865 | -             | 0.7753              |
| 956.0     | 2868 | -             | 0.7754              |
| 957.0     | 2871 | -             | 0.7750              |
| 958.0     | 2874 | -             | 0.7761              |
| 959.0     | 2877 | -             | 0.7761              |
| 960.0     | 2880 | -             | 0.7745              |
| 961.0     | 2883 | -             | 0.7741              |
| 962.0     | 2886 | -             | 0.7740              |
| 963.0     | 2889 | -             | 0.7727              |
| 964.0     | 2892 | -             | 0.7727              |
| 965.0     | 2895 | -             | 0.7730              |
| 966.0     | 2898 | -             | 0.7733              |
| 967.0     | 2901 | -             | 0.7735              |
| 968.0     | 2904 | -             | 0.7733              |
| 969.0     | 2907 | -             | 0.7750              |
| 970.0     | 2910 | -             | 0.7756              |
| 971.0     | 2913 | -             | 0.7763              |
| 972.0     | 2916 | -             | 0.7767              |
| 973.0     | 2919 | -             | 0.7759              |
| 974.0     | 2922 | -             | 0.7757              |
| 975.0     | 2925 | -             | 0.7752              |
| 976.0     | 2928 | -             | 0.7765              |
| 977.0     | 2931 | -             | 0.7762              |
| 978.0     | 2934 | -             | 0.7761              |
| 979.0     | 2937 | -             | 0.7767              |
| 980.0     | 2940 | -             | 0.7763              |
| 981.0     | 2943 | -             | 0.7747              |
| 982.0     | 2946 | -             | 0.7748              |
| 983.0     | 2949 | -             | 0.7755              |
| 984.0     | 2952 | -             | 0.7756              |
| 985.0     | 2955 | -             | 0.7756              |
| 986.0     | 2958 | -             | 0.7757              |
| 987.0     | 2961 | -             | 0.7751              |
| 988.0     | 2964 | -             | 0.7753              |
| 989.0     | 2967 | -             | 0.7754              |
| 990.0     | 2970 | -             | 0.7753              |
| 991.0     | 2973 | -             | 0.7750              |
| 992.0     | 2976 | -             | 0.7753              |
| 993.0     | 2979 | -             | 0.7771              |
| 994.0     | 2982 | -             | 0.7739              |
| 995.0     | 2985 | -             | 0.7719              |
| 996.0     | 2988 | -             | 0.7719              |
| 997.0     | 2991 | -             | 0.7736              |
| 998.0     | 2994 | -             | 0.7739              |
| 999.0     | 2997 | -             | 0.7745              |
| 1000.0    | 3000 | 2.4448        | 0.7730              |
| 1001.0    | 3003 | -             | 0.7730              |
| 1002.0    | 3006 | -             | 0.7730              |
| 1003.0    | 3009 | -             | 0.7730              |
| 1004.0    | 3012 | -             | 0.7730              |
| 1005.0    | 3015 | -             | 0.7730              |
| 1006.0    | 3018 | -             | 0.7730              |
| 1007.0    | 3021 | -             | 0.7730              |
| 1008.0    | 3024 | -             | 0.7730              |
| 1009.0    | 3027 | -             | 0.7730              |
| 1010.0    | 3030 | -             | 0.7730              |
| 1011.0    | 3033 | -             | 0.7730              |
| 1012.0    | 3036 | -             | 0.7730              |
| 1013.0    | 3039 | -             | 0.7730              |
| 1014.0    | 3042 | -             | 0.7730              |
| 1015.0    | 3045 | -             | 0.7730              |
| 1016.0    | 3048 | -             | 0.7730              |
| 1017.0    | 3051 | -             | 0.7730              |
| 1018.0    | 3054 | -             | 0.7730              |
| 1019.0    | 3057 | -             | 0.7730              |
| 1020.0    | 3060 | -             | 0.7730              |
| 1021.0    | 3063 | -             | 0.7730              |
| 1022.0    | 3066 | -             | 0.7730              |
| 1023.0    | 3069 | -             | 0.7730              |
| 1024.0    | 3072 | -             | 0.7730              |
| 1025.0    | 3075 | -             | 0.7730              |
| 1026.0    | 3078 | -             | 0.7730              |
| 1027.0    | 3081 | -             | 0.7730              |
| 1028.0    | 3084 | -             | 0.7730              |
| 1029.0    | 3087 | -             | 0.7730              |
| 1030.0    | 3090 | -             | 0.7730              |
| 1031.0    | 3093 | -             | 0.7730              |
| 1032.0    | 3096 | -             | 0.7730              |
| 1033.0    | 3099 | -             | 0.7730              |
| 1034.0    | 3102 | -             | 0.7730              |
| 1035.0    | 3105 | -             | 0.7730              |
| 1036.0    | 3108 | -             | 0.7730              |
| 1037.0    | 3111 | -             | 0.7730              |
| 1038.0    | 3114 | -             | 0.7730              |
| 1039.0    | 3117 | -             | 0.7730              |
| 1040.0    | 3120 | -             | 0.7730              |
| 1041.0    | 3123 | -             | 0.7730              |
| 1042.0    | 3126 | -             | 0.7730              |
| 1043.0    | 3129 | -             | 0.7730              |
| 1044.0    | 3132 | -             | 0.7730              |
| 1045.0    | 3135 | -             | 0.7730              |
| 1046.0    | 3138 | -             | 0.7730              |
| 1047.0    | 3141 | -             | 0.7730              |
| 1048.0    | 3144 | -             | 0.7730              |
| 1049.0    | 3147 | -             | 0.7730              |
| 1050.0    | 3150 | -             | 0.7730              |
| 1051.0    | 3153 | -             | 0.7730              |
| 1052.0    | 3156 | -             | 0.7730              |
| 1053.0    | 3159 | -             | 0.7730              |
| 1054.0    | 3162 | -             | 0.7730              |
| 1055.0    | 3165 | -             | 0.7730              |
| 1056.0    | 3168 | -             | 0.7730              |
| 1057.0    | 3171 | -             | 0.7730              |
| 1058.0    | 3174 | -             | 0.7730              |
| 1059.0    | 3177 | -             | 0.7730              |
| 1060.0    | 3180 | -             | 0.7730              |
| 1061.0    | 3183 | -             | 0.7730              |
| 1062.0    | 3186 | -             | 0.7730              |
| 1063.0    | 3189 | -             | 0.7730              |
| 1064.0    | 3192 | -             | 0.7730              |
| 1065.0    | 3195 | -             | 0.7730              |
| 1066.0    | 3198 | -             | 0.7730              |
| 1067.0    | 3201 | -             | 0.7730              |
| 1068.0    | 3204 | -             | 0.7730              |
| 1069.0    | 3207 | -             | 0.7730              |
| 1070.0    | 3210 | -             | 0.7730              |
| 1071.0    | 3213 | -             | 0.7730              |
| 1072.0    | 3216 | -             | 0.7730              |
| 1073.0    | 3219 | -             | 0.7730              |
| 1074.0    | 3222 | -             | 0.7730              |
| 1075.0    | 3225 | -             | 0.7730              |
| 1076.0    | 3228 | -             | 0.7730              |
| 1077.0    | 3231 | -             | 0.7730              |
| 1078.0    | 3234 | -             | 0.7730              |
| 1079.0    | 3237 | -             | 0.7730              |
| 1080.0    | 3240 | -             | 0.7730              |
| 1081.0    | 3243 | -             | 0.7730              |
| 1082.0    | 3246 | -             | 0.7730              |
| 1083.0    | 3249 | -             | 0.7730              |
| 1084.0    | 3252 | -             | 0.7730              |
| 1085.0    | 3255 | -             | 0.7730              |
| 1086.0    | 3258 | -             | 0.7730              |
| 1087.0    | 3261 | -             | 0.7730              |
| 1088.0    | 3264 | -             | 0.7730              |
| 1089.0    | 3267 | -             | 0.7730              |
| 1090.0    | 3270 | -             | 0.7730              |
| 1091.0    | 3273 | -             | 0.7730              |
| 1092.0    | 3276 | -             | 0.7730              |
| 1093.0    | 3279 | -             | 0.7730              |
| 1094.0    | 3282 | -             | 0.7730              |
| 1095.0    | 3285 | -             | 0.7730              |
| 1096.0    | 3288 | -             | 0.7730              |
| 1097.0    | 3291 | -             | 0.7730              |
| 1098.0    | 3294 | -             | 0.7730              |
| 1099.0    | 3297 | -             | 0.7730              |
| 1100.0    | 3300 | -             | 0.7730              |
| 1101.0    | 3303 | -             | 0.7730              |
| 1102.0    | 3306 | -             | 0.7730              |
| 1103.0    | 3309 | -             | 0.7730              |
| 1104.0    | 3312 | -             | 0.7730              |
| 1105.0    | 3315 | -             | 0.7730              |
| 1106.0    | 3318 | -             | 0.7730              |
| 1107.0    | 3321 | -             | 0.7730              |
| 1108.0    | 3324 | -             | 0.7730              |
| 1109.0    | 3327 | -             | 0.7730              |
| 1110.0    | 3330 | -             | 0.7730              |
| 1111.0    | 3333 | -             | 0.7730              |
| 1112.0    | 3336 | -             | 0.7730              |
| 1113.0    | 3339 | -             | 0.7730              |
| 1114.0    | 3342 | -             | 0.7730              |
| 1115.0    | 3345 | -             | 0.7730              |
| 1116.0    | 3348 | -             | 0.7730              |
| 1117.0    | 3351 | -             | 0.7730              |
| 1118.0    | 3354 | -             | 0.7730              |
| 1119.0    | 3357 | -             | 0.7730              |
| 1120.0    | 3360 | -             | 0.7730              |
| 1121.0    | 3363 | -             | 0.7730              |
| 1122.0    | 3366 | -             | 0.7730              |
| 1123.0    | 3369 | -             | 0.7730              |
| 1124.0    | 3372 | -             | 0.7730              |
| 1125.0    | 3375 | -             | 0.7730              |
| 1126.0    | 3378 | -             | 0.7730              |
| 1127.0    | 3381 | -             | 0.7730              |
| 1128.0    | 3384 | -             | 0.7730              |
| 1129.0    | 3387 | -             | 0.7730              |
| 1130.0    | 3390 | -             | 0.7730              |
| 1131.0    | 3393 | -             | 0.7730              |
| 1132.0    | 3396 | -             | 0.7730              |
| 1133.0    | 3399 | -             | 0.7730              |
| 1134.0    | 3402 | -             | 0.7730              |
| 1135.0    | 3405 | -             | 0.7730              |
| 1136.0    | 3408 | -             | 0.7730              |
| 1137.0    | 3411 | -             | 0.7730              |
| 1138.0    | 3414 | -             | 0.7730              |
| 1139.0    | 3417 | -             | 0.7730              |
| 1140.0    | 3420 | -             | 0.7730              |
| 1141.0    | 3423 | -             | 0.7730              |
| 1142.0    | 3426 | -             | 0.7730              |
| 1143.0    | 3429 | -             | 0.7730              |
| 1144.0    | 3432 | -             | 0.7730              |
| 1145.0    | 3435 | -             | 0.7730              |
| 1146.0    | 3438 | -             | 0.7730              |
| 1147.0    | 3441 | -             | 0.7730              |
| 1148.0    | 3444 | -             | 0.7730              |
| 1149.0    | 3447 | -             | 0.7730              |
| 1150.0    | 3450 | -             | 0.7730              |
| 1151.0    | 3453 | -             | 0.7730              |
| 1152.0    | 3456 | -             | 0.7730              |
| 1153.0    | 3459 | -             | 0.7730              |
| 1154.0    | 3462 | -             | 0.7730              |
| 1155.0    | 3465 | -             | 0.7730              |
| 1156.0    | 3468 | -             | 0.7730              |
| 1157.0    | 3471 | -             | 0.7730              |
| 1158.0    | 3474 | -             | 0.7730              |
| 1159.0    | 3477 | -             | 0.7730              |
| 1160.0    | 3480 | -             | 0.7730              |
| 1161.0    | 3483 | -             | 0.7730              |
| 1162.0    | 3486 | -             | 0.7730              |
| 1163.0    | 3489 | -             | 0.7730              |
| 1164.0    | 3492 | -             | 0.7730              |
| 1165.0    | 3495 | -             | 0.7730              |
| 1166.0    | 3498 | -             | 0.7730              |
| 1166.6667 | 3500 | 2.4396        | -                   |
| 1167.0    | 3501 | -             | 0.7730              |
| 1168.0    | 3504 | -             | 0.7730              |
| 1169.0    | 3507 | -             | 0.7730              |
| 1170.0    | 3510 | -             | 0.7730              |
| 1171.0    | 3513 | -             | 0.7730              |
| 1172.0    | 3516 | -             | 0.7730              |
| 1173.0    | 3519 | -             | 0.7730              |
| 1174.0    | 3522 | -             | 0.7730              |
| 1175.0    | 3525 | -             | 0.7730              |
| 1176.0    | 3528 | -             | 0.7730              |
| 1177.0    | 3531 | -             | 0.7730              |
| 1178.0    | 3534 | -             | 0.7730              |
| 1179.0    | 3537 | -             | 0.7730              |
| 1180.0    | 3540 | -             | 0.7730              |
| 1181.0    | 3543 | -             | 0.7730              |
| 1182.0    | 3546 | -             | 0.7730              |
| 1183.0    | 3549 | -             | 0.7730              |
| 1184.0    | 3552 | -             | 0.7730              |
| 1185.0    | 3555 | -             | 0.7730              |
| 1186.0    | 3558 | -             | 0.7730              |
| 1187.0    | 3561 | -             | 0.7730              |
| 1188.0    | 3564 | -             | 0.7730              |
| 1189.0    | 3567 | -             | 0.7730              |
| 1190.0    | 3570 | -             | 0.7730              |
| 1191.0    | 3573 | -             | 0.7730              |
| 1192.0    | 3576 | -             | 0.7730              |
| 1193.0    | 3579 | -             | 0.7730              |
| 1194.0    | 3582 | -             | 0.7730              |
| 1195.0    | 3585 | -             | 0.7730              |
| 1196.0    | 3588 | -             | 0.7730              |
| 1197.0    | 3591 | -             | 0.7730              |
| 1198.0    | 3594 | -             | 0.7730              |
| 1199.0    | 3597 | -             | 0.7730              |
| 1200.0    | 3600 | -             | 0.7730              |

</details>

### Framework Versions
- Python: 3.10.14
- Sentence Transformers: 3.0.1
- Transformers: 4.44.0
- PyTorch: 2.4.0
- Accelerate: 0.34.2
- Datasets: 2.21.0
- Tokenizers: 0.19.1

## Citation

### BibTeX

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

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

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