diff --git "a/README.md" "b/README.md" new file mode 100644--- /dev/null +++ "b/README.md" @@ -0,0 +1,1765 @@ +--- +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 руко��одителю + (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) +- **Maximum Sequence Length:** 2048 tokens +- **Output Dimensionality:** 312 tokens +- **Similarity Function:** Cosine Similarity + + + + +### 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] +``` + + + + + + + +## Evaluation + +### Metrics + +#### Information Retrieval +* Dataset: `test` +* Evaluated with [InformationRetrievalEvaluator](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 | + + + + + +## Training Details + +### Training Dataset + +#### Unnamed Dataset + + +* Size: 1,317 training samples +* Columns: sentence_0 and sentence_1 +* Approximate statistics based on the first 1000 samples: + | | sentence_0 | sentence_1 | + |:--------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------| + | type | string | string | + | details | | | +* Samples: + | sentence_0 | sentence_1 | + |:-------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| + | Не могу оформить заявку на работу из дома | 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. | + | Не поступают заявки в работу, прошу настроить корректность их назначения. Была делегирована роль в ЛК от менеджера по кадрам, но заявки не поступают. | Создайте, пожалуйста, обращение в ИТ поддержку на портале support | + | Нет возможности подписать график УР - отображается, что подписано все. | 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". | +* Loss: [MultipleNegativesRankingLoss](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 +
Click to expand + +- `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 + +
+ +### Training Logs +
Click to expand + +| 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 | + +
+ +### 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} +} +``` + + + + + + \ No newline at end of file