timely-arctic-small / README.md
MythicalCow's picture
readme update
6154f77
|
raw
history blame
111 kB
---
base_model: Snowflake/snowflake-arctic-embed-s
datasets: []
language: []
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:1306883
- loss:MultipleNegativesRankingLoss
widget:
- source_sentence: 'query: 06/05/07 teach Children (Age 3 to 9)'
sentences:
- 'passage: 04/13/84 you might want to think of your kidneys as the filters of your
body. In addition to other important functions, your kidneys and nephrons (the
smaller filtering units) remove waste from your blood and maintain minerals like
electrolytes.
'
- 'passage: 06/05/07 children do a lot of growing and developing between the ages
of 3 and 9. At 3, children are moving out of babyhood and into childhood. They
have rich imaginations, may have strong fears, and love to play physically.
'
- 'passage: 2024/08/20 bothersome phone calls from telemarketers, unknown numbers,
and unwanted callers can be easily blocked on a Samsung Galaxy device. You can
block the incoming numbers from the Settings app on your Samsung Galaxy device.
'
- source_sentence: 'query: Buy Lingerie As a Gift Summer ''45'
sentences:
- 'passage: Not sure how to buy lingerie for your girlfriend or wife? Read this
article with step by step instructions on how to select the perfect gift! August
''45
'
- 'passage: " This guide will lead you through all the starting of Half-life, up
to ""Unforeseen Consequences"". Apr 17"
'
- 'passage: Making your significant other feel significant is vital for a healthy
relationship. While every man is different, there are a few common gestures, words,
and basic actions you should consider using when you really want to make sure
your man feels loved by you. Dec 3
'
- source_sentence: 'query: today:2016-02-29 5 days ago develop an Avatar in Second
Life'
sentences:
- 'passage: Sometimes it can be hard to tell if someone is asking you just to hang
out or if they''re actually asking you on a date. It can be difficult to read
people, and asking if it''s a date may seem uncomfortable; however, this is the
best and most straight-forward way to find out the answer to this question. 10/09
'
- 'passage: Winter ''15 do you want to join Second Life but don''t want to look
like a newb? Here are some steps to join this virtual world and appear as if you''ve
been there forever.
'
- "passage: 09/30/35 This wikiHow teaches you how to delete a group chat from WhatsApp\
\ on your iPhone or iPad. \n"
- source_sentence: 'query: Enter a Beauty Pageant 02/18'
sentences:
- 'passage: On the outside looking in, the world of beauty pageants can feel daunting
to try to enter into. However, with proper preparation and consistency, the benefits
that beauty pageants have to offer are well worth the effort. February 18
'
- 'passage: In this high-tech era where technology begins to (gulp!) overpower people,
human activity is starting to take its toll on the environment. Although many
organizations have been developed to help restore mother earth, most of us still
neglect this as we go on about our daily lives. 03/23
'
- 'passage: Mar 12 2022 the bench press is a great way to get muscles in your chest
and arms, but you don''t want to immediately start to use one after you arrive
at the gym.
'
- source_sentence: 'query: Seduce Anyone (for Females)'
sentences:
- 'passage: A spiritual journey is a journey you would take to find out who you
are, what your problems are in life, and how to come to peace with the world.
The purpose of a spiritual journey is rarely to find an answer; rather, it is
a process of continually asking questions. 2034 Nov 30
'
- 'passage: Being a caregiver is an important responsibility, but it can be draining.
Many caregivers ignore their own mental and physical health in favor of taking
care of other people. Dec 31 2019
'
- 'passage: Have you ever wondered how to make that amazing guy across the room
look at you? You have to feel seductive . Before you can succeed in seduction
you have to be confident, and secure within yourself.
'
---
# Github and Technical Report
To view our technical report and for access to other model and dataset related scripts visit our github [Github](https://github.com/khoj-ai/timely/tree/main)
# Timely: An Embeddings Model For Temporal Reasoning
At Khoj, we develop open-source personal AI to simplify how people engage with machines. The RAG component in modern AI systems commonly uses an embedding model to retrieve relevant documents for a user query. This retrieved-context enables accurate and personalized responses.
However, most of these models struggle with temporal reasoning. For instance, if asked "Where was I last summer?", the model would struggle to understand the framing of that question. It requires us to understand the relativity of time (that 2010 is before 2011), and when summer might be (between May - September).
When we express dates, we often use shorthands like ‘back in June’, ‘on summer break’, and ‘06/15’; all syntaxes that models don’t presently handle well. As such, your embedding model may not find documents with dates within that specific period. This limitation is significant, given the importance of time and date in language and daily life.
To address this problem, we propose **Timely**, a comprehensive pipeline for date-aware dataset generation, model fine-tuning, and benchmarking. Specifically, our goal is to create models that can:
1. Identify natural language dates in queries and documents better
2. Can handle relative and soft data filters more naturally (e.g. discerning that June is closer than November when talking about Spring).
# SentenceTransformer based on Snowflake/snowflake-arctic-embed-s
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [Snowflake/snowflake-arctic-embed-s](https://huggingface.co./Snowflake/snowflake-arctic-embed-s). It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
## Model Details
### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [Snowflake/snowflake-arctic-embed-s](https://huggingface.co./Snowflake/snowflake-arctic-embed-s) <!-- at revision d6dfa7944fab6dee37509762d723c5fdb0e30a43 -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 384 tokens
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co./models?library=sentence-transformers)
### Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 384, '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("sentence_transformers_model_id")
# Run inference
sentences = [
'query: Seduce Anyone (for Females)',
'passage: Have you ever wondered how to make that amazing guy across the room look at you? You have to feel seductive . Before you can succeed in seduction you have to be confident, and secure within yourself.\n',
'passage: Being a caregiver is an important responsibility, but it can be draining. Many caregivers ignore their own mental and physical health in favor of taking care of other people. Dec 31 2019\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```
<!--
### 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.*
-->
<!--
## 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: 1,306,883 training samples
* Columns: <code>anchors</code> and <code>positive</code>
* Approximate statistics based on the first 1000 samples:
| | anchors | positive |
|:--------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
| type | string | string |
| details | <ul><li>min: 8 tokens</li><li>mean: 18.75 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 23 tokens</li><li>mean: 53.2 tokens</li><li>max: 111 tokens</li></ul> |
* Samples:
| anchors | positive |
|:------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <code>query: today:2022-04-21 Sell Fine Art Online this month </code> | <code>passage: So you're a new or aspiring artist and your creativity has spawned something unique and interesting. Now you're ready to display and sell this creation and perhaps make some money, but you're venturing into the unknown. Spring 2022<br></code> |
| <code>query: today:2015-01-16 5 days ago be Well Read</code> | <code>passage: "jan 11 2015 if you want to be well-read, then, in the words of William Faulkner, you'll have to ""Read, read, read. Read everything..."" You can start at the very beginning, or just make your way down an eclectic list of books that you'd like to read."<br></code> |
| <code>query: today:2046-07-13 Pick a Stage Name early last year </code> | <code>passage: Stage names are used by all types of performers, from musicians, actors and roller derby athletes to burlesque dancers, belly dancers, and exotic dancers. 01/01/45<br></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"
}
```
### Evaluation Dataset
#### Unnamed Dataset
* Size: 1,000 evaluation samples
* Columns: <code>anchors</code> and <code>positive</code>
* Approximate statistics based on the first 1000 samples:
| | anchors | positive |
|:--------|:----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
| type | string | string |
| details | <ul><li>min: 6 tokens</li><li>mean: 16.48 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 16 tokens</li><li>mean: 50.03 tokens</li><li>max: 108 tokens</li></ul> |
* Samples:
| anchors | positive |
|:---------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <code>query: 05/15/56 live an Active Life with COPD</code> | <code>passage: 56/05/15 cOPD or chronic obstructive pulmonary disease is a progressive respiratory disease that makes it very difficult and uncomfortable to breathe. [1] Long-term smoking is the most common cause of COPD; however, long-term exposure to lung irritants or having untreated asthma can also cause this disease.<br></code> |
| <code>query: 03/03/44 know if You're Being Used for Sex</code> | <code>passage: Mar 3 1944 sometimes you can't put your finger on it, but there's that sinking feeling in your gut that your partner may be using you. The following steps will help you tell if you may be onto something.<br></code> |
| <code>query: 08/13/22 leave a Job on Good Terms</code> | <code>passage: 22/08/13 if you are considering leaving your job or have already been offered a new position that you plan to accept, then it is important to leave your job on good terms.<br></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`: 64
- `per_device_eval_batch_size`: 64
- `learning_rate`: 1e-05
- `weight_decay`: 0.01
- `num_train_epochs`: 1
- `warmup_ratio`: 0.1
- `warmup_steps`: 400
- `bf16`: True
- `torch_compile`: True
- `torch_compile_backend`: inductor
- `batch_sampler`: no_duplicates
#### 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`: 64
- `per_device_eval_batch_size`: 64
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `learning_rate`: 1e-05
- `weight_decay`: 0.01
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 1
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.1
- `warmup_steps`: 400
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: True
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `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`: True
- `torch_compile_backend`: inductor
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `batch_sampler`: no_duplicates
- `multi_dataset_batch_sampler`: proportional
</details>
### Training Logs
<details><summary>Click to expand</summary>
| Epoch | Step | Training Loss | loss |
|:------:|:-----:|:-------------:|:------:|
| 0.0000 | 1 | 2.463 | - |
| 0.0005 | 10 | 2.6839 | - |
| 0.0010 | 20 | 2.508 | - |
| 0.0015 | 30 | 2.6201 | - |
| 0.0020 | 40 | 2.5629 | - |
| 0.0024 | 50 | 2.3702 | - |
| 0.0029 | 60 | 1.9032 | - |
| 0.0034 | 70 | 1.775 | - |
| 0.0039 | 80 | 1.736 | - |
| 0.0044 | 90 | 1.3106 | - |
| 0.0049 | 100 | 1.2472 | - |
| 0.0054 | 110 | 1.1614 | - |
| 0.0059 | 120 | 1.1732 | - |
| 0.0064 | 130 | 0.778 | - |
| 0.0069 | 140 | 0.5371 | - |
| 0.0073 | 150 | 0.6528 | - |
| 0.0078 | 160 | 0.9433 | - |
| 0.0083 | 170 | 0.7124 | - |
| 0.0088 | 180 | 1.021 | - |
| 0.0093 | 190 | 1.1586 | - |
| 0.0098 | 200 | 0.5525 | - |
| 0.0103 | 210 | 0.789 | - |
| 0.0108 | 220 | 0.7137 | - |
| 0.0113 | 230 | 0.6174 | - |
| 0.0118 | 240 | 0.659 | - |
| 0.0122 | 250 | 0.4407 | - |
| 0.0127 | 260 | 1.0248 | - |
| 0.0132 | 270 | 0.9114 | - |
| 0.0137 | 280 | 0.6073 | - |
| 0.0142 | 290 | 0.5134 | - |
| 0.0147 | 300 | 0.7451 | - |
| 0.0152 | 310 | 0.4924 | - |
| 0.0157 | 320 | 0.3737 | - |
| 0.0162 | 330 | 0.3891 | - |
| 0.0166 | 340 | 0.3237 | - |
| 0.0171 | 350 | 0.3809 | - |
| 0.0176 | 360 | 0.5291 | - |
| 0.0181 | 370 | 0.3295 | - |
| 0.0186 | 380 | 0.3892 | - |
| 0.0191 | 390 | 0.3487 | - |
| 0.0196 | 400 | 0.5052 | - |
| 0.0201 | 410 | 0.5255 | - |
| 0.0206 | 420 | 0.5241 | - |
| 0.0211 | 430 | 0.5539 | - |
| 0.0215 | 440 | 0.5765 | - |
| 0.0220 | 450 | 0.782 | - |
| 0.0225 | 460 | 0.5509 | - |
| 0.0230 | 470 | 0.5461 | - |
| 0.0235 | 480 | 0.3992 | - |
| 0.0240 | 490 | 0.5266 | - |
| 0.0245 | 500 | 0.4417 | - |
| 0.0250 | 510 | 0.475 | - |
| 0.0255 | 520 | 0.4147 | - |
| 0.0260 | 530 | 0.4742 | - |
| 0.0264 | 540 | 0.6276 | - |
| 0.0269 | 550 | 0.7173 | - |
| 0.0274 | 560 | 0.5529 | - |
| 0.0279 | 570 | 0.3989 | - |
| 0.0284 | 580 | 0.3173 | - |
| 0.0289 | 590 | 0.4824 | - |
| 0.0294 | 600 | 0.3999 | - |
| 0.0299 | 610 | 0.4352 | - |
| 0.0304 | 620 | 0.3562 | - |
| 0.0309 | 630 | 0.3013 | - |
| 0.0313 | 640 | 0.408 | - |
| 0.0318 | 650 | 0.402 | - |
| 0.0323 | 660 | 0.3746 | - |
| 0.0328 | 670 | 0.4296 | - |
| 0.0333 | 680 | 0.316 | - |
| 0.0338 | 690 | 0.4734 | - |
| 0.0343 | 700 | 0.3815 | - |
| 0.0348 | 710 | 0.2987 | - |
| 0.0353 | 720 | 0.3378 | - |
| 0.0357 | 730 | 0.2679 | - |
| 0.0362 | 740 | 0.4536 | - |
| 0.0367 | 750 | 0.2811 | - |
| 0.0372 | 760 | 0.2905 | - |
| 0.0377 | 770 | 0.2114 | - |
| 0.0382 | 780 | 0.2976 | - |
| 0.0387 | 790 | 0.332 | - |
| 0.0392 | 800 | 0.372 | - |
| 0.0397 | 810 | 0.2444 | - |
| 0.0402 | 820 | 0.2573 | - |
| 0.0406 | 830 | 0.3671 | - |
| 0.0411 | 840 | 0.2718 | - |
| 0.0416 | 850 | 0.2031 | - |
| 0.0421 | 860 | 0.2042 | - |
| 0.0426 | 870 | 0.2193 | - |
| 0.0431 | 880 | 0.3475 | - |
| 0.0436 | 890 | 0.2437 | - |
| 0.0441 | 900 | 0.3298 | - |
| 0.0446 | 910 | 0.2931 | - |
| 0.0451 | 920 | 0.3192 | - |
| 0.0455 | 930 | 0.2971 | - |
| 0.0460 | 940 | 0.4587 | - |
| 0.0465 | 950 | 0.5086 | - |
| 0.0470 | 960 | 0.329 | - |
| 0.0475 | 970 | 0.3566 | - |
| 0.0480 | 980 | 0.3455 | - |
| 0.0485 | 990 | 0.3493 | - |
| 0.0490 | 1000 | 0.2451 | - |
| 0.0495 | 1010 | 0.3684 | - |
| 0.0499 | 1020 | 0.2962 | - |
| 0.0504 | 1030 | 0.2247 | - |
| 0.0509 | 1040 | 0.2534 | - |
| 0.0514 | 1050 | 0.2776 | - |
| 0.0519 | 1060 | 0.3058 | - |
| 0.0524 | 1070 | 0.3028 | - |
| 0.0529 | 1080 | 0.3614 | - |
| 0.0534 | 1090 | 0.3121 | - |
| 0.0539 | 1100 | 0.2559 | - |
| 0.0544 | 1110 | 0.2181 | - |
| 0.0548 | 1120 | 0.2943 | - |
| 0.0553 | 1130 | 0.2633 | - |
| 0.0558 | 1140 | 0.2553 | - |
| 0.0563 | 1150 | 0.2447 | - |
| 0.0568 | 1160 | 0.2513 | - |
| 0.0573 | 1170 | 0.2897 | - |
| 0.0578 | 1180 | 0.2192 | - |
| 0.0583 | 1190 | 0.2154 | - |
| 0.0588 | 1200 | 0.2074 | - |
| 0.0593 | 1210 | 0.2642 | - |
| 0.0597 | 1220 | 0.1651 | - |
| 0.0602 | 1230 | 0.0866 | - |
| 0.0607 | 1240 | 0.1186 | - |
| 0.0612 | 1250 | 0.2331 | - |
| 0.0617 | 1260 | 0.1336 | - |
| 0.0622 | 1270 | 0.2066 | - |
| 0.0627 | 1280 | 0.32 | - |
| 0.0632 | 1290 | 0.2097 | - |
| 0.0637 | 1300 | 0.1575 | - |
| 0.0641 | 1310 | 0.183 | - |
| 0.0646 | 1320 | 0.2042 | - |
| 0.0651 | 1330 | 0.1569 | - |
| 0.0656 | 1340 | 0.1899 | - |
| 0.0661 | 1350 | 0.3229 | - |
| 0.0666 | 1360 | 0.3262 | - |
| 0.0671 | 1370 | 0.2069 | - |
| 0.0676 | 1380 | 0.1655 | - |
| 0.0681 | 1390 | 0.2683 | - |
| 0.0686 | 1400 | 0.1987 | - |
| 0.0690 | 1410 | 0.111 | - |
| 0.0695 | 1420 | 0.0907 | - |
| 0.0700 | 1430 | 0.1338 | - |
| 0.0705 | 1440 | 0.1067 | - |
| 0.0710 | 1450 | 0.1744 | - |
| 0.0715 | 1460 | 0.1548 | - |
| 0.0720 | 1470 | 0.1563 | - |
| 0.0725 | 1480 | 0.1201 | - |
| 0.0730 | 1490 | 0.1532 | - |
| 0.0735 | 1500 | 0.2005 | - |
| 0.0739 | 1510 | 0.1777 | - |
| 0.0744 | 1520 | 0.199 | - |
| 0.0749 | 1530 | 0.2057 | - |
| 0.0754 | 1540 | 0.2625 | - |
| 0.0759 | 1550 | 0.2276 | - |
| 0.0764 | 1560 | 0.1848 | - |
| 0.0769 | 1570 | 0.2018 | - |
| 0.0774 | 1580 | 0.2076 | - |
| 0.0779 | 1590 | 0.1291 | - |
| 0.0784 | 1600 | 0.1532 | - |
| 0.0788 | 1610 | 0.14 | - |
| 0.0793 | 1620 | 0.2032 | - |
| 0.0798 | 1630 | 0.2156 | - |
| 0.0803 | 1640 | 0.3091 | - |
| 0.0808 | 1650 | 0.2326 | - |
| 0.0813 | 1660 | 0.187 | - |
| 0.0818 | 1670 | 0.1056 | - |
| 0.0823 | 1680 | 0.1877 | - |
| 0.0828 | 1690 | 0.1804 | - |
| 0.0832 | 1700 | 0.1747 | - |
| 0.0837 | 1710 | 0.152 | - |
| 0.0842 | 1720 | 0.1435 | - |
| 0.0847 | 1730 | 0.1364 | - |
| 0.0852 | 1740 | 0.1725 | - |
| 0.0857 | 1750 | 0.1817 | - |
| 0.0862 | 1760 | 0.1946 | - |
| 0.0867 | 1770 | 0.078 | - |
| 0.0872 | 1780 | 0.2161 | - |
| 0.0877 | 1790 | 0.1929 | - |
| 0.0881 | 1800 | 0.137 | - |
| 0.0886 | 1810 | 0.1466 | - |
| 0.0891 | 1820 | 0.1125 | - |
| 0.0896 | 1830 | 0.1821 | - |
| 0.0901 | 1840 | 0.092 | - |
| 0.0906 | 1850 | 0.1607 | - |
| 0.0911 | 1860 | 0.0921 | - |
| 0.0916 | 1870 | 0.0807 | - |
| 0.0921 | 1880 | 0.1701 | - |
| 0.0926 | 1890 | 0.1482 | - |
| 0.0930 | 1900 | 0.1454 | - |
| 0.0935 | 1910 | 0.1237 | - |
| 0.0940 | 1920 | 0.1142 | - |
| 0.0945 | 1930 | 0.1774 | - |
| 0.0950 | 1940 | 0.0916 | - |
| 0.0955 | 1950 | 0.0612 | - |
| 0.0960 | 1960 | 0.0947 | - |
| 0.0965 | 1970 | 0.1624 | - |
| 0.0970 | 1980 | 0.1287 | - |
| 0.0974 | 1990 | 0.1481 | - |
| 0.0979 | 2000 | 0.1567 | 0.1126 |
| 0.0984 | 2010 | 0.1438 | - |
| 0.0989 | 2020 | 0.1507 | - |
| 0.0994 | 2030 | 0.1584 | - |
| 0.0999 | 2040 | 0.2504 | - |
| 0.1004 | 2050 | 0.1681 | - |
| 0.1009 | 2060 | 0.1474 | - |
| 0.1014 | 2070 | 0.2216 | - |
| 0.1019 | 2080 | 0.1597 | - |
| 0.1023 | 2090 | 0.1108 | - |
| 0.1028 | 2100 | 0.1798 | - |
| 0.1033 | 2110 | 0.1676 | - |
| 0.1038 | 2120 | 0.12 | - |
| 0.1043 | 2130 | 0.1385 | - |
| 0.1048 | 2140 | 0.127 | - |
| 0.1053 | 2150 | 0.1516 | - |
| 0.1058 | 2160 | 0.1192 | - |
| 0.1063 | 2170 | 0.1803 | - |
| 0.1068 | 2180 | 0.176 | - |
| 0.1072 | 2190 | 0.1377 | - |
| 0.1077 | 2200 | 0.1108 | - |
| 0.1082 | 2210 | 0.1599 | - |
| 0.1087 | 2220 | 0.1772 | - |
| 0.1092 | 2230 | 0.1554 | - |
| 0.1097 | 2240 | 0.1394 | - |
| 0.1102 | 2250 | 0.1254 | - |
| 0.1107 | 2260 | 0.1319 | - |
| 0.1112 | 2270 | 0.1671 | - |
| 0.1116 | 2280 | 0.1127 | - |
| 0.1121 | 2290 | 0.1128 | - |
| 0.1126 | 2300 | 0.158 | - |
| 0.1131 | 2310 | 0.1223 | - |
| 0.1136 | 2320 | 0.0667 | - |
| 0.1141 | 2330 | 0.057 | - |
| 0.1146 | 2340 | 0.0929 | - |
| 0.1151 | 2350 | 0.1422 | - |
| 0.1156 | 2360 | 0.1032 | - |
| 0.1161 | 2370 | 0.229 | - |
| 0.1165 | 2380 | 0.1188 | - |
| 0.1170 | 2390 | 0.1007 | - |
| 0.1175 | 2400 | 0.141 | - |
| 0.1180 | 2410 | 0.1351 | - |
| 0.1185 | 2420 | 0.1037 | - |
| 0.1190 | 2430 | 0.1403 | - |
| 0.1195 | 2440 | 0.1239 | - |
| 0.1200 | 2450 | 0.2462 | - |
| 0.1205 | 2460 | 0.1647 | - |
| 0.1210 | 2470 | 0.0821 | - |
| 0.1214 | 2480 | 0.1487 | - |
| 0.1219 | 2490 | 0.1804 | - |
| 0.1224 | 2500 | 0.0706 | - |
| 0.1229 | 2510 | 0.0556 | - |
| 0.1234 | 2520 | 0.0689 | - |
| 0.1239 | 2530 | 0.0844 | - |
| 0.1244 | 2540 | 0.0738 | - |
| 0.1249 | 2550 | 0.1449 | - |
| 0.1254 | 2560 | 0.0679 | - |
| 0.1259 | 2570 | 0.0915 | - |
| 0.1263 | 2580 | 0.1139 | - |
| 0.1268 | 2590 | 0.1547 | - |
| 0.1273 | 2600 | 0.1336 | - |
| 0.1278 | 2610 | 0.148 | - |
| 0.1283 | 2620 | 0.1186 | - |
| 0.1288 | 2630 | 0.1699 | - |
| 0.1293 | 2640 | 0.1443 | - |
| 0.1298 | 2650 | 0.1672 | - |
| 0.1303 | 2660 | 0.1639 | - |
| 0.1307 | 2670 | 0.1202 | - |
| 0.1312 | 2680 | 0.1277 | - |
| 0.1317 | 2690 | 0.1115 | - |
| 0.1322 | 2700 | 0.111 | - |
| 0.1327 | 2710 | 0.1377 | - |
| 0.1332 | 2720 | 0.1548 | - |
| 0.1337 | 2730 | 0.2035 | - |
| 0.1342 | 2740 | 0.203 | - |
| 0.1347 | 2750 | 0.1508 | - |
| 0.1352 | 2760 | 0.0766 | - |
| 0.1356 | 2770 | 0.117 | - |
| 0.1361 | 2780 | 0.1575 | - |
| 0.1366 | 2790 | 0.1008 | - |
| 0.1371 | 2800 | 0.1341 | - |
| 0.1376 | 2810 | 0.1129 | - |
| 0.1381 | 2820 | 0.1076 | - |
| 0.1386 | 2830 | 0.1101 | - |
| 0.1391 | 2840 | 0.1116 | - |
| 0.1396 | 2850 | 0.1342 | - |
| 0.1401 | 2860 | 0.0751 | - |
| 0.1405 | 2870 | 0.1598 | - |
| 0.1410 | 2880 | 0.1592 | - |
| 0.1415 | 2890 | 0.0995 | - |
| 0.1420 | 2900 | 0.0775 | - |
| 0.1425 | 2910 | 0.1304 | - |
| 0.1430 | 2920 | 0.1205 | - |
| 0.1435 | 2930 | 0.0874 | - |
| 0.1440 | 2940 | 0.1047 | - |
| 0.1445 | 2950 | 0.0817 | - |
| 0.1449 | 2960 | 0.0621 | - |
| 0.1454 | 2970 | 0.1177 | - |
| 0.1459 | 2980 | 0.1072 | - |
| 0.1464 | 2990 | 0.1218 | - |
| 0.1469 | 3000 | 0.1067 | - |
| 0.1474 | 3010 | 0.0913 | - |
| 0.1479 | 3020 | 0.1535 | - |
| 0.1484 | 3030 | 0.0547 | - |
| 0.1489 | 3040 | 0.0641 | - |
| 0.1494 | 3050 | 0.0607 | - |
| 0.1498 | 3060 | 0.104 | - |
| 0.1503 | 3070 | 0.1177 | - |
| 0.1508 | 3080 | 0.094 | - |
| 0.1513 | 3090 | 0.1327 | - |
| 0.1518 | 3100 | 0.085 | - |
| 0.1523 | 3110 | 0.13 | - |
| 0.1528 | 3120 | 0.1419 | - |
| 0.1533 | 3130 | 0.1822 | - |
| 0.1538 | 3140 | 0.1135 | - |
| 0.1543 | 3150 | 0.1285 | - |
| 0.1547 | 3160 | 0.1457 | - |
| 0.1552 | 3170 | 0.1358 | - |
| 0.1557 | 3180 | 0.1231 | - |
| 0.1562 | 3190 | 0.1164 | - |
| 0.1567 | 3200 | 0.1533 | - |
| 0.1572 | 3210 | 0.1205 | - |
| 0.1577 | 3220 | 0.1388 | - |
| 0.1582 | 3230 | 0.0905 | - |
| 0.1587 | 3240 | 0.1202 | - |
| 0.1591 | 3250 | 0.1067 | - |
| 0.1596 | 3260 | 0.1322 | - |
| 0.1601 | 3270 | 0.1497 | - |
| 0.1606 | 3280 | 0.1142 | - |
| 0.1611 | 3290 | 0.0952 | - |
| 0.1616 | 3300 | 0.0863 | - |
| 0.1621 | 3310 | 0.1551 | - |
| 0.1626 | 3320 | 0.1349 | - |
| 0.1631 | 3330 | 0.1363 | - |
| 0.1636 | 3340 | 0.0953 | - |
| 0.1640 | 3350 | 0.1257 | - |
| 0.1645 | 3360 | 0.1533 | - |
| 0.1650 | 3370 | 0.0983 | - |
| 0.1655 | 3380 | 0.0832 | - |
| 0.1660 | 3390 | 0.1221 | - |
| 0.1665 | 3400 | 0.1186 | - |
| 0.1670 | 3410 | 0.0682 | - |
| 0.1675 | 3420 | 0.0433 | - |
| 0.1680 | 3430 | 0.0518 | - |
| 0.1685 | 3440 | 0.1377 | - |
| 0.1689 | 3450 | 0.0737 | - |
| 0.1694 | 3460 | 0.1448 | - |
| 0.1699 | 3470 | 0.1294 | - |
| 0.1704 | 3480 | 0.0623 | - |
| 0.1709 | 3490 | 0.1302 | - |
| 0.1714 | 3500 | 0.1022 | - |
| 0.1719 | 3510 | 0.111 | - |
| 0.1724 | 3520 | 0.1022 | - |
| 0.1729 | 3530 | 0.0718 | - |
| 0.1734 | 3540 | 0.1988 | - |
| 0.1738 | 3550 | 0.1589 | - |
| 0.1743 | 3560 | 0.0929 | - |
| 0.1748 | 3570 | 0.0916 | - |
| 0.1753 | 3580 | 0.1248 | - |
| 0.1758 | 3590 | 0.0794 | - |
| 0.1763 | 3600 | 0.0566 | - |
| 0.1768 | 3610 | 0.0427 | - |
| 0.1773 | 3620 | 0.0656 | - |
| 0.1778 | 3630 | 0.0537 | - |
| 0.1782 | 3640 | 0.1139 | - |
| 0.1787 | 3650 | 0.0535 | - |
| 0.1792 | 3660 | 0.0753 | - |
| 0.1797 | 3670 | 0.073 | - |
| 0.1802 | 3680 | 0.1053 | - |
| 0.1807 | 3690 | 0.1138 | - |
| 0.1812 | 3700 | 0.1173 | - |
| 0.1817 | 3710 | 0.0983 | - |
| 0.1822 | 3720 | 0.1168 | - |
| 0.1827 | 3730 | 0.1732 | - |
| 0.1831 | 3740 | 0.1568 | - |
| 0.1836 | 3750 | 0.1222 | - |
| 0.1841 | 3760 | 0.1029 | - |
| 0.1846 | 3770 | 0.129 | - |
| 0.1851 | 3780 | 0.1033 | - |
| 0.1856 | 3790 | 0.1062 | - |
| 0.1861 | 3800 | 0.0901 | - |
| 0.1866 | 3810 | 0.1113 | - |
| 0.1871 | 3820 | 0.1488 | - |
| 0.1876 | 3830 | 0.1517 | - |
| 0.1880 | 3840 | 0.1567 | - |
| 0.1885 | 3850 | 0.0574 | - |
| 0.1890 | 3860 | 0.0765 | - |
| 0.1895 | 3870 | 0.1653 | - |
| 0.1900 | 3880 | 0.0785 | - |
| 0.1905 | 3890 | 0.112 | - |
| 0.1910 | 3900 | 0.09 | - |
| 0.1915 | 3910 | 0.0962 | - |
| 0.1920 | 3920 | 0.1064 | - |
| 0.1924 | 3930 | 0.106 | - |
| 0.1929 | 3940 | 0.1154 | - |
| 0.1934 | 3950 | 0.078 | - |
| 0.1939 | 3960 | 0.0996 | - |
| 0.1944 | 3970 | 0.1127 | - |
| 0.1949 | 3980 | 0.1 | - |
| 0.1954 | 3990 | 0.0762 | - |
| 0.1959 | 4000 | 0.0765 | 0.1027 |
| 0.1964 | 4010 | 0.1032 | - |
| 0.1969 | 4020 | 0.1264 | - |
| 0.1973 | 4030 | 0.0933 | - |
| 0.1978 | 4040 | 0.0706 | - |
| 0.1983 | 4050 | 0.0653 | - |
| 0.1988 | 4060 | 0.0756 | - |
| 0.1993 | 4070 | 0.0738 | - |
| 0.1998 | 4080 | 0.1048 | - |
| 0.2003 | 4090 | 0.0912 | - |
| 0.2008 | 4100 | 0.0727 | - |
| 0.2013 | 4110 | 0.1189 | - |
| 0.2018 | 4120 | 0.0525 | - |
| 0.2022 | 4130 | 0.0517 | - |
| 0.2027 | 4140 | 0.0482 | - |
| 0.2032 | 4150 | 0.0655 | - |
| 0.2037 | 4160 | 0.099 | - |
| 0.2042 | 4170 | 0.0904 | - |
| 0.2047 | 4180 | 0.085 | - |
| 0.2052 | 4190 | 0.0637 | - |
| 0.2057 | 4200 | 0.1223 | - |
| 0.2062 | 4210 | 0.092 | - |
| 0.2067 | 4220 | 0.1483 | - |
| 0.2071 | 4230 | 0.1489 | - |
| 0.2076 | 4240 | 0.1015 | - |
| 0.2081 | 4250 | 0.155 | - |
| 0.2086 | 4260 | 0.1409 | - |
| 0.2091 | 4270 | 0.1087 | - |
| 0.2096 | 4280 | 0.0783 | - |
| 0.2101 | 4290 | 0.1459 | - |
| 0.2106 | 4300 | 0.1029 | - |
| 0.2111 | 4310 | 0.0817 | - |
| 0.2115 | 4320 | 0.0847 | - |
| 0.2120 | 4330 | 0.0982 | - |
| 0.2125 | 4340 | 0.09 | - |
| 0.2130 | 4350 | 0.1161 | - |
| 0.2135 | 4360 | 0.1129 | - |
| 0.2140 | 4370 | 0.1239 | - |
| 0.2145 | 4380 | 0.0613 | - |
| 0.2150 | 4390 | 0.0938 | - |
| 0.2155 | 4400 | 0.113 | - |
| 0.2160 | 4410 | 0.129 | - |
| 0.2164 | 4420 | 0.1036 | - |
| 0.2169 | 4430 | 0.1028 | - |
| 0.2174 | 4440 | 0.1011 | - |
| 0.2179 | 4450 | 0.1215 | - |
| 0.2184 | 4460 | 0.0671 | - |
| 0.2189 | 4470 | 0.0797 | - |
| 0.2194 | 4480 | 0.0833 | - |
| 0.2199 | 4490 | 0.1169 | - |
| 0.2204 | 4500 | 0.044 | - |
| 0.2209 | 4510 | 0.0371 | - |
| 0.2213 | 4520 | 0.0519 | - |
| 0.2218 | 4530 | 0.1075 | - |
| 0.2223 | 4540 | 0.0655 | - |
| 0.2228 | 4550 | 0.0887 | - |
| 0.2233 | 4560 | 0.1477 | - |
| 0.2238 | 4570 | 0.0595 | - |
| 0.2243 | 4580 | 0.0799 | - |
| 0.2248 | 4590 | 0.0878 | - |
| 0.2253 | 4600 | 0.0929 | - |
| 0.2257 | 4610 | 0.0926 | - |
| 0.2262 | 4620 | 0.0641 | - |
| 0.2267 | 4630 | 0.1503 | - |
| 0.2272 | 4640 | 0.137 | - |
| 0.2277 | 4650 | 0.0828 | - |
| 0.2282 | 4660 | 0.0622 | - |
| 0.2287 | 4670 | 0.1166 | - |
| 0.2292 | 4680 | 0.1228 | - |
| 0.2297 | 4690 | 0.0365 | - |
| 0.2302 | 4700 | 0.0441 | - |
| 0.2306 | 4710 | 0.0397 | - |
| 0.2311 | 4720 | 0.0598 | - |
| 0.2316 | 4730 | 0.0721 | - |
| 0.2321 | 4740 | 0.0529 | - |
| 0.2326 | 4750 | 0.0757 | - |
| 0.2331 | 4760 | 0.0719 | - |
| 0.2336 | 4770 | 0.0787 | - |
| 0.2341 | 4780 | 0.1102 | - |
| 0.2346 | 4790 | 0.0847 | - |
| 0.2351 | 4800 | 0.0931 | - |
| 0.2355 | 4810 | 0.0981 | - |
| 0.2360 | 4820 | 0.1705 | - |
| 0.2365 | 4830 | 0.1054 | - |
| 0.2370 | 4840 | 0.1323 | - |
| 0.2375 | 4850 | 0.0833 | - |
| 0.2380 | 4860 | 0.1127 | - |
| 0.2385 | 4870 | 0.0978 | - |
| 0.2390 | 4880 | 0.0965 | - |
| 0.2395 | 4890 | 0.0646 | - |
| 0.2399 | 4900 | 0.1204 | - |
| 0.2404 | 4910 | 0.1308 | - |
| 0.2409 | 4920 | 0.1481 | - |
| 0.2414 | 4930 | 0.1441 | - |
| 0.2419 | 4940 | 0.0793 | - |
| 0.2424 | 4950 | 0.0685 | - |
| 0.2429 | 4960 | 0.1135 | - |
| 0.2434 | 4970 | 0.0989 | - |
| 0.2439 | 4980 | 0.1099 | - |
| 0.2444 | 4990 | 0.0746 | - |
| 0.2448 | 5000 | 0.083 | - |
| 0.2453 | 5010 | 0.0797 | - |
| 0.2458 | 5020 | 0.0817 | - |
| 0.2463 | 5030 | 0.0914 | - |
| 0.2468 | 5040 | 0.0864 | - |
| 0.2473 | 5050 | 0.082 | - |
| 0.2478 | 5060 | 0.1238 | - |
| 0.2483 | 5070 | 0.0922 | - |
| 0.2488 | 5080 | 0.0656 | - |
| 0.2493 | 5090 | 0.076 | - |
| 0.2497 | 5100 | 0.0536 | - |
| 0.2502 | 5110 | 0.1061 | - |
| 0.2507 | 5120 | 0.0491 | - |
| 0.2512 | 5130 | 0.0779 | - |
| 0.2517 | 5140 | 0.0326 | - |
| 0.2522 | 5150 | 0.0422 | - |
| 0.2527 | 5160 | 0.0849 | - |
| 0.2532 | 5170 | 0.0916 | - |
| 0.2537 | 5180 | 0.0717 | - |
| 0.2542 | 5190 | 0.0669 | - |
| 0.2546 | 5200 | 0.0675 | - |
| 0.2551 | 5210 | 0.0914 | - |
| 0.2556 | 5220 | 0.0461 | - |
| 0.2561 | 5230 | 0.037 | - |
| 0.2566 | 5240 | 0.0532 | - |
| 0.2571 | 5250 | 0.1071 | - |
| 0.2576 | 5260 | 0.0764 | - |
| 0.2581 | 5270 | 0.08 | - |
| 0.2586 | 5280 | 0.086 | - |
| 0.2590 | 5290 | 0.0795 | - |
| 0.2595 | 5300 | 0.101 | - |
| 0.2600 | 5310 | 0.1379 | - |
| 0.2605 | 5320 | 0.144 | - |
| 0.2610 | 5330 | 0.0848 | - |
| 0.2615 | 5340 | 0.1016 | - |
| 0.2620 | 5350 | 0.1004 | - |
| 0.2625 | 5360 | 0.0911 | - |
| 0.2630 | 5370 | 0.0811 | - |
| 0.2635 | 5380 | 0.1014 | - |
| 0.2639 | 5390 | 0.0808 | - |
| 0.2644 | 5400 | 0.0682 | - |
| 0.2649 | 5410 | 0.0661 | - |
| 0.2654 | 5420 | 0.0722 | - |
| 0.2659 | 5430 | 0.0744 | - |
| 0.2664 | 5440 | 0.0935 | - |
| 0.2669 | 5450 | 0.1014 | - |
| 0.2674 | 5460 | 0.1087 | - |
| 0.2679 | 5470 | 0.0704 | - |
| 0.2684 | 5480 | 0.0487 | - |
| 0.2688 | 5490 | 0.1111 | - |
| 0.2693 | 5500 | 0.0939 | - |
| 0.2698 | 5510 | 0.0834 | - |
| 0.2703 | 5520 | 0.0951 | - |
| 0.2708 | 5530 | 0.0797 | - |
| 0.2713 | 5540 | 0.097 | - |
| 0.2718 | 5550 | 0.1229 | - |
| 0.2723 | 5560 | 0.1156 | - |
| 0.2728 | 5570 | 0.1173 | - |
| 0.2732 | 5580 | 0.1665 | - |
| 0.2737 | 5590 | 0.1172 | - |
| 0.2742 | 5600 | 0.1169 | - |
| 0.2747 | 5610 | 0.0926 | - |
| 0.2752 | 5620 | 0.0896 | - |
| 0.2757 | 5630 | 0.1396 | - |
| 0.2762 | 5640 | 0.132 | - |
| 0.2767 | 5650 | 0.0862 | - |
| 0.2772 | 5660 | 0.1048 | - |
| 0.2777 | 5670 | 0.1336 | - |
| 0.2781 | 5680 | 0.0799 | - |
| 0.2786 | 5690 | 0.0557 | - |
| 0.2791 | 5700 | 0.0345 | - |
| 0.2796 | 5710 | 0.0831 | - |
| 0.2801 | 5720 | 0.0759 | - |
| 0.2806 | 5730 | 0.083 | - |
| 0.2811 | 5740 | 0.1425 | - |
| 0.2816 | 5750 | 0.114 | - |
| 0.2821 | 5760 | 0.085 | - |
| 0.2826 | 5770 | 0.088 | - |
| 0.2830 | 5780 | 0.0976 | - |
| 0.2835 | 5790 | 0.0945 | - |
| 0.2840 | 5800 | 0.0699 | - |
| 0.2845 | 5810 | 0.1009 | - |
| 0.2850 | 5820 | 0.192 | - |
| 0.2855 | 5830 | 0.1152 | - |
| 0.2860 | 5840 | 0.0767 | - |
| 0.2865 | 5850 | 0.1052 | - |
| 0.2870 | 5860 | 0.1044 | - |
| 0.2874 | 5870 | 0.0515 | - |
| 0.2879 | 5880 | 0.0456 | - |
| 0.2884 | 5890 | 0.0538 | - |
| 0.2889 | 5900 | 0.0484 | - |
| 0.2894 | 5910 | 0.0508 | - |
| 0.2899 | 5920 | 0.1131 | - |
| 0.2904 | 5930 | 0.0678 | - |
| 0.2909 | 5940 | 0.0416 | - |
| 0.2914 | 5950 | 0.0743 | - |
| 0.2919 | 5960 | 0.0891 | - |
| 0.2923 | 5970 | 0.1063 | - |
| 0.2928 | 5980 | 0.0888 | - |
| 0.2933 | 5990 | 0.0775 | - |
| 0.2938 | 6000 | 0.1278 | 0.0782 |
| 0.2943 | 6010 | 0.1088 | - |
| 0.2948 | 6020 | 0.0928 | - |
| 0.2953 | 6030 | 0.123 | - |
| 0.2958 | 6040 | 0.0955 | - |
| 0.2963 | 6050 | 0.0788 | - |
| 0.2968 | 6060 | 0.0754 | - |
| 0.2972 | 6070 | 0.0973 | - |
| 0.2977 | 6080 | 0.0754 | - |
| 0.2982 | 6090 | 0.1176 | - |
| 0.2987 | 6100 | 0.1307 | - |
| 0.2992 | 6110 | 0.1045 | - |
| 0.2997 | 6120 | 0.1078 | - |
| 0.3002 | 6130 | 0.0372 | - |
| 0.3007 | 6140 | 0.0789 | - |
| 0.3012 | 6150 | 0.1295 | - |
| 0.3017 | 6160 | 0.0692 | - |
| 0.3021 | 6170 | 0.0815 | - |
| 0.3026 | 6180 | 0.0655 | - |
| 0.3031 | 6190 | 0.0717 | - |
| 0.3036 | 6200 | 0.0728 | - |
| 0.3041 | 6210 | 0.0748 | - |
| 0.3046 | 6220 | 0.0971 | - |
| 0.3051 | 6230 | 0.0448 | - |
| 0.3056 | 6240 | 0.0889 | - |
| 0.3061 | 6250 | 0.1217 | - |
| 0.3065 | 6260 | 0.0586 | - |
| 0.3070 | 6270 | 0.0765 | - |
| 0.3075 | 6280 | 0.0601 | - |
| 0.3080 | 6290 | 0.116 | - |
| 0.3085 | 6300 | 0.0626 | - |
| 0.3090 | 6310 | 0.0618 | - |
| 0.3095 | 6320 | 0.0426 | - |
| 0.3100 | 6330 | 0.0473 | - |
| 0.3105 | 6340 | 0.0819 | - |
| 0.3110 | 6350 | 0.0797 | - |
| 0.3114 | 6360 | 0.0859 | - |
| 0.3119 | 6370 | 0.0794 | - |
| 0.3124 | 6380 | 0.0396 | - |
| 0.3129 | 6390 | 0.1117 | - |
| 0.3134 | 6400 | 0.0382 | - |
| 0.3139 | 6410 | 0.0412 | - |
| 0.3144 | 6420 | 0.0567 | - |
| 0.3149 | 6430 | 0.0772 | - |
| 0.3154 | 6440 | 0.065 | - |
| 0.3159 | 6450 | 0.0796 | - |
| 0.3163 | 6460 | 0.0565 | - |
| 0.3168 | 6470 | 0.0604 | - |
| 0.3173 | 6480 | 0.0882 | - |
| 0.3178 | 6490 | 0.0787 | - |
| 0.3183 | 6500 | 0.1398 | - |
| 0.3188 | 6510 | 0.0567 | - |
| 0.3193 | 6520 | 0.0901 | - |
| 0.3198 | 6530 | 0.1118 | - |
| 0.3203 | 6540 | 0.0952 | - |
| 0.3207 | 6550 | 0.063 | - |
| 0.3212 | 6560 | 0.0842 | - |
| 0.3217 | 6570 | 0.1133 | - |
| 0.3222 | 6580 | 0.0586 | - |
| 0.3227 | 6590 | 0.0759 | - |
| 0.3232 | 6600 | 0.0681 | - |
| 0.3237 | 6610 | 0.0823 | - |
| 0.3242 | 6620 | 0.0541 | - |
| 0.3247 | 6630 | 0.0714 | - |
| 0.3252 | 6640 | 0.1007 | - |
| 0.3256 | 6650 | 0.0655 | - |
| 0.3261 | 6660 | 0.0506 | - |
| 0.3266 | 6670 | 0.0662 | - |
| 0.3271 | 6680 | 0.1119 | - |
| 0.3276 | 6690 | 0.0681 | - |
| 0.3281 | 6700 | 0.0675 | - |
| 0.3286 | 6710 | 0.0697 | - |
| 0.3291 | 6720 | 0.0652 | - |
| 0.3296 | 6730 | 0.0885 | - |
| 0.3301 | 6740 | 0.0618 | - |
| 0.3305 | 6750 | 0.0554 | - |
| 0.3310 | 6760 | 0.0851 | - |
| 0.3315 | 6770 | 0.0835 | - |
| 0.3320 | 6780 | 0.0357 | - |
| 0.3325 | 6790 | 0.031 | - |
| 0.3330 | 6800 | 0.0462 | - |
| 0.3335 | 6810 | 0.0906 | - |
| 0.3340 | 6820 | 0.0513 | - |
| 0.3345 | 6830 | 0.0832 | - |
| 0.3349 | 6840 | 0.1112 | - |
| 0.3354 | 6850 | 0.0429 | - |
| 0.3359 | 6860 | 0.0711 | - |
| 0.3364 | 6870 | 0.0754 | - |
| 0.3369 | 6880 | 0.0678 | - |
| 0.3374 | 6890 | 0.0674 | - |
| 0.3379 | 6900 | 0.0554 | - |
| 0.3384 | 6910 | 0.1501 | - |
| 0.3389 | 6920 | 0.1062 | - |
| 0.3394 | 6930 | 0.0529 | - |
| 0.3398 | 6940 | 0.0607 | - |
| 0.3403 | 6950 | 0.1078 | - |
| 0.3408 | 6960 | 0.0495 | - |
| 0.3413 | 6970 | 0.0374 | - |
| 0.3418 | 6980 | 0.0286 | - |
| 0.3423 | 6990 | 0.0323 | - |
| 0.3428 | 7000 | 0.0402 | - |
| 0.3433 | 7010 | 0.0705 | - |
| 0.3438 | 7020 | 0.0278 | - |
| 0.3443 | 7030 | 0.0678 | - |
| 0.3447 | 7040 | 0.0536 | - |
| 0.3452 | 7050 | 0.0711 | - |
| 0.3457 | 7060 | 0.0715 | - |
| 0.3462 | 7070 | 0.0639 | - |
| 0.3467 | 7080 | 0.0602 | - |
| 0.3472 | 7090 | 0.0841 | - |
| 0.3477 | 7100 | 0.108 | - |
| 0.3482 | 7110 | 0.11 | - |
| 0.3487 | 7120 | 0.0801 | - |
| 0.3492 | 7130 | 0.0693 | - |
| 0.3496 | 7140 | 0.0939 | - |
| 0.3501 | 7150 | 0.0498 | - |
| 0.3506 | 7160 | 0.0556 | - |
| 0.3511 | 7170 | 0.0741 | - |
| 0.3516 | 7180 | 0.0702 | - |
| 0.3521 | 7190 | 0.1051 | - |
| 0.3526 | 7200 | 0.1164 | - |
| 0.3531 | 7210 | 0.0927 | - |
| 0.3536 | 7220 | 0.0462 | - |
| 0.3540 | 7230 | 0.0595 | - |
| 0.3545 | 7240 | 0.1006 | - |
| 0.3550 | 7250 | 0.0497 | - |
| 0.3555 | 7260 | 0.0816 | - |
| 0.3560 | 7270 | 0.054 | - |
| 0.3565 | 7280 | 0.0837 | - |
| 0.3570 | 7290 | 0.063 | - |
| 0.3575 | 7300 | 0.067 | - |
| 0.3580 | 7310 | 0.0736 | - |
| 0.3585 | 7320 | 0.0441 | - |
| 0.3589 | 7330 | 0.0626 | - |
| 0.3594 | 7340 | 0.0875 | - |
| 0.3599 | 7350 | 0.0578 | - |
| 0.3604 | 7360 | 0.0421 | - |
| 0.3609 | 7370 | 0.0595 | - |
| 0.3614 | 7380 | 0.0412 | - |
| 0.3619 | 7390 | 0.0768 | - |
| 0.3624 | 7400 | 0.042 | - |
| 0.3629 | 7410 | 0.0544 | - |
| 0.3634 | 7420 | 0.0463 | - |
| 0.3638 | 7430 | 0.0561 | - |
| 0.3643 | 7440 | 0.052 | - |
| 0.3648 | 7450 | 0.0736 | - |
| 0.3653 | 7460 | 0.0552 | - |
| 0.3658 | 7470 | 0.0391 | - |
| 0.3663 | 7480 | 0.0849 | - |
| 0.3668 | 7490 | 0.0345 | - |
| 0.3673 | 7500 | 0.0359 | - |
| 0.3678 | 7510 | 0.0322 | - |
| 0.3682 | 7520 | 0.0534 | - |
| 0.3687 | 7530 | 0.0703 | - |
| 0.3692 | 7540 | 0.061 | - |
| 0.3697 | 7550 | 0.07 | - |
| 0.3702 | 7560 | 0.0479 | - |
| 0.3707 | 7570 | 0.0683 | - |
| 0.3712 | 7580 | 0.0686 | - |
| 0.3717 | 7590 | 0.1208 | - |
| 0.3722 | 7600 | 0.1042 | - |
| 0.3727 | 7610 | 0.087 | - |
| 0.3731 | 7620 | 0.0845 | - |
| 0.3736 | 7630 | 0.0654 | - |
| 0.3741 | 7640 | 0.064 | - |
| 0.3746 | 7650 | 0.0513 | - |
| 0.3751 | 7660 | 0.1171 | - |
| 0.3756 | 7670 | 0.0434 | - |
| 0.3761 | 7680 | 0.0701 | - |
| 0.3766 | 7690 | 0.0588 | - |
| 0.3771 | 7700 | 0.0544 | - |
| 0.3776 | 7710 | 0.055 | - |
| 0.3780 | 7720 | 0.0664 | - |
| 0.3785 | 7730 | 0.0914 | - |
| 0.3790 | 7740 | 0.0736 | - |
| 0.3795 | 7750 | 0.0548 | - |
| 0.3800 | 7760 | 0.0594 | - |
| 0.3805 | 7770 | 0.0635 | - |
| 0.3810 | 7780 | 0.0821 | - |
| 0.3815 | 7790 | 0.0721 | - |
| 0.3820 | 7800 | 0.0628 | - |
| 0.3824 | 7810 | 0.0896 | - |
| 0.3829 | 7820 | 0.0951 | - |
| 0.3834 | 7830 | 0.0486 | - |
| 0.3839 | 7840 | 0.0573 | - |
| 0.3844 | 7850 | 0.0631 | - |
| 0.3849 | 7860 | 0.0911 | - |
| 0.3854 | 7870 | 0.0401 | - |
| 0.3859 | 7880 | 0.0211 | - |
| 0.3864 | 7890 | 0.0376 | - |
| 0.3869 | 7900 | 0.0821 | - |
| 0.3873 | 7910 | 0.0478 | - |
| 0.3878 | 7920 | 0.0602 | - |
| 0.3883 | 7930 | 0.0875 | - |
| 0.3888 | 7940 | 0.0487 | - |
| 0.3893 | 7950 | 0.0634 | - |
| 0.3898 | 7960 | 0.0676 | - |
| 0.3903 | 7970 | 0.0567 | - |
| 0.3908 | 7980 | 0.0645 | - |
| 0.3913 | 7990 | 0.0364 | - |
| 0.3918 | 8000 | 0.1394 | 0.0787 |
| 0.3922 | 8010 | 0.114 | - |
| 0.3927 | 8020 | 0.0501 | - |
| 0.3932 | 8030 | 0.0464 | - |
| 0.3937 | 8040 | 0.102 | - |
| 0.3942 | 8050 | 0.069 | - |
| 0.3947 | 8060 | 0.0314 | - |
| 0.3952 | 8070 | 0.03 | - |
| 0.3957 | 8080 | 0.0315 | - |
| 0.3962 | 8090 | 0.0343 | - |
| 0.3967 | 8100 | 0.059 | - |
| 0.3971 | 8110 | 0.0401 | - |
| 0.3976 | 8120 | 0.0543 | - |
| 0.3981 | 8130 | 0.0517 | - |
| 0.3986 | 8140 | 0.0632 | - |
| 0.3991 | 8150 | 0.0767 | - |
| 0.3996 | 8160 | 0.0593 | - |
| 0.4001 | 8170 | 0.0809 | - |
| 0.4006 | 8180 | 0.0508 | - |
| 0.4011 | 8190 | 0.1214 | - |
| 0.4015 | 8200 | 0.0616 | - |
| 0.4020 | 8210 | 0.0635 | - |
| 0.4025 | 8220 | 0.057 | - |
| 0.4030 | 8230 | 0.0912 | - |
| 0.4035 | 8240 | 0.0475 | - |
| 0.4040 | 8250 | 0.056 | - |
| 0.4045 | 8260 | 0.0529 | - |
| 0.4050 | 8270 | 0.0535 | - |
| 0.4055 | 8280 | 0.1044 | - |
| 0.4060 | 8290 | 0.0919 | - |
| 0.4064 | 8300 | 0.0663 | - |
| 0.4069 | 8310 | 0.0728 | - |
| 0.4074 | 8320 | 0.0439 | - |
| 0.4079 | 8330 | 0.0793 | - |
| 0.4084 | 8340 | 0.0526 | - |
| 0.4089 | 8350 | 0.069 | - |
| 0.4094 | 8360 | 0.0529 | - |
| 0.4099 | 8370 | 0.0439 | - |
| 0.4104 | 8380 | 0.0723 | - |
| 0.4109 | 8390 | 0.0655 | - |
| 0.4113 | 8400 | 0.0511 | - |
| 0.4118 | 8410 | 0.0673 | - |
| 0.4123 | 8420 | 0.0564 | - |
| 0.4128 | 8430 | 0.0759 | - |
| 0.4133 | 8440 | 0.0613 | - |
| 0.4138 | 8450 | 0.0469 | - |
| 0.4143 | 8460 | 0.0571 | - |
| 0.4148 | 8470 | 0.0404 | - |
| 0.4153 | 8480 | 0.0615 | - |
| 0.4157 | 8490 | 0.0436 | - |
| 0.4162 | 8500 | 0.037 | - |
| 0.4167 | 8510 | 0.0282 | - |
| 0.4172 | 8520 | 0.0625 | - |
| 0.4177 | 8530 | 0.0502 | - |
| 0.4182 | 8540 | 0.052 | - |
| 0.4187 | 8550 | 0.0413 | - |
| 0.4192 | 8560 | 0.0455 | - |
| 0.4197 | 8570 | 0.0569 | - |
| 0.4202 | 8580 | 0.0525 | - |
| 0.4206 | 8590 | 0.0252 | - |
| 0.4211 | 8600 | 0.0321 | - |
| 0.4216 | 8610 | 0.0338 | - |
| 0.4221 | 8620 | 0.0571 | - |
| 0.4226 | 8630 | 0.0324 | - |
| 0.4231 | 8640 | 0.0621 | - |
| 0.4236 | 8650 | 0.0691 | - |
| 0.4241 | 8660 | 0.0651 | - |
| 0.4246 | 8670 | 0.0502 | - |
| 0.4251 | 8680 | 0.0907 | - |
| 0.4255 | 8690 | 0.0883 | - |
| 0.4260 | 8700 | 0.0561 | - |
| 0.4265 | 8710 | 0.0799 | - |
| 0.4270 | 8720 | 0.0529 | - |
| 0.4275 | 8730 | 0.0792 | - |
| 0.4280 | 8740 | 0.0721 | - |
| 0.4285 | 8750 | 0.0868 | - |
| 0.4290 | 8760 | 0.0607 | - |
| 0.4295 | 8770 | 0.035 | - |
| 0.4299 | 8780 | 0.048 | - |
| 0.4304 | 8790 | 0.051 | - |
| 0.4309 | 8800 | 0.0432 | - |
| 0.4314 | 8810 | 0.0814 | - |
| 0.4319 | 8820 | 0.0754 | - |
| 0.4324 | 8830 | 0.0635 | - |
| 0.4329 | 8840 | 0.0543 | - |
| 0.4334 | 8850 | 0.0619 | - |
| 0.4339 | 8860 | 0.0669 | - |
| 0.4344 | 8870 | 0.1203 | - |
| 0.4348 | 8880 | 0.3517 | - |
| 0.4353 | 8890 | 0.3179 | - |
| 0.4358 | 8900 | 0.2704 | - |
| 0.4363 | 8910 | 0.1856 | - |
| 0.4368 | 8920 | 0.1993 | - |
| 0.4373 | 8930 | 0.1483 | - |
| 0.4378 | 8940 | 0.1192 | - |
| 0.4383 | 8950 | 0.1476 | - |
| 0.4388 | 8960 | 0.0795 | - |
| 0.4393 | 8970 | 0.0815 | - |
| 0.4397 | 8980 | 0.1017 | - |
| 0.4402 | 8990 | 0.1077 | - |
| 0.4407 | 9000 | 0.0486 | - |
| 0.4412 | 9010 | 0.0359 | - |
| 0.4417 | 9020 | 0.0562 | - |
| 0.4422 | 9030 | 0.093 | - |
| 0.4427 | 9040 | 0.0569 | - |
| 0.4432 | 9050 | 0.1455 | - |
| 0.4437 | 9060 | 0.0964 | - |
| 0.4442 | 9070 | 0.0512 | - |
| 0.4446 | 9080 | 0.0741 | - |
| 0.4451 | 9090 | 0.0744 | - |
| 0.4456 | 9100 | 0.0518 | - |
| 0.4461 | 9110 | 0.0626 | - |
| 0.4466 | 9120 | 0.0524 | - |
| 0.4471 | 9130 | 0.125 | - |
| 0.4476 | 9140 | 0.1071 | - |
| 0.4481 | 9150 | 0.0578 | - |
| 0.4486 | 9160 | 0.076 | - |
| 0.4490 | 9170 | 0.0779 | - |
| 0.4495 | 9180 | 0.0496 | - |
| 0.4500 | 9190 | 0.0274 | - |
| 0.4505 | 9200 | 0.0323 | - |
| 0.4510 | 9210 | 0.0459 | - |
| 0.4515 | 9220 | 0.0304 | - |
| 0.4520 | 9230 | 0.0628 | - |
| 0.4525 | 9240 | 0.0249 | - |
| 0.4530 | 9250 | 0.0518 | - |
| 0.4535 | 9260 | 0.0501 | - |
| 0.4539 | 9270 | 0.0486 | - |
| 0.4544 | 9280 | 0.0588 | - |
| 0.4549 | 9290 | 0.0578 | - |
| 0.4554 | 9300 | 0.0605 | - |
| 0.4559 | 9310 | 0.0668 | - |
| 0.4564 | 9320 | 0.08 | - |
| 0.4569 | 9330 | 0.0723 | - |
| 0.4574 | 9340 | 0.0622 | - |
| 0.4579 | 9350 | 0.0535 | - |
| 0.4584 | 9360 | 0.0672 | - |
| 0.4588 | 9370 | 0.0485 | - |
| 0.4593 | 9380 | 0.0481 | - |
| 0.4598 | 9390 | 0.0433 | - |
| 0.4603 | 9400 | 0.0556 | - |
| 0.4608 | 9410 | 0.0936 | - |
| 0.4613 | 9420 | 0.1074 | - |
| 0.4618 | 9430 | 0.0623 | - |
| 0.4623 | 9440 | 0.032 | - |
| 0.4628 | 9450 | 0.0442 | - |
| 0.4632 | 9460 | 0.0772 | - |
| 0.4637 | 9470 | 0.0545 | - |
| 0.4642 | 9480 | 0.0551 | - |
| 0.4647 | 9490 | 0.033 | - |
| 0.4652 | 9500 | 0.0456 | - |
| 0.4657 | 9510 | 0.0537 | - |
| 0.4662 | 9520 | 0.0532 | - |
| 0.4667 | 9530 | 0.0577 | - |
| 0.4672 | 9540 | 0.0395 | - |
| 0.4677 | 9550 | 0.053 | - |
| 0.4681 | 9560 | 0.0637 | - |
| 0.4686 | 9570 | 0.0469 | - |
| 0.4691 | 9580 | 0.0438 | - |
| 0.4696 | 9590 | 0.0537 | - |
| 0.4701 | 9600 | 0.0329 | - |
| 0.4706 | 9610 | 0.0463 | - |
| 0.4711 | 9620 | 0.0324 | - |
| 0.4716 | 9630 | 0.0297 | - |
| 0.4721 | 9640 | 0.0252 | - |
| 0.4726 | 9650 | 0.0471 | - |
| 0.4730 | 9660 | 0.0335 | - |
| 0.4735 | 9670 | 0.0447 | - |
| 0.4740 | 9680 | 0.0355 | - |
| 0.4745 | 9690 | 0.0342 | - |
| 0.4750 | 9700 | 0.0571 | - |
| 0.4755 | 9710 | 0.0313 | - |
| 0.4760 | 9720 | 0.0225 | - |
| 0.4765 | 9730 | 0.0275 | - |
| 0.4770 | 9740 | 0.0284 | - |
| 0.4774 | 9750 | 0.0485 | - |
| 0.4779 | 9760 | 0.0473 | - |
| 0.4784 | 9770 | 0.0518 | - |
| 0.4789 | 9780 | 0.0372 | - |
| 0.4794 | 9790 | 0.0415 | - |
| 0.4799 | 9800 | 0.0483 | - |
| 0.4804 | 9810 | 0.0583 | - |
| 0.4809 | 9820 | 0.0516 | - |
| 0.4814 | 9830 | 0.0345 | - |
| 0.4819 | 9840 | 0.0439 | - |
| 0.4823 | 9850 | 0.0493 | - |
| 0.4828 | 9860 | 0.0493 | - |
| 0.4833 | 9870 | 0.0347 | - |
| 0.4838 | 9880 | 0.0822 | - |
| 0.4843 | 9890 | 0.0356 | - |
| 0.4848 | 9900 | 0.0341 | - |
| 0.4853 | 9910 | 0.0325 | - |
| 0.4858 | 9920 | 0.0385 | - |
| 0.4863 | 9930 | 0.0346 | - |
| 0.4868 | 9940 | 0.0505 | - |
| 0.4872 | 9950 | 0.0533 | - |
| 0.4877 | 9960 | 0.0457 | - |
| 0.4882 | 9970 | 0.0292 | - |
| 0.4887 | 9980 | 0.0308 | - |
| 0.4892 | 9990 | 0.0472 | - |
| 0.4897 | 10000 | 0.0551 | 0.0589 |
| 0.4902 | 10010 | 0.0423 | - |
| 0.4907 | 10020 | 0.0417 | - |
| 0.4912 | 10030 | 0.0358 | - |
| 0.4917 | 10040 | 0.0463 | - |
| 0.4921 | 10050 | 0.0266 | - |
| 0.4926 | 10060 | 0.0291 | - |
| 0.4931 | 10070 | 0.03 | - |
| 0.4936 | 10080 | 0.0386 | - |
| 0.4941 | 10090 | 0.0294 | - |
| 0.4946 | 10100 | 0.0158 | - |
| 0.4951 | 10110 | 0.0194 | - |
| 0.4956 | 10120 | 0.0345 | - |
| 0.4961 | 10130 | 0.0309 | - |
| 0.4965 | 10140 | 0.0417 | - |
| 0.4970 | 10150 | 0.0639 | - |
| 0.4975 | 10160 | 0.0245 | - |
| 0.4980 | 10170 | 0.0342 | - |
| 0.4985 | 10180 | 0.0327 | - |
| 0.4990 | 10190 | 0.0516 | - |
| 0.4995 | 10200 | 0.0426 | - |
| 0.5000 | 10210 | 0.0276 | - |
| 0.5005 | 10220 | 0.0576 | - |
| 0.5010 | 10230 | 0.0448 | - |
| 0.5014 | 10240 | 0.0346 | - |
| 0.5019 | 10250 | 0.0271 | - |
| 0.5024 | 10260 | 0.0419 | - |
| 0.5029 | 10270 | 0.0432 | - |
| 0.5034 | 10280 | 0.0168 | - |
| 0.5039 | 10290 | 0.0262 | - |
| 0.5044 | 10300 | 0.018 | - |
| 0.5049 | 10310 | 0.0222 | - |
| 0.5054 | 10320 | 0.0306 | - |
| 0.5059 | 10330 | 0.0155 | - |
| 0.5063 | 10340 | 0.0217 | - |
| 0.5068 | 10350 | 0.0231 | - |
| 0.5073 | 10360 | 0.0262 | - |
| 0.5078 | 10370 | 0.0372 | - |
| 0.5083 | 10380 | 0.0247 | - |
| 0.5088 | 10390 | 0.0373 | - |
| 0.5093 | 10400 | 0.0334 | - |
| 0.5098 | 10410 | 0.0526 | - |
| 0.5103 | 10420 | 0.0373 | - |
| 0.5107 | 10430 | 0.0372 | - |
| 0.5112 | 10440 | 0.0261 | - |
| 0.5117 | 10450 | 0.0337 | - |
| 0.5122 | 10460 | 0.0288 | - |
| 0.5127 | 10470 | 0.0288 | - |
| 0.5132 | 10480 | 0.0279 | - |
| 0.5137 | 10490 | 0.0374 | - |
| 0.5142 | 10500 | 0.0482 | - |
| 0.5147 | 10510 | 0.047 | - |
| 0.5152 | 10520 | 0.0397 | - |
| 0.5156 | 10530 | 0.0215 | - |
| 0.5161 | 10540 | 0.0172 | - |
| 0.5166 | 10550 | 0.0324 | - |
| 0.5171 | 10560 | 0.0302 | - |
| 0.5176 | 10570 | 0.0265 | - |
| 0.5181 | 10580 | 0.027 | - |
| 0.5186 | 10590 | 0.0215 | - |
| 0.5191 | 10600 | 0.0274 | - |
| 0.5196 | 10610 | 0.03 | - |
| 0.5201 | 10620 | 0.0282 | - |
| 0.5205 | 10630 | 0.028 | - |
| 0.5210 | 10640 | 0.0387 | - |
| 0.5215 | 10650 | 0.0309 | - |
| 0.5220 | 10660 | 0.0294 | - |
| 0.5225 | 10670 | 0.0204 | - |
| 0.5230 | 10680 | 0.0168 | - |
| 0.5235 | 10690 | 0.0209 | - |
| 0.5240 | 10700 | 0.0303 | - |
| 0.5245 | 10710 | 0.0178 | - |
| 0.5249 | 10720 | 0.0204 | - |
| 0.5254 | 10730 | 0.0113 | - |
| 0.5259 | 10740 | 0.0152 | - |
| 0.5264 | 10750 | 0.0273 | - |
| 0.5269 | 10760 | 0.0223 | - |
| 0.5274 | 10770 | 0.0308 | - |
| 0.5279 | 10780 | 0.0255 | - |
| 0.5284 | 10790 | 0.0278 | - |
| 0.5289 | 10800 | 0.0241 | - |
| 0.5294 | 10810 | 0.0148 | - |
| 0.5298 | 10820 | 0.0149 | - |
| 0.5303 | 10830 | 0.0224 | - |
| 0.5308 | 10840 | 0.0312 | - |
| 0.5313 | 10850 | 0.0241 | - |
| 0.5318 | 10860 | 0.0224 | - |
| 0.5323 | 10870 | 0.0223 | - |
| 0.5328 | 10880 | 0.0247 | - |
| 0.5333 | 10890 | 0.0202 | - |
| 0.5338 | 10900 | 0.0374 | - |
| 0.5343 | 10910 | 0.0376 | - |
| 0.5347 | 10920 | 0.0193 | - |
| 0.5352 | 10930 | 0.0258 | - |
| 0.5357 | 10940 | 0.0272 | - |
| 0.5362 | 10950 | 0.024 | - |
| 0.5367 | 10960 | 0.0192 | - |
| 0.5372 | 10970 | 0.0386 | - |
| 0.5377 | 10980 | 0.0305 | - |
| 0.5382 | 10990 | 0.0158 | - |
| 0.5387 | 11000 | 0.0206 | - |
| 0.5392 | 11010 | 0.0255 | - |
| 0.5396 | 11020 | 0.0248 | - |
| 0.5401 | 11030 | 0.0275 | - |
| 0.5406 | 11040 | 0.0322 | - |
| 0.5411 | 11050 | 0.0297 | - |
| 0.5416 | 11060 | 0.0194 | - |
| 0.5421 | 11070 | 0.02 | - |
| 0.5426 | 11080 | 0.0195 | - |
| 0.5431 | 11090 | 0.0274 | - |
| 0.5436 | 11100 | 0.0184 | - |
| 0.5440 | 11110 | 0.0207 | - |
| 0.5445 | 11120 | 0.0239 | - |
| 0.5450 | 11130 | 0.0251 | - |
| 0.5455 | 11140 | 0.0247 | - |
| 0.5460 | 11150 | 0.0223 | - |
| 0.5465 | 11160 | 0.0248 | - |
| 0.5470 | 11170 | 0.0242 | - |
| 0.5475 | 11180 | 0.018 | - |
| 0.5480 | 11190 | 0.0144 | - |
| 0.5485 | 11200 | 0.0133 | - |
| 0.5489 | 11210 | 0.026 | - |
| 0.5494 | 11220 | 0.0164 | - |
| 0.5499 | 11230 | 0.0142 | - |
| 0.5504 | 11240 | 0.0385 | - |
| 0.5509 | 11250 | 0.0229 | - |
| 0.5514 | 11260 | 0.0132 | - |
| 0.5519 | 11270 | 0.0194 | - |
| 0.5524 | 11280 | 0.0207 | - |
| 0.5529 | 11290 | 0.0161 | - |
| 0.5534 | 11300 | 0.0203 | - |
| 0.5538 | 11310 | 0.0299 | - |
| 0.5543 | 11320 | 0.0357 | - |
| 0.5548 | 11330 | 0.0207 | - |
| 0.5553 | 11340 | 0.016 | - |
| 0.5558 | 11350 | 0.0243 | - |
| 0.5563 | 11360 | 0.0239 | - |
| 0.5568 | 11370 | 0.0085 | - |
| 0.5573 | 11380 | 0.0127 | - |
| 0.5578 | 11390 | 0.0173 | - |
| 0.5582 | 11400 | 0.0129 | - |
| 0.5587 | 11410 | 0.0117 | - |
| 0.5592 | 11420 | 0.0176 | - |
| 0.5597 | 11430 | 0.013 | - |
| 0.5602 | 11440 | 0.013 | - |
| 0.5607 | 11450 | 0.0144 | - |
| 0.5612 | 11460 | 0.024 | - |
| 0.5617 | 11470 | 0.0264 | - |
| 0.5622 | 11480 | 0.018 | - |
| 0.5627 | 11490 | 0.0168 | - |
| 0.5631 | 11500 | 0.0304 | - |
| 0.5636 | 11510 | 0.0261 | - |
| 0.5641 | 11520 | 0.0213 | - |
| 0.5646 | 11530 | 0.0277 | - |
| 0.5651 | 11540 | 0.0234 | - |
| 0.5656 | 11550 | 0.0216 | - |
| 0.5661 | 11560 | 0.0183 | - |
| 0.5666 | 11570 | 0.0167 | - |
| 0.5671 | 11580 | 0.0187 | - |
| 0.5676 | 11590 | 0.0203 | - |
| 0.5680 | 11600 | 0.0355 | - |
| 0.5685 | 11610 | 0.0233 | - |
| 0.5690 | 11620 | 0.0191 | - |
| 0.5695 | 11630 | 0.0143 | - |
| 0.5700 | 11640 | 0.0221 | - |
| 0.5705 | 11650 | 0.0236 | - |
| 0.5710 | 11660 | 0.0184 | - |
| 0.5715 | 11670 | 0.0174 | - |
| 0.5720 | 11680 | 0.0112 | - |
| 0.5724 | 11690 | 0.0151 | - |
| 0.5729 | 11700 | 0.0166 | - |
| 0.5734 | 11710 | 0.0199 | - |
| 0.5739 | 11720 | 0.0256 | - |
| 0.5744 | 11730 | 0.0135 | - |
| 0.5749 | 11740 | 0.0246 | - |
| 0.5754 | 11750 | 0.0285 | - |
| 0.5759 | 11760 | 0.0169 | - |
| 0.5764 | 11770 | 0.0163 | - |
| 0.5769 | 11780 | 0.0111 | - |
| 0.5773 | 11790 | 0.0239 | - |
| 0.5778 | 11800 | 0.0136 | - |
| 0.5783 | 11810 | 0.0232 | - |
| 0.5788 | 11820 | 0.0096 | - |
| 0.5793 | 11830 | 0.009 | - |
| 0.5798 | 11840 | 0.0164 | - |
| 0.5803 | 11850 | 0.0144 | - |
| 0.5808 | 11860 | 0.0138 | - |
| 0.5813 | 11870 | 0.0157 | - |
| 0.5818 | 11880 | 0.0138 | - |
| 0.5822 | 11890 | 0.0208 | - |
| 0.5827 | 11900 | 0.011 | - |
| 0.5832 | 11910 | 0.0094 | - |
| 0.5837 | 11920 | 0.0128 | - |
| 0.5842 | 11930 | 0.0272 | - |
| 0.5847 | 11940 | 0.0139 | - |
| 0.5852 | 11950 | 0.0193 | - |
| 0.5857 | 11960 | 0.0163 | - |
| 0.5862 | 11970 | 0.0147 | - |
| 0.5867 | 11980 | 0.0223 | - |
| 0.5871 | 11990 | 0.0173 | - |
| 0.5876 | 12000 | 0.0307 | 0.1040 |
| 0.5881 | 12010 | 0.0248 | - |
| 0.5886 | 12020 | 0.0238 | - |
| 0.5891 | 12030 | 0.0251 | - |
| 0.5896 | 12040 | 0.0193 | - |
| 0.5901 | 12050 | 0.0143 | - |
| 0.5906 | 12060 | 0.0208 | - |
| 0.5911 | 12070 | 0.023 | - |
| 0.5915 | 12080 | 0.0151 | - |
| 0.5920 | 12090 | 0.0232 | - |
| 0.5925 | 12100 | 0.0135 | - |
| 0.5930 | 12110 | 0.013 | - |
| 0.5935 | 12120 | 0.0189 | - |
| 0.5940 | 12130 | 0.0209 | - |
| 0.5945 | 12140 | 0.0204 | - |
| 0.5950 | 12150 | 0.0174 | - |
| 0.5955 | 12160 | 0.0104 | - |
| 0.5960 | 12170 | 0.0153 | - |
| 0.5964 | 12180 | 0.0282 | - |
| 0.5969 | 12190 | 0.0207 | - |
| 0.5974 | 12200 | 0.0162 | - |
| 0.5979 | 12210 | 0.0215 | - |
| 0.5984 | 12220 | 0.0173 | - |
| 0.5989 | 12230 | 0.0209 | - |
| 0.5994 | 12240 | 0.0158 | - |
| 0.5999 | 12250 | 0.0127 | - |
| 0.6004 | 12260 | 0.0182 | - |
| 0.6009 | 12270 | 0.0161 | - |
| 0.6013 | 12280 | 0.0096 | - |
| 0.6018 | 12290 | 0.0119 | - |
| 0.6023 | 12300 | 0.0139 | - |
| 0.6028 | 12310 | 0.0203 | - |
| 0.6033 | 12320 | 0.0111 | - |
| 0.6038 | 12330 | 0.0301 | - |
| 0.6043 | 12340 | 0.0167 | - |
| 0.6048 | 12350 | 0.0136 | - |
| 0.6053 | 12360 | 0.0146 | - |
| 0.6057 | 12370 | 0.0166 | - |
| 0.6062 | 12380 | 0.0147 | - |
| 0.6067 | 12390 | 0.0176 | - |
| 0.6072 | 12400 | 0.0144 | - |
| 0.6077 | 12410 | 0.0237 | - |
| 0.6082 | 12420 | 0.0217 | - |
| 0.6087 | 12430 | 0.0123 | - |
| 0.6092 | 12440 | 0.0115 | - |
| 0.6097 | 12450 | 0.0219 | - |
| 0.6102 | 12460 | 0.0116 | - |
| 0.6106 | 12470 | 0.01 | - |
| 0.6111 | 12480 | 0.0083 | - |
| 0.6116 | 12490 | 0.0118 | - |
| 0.6121 | 12500 | 0.0111 | - |
| 0.6126 | 12510 | 0.0149 | - |
| 0.6131 | 12520 | 0.0064 | - |
| 0.6136 | 12530 | 0.0173 | - |
| 0.6141 | 12540 | 0.0117 | - |
| 0.6146 | 12550 | 0.014 | - |
| 0.6151 | 12560 | 0.0252 | - |
| 0.6155 | 12570 | 0.0203 | - |
| 0.6160 | 12580 | 0.0127 | - |
| 0.6165 | 12590 | 0.0199 | - |
| 0.6170 | 12600 | 0.0186 | - |
| 0.6175 | 12610 | 0.0264 | - |
| 0.6180 | 12620 | 0.0221 | - |
| 0.6185 | 12630 | 0.0156 | - |
| 0.6190 | 12640 | 0.0222 | - |
| 0.6195 | 12650 | 0.0132 | - |
| 0.6200 | 12660 | 0.0112 | - |
| 0.6204 | 12670 | 0.0193 | - |
| 0.6209 | 12680 | 0.02 | - |
| 0.6214 | 12690 | 0.0196 | - |
| 0.6219 | 12700 | 0.0228 | - |
| 0.6224 | 12710 | 0.0183 | - |
| 0.6229 | 12720 | 0.0125 | - |
| 0.6234 | 12730 | 0.014 | - |
| 0.6239 | 12740 | 0.0255 | - |
| 0.6244 | 12750 | 0.0158 | - |
| 0.6248 | 12760 | 0.0193 | - |
| 0.6253 | 12770 | 0.0093 | - |
| 0.6258 | 12780 | 0.0165 | - |
| 0.6263 | 12790 | 0.0159 | - |
| 0.6268 | 12800 | 0.0172 | - |
| 0.6273 | 12810 | 0.0181 | - |
| 0.6278 | 12820 | 0.0133 | - |
| 0.6283 | 12830 | 0.0153 | - |
| 0.6288 | 12840 | 0.0233 | - |
| 0.6293 | 12850 | 0.0169 | - |
| 0.6297 | 12860 | 0.0122 | - |
| 0.6302 | 12870 | 0.0116 | - |
| 0.6307 | 12880 | 0.0129 | - |
| 0.6312 | 12890 | 0.011 | - |
| 0.6317 | 12900 | 0.0197 | - |
| 0.6322 | 12910 | 0.009 | - |
| 0.6327 | 12920 | 0.0077 | - |
| 0.6332 | 12930 | 0.0135 | - |
| 0.6337 | 12940 | 0.0114 | - |
| 0.6342 | 12950 | 0.0134 | - |
| 0.6346 | 12960 | 0.0147 | - |
| 0.6351 | 12970 | 0.0091 | - |
| 0.6356 | 12980 | 0.0159 | - |
| 0.6361 | 12990 | 0.0089 | - |
| 0.6366 | 13000 | 0.0073 | - |
| 0.6371 | 13010 | 0.0092 | - |
| 0.6376 | 13020 | 0.0164 | - |
| 0.6381 | 13030 | 0.0141 | - |
| 0.6386 | 13040 | 0.0124 | - |
| 0.6390 | 13050 | 0.0169 | - |
| 0.6395 | 13060 | 0.009 | - |
| 0.6400 | 13070 | 0.0188 | - |
| 0.6405 | 13080 | 0.0151 | - |
| 0.6410 | 13090 | 0.0272 | - |
| 0.6415 | 13100 | 0.0237 | - |
| 0.6420 | 13110 | 0.0222 | - |
| 0.6425 | 13120 | 0.013 | - |
| 0.6430 | 13130 | 0.0182 | - |
| 0.6435 | 13140 | 0.0194 | - |
| 0.6439 | 13150 | 0.0191 | - |
| 0.6444 | 13160 | 0.0189 | - |
| 0.6449 | 13170 | 0.0165 | - |
| 0.6454 | 13180 | 0.0126 | - |
| 0.6459 | 13190 | 0.0106 | - |
| 0.6464 | 13200 | 0.015 | - |
| 0.6469 | 13210 | 0.023 | - |
| 0.6474 | 13220 | 0.0166 | - |
| 0.6479 | 13230 | 0.023 | - |
| 0.6484 | 13240 | 0.014 | - |
| 0.6488 | 13250 | 0.0132 | - |
| 0.6493 | 13260 | 0.0135 | - |
| 0.6498 | 13270 | 0.0159 | - |
| 0.6503 | 13280 | 0.0169 | - |
| 0.6508 | 13290 | 0.0149 | - |
| 0.6513 | 13300 | 0.0093 | - |
| 0.6518 | 13310 | 0.0159 | - |
| 0.6523 | 13320 | 0.0181 | - |
| 0.6528 | 13330 | 0.0075 | - |
| 0.6532 | 13340 | 0.0187 | - |
| 0.6537 | 13350 | 0.017 | - |
| 0.6542 | 13360 | 0.0125 | - |
| 0.6547 | 13370 | 0.0062 | - |
| 0.6552 | 13380 | 0.007 | - |
| 0.6557 | 13390 | 0.0091 | - |
| 0.6562 | 13400 | 0.016 | - |
| 0.6567 | 13410 | 0.0105 | - |
| 0.6572 | 13420 | 0.0157 | - |
| 0.6577 | 13430 | 0.0159 | - |
| 0.6581 | 13440 | 0.0111 | - |
| 0.6586 | 13450 | 0.0156 | - |
| 0.6591 | 13460 | 0.0171 | - |
| 0.6596 | 13470 | 0.0126 | - |
| 0.6601 | 13480 | 0.0149 | - |
| 0.6606 | 13490 | 0.0096 | - |
| 0.6611 | 13500 | 0.0261 | - |
| 0.6616 | 13510 | 0.0222 | - |
| 0.6621 | 13520 | 0.0177 | - |
| 0.6626 | 13530 | 0.0135 | - |
| 0.6630 | 13540 | 0.024 | - |
| 0.6635 | 13550 | 0.0129 | - |
| 0.6640 | 13560 | 0.0083 | - |
| 0.6645 | 13570 | 0.0067 | - |
| 0.6650 | 13580 | 0.0077 | - |
| 0.6655 | 13590 | 0.0131 | - |
| 0.6660 | 13600 | 0.0107 | - |
| 0.6665 | 13610 | 0.0081 | - |
| 0.6670 | 13620 | 0.0091 | - |
| 0.6675 | 13630 | 0.0079 | - |
| 0.6679 | 13640 | 0.0129 | - |
| 0.6684 | 13650 | 0.0159 | - |
| 0.6689 | 13660 | 0.0122 | - |
| 0.6694 | 13670 | 0.0139 | - |
| 0.6699 | 13680 | 0.0109 | - |
| 0.6704 | 13690 | 0.0206 | - |
| 0.6709 | 13700 | 0.0149 | - |
| 0.6714 | 13710 | 0.0164 | - |
| 0.6719 | 13720 | 0.0115 | - |
| 0.6723 | 13730 | 0.0169 | - |
| 0.6728 | 13740 | 0.0127 | - |
| 0.6733 | 13750 | 0.0127 | - |
| 0.6738 | 13760 | 0.013 | - |
| 0.6743 | 13770 | 0.0153 | - |
| 0.6748 | 13780 | 0.0213 | - |
| 0.6753 | 13790 | 0.0212 | - |
| 0.6758 | 13800 | 0.0143 | - |
| 0.6763 | 13810 | 0.0183 | - |
| 0.6768 | 13820 | 0.0148 | - |
| 0.6772 | 13830 | 0.0207 | - |
| 0.6777 | 13840 | 0.0104 | - |
| 0.6782 | 13850 | 0.0144 | - |
| 0.6787 | 13860 | 0.0096 | - |
| 0.6792 | 13870 | 0.0106 | - |
| 0.6797 | 13880 | 0.0127 | - |
| 0.6802 | 13890 | 0.0133 | - |
| 0.6807 | 13900 | 0.0113 | - |
| 0.6812 | 13910 | 0.013 | - |
| 0.6817 | 13920 | 0.0121 | - |
| 0.6821 | 13930 | 0.0162 | - |
| 0.6826 | 13940 | 0.0149 | - |
| 0.6831 | 13950 | 0.0115 | - |
| 0.6836 | 13960 | 0.0162 | - |
| 0.6841 | 13970 | 0.0097 | - |
| 0.6846 | 13980 | 0.0165 | - |
| 0.6851 | 13990 | 0.0102 | - |
| 0.6856 | 14000 | 0.0108 | 0.0989 |
| 0.6861 | 14010 | 0.0057 | - |
| 0.6865 | 14020 | 0.015 | - |
| 0.6870 | 14030 | 0.0094 | - |
| 0.6875 | 14040 | 0.0137 | - |
| 0.6880 | 14050 | 0.0101 | - |
| 0.6885 | 14060 | 0.0172 | - |
| 0.6890 | 14070 | 0.0171 | - |
| 0.6895 | 14080 | 0.0085 | - |
| 0.6900 | 14090 | 0.0086 | - |
| 0.6905 | 14100 | 0.0088 | - |
| 0.6910 | 14110 | 0.0092 | - |
| 0.6914 | 14120 | 0.0157 | - |
| 0.6919 | 14130 | 0.01 | - |
| 0.6924 | 14140 | 0.015 | - |
| 0.6929 | 14150 | 0.0098 | - |
| 0.6934 | 14160 | 0.0131 | - |
| 0.6939 | 14170 | 0.0155 | - |
| 0.6944 | 14180 | 0.0122 | - |
| 0.6949 | 14190 | 0.0208 | - |
| 0.6954 | 14200 | 0.0166 | - |
| 0.6959 | 14210 | 0.024 | - |
| 0.6963 | 14220 | 0.0168 | - |
| 0.6968 | 14230 | 0.0126 | - |
| 0.6973 | 14240 | 0.0141 | - |
| 0.6978 | 14250 | 0.0161 | - |
| 0.6983 | 14260 | 0.0086 | - |
| 0.6988 | 14270 | 0.0127 | - |
| 0.6993 | 14280 | 0.0102 | - |
| 0.6998 | 14290 | 0.0157 | - |
| 0.7003 | 14300 | 0.0118 | - |
| 0.7007 | 14310 | 0.013 | - |
| 0.7012 | 14320 | 0.0111 | - |
| 0.7017 | 14330 | 0.0158 | - |
| 0.7022 | 14340 | 0.0098 | - |
| 0.7027 | 14350 | 0.0119 | - |
| 0.7032 | 14360 | 0.0098 | - |
| 0.7037 | 14370 | 0.0231 | - |
| 0.7042 | 14380 | 0.0118 | - |
| 0.7047 | 14390 | 0.0108 | - |
| 0.7052 | 14400 | 0.012 | - |
| 0.7056 | 14410 | 0.0169 | - |
| 0.7061 | 14420 | 0.011 | - |
| 0.7066 | 14430 | 0.0098 | - |
| 0.7071 | 14440 | 0.0116 | - |
| 0.7076 | 14450 | 0.0128 | - |
| 0.7081 | 14460 | 0.0098 | - |
| 0.7086 | 14470 | 0.0061 | - |
| 0.7091 | 14480 | 0.0108 | - |
| 0.7096 | 14490 | 0.0119 | - |
| 0.7101 | 14500 | 0.0057 | - |
| 0.7105 | 14510 | 0.0119 | - |
| 0.7110 | 14520 | 0.0176 | - |
| 0.7115 | 14530 | 0.0086 | - |
| 0.7120 | 14540 | 0.0115 | - |
| 0.7125 | 14550 | 0.0124 | - |
| 0.7130 | 14560 | 0.0117 | - |
| 0.7135 | 14570 | 0.0097 | - |
| 0.7140 | 14580 | 0.0122 | - |
| 0.7145 | 14590 | 0.0166 | - |
| 0.7150 | 14600 | 0.0251 | - |
| 0.7154 | 14610 | 0.0096 | - |
| 0.7159 | 14620 | 0.0115 | - |
| 0.7164 | 14630 | 0.0144 | - |
| 0.7169 | 14640 | 0.0136 | - |
| 0.7174 | 14650 | 0.0058 | - |
| 0.7179 | 14660 | 0.0082 | - |
| 0.7184 | 14670 | 0.0085 | - |
| 0.7189 | 14680 | 0.0064 | - |
| 0.7194 | 14690 | 0.0077 | - |
| 0.7198 | 14700 | 0.0087 | - |
| 0.7203 | 14710 | 0.0123 | - |
| 0.7208 | 14720 | 0.0062 | - |
| 0.7213 | 14730 | 0.0103 | - |
| 0.7218 | 14740 | 0.0131 | - |
| 0.7223 | 14750 | 0.0115 | - |
| 0.7228 | 14760 | 0.0182 | - |
| 0.7233 | 14770 | 0.0136 | - |
| 0.7238 | 14780 | 0.017 | - |
| 0.7243 | 14790 | 0.0171 | - |
| 0.7247 | 14800 | 0.0174 | - |
| 0.7252 | 14810 | 0.0092 | - |
| 0.7257 | 14820 | 0.0194 | - |
| 0.7262 | 14830 | 0.0091 | - |
| 0.7267 | 14840 | 0.0092 | - |
| 0.7272 | 14850 | 0.0119 | - |
| 0.7277 | 14860 | 0.0128 | - |
| 0.7282 | 14870 | 0.0141 | - |
| 0.7287 | 14880 | 0.0161 | - |
| 0.7292 | 14890 | 0.0147 | - |
| 0.7296 | 14900 | 0.0119 | - |
| 0.7301 | 14910 | 0.0106 | - |
| 0.7306 | 14920 | 0.0137 | - |
| 0.7311 | 14930 | 0.0171 | - |
| 0.7316 | 14940 | 0.0105 | - |
| 0.7321 | 14950 | 0.0097 | - |
| 0.7326 | 14960 | 0.0099 | - |
| 0.7331 | 14970 | 0.0122 | - |
| 0.7336 | 14980 | 0.0107 | - |
| 0.7340 | 14990 | 0.0102 | - |
| 0.7345 | 15000 | 0.0135 | - |
| 0.7350 | 15010 | 0.0088 | - |
| 0.7355 | 15020 | 0.0094 | - |
| 0.7360 | 15030 | 0.0131 | - |
| 0.7365 | 15040 | 0.0103 | - |
| 0.7370 | 15050 | 0.0122 | - |
| 0.7375 | 15060 | 0.0096 | - |
| 0.7380 | 15070 | 0.0159 | - |
| 0.7385 | 15080 | 0.0073 | - |
| 0.7389 | 15090 | 0.0145 | - |
| 0.7394 | 15100 | 0.0086 | - |
| 0.7399 | 15110 | 0.0073 | - |
| 0.7404 | 15120 | 0.0154 | - |
| 0.7409 | 15130 | 0.0089 | - |
| 0.7414 | 15140 | 0.0086 | - |
| 0.7419 | 15150 | 0.0114 | - |
| 0.7424 | 15160 | 0.0089 | - |
| 0.7429 | 15170 | 0.0113 | - |
| 0.7434 | 15180 | 0.0062 | - |
| 0.7438 | 15190 | 0.007 | - |
| 0.7443 | 15200 | 0.0074 | - |
| 0.7448 | 15210 | 0.0158 | - |
| 0.7453 | 15220 | 0.0142 | - |
| 0.7458 | 15230 | 0.0147 | - |
| 0.7463 | 15240 | 0.0132 | - |
| 0.7468 | 15250 | 0.0116 | - |
| 0.7473 | 15260 | 0.0187 | - |
| 0.7478 | 15270 | 0.0119 | - |
| 0.7482 | 15280 | 0.0236 | - |
| 0.7487 | 15290 | 0.0089 | - |
| 0.7492 | 15300 | 0.0167 | - |
| 0.7497 | 15310 | 0.0139 | - |
| 0.7502 | 15320 | 0.012 | - |
| 0.7507 | 15330 | 0.0107 | - |
| 0.7512 | 15340 | 0.0151 | - |
| 0.7517 | 15350 | 0.0086 | - |
| 0.7522 | 15360 | 0.012 | - |
| 0.7527 | 15370 | 0.0097 | - |
| 0.7531 | 15380 | 0.0099 | - |
| 0.7536 | 15390 | 0.0153 | - |
| 0.7541 | 15400 | 0.0073 | - |
| 0.7546 | 15410 | 0.0189 | - |
| 0.7551 | 15420 | 0.0167 | - |
| 0.7556 | 15430 | 0.0132 | - |
| 0.7561 | 15440 | 0.0072 | - |
| 0.7566 | 15450 | 0.0137 | - |
| 0.7571 | 15460 | 0.0155 | - |
| 0.7576 | 15470 | 0.0133 | - |
| 0.7580 | 15480 | 0.0126 | - |
| 0.7585 | 15490 | 0.0151 | - |
| 0.7590 | 15500 | 0.0112 | - |
| 0.7595 | 15510 | 0.0155 | - |
| 0.7600 | 15520 | 0.0071 | - |
| 0.7605 | 15530 | 0.0072 | - |
| 0.7610 | 15540 | 0.0158 | - |
| 0.7615 | 15550 | 0.0106 | - |
| 0.7620 | 15560 | 0.0093 | - |
| 0.7625 | 15570 | 0.0053 | - |
| 0.7629 | 15580 | 0.0075 | - |
| 0.7634 | 15590 | 0.0115 | - |
| 0.7639 | 15600 | 0.0089 | - |
| 0.7644 | 15610 | 0.0141 | - |
| 0.7649 | 15620 | 0.0102 | - |
| 0.7654 | 15630 | 0.0094 | - |
| 0.7659 | 15640 | 0.009 | - |
| 0.7664 | 15650 | 0.0088 | - |
| 0.7669 | 15660 | 0.009 | - |
| 0.7673 | 15670 | 0.0088 | - |
| 0.7678 | 15680 | 0.0125 | - |
| 0.7683 | 15690 | 0.0166 | - |
| 0.7688 | 15700 | 0.0121 | - |
| 0.7693 | 15710 | 0.0072 | - |
| 0.7698 | 15720 | 0.02 | - |
| 0.7703 | 15730 | 0.0149 | - |
| 0.7708 | 15740 | 0.0079 | - |
| 0.7713 | 15750 | 0.0068 | - |
| 0.7718 | 15760 | 0.0055 | - |
| 0.7722 | 15770 | 0.007 | - |
| 0.7727 | 15780 | 0.0069 | - |
| 0.7732 | 15790 | 0.0107 | - |
| 0.7737 | 15800 | 0.0131 | - |
| 0.7742 | 15810 | 0.006 | - |
| 0.7747 | 15820 | 0.0114 | - |
| 0.7752 | 15830 | 0.0123 | - |
| 0.7757 | 15840 | 0.012 | - |
| 0.7762 | 15850 | 0.0151 | - |
| 0.7767 | 15860 | 0.0094 | - |
| 0.7771 | 15870 | 0.0106 | - |
| 0.7776 | 15880 | 0.0127 | - |
| 0.7781 | 15890 | 0.0138 | - |
| 0.7786 | 15900 | 0.0197 | - |
| 0.7791 | 15910 | 0.0121 | - |
| 0.7796 | 15920 | 0.0093 | - |
| 0.7801 | 15930 | 0.0104 | - |
| 0.7806 | 15940 | 0.0092 | - |
| 0.7811 | 15950 | 0.011 | - |
| 0.7815 | 15960 | 0.0095 | - |
| 0.7820 | 15970 | 0.0154 | - |
| 0.7825 | 15980 | 0.0124 | - |
| 0.7830 | 15990 | 0.013 | - |
| 0.7835 | 16000 | 0.0087 | 0.1091 |
| 0.7840 | 16010 | 0.0122 | - |
| 0.7845 | 16020 | 0.0115 | - |
| 0.7850 | 16030 | 0.0089 | - |
| 0.7855 | 16040 | 0.0082 | - |
| 0.7860 | 16050 | 0.0093 | - |
| 0.7864 | 16060 | 0.0095 | - |
| 0.7869 | 16070 | 0.0108 | - |
| 0.7874 | 16080 | 0.0083 | - |
| 0.7879 | 16090 | 0.0093 | - |
| 0.7884 | 16100 | 0.0098 | - |
| 0.7889 | 16110 | 0.0152 | - |
| 0.7894 | 16120 | 0.0142 | - |
| 0.7899 | 16130 | 0.0091 | - |
| 0.7904 | 16140 | 0.0102 | - |
| 0.7909 | 16150 | 0.0086 | - |
| 0.7913 | 16160 | 0.0126 | - |
| 0.7918 | 16170 | 0.0072 | - |
| 0.7923 | 16180 | 0.0137 | - |
| 0.7928 | 16190 | 0.0082 | - |
| 0.7933 | 16200 | 0.006 | - |
| 0.7938 | 16210 | 0.012 | - |
| 0.7943 | 16220 | 0.0097 | - |
| 0.7948 | 16230 | 0.0112 | - |
| 0.7953 | 16240 | 0.01 | - |
| 0.7957 | 16250 | 0.0072 | - |
| 0.7962 | 16260 | 0.013 | - |
| 0.7967 | 16270 | 0.0071 | - |
| 0.7972 | 16280 | 0.0072 | - |
| 0.7977 | 16290 | 0.007 | - |
| 0.7982 | 16300 | 0.015 | - |
| 0.7987 | 16310 | 0.0101 | - |
| 0.7992 | 16320 | 0.0096 | - |
| 0.7997 | 16330 | 0.0091 | - |
| 0.8002 | 16340 | 0.0114 | - |
| 0.8006 | 16350 | 0.014 | - |
| 0.8011 | 16360 | 0.0136 | - |
| 0.8016 | 16370 | 0.0155 | - |
| 0.8021 | 16380 | 0.0104 | - |
| 0.8026 | 16390 | 0.0124 | - |
| 0.8031 | 16400 | 0.0212 | - |
| 0.8036 | 16410 | 0.0139 | - |
| 0.8041 | 16420 | 0.0102 | - |
| 0.8046 | 16430 | 0.0103 | - |
| 0.8051 | 16440 | 0.0115 | - |
| 0.8055 | 16450 | 0.0081 | - |
| 0.8060 | 16460 | 0.0089 | - |
| 0.8065 | 16470 | 0.0085 | - |
| 0.8070 | 16480 | 0.0105 | - |
| 0.8075 | 16490 | 0.0091 | - |
| 0.8080 | 16500 | 0.0109 | - |
| 0.8085 | 16510 | 0.0111 | - |
| 0.8090 | 16520 | 0.0072 | - |
| 0.8095 | 16530 | 0.0087 | - |
| 0.8100 | 16540 | 0.0135 | - |
| 0.8104 | 16550 | 0.016 | - |
| 0.8109 | 16560 | 0.0111 | - |
| 0.8114 | 16570 | 0.0092 | - |
| 0.8119 | 16580 | 0.0118 | - |
| 0.8124 | 16590 | 0.0116 | - |
| 0.8129 | 16600 | 0.0161 | - |
| 0.8134 | 16610 | 0.0062 | - |
| 0.8139 | 16620 | 0.008 | - |
| 0.8144 | 16630 | 0.0143 | - |
| 0.8148 | 16640 | 0.0104 | - |
| 0.8153 | 16650 | 0.0098 | - |
| 0.8158 | 16660 | 0.0051 | - |
| 0.8163 | 16670 | 0.0058 | - |
| 0.8168 | 16680 | 0.0091 | - |
| 0.8173 | 16690 | 0.0099 | - |
| 0.8178 | 16700 | 0.0133 | - |
| 0.8183 | 16710 | 0.0089 | - |
| 0.8188 | 16720 | 0.0073 | - |
| 0.8193 | 16730 | 0.01 | - |
| 0.8197 | 16740 | 0.0136 | - |
| 0.8202 | 16750 | 0.0087 | - |
| 0.8207 | 16760 | 0.0129 | - |
| 0.8212 | 16770 | 0.0083 | - |
| 0.8217 | 16780 | 0.023 | - |
| 0.8222 | 16790 | 0.0151 | - |
| 0.8227 | 16800 | 0.0075 | - |
| 0.8232 | 16810 | 0.0093 | - |
| 0.8237 | 16820 | 0.0135 | - |
| 0.8242 | 16830 | 0.0089 | - |
| 0.8246 | 16840 | 0.007 | - |
| 0.8251 | 16850 | 0.0071 | - |
| 0.8256 | 16860 | 0.0129 | - |
| 0.8261 | 16870 | 0.007 | - |
| 0.8266 | 16880 | 0.0125 | - |
| 0.8271 | 16890 | 0.0057 | - |
| 0.8276 | 16900 | 0.0083 | - |
| 0.8281 | 16910 | 0.0108 | - |
| 0.8286 | 16920 | 0.0133 | - |
| 0.8290 | 16930 | 0.0105 | - |
| 0.8295 | 16940 | 0.0133 | - |
| 0.8300 | 16950 | 0.0079 | - |
| 0.8305 | 16960 | 0.009 | - |
| 0.8310 | 16970 | 0.0129 | - |
| 0.8315 | 16980 | 0.0102 | - |
| 0.8320 | 16990 | 0.0104 | - |
| 0.8325 | 17000 | 0.0088 | - |
| 0.8330 | 17010 | 0.0132 | - |
| 0.8335 | 17020 | 0.0094 | - |
| 0.8339 | 17030 | 0.0088 | - |
| 0.8344 | 17040 | 0.0087 | - |
| 0.8349 | 17050 | 0.0121 | - |
| 0.8354 | 17060 | 0.0182 | - |
| 0.8359 | 17070 | 0.0177 | - |
| 0.8364 | 17080 | 0.0152 | - |
| 0.8369 | 17090 | 0.0092 | - |
| 0.8374 | 17100 | 0.0105 | - |
| 0.8379 | 17110 | 0.0117 | - |
| 0.8384 | 17120 | 0.0072 | - |
| 0.8388 | 17130 | 0.0136 | - |
| 0.8393 | 17140 | 0.0069 | - |
| 0.8398 | 17150 | 0.012 | - |
| 0.8403 | 17160 | 0.0085 | - |
| 0.8408 | 17170 | 0.0077 | - |
| 0.8413 | 17180 | 0.0124 | - |
| 0.8418 | 17190 | 0.0076 | - |
| 0.8423 | 17200 | 0.0102 | - |
| 0.8428 | 17210 | 0.0142 | - |
| 0.8432 | 17220 | 0.0075 | - |
| 0.8437 | 17230 | 0.0097 | - |
| 0.8442 | 17240 | 0.0088 | - |
| 0.8447 | 17250 | 0.0084 | - |
| 0.8452 | 17260 | 0.0111 | - |
| 0.8457 | 17270 | 0.0085 | - |
| 0.8462 | 17280 | 0.007 | - |
| 0.8467 | 17290 | 0.0054 | - |
| 0.8472 | 17300 | 0.0093 | - |
| 0.8477 | 17310 | 0.0107 | - |
| 0.8481 | 17320 | 0.0104 | - |
| 0.8486 | 17330 | 0.0098 | - |
| 0.8491 | 17340 | 0.0067 | - |
| 0.8496 | 17350 | 0.0106 | - |
| 0.8501 | 17360 | 0.0044 | - |
| 0.8506 | 17370 | 0.0062 | - |
| 0.8511 | 17380 | 0.0047 | - |
| 0.8516 | 17390 | 0.0068 | - |
| 0.8521 | 17400 | 0.0098 | - |
| 0.8526 | 17410 | 0.0083 | - |
| 0.8530 | 17420 | 0.0075 | - |
| 0.8535 | 17430 | 0.0084 | - |
| 0.8540 | 17440 | 0.0118 | - |
| 0.8545 | 17450 | 0.0093 | - |
| 0.8550 | 17460 | 0.0181 | - |
| 0.8555 | 17470 | 0.0134 | - |
| 0.8560 | 17480 | 0.0155 | - |
| 0.8565 | 17490 | 0.0129 | - |
| 0.8570 | 17500 | 0.0096 | - |
| 0.8575 | 17510 | 0.0113 | - |
| 0.8579 | 17520 | 0.0173 | - |
| 0.8584 | 17530 | 0.0177 | - |
| 0.8589 | 17540 | 0.0078 | - |
| 0.8594 | 17550 | 0.0097 | - |
| 0.8599 | 17560 | 0.009 | - |
| 0.8604 | 17570 | 0.0099 | - |
| 0.8609 | 17580 | 0.0097 | - |
| 0.8614 | 17590 | 0.0084 | - |
| 0.8619 | 17600 | 0.0114 | - |
| 0.8623 | 17610 | 0.0151 | - |
| 0.8628 | 17620 | 0.0074 | - |
| 0.8633 | 17630 | 0.0077 | - |
| 0.8638 | 17640 | 0.0137 | - |
| 0.8643 | 17650 | 0.0123 | - |
| 0.8648 | 17660 | 0.0076 | - |
| 0.8653 | 17670 | 0.0122 | - |
| 0.8658 | 17680 | 0.0105 | - |
| 0.8663 | 17690 | 0.0117 | - |
| 0.8668 | 17700 | 0.0061 | - |
| 0.8672 | 17710 | 0.008 | - |
| 0.8677 | 17720 | 0.0084 | - |
| 0.8682 | 17730 | 0.0109 | - |
| 0.8687 | 17740 | 0.0065 | - |
| 0.8692 | 17750 | 0.0043 | - |
| 0.8697 | 17760 | 0.0051 | - |
| 0.8702 | 17770 | 0.0108 | - |
| 0.8707 | 17780 | 0.0088 | - |
| 0.8712 | 17790 | 0.0084 | - |
| 0.8717 | 17800 | 0.0171 | - |
| 0.8721 | 17810 | 0.007 | - |
| 0.8726 | 17820 | 0.0159 | - |
| 0.8731 | 17830 | 0.008 | - |
| 0.8736 | 17840 | 0.0079 | - |
| 0.8741 | 17850 | 0.0097 | - |
| 0.8746 | 17860 | 0.0056 | - |
| 0.8751 | 17870 | 0.0219 | - |
| 0.8756 | 17880 | 0.0233 | - |
| 0.8761 | 17890 | 0.0073 | - |
| 0.8765 | 17900 | 0.0086 | - |
| 0.8770 | 17910 | 0.0106 | - |
| 0.8775 | 17920 | 0.0127 | - |
| 0.8780 | 17930 | 0.0051 | - |
| 0.8785 | 17940 | 0.0044 | - |
| 0.8790 | 17950 | 0.0051 | - |
| 0.8795 | 17960 | 0.007 | - |
| 0.8800 | 17970 | 0.0067 | - |
| 0.8805 | 17980 | 0.0067 | - |
| 0.8810 | 17990 | 0.0077 | - |
| 0.8814 | 18000 | 0.0081 | 0.1016 |
| 0.8819 | 18010 | 0.0108 | - |
| 0.8824 | 18020 | 0.0083 | - |
| 0.8829 | 18030 | 0.0081 | - |
| 0.8834 | 18040 | 0.0108 | - |
| 0.8839 | 18050 | 0.0063 | - |
| 0.8844 | 18060 | 0.017 | - |
| 0.8849 | 18070 | 0.0099 | - |
| 0.8854 | 18080 | 0.0086 | - |
| 0.8859 | 18090 | 0.0081 | - |
| 0.8863 | 18100 | 0.011 | - |
| 0.8868 | 18110 | 0.0109 | - |
| 0.8873 | 18120 | 0.009 | - |
| 0.8878 | 18130 | 0.0077 | - |
| 0.8883 | 18140 | 0.0107 | - |
| 0.8888 | 18150 | 0.0073 | - |
| 0.8893 | 18160 | 0.0119 | - |
| 0.8898 | 18170 | 0.0114 | - |
| 0.8903 | 18180 | 0.0064 | - |
| 0.8907 | 18190 | 0.0081 | - |
| 0.8912 | 18200 | 0.0129 | - |
| 0.8917 | 18210 | 0.0116 | - |
| 0.8922 | 18220 | 0.0085 | - |
| 0.8927 | 18230 | 0.0093 | - |
| 0.8932 | 18240 | 0.2955 | - |
| 0.8937 | 18250 | 0.4554 | - |
| 0.8942 | 18260 | 0.762 | - |
| 0.8947 | 18270 | 0.7374 | - |
| 0.8952 | 18280 | 0.7161 | - |
| 0.8956 | 18290 | 0.6563 | - |
| 0.8961 | 18300 | 0.616 | - |
| 0.8966 | 18310 | 0.6997 | - |
| 0.8971 | 18320 | 0.7376 | - |
| 0.8976 | 18330 | 0.541 | - |
| 0.8981 | 18340 | 0.5408 | - |
| 0.8986 | 18350 | 0.709 | - |
| 0.8991 | 18360 | 0.4876 | - |
| 0.8996 | 18370 | 0.3197 | - |
| 0.9001 | 18380 | 0.3545 | - |
| 0.9005 | 18390 | 0.4687 | - |
| 0.9010 | 18400 | 0.5751 | - |
| 0.9015 | 18410 | 0.5152 | - |
| 0.9020 | 18420 | 0.9007 | - |
| 0.9025 | 18430 | 0.548 | - |
| 0.9030 | 18440 | 0.4942 | - |
| 0.9035 | 18450 | 0.7123 | - |
| 0.9040 | 18460 | 0.6689 | - |
| 0.9045 | 18470 | 0.5752 | - |
| 0.9050 | 18480 | 0.5242 | - |
| 0.9054 | 18490 | 0.6176 | - |
| 0.9059 | 18500 | 0.9321 | - |
| 0.9064 | 18510 | 0.7373 | - |
| 0.9069 | 18520 | 0.4825 | - |
| 0.9074 | 18530 | 0.7664 | - |
| 0.9079 | 18540 | 0.7425 | - |
| 0.9084 | 18550 | 0.3581 | - |
| 0.9089 | 18560 | 0.3735 | - |
| 0.9094 | 18570 | 0.314 | - |
| 0.9098 | 18580 | 0.3325 | - |
| 0.9103 | 18590 | 0.3967 | - |
| 0.9108 | 18600 | 0.5676 | - |
| 0.9113 | 18610 | 0.4315 | - |
| 0.9118 | 18620 | 0.3517 | - |
| 0.9123 | 18630 | 0.3892 | - |
| 0.9128 | 18640 | 0.6173 | - |
| 0.9133 | 18650 | 0.6591 | - |
| 0.9138 | 18660 | 0.6593 | - |
| 0.9143 | 18670 | 0.5862 | - |
| 0.9147 | 18680 | 0.6172 | - |
| 0.9152 | 18690 | 0.6425 | - |
| 0.9157 | 18700 | 0.6433 | - |
| 0.9162 | 18710 | 0.7671 | - |
| 0.9167 | 18720 | 0.5128 | - |
| 0.9172 | 18730 | 0.5309 | - |
| 0.9177 | 18740 | 0.4731 | - |
| 0.9182 | 18750 | 0.5708 | - |
| 0.9187 | 18760 | 0.6416 | - |
| 0.9192 | 18770 | 0.6998 | - |
| 0.9196 | 18780 | 0.9397 | - |
| 0.9201 | 18790 | 0.9068 | - |
| 0.9206 | 18800 | 0.7433 | - |
| 0.9211 | 18810 | 0.3458 | - |
| 0.9216 | 18820 | 0.5704 | - |
| 0.9221 | 18830 | 0.7769 | - |
| 0.9226 | 18840 | 0.5343 | - |
| 0.9231 | 18850 | 0.6232 | - |
| 0.9236 | 18860 | 0.5208 | - |
| 0.9240 | 18870 | 0.5814 | - |
| 0.9245 | 18880 | 0.5802 | - |
| 0.9250 | 18890 | 0.6375 | - |
| 0.9255 | 18900 | 0.717 | - |
| 0.9260 | 18910 | 0.348 | - |
| 0.9265 | 18920 | 0.7098 | - |
| 0.9270 | 18930 | 0.895 | - |
| 0.9275 | 18940 | 0.4557 | - |
| 0.9280 | 18950 | 0.521 | - |
| 0.9285 | 18960 | 0.4958 | - |
| 0.9289 | 18970 | 0.6477 | - |
| 0.9294 | 18980 | 0.5101 | - |
| 0.9299 | 18990 | 0.5748 | - |
| 0.9304 | 19000 | 0.4297 | - |
| 0.9309 | 19010 | 0.3849 | - |
| 0.9314 | 19020 | 0.5418 | - |
| 0.9319 | 19030 | 0.4313 | - |
| 0.9324 | 19040 | 0.5116 | - |
| 0.9329 | 19050 | 0.5796 | - |
| 0.9334 | 19060 | 0.3022 | - |
| 0.9338 | 19070 | 0.5954 | - |
| 0.9343 | 19080 | 0.3133 | - |
| 0.9348 | 19090 | 0.3182 | - |
| 0.9353 | 19100 | 0.3919 | - |
| 0.9358 | 19110 | 0.5255 | - |
| 0.9363 | 19120 | 0.4708 | - |
| 0.9368 | 19130 | 0.5831 | - |
| 0.9373 | 19140 | 0.5358 | - |
| 0.9378 | 19150 | 0.4393 | - |
| 0.9382 | 19160 | 0.75 | - |
| 0.9387 | 19170 | 0.6024 | - |
| 0.9392 | 19180 | 0.9313 | - |
| 0.9397 | 19190 | 0.5139 | - |
| 0.9402 | 19200 | 0.6867 | - |
| 0.9407 | 19210 | 0.636 | - |
| 0.9412 | 19220 | 0.6668 | - |
| 0.9417 | 19230 | 0.571 | - |
| 0.9422 | 19240 | 0.5811 | - |
| 0.9427 | 19250 | 0.6481 | - |
| 0.9431 | 19260 | 0.4462 | - |
| 0.9436 | 19270 | 0.5433 | - |
| 0.9441 | 19280 | 0.4351 | - |
| 0.9446 | 19290 | 0.5578 | - |
| 0.9451 | 19300 | 0.4605 | - |
| 0.9456 | 19310 | 0.6328 | - |
| 0.9461 | 19320 | 0.7166 | - |
| 0.9466 | 19330 | 0.6318 | - |
| 0.9471 | 19340 | 0.5794 | - |
| 0.9476 | 19350 | 0.7647 | - |
| 0.9480 | 19360 | 0.8804 | - |
| 0.9485 | 19370 | 0.7286 | - |
| 0.9490 | 19380 | 0.7321 | - |
| 0.9495 | 19390 | 0.7864 | - |
| 0.9500 | 19400 | 0.5689 | - |
| 0.9505 | 19410 | 0.9057 | - |
| 0.9510 | 19420 | 0.497 | - |
| 0.9515 | 19430 | 0.5787 | - |
| 0.9520 | 19440 | 0.7097 | - |
| 0.9525 | 19450 | 0.6303 | - |
| 0.9529 | 19460 | 0.394 | - |
| 0.9534 | 19470 | 0.3503 | - |
| 0.9539 | 19480 | 0.5089 | - |
| 0.9544 | 19490 | 0.5855 | - |
| 0.9549 | 19500 | 0.4965 | - |
| 0.9554 | 19510 | 0.8147 | - |
| 0.9559 | 19520 | 0.6399 | - |
| 0.9564 | 19530 | 0.5019 | - |
| 0.9569 | 19540 | 0.6137 | - |
| 0.9573 | 19550 | 0.6428 | - |
| 0.9578 | 19560 | 0.6273 | - |
| 0.9583 | 19570 | 0.5076 | - |
| 0.9588 | 19580 | 0.4252 | - |
| 0.9593 | 19590 | 1.0695 | - |
| 0.9598 | 19600 | 0.8253 | - |
| 0.9603 | 19610 | 0.5121 | - |
| 0.9608 | 19620 | 0.6426 | - |
| 0.9613 | 19630 | 0.8301 | - |
| 0.9618 | 19640 | 0.4727 | - |
| 0.9622 | 19650 | 0.3053 | - |
| 0.9627 | 19660 | 0.3459 | - |
| 0.9632 | 19670 | 0.3102 | - |
| 0.9637 | 19680 | 0.3296 | - |
| 0.9642 | 19690 | 0.5441 | - |
| 0.9647 | 19700 | 0.2707 | - |
| 0.9652 | 19710 | 0.4685 | - |
| 0.9657 | 19720 | 0.4003 | - |
| 0.9662 | 19730 | 0.5628 | - |
| 0.9667 | 19740 | 0.7177 | - |
| 0.9671 | 19750 | 0.5882 | - |
| 0.9676 | 19760 | 0.5677 | - |
| 0.9681 | 19770 | 0.5707 | - |
| 0.9686 | 19780 | 0.6003 | - |
| 0.9691 | 19790 | 0.7366 | - |
| 0.9696 | 19800 | 0.6806 | - |
| 0.9701 | 19810 | 0.4734 | - |
| 0.9706 | 19820 | 0.673 | - |
| 0.9711 | 19830 | 0.5724 | - |
| 0.9715 | 19840 | 0.5511 | - |
| 0.9720 | 19850 | 0.6837 | - |
| 0.9725 | 19860 | 0.6004 | - |
| 0.9730 | 19870 | 0.9446 | - |
| 0.9735 | 19880 | 0.9844 | - |
| 0.9740 | 19890 | 0.7493 | - |
| 0.9745 | 19900 | 0.4858 | - |
| 0.9750 | 19910 | 0.5202 | - |
| 0.9755 | 19920 | 0.7779 | - |
| 0.9760 | 19930 | 0.5717 | - |
| 0.9764 | 19940 | 0.678 | - |
| 0.9769 | 19950 | 0.4574 | - |
| 0.9774 | 19960 | 0.5835 | - |
| 0.9779 | 19970 | 0.596 | - |
| 0.9784 | 19980 | 0.5762 | - |
| 0.9789 | 19990 | 0.7357 | - |
| 0.9794 | 20000 | 0.4642 | 0.0178 |
| 0.9799 | 20010 | 0.5685 | - |
| 0.9804 | 20020 | 0.921 | - |
| 0.9809 | 20030 | 0.4972 | - |
| 0.9813 | 20040 | 0.4969 | - |
| 0.9818 | 20050 | 0.5403 | - |
| 0.9823 | 20060 | 0.4712 | - |
| 0.9828 | 20070 | 0.6109 | - |
| 0.9833 | 20080 | 0.6189 | - |
| 0.9838 | 20090 | 0.4534 | - |
| 0.9843 | 20100 | 0.3921 | - |
| 0.9848 | 20110 | 0.5543 | - |
| 0.9853 | 20120 | 0.4145 | - |
| 0.9857 | 20130 | 0.5284 | - |
| 0.9862 | 20140 | 0.4588 | - |
| 0.9867 | 20150 | 0.3422 | - |
| 0.9872 | 20160 | 0.5918 | - |
| 0.9877 | 20170 | 0.2886 | - |
| 0.9882 | 20180 | 0.3263 | - |
| 0.9887 | 20190 | 0.3831 | - |
| 0.9892 | 20200 | 0.5617 | - |
| 0.9897 | 20210 | 0.5091 | - |
| 0.9902 | 20220 | 0.5814 | - |
| 0.9906 | 20230 | 0.5548 | - |
| 0.9911 | 20240 | 0.3641 | - |
| 0.9916 | 20250 | 0.6875 | - |
| 0.9921 | 20260 | 0.5777 | - |
| 0.9926 | 20270 | 0.9048 | - |
| 0.9931 | 20280 | 0.7485 | - |
| 0.9936 | 20290 | 0.6309 | - |
| 0.9941 | 20300 | 0.6553 | - |
| 0.9946 | 20310 | 0.6533 | - |
| 0.9951 | 20320 | 0.6127 | - |
| 0.9955 | 20330 | 0.4696 | - |
| 0.9960 | 20340 | 0.7702 | - |
| 0.9965 | 20350 | 0.5024 | - |
| 0.9970 | 20360 | 0.4828 | - |
| 0.9975 | 20370 | 0.4745 | - |
| 0.9980 | 20380 | 0.476 | - |
| 0.9985 | 20390 | 0.5527 | - |
| 0.9990 | 20400 | 0.6704 | - |
| 0.9995 | 20410 | 0.6962 | - |
| 1.0000 | 20420 | 0.656 | - |
</details>
### Framework Versions
- Python: 3.10.12
- Sentence Transformers: 3.0.1
- Transformers: 4.42.3
- PyTorch: 2.3.1+cu121
- Accelerate: 0.32.1
- Datasets: 2.20.0
- 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}
}
```
<!--
## Glossary
*Clearly define terms in order to be accessible across audiences.*
-->
<!--
## Model Card Authors
*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
-->
<!--
## Model Card Contact
*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
-->